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CONSERVATION!PRIORITIES,!POLICY,!!AND!PUBLIC!OPINION!IN!BRITISH!COLUMBIA!
by!!
Emily!Meuser!B.Sc.,!Simon!Fraser!University,!2007!
!!
THESIS!!SUBMITTED!IN!PARTIAL!FULFILLMENT!OF!THE!REQUIREMENTS!FOR!THE!DEGREE!OF!
!MASTER!OF!SCIENCE!!
!in!the!!
Department!of!Biological!Sciences!Faculty!of!Science!
!!!
©!Emily!Meuser!2012!SIMON!FRASER!UNIVERSITY!
Spring!2012!
!All!rights!reserved.!However,!in!accordance!with!the!Copyright*Act*of*Canada,!this!work!may!be!reproduced,!without!authorization,!under!the!conditions!for!“Fair!Dealing.”!Therefore,!limited!reproduction!of!this!work!for!the!purposes!of!private!study,!research,!criticism,!review!and!news!reporting!is!likely!to!be!in!accordance!
with!the!law,!particularly!if!cited!appropriately.!
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APPROVAL!!
Name:! Emily!Meuser!!Degree:! Master!of!Science!!Title!of!Thesis:!
Conservation!priorities,!policy,!and!public!opinion!in!British!Columbia!!Examining!Committee:!!Chair:! Dr.!B.!Crespi,!Professor!! !! !! !! !! Dr.!A.!Mooers,!Professor,!Senior!Supervisor!! Department!of!Biological!Sciences,!S.F.U.!! !! !! !! Dr.!E.!Elle,!Associate!Professor!! Department!of!Biological!Sciences,!S.F.U.!! !! !! !! Dr.!G.!Pomaki,!Research!Scientist!! Occupational!Health!and!Safety!Agency!for!Healthcare!in!B.C.!! !! !! !! Dr.!H.!Harshaw,!Research!Associate!! Department!of!Forest!Resources!Management,!U.B.C.!! !! !! !! Dr.!W.!Palen,!Assistant!Professor!! Department!of!Biological!Sciences,!S.F.U.!! Public!Examiner!! !! !! !! !! June!09,!2011!! Date!Approved!
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Partial Copyright Licence
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Ethics Statement
The author, whose name appears on the title page of this work, has obtained, for the research described in this work, either:
a. human research ethics approval from the Simon Fraser University Office of Research Ethics,
or
b. advance approval of the animal care protocol from the University Animal Care Committee of Simon Fraser University;
or has conducted the research
c. as a co-investigator, collaborator or research assistant in a research project approved in advance,
or
d. as a member of a course approved in advance for minimal risk human research, by the Office of Research Ethics.
A copy of the approval letter has been filed at the Theses Office of the University Library at the time of submission of this thesis or project.
The original application for approval and letter of approval are filed with the relevant offices. Inquiries may be directed to those authorities.
Simon Fraser University Library Burnaby, British Columbia, Canada
update Spring 2010
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Abstract!
Biodiversity!conservation!is!increasingly!recognized!as!an!issue!of!managing!
people! in! addition! to!managing!wildlife;! therefore,! understanding! the! values! that!
people!hold!toward!various!aspects!of!wildlife!can!help!inform!policies!around!the!
conservation!of!species!at!risk.!To!this!end,!I!helped!conduct!a!survey!of!the!British!
Columbian!public!to!explore!their!preferences!for!species!attributes!that!can!help!to!
inform! conservation! priorities,! and! found! that! species! endemism! was! the! most!
important! of! the!measured! attributes.! Preferences! for! different! species! attributes!
were! influenced! by! survey! respondents’! gender,! education,! residential! stability,!
income! and! ecological! worldview,! but! not! by! age.! Examining! current! British!
Columbian!Red!and!Blue!lists!of!at^risk!species,!I!found!that!more^endemic!species!
were! less! likely! than! less^endemic! species! to! be! identified! as! priorities! across!
several! vertebrate! taxa,! indicating! a! local,! instead! of! global,! conservation! focus.!
Importantly,!this!pattern!held!regardless!of!species’!global!range!size.!!
!Keywords:!!Biodiversity!conservation;!British!Columbia,!Canada;!conservation!priorities;!endemism;!peripheral!species;!public!attitudes;!public!values;!species!attributes.!!
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Dedication!
I!dedicate!this!work!to!all!those!who!devote!their!lives!to!preserving!!
Earth’s!phenomenal!biodiversity.!
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Acknowledgements!
I!give!my!sincere!thanks!to!my!supervisor,!Arne!Mooers,!whose!dedication!to!
his!work,!students!and!causes!is!inspiring.!I!am!indebted!also!to!Elizabeth!Elle,!who!
has! provided!me!with! countless! hours! of! good! counsel! and! support.! I! also! thank!
Georgia!Pomaki!and!Howie!Harshaw!for!their!valuable!and!diverse!contributions!to!
my!work.!
I!couldn’t!have!asked!for!a!better!group!of!people!to!work!with!than!my!lab!
mates:! Jeff! Joy,! Will! Stein,! Janie! Dubman,! Gordon! Smith,! Rakesh! Parhar,! Phoebe!
Paterson,!Stephanie!Standerwick,!Juan!Cantalapiedra,!Clea!Moray,!Dave!Redding!and!
Tyler!Kuhn.! I! sincerely!appreciate!both!your!substantial!contributions! to!my!work!
and!your!friendship.!Thank!you!to!the!FAB*!lab!at!large!for!exposing!me!to!amazing!
ideas,!good!science!and!an!incredibly!rigourous!environment.! I!also!appreciate!the!
E2O! lab! group,! in! particular! the! Dulvy/Coté! contingent,! and! the! Roitberg! lab,!
especially!Lee!Henry,!Brian!Ma!and!Alex!Chubaty.!
My!sincere! thanks!go! to! the!support!staff!of! the!Biology!Department! for!all!
their!help,!in!particular,!Marlene!Nguyen,!Barb!Sherman!and!Dave!Carmean.!
I! cannot! possibly! thank! my! family! and! friends! enough! for! their! love! and!
support.!My!especial! thanks!go!to!Beth!Nyboer,!Sarah!Moffatt,!Derra!Truscott,!and!
my!parents.!Finally,!and!with!all!my!heart,!I!thank!my!husband,!David.!!
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Table!of!Contents!
Approval!.....................................................................................................................................!ii!
Abstract!......................................................................................................................................!iii!
Dedication!.................................................................................................................................!iv!
Acknowledgements!.................................................................................................................!v!
Table!of!Contents!....................................................................................................................!vi!
List!of!Figures!........................................................................................................................!viii!
List!of!Tables!............................................................................................................................!ix!
1:!Introduction!..........................................................................................................................!1!1.1! Motivation!...........................................................................................................................................!1!1.2! The!need!for!conservation!prioritization!..............................................................................!2!1.3! Conservation!prioritization!beyond!threat!status!.............................................................!4!
1.3.1! Evolutionary!distinctiveness!........................................................................................!5!1.3.2! Endemism!.............................................................................................................................!6!
1.4! Incorporating!public!opinions!....................................................................................................!8!1.4.1! Why!incorporate!public!opinions?!.............................................................................!8!1.4.2! How!are!public!opinions!investigated?!.................................................................!10!
1.5! Thesis!outline!..................................................................................................................................!15!1.6! Reference!List!.................................................................................................................................!16!
2:!Public!Opinions!on!Species!Conservation!Priorities!in!British!Columbia!..................................................................................................................................!24!2.1! Abstract!.............................................................................................................................................!24!2.2! Introduction!.....................................................................................................................................!24!2.3! Methods!.............................................................................................................................................!28!
2.3.1! Survey!Methods!...............................................................................................................!28!2.3.2! Analysis!Methods!............................................................................................................!29!
2.4! Results!................................................................................................................................................!32!2.4.1! Attribute!rankings!..........................................................................................................!32!
2.5! Discussion!.........................................................................................................................................!33!2.6! Figures!...............................................................................................................................................!38!2.7! Tables!.................................................................................................................................................!41!
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2.8! Reference!List!.................................................................................................................................!44!
3:!Influence!of!People’s!Characteristics!on!Species!Conservation!Priorities!in!British!Columbia!..........................................................................................!48!3.1! Abstract!.............................................................................................................................................!48!3.2! Introduction!.....................................................................................................................................!48!
3.2.1! Socioeconomic!variables!and!conservation!........................................................!51!3.3! Methods!.............................................................................................................................................!53!
3.3.1! Survey!Methods!...............................................................................................................!53!3.3.2! Analysis!Methods!............................................................................................................!54!
3.4! Results!................................................................................................................................................!57!3.4.1! Attribute!groupings!.......................................................................................................!57!3.4.2! Socioeconomic!correlates!...........................................................................................!59!
3.5! Discussion!.........................................................................................................................................!59!3.6! Tables!.................................................................................................................................................!65!3.7! Reference!List!.................................................................................................................................!70!
4:!Endemism,!Peripheral!Species!and!Conservation!Practice!in!British!Columbia!..................................................................................................................................!73!4.1! Abstract!.............................................................................................................................................!73!4.2! Introduction!.....................................................................................................................................!74!4.3! Methods!.............................................................................................................................................!78!4.4! Results!................................................................................................................................................!80!4.5! Discussion!.........................................................................................................................................!83!4.6! Figures!...............................................................................................................................................!90!4.7! Tables!.................................................................................................................................................!94!4.8! Reference!List!.................................................................................................................................!97!
5:!Discussion!.........................................................................................................................!102!5.1! Reference!List!..............................................................................................................................!108!
Appendices!............................................................................................................................!109!Appendix!A:!The!New!Ecological!Paradigm!in!British!Columbia!.....................................!109!Appendix!B:!Additional!Figures!and!Tables!for!Chapter!3!.................................................!122!Appendix!C:!Species!Data!used!in!Chapter!4!............................................................................!131!
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List!of!Figures!
Figure!2.1:!Survey!question!1.!Ranking!of!priorities!of!species!attributes!for!species!at!risk!protection!and!recovery.!...................................................................!38!
Figure!2.2:!Survey!question!2.!Prioritizing!conservation!spending!among!species!attributes.!...............................................................................................................!39!
Figure!2.3:!Survey!question!3.!Tradeoffs!between!species!attributes!as!protection!priorities.!.........................................................................................................!40!
Figure!4.1:!Contrasting!predictions!of!species!prioritization,!based!on!the!findings!of!Bunnell!et!al.!(2004;!a),!the!hypothesis!of!an!interaction!effect!on!provincial!listing!status!between!range!size!and!proportion!of!range!in!British!Columbia!presented!here!(b),!and!the!results!of!the!analysis!(c).!................................................................................................!90!
Figure!4.2:!British!Columbian!conservation!listings!of!mammal,!reptile!and!amphibian!species,!compared!to!global!status!(IUCN!Redlist)!ranks..!........!91!
Figure!4.3:!Listing!probability!for!species!with!large!or!small!range!sizes,!with!large!(more!endemic)!or!small!(less!endemic)!proportions!of!their!ranges!falling!within!BC.!.......................................................................................!92!
Figure!4.4:!Plots!of!a)!amphibian,!b)!mammal,!and!c)!reptile!species’!log!total!range!sizes!versus!the!proportion!of!their!range!in!BC.!.....................................!93!
Figure!B.1:!Scaled!preference!for!endemism!from!questions!1!(a),!2!(b),!and!3!(c).!...........................................................................................................................................!122!
Figure!B.2:!Scaled!preference!for!species!at!risk!in!British!Columbia,!but!common!elsewhere!from!questions!1!(a)!and!3!(b).!.........................................!123!
Figure!B.3:!Scaled!preference!for!the!likelihood!or!chances!of!a!species!being!protected!from!questions!1!(a)!and!3!(b).!.............................................................!124!
Figure!B.4:!Scaled!preference!for!species!that!are!culturally!or!traditionally!important!from!questions!1!(a)!and!3!(b).!............................................................!125!
Figure!B.5:!Scaled!preference!for!the!cost!of!protecting!and!recovering!a!species!from!questions!1!(a)!and!3!(b),!and!the!economic!importance!of!a!species!from!question!2!(c)!........................................................!126!
Figure!B.6:!Scaled!preference!for!common!species!that!are!currently!experiencing!rapid!decline!from!questions!1!(a),!2!(b),!and!3!(c).!.............!127!
Figure!B.7:!Scaled!preference!for!distinctive!species!from!question!2.!........................!128!
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List!of!Tables!
Table!2.1:!Wilcoxon!signed^ranks!tests!for!pairs!of!attributes!from!question!1.!........!41!Table!2.2:!Wilcoxon!signed^rank!tests!for!pairs!of!attributes!from!question!2.!..........!42!Table!2.3:!G^tests!for!differences!between!pairs!of!attributes!from!question!3.!.........!43!Table!3.1:!Cronbach’s!alphas!(internal!consistency)!and!inter^item!
correlations!for!groups!of!attributes!revealed!by!factor!analysis.!................!65!Table!3.2:!Factor!loadings!of!respondent!preferences!to!survey!questions.!.................!66!Table!3.3:!Summary!of!relationships!between!factors!obtained!through!factor!
analysis!and!socioeconomic!variables.!......................................................................!67!Table!3.4:!Descriptive!statistics!of!socioeconomic!correlates!of!factor!1:!
Common!Declining!vs.!Economic!Importance.!.......................................................!67!Table!3.5:!Descriptive!statistics!of!socioeconomic!correlates!of!factor!2:!At!
Risk!in!BC!vs.!Costs.!............................................................................................................!68!Table!3.6:!Descriptive!statistics!of!socioeconomic!correlates!of!factor!3:!
Endemic.!..................................................................................................................................!68!Table!3.7:!Descriptive!statistics!of!socioeconomic!correlates!of!factor!4:!
Cultural.!...................................................................................................................................!69!Table!3.8:!Descriptive!statistics!of!socioeconomic!correlates!of!factor!5:!
Economic!Importance!vs.!Distinctive.!........................................................................!69!Table!4.1:!Variables!included!in!logit!models!of!species’!local!listing!
probability.!.............................................................................................................................!94!Table!4.2:!Correlations!among!variables!included!in!models.!.............................................!95!Table!4.3:!Variables!retained!in!models!of!provincial!listing!status.!................................!96!Table!A.1:!Correlations!between!NEP!and!socioeconomic!variables.!............................!118!Table!B.1:!Descriptive!statistics!for!scaled!attribute!preferences.!..................................!129!Table!B.2:!Descriptive!statistics!for!socioeconomic!variables.!.........................................!130!!!
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1: Introduction!
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1.1 Motivation!
Wildlife! species! worldwide! are! under! increasing! pressure! from! anthropogenic!
disturbances! (Millennium! Ecosystem! Assessment! 2005).! In! response! to! these!
human^generated! threats,! international! agreements! have! established! various!
guidelines! with! the! intention! of! protecting! biodiversity! from! population! loss! and!
species! extinction.! Notably,! the! Rio! Convention! on! Biological! Diversity! of! 1992!
pledged! signatory! nations! to! “rehabilitate! and! restore! degraded! ecosystems! and!
promote!the!recovery!of!threatened!species,!inter*alia,!through!the!development!and!
implementation!of!plans!or!other!management!strategies”!(CBD,!Article!8f).!As!part!
of! Canada’s! commitment! resulting! from! this! convention,! Canada’s! Species! at! Risk!
Act! (SARA)! was! enacted! in! 2002! with! the! mandate! of! preventing! Canada’s!
indigenous! species! from! becoming! extinct,! promoting! recovery! of! at^risk! species,!
and! encouraging! management! of! other! wildlife! populations! so! that! they! will! not!
become!at!risk!(SARA,!Section!6).!!
!
However,!the!process!of!listing!species!as!priorities!for!either!conservation!policy!or!
conservation!practice!is!not!always!straightforward.!While!nearly!400!species!have!
already! been! listed! for! protection! under! SARA,! questions! have! already! arisen!
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concerning!the!criteria!used!for!listing!species,!both!politically!(Mooers!et!al.,!2007;!
Findlay!et!al.,!2009)!and!scientifically!(Bunnell!et!al.,!2004).!!
!
The!issue!of!conservation!prioritization!is!relevant!at!scales!ranging!from!the!global!
to! the! local,! with! most! conservation! decisions! being! made! at! the! relatively! local!
level.! In! British! Columbia,! there! is! currently! no! legislation! intended! for! the!
protection!of!wildlife!species,!although!the!provincial!government!recently!created!a!
Species!At!Risk!Task!Force!to! look!into!this! issue.!Provincial! lists!of!at^risk!species!
(Red!and!Blue! lists,! and!more! recently,!BC’s!new!Conservation!Framework)!direct!
provincial! conservation! practice,! though! they! do! not! hold! legal! force.! British!
Columbia! is! the!most!biodiverse!of! the!Canadian!provinces;! that,! coupled!with! the!
importance! of! extractive! resource! use! such! as! forestry! and! fishing! to! the! B.C.!
economy! makes! the! province! a! particularly! interesting! environment! in! which! to!
investigate! conservation!prioritization.!Thus,! I! aim! to! contribute! to! the!discussion!
around! conservation! criteria! by! investigating! the! importance! of! conservation^
relevant! species! attributes! to! British! Columbians! and! determining! to!what! extent!
current! prioritization! frameworks! in! the! province! are! consistent! with! these!
preferences.!
!
1.2 The!need!for!conservation!prioritization!
Assigning! conservation! priority! to! different! species! only!makes! sense! if! there! are!
some!species!that!we!would!less!like!to!lose!through!extinction!than!other!species.!
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Conservation! prioritization! can! allow! policy^makers! and! scientists! to! direct!
resources!toward!species!(or!other!entities)!that!have!the!highest!‘value,’!in!terms!of!
ecological,! economic,! social,! or! other! considerations,! in! order! to! decrease! the!
likelihood!that!these!parts!of!biodiversity!will!be! lost.!This! framework!is!premised!
on!the!assumption!that!species!are!not!equal!in!terms!of!their!conservation!value,!i.e.!
that! a! framework! can! be! established! wherein! species! can! be! ranked! in! terms! of!
conservation!priority.!Failing!to!prioritize! leads!to!society!both!using!conservation!
resources! less! efficiently! now,! and! ceding! control! over! the! biodiversity! that! will!
exist!in!the!future!(see,!e.g.!Brooks!et!al.!2006).!!
!
It! is! important! to! acknowledge! that,! while! many! government! entities! and! other!
organizations!are!presently!committed! to!species^based!conservation,! the! trend! in!
conservation!is!toward!conserving!landscapes,!ecosystems,!and!processes.!In!British!
Columbia,!the!BC!Species!At!Risk!Task!Force!recently!recommended!an!ecosystem^
based! approach! to! conservation! (BC! Ministry! of! Environment,! 2011).! Making!
species^by^species!conservation!decisions!and!strategies!is!problematic!because!it!is!
time! consuming! and! resource! intensive,! requires! a! high! degree! of! scientific!
knowledge! about! each! species,! and! tends! to! be! biased! toward! vertebrates! and!
vascular! plants! (Franklin! 1993).! However,! implementing! conservation! strategies!
that!focus!on!broader^scale!phenomena!also!has!drawbacks.!Notably,!it!is!difficult!to!
monitor!and!quantify!ecosystem! functioning!or! landscape!quality.! Since!a! species^
by^species! approach! is! the! predominant! conservation! strategy! employed! by!
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governments! currently,! and! this! seems! likely! to! remain! the! case,! at! least! over! the!
near!term,!I!focus!on!species^based!prioritization!in!this!thesis.!
!
1.3 Conservation!prioritization!beyond!threat!status!
Current! species! conservation! prioritization! metrics! rank! wildlife! species! as!
conservation!priorities!based!solely!upon!the!degree!to!which!they!are!threatened!
with! extinction! (e.g.! Canada’s! Species! At! Risk! Act;! IUCN! Red! List).! While! risk! of!
extinction!is!certainly!an!intuitive!criterion!upon!which!to!base!the!listing!of!species!
for! protection! under! the! law! (given! the! overall! goal! of! reduction! of! species! loss),!
some! (e.g.! Avise,! 2005)! have! suggested! that! other! species! attributes,! such! as!
economic! and! ecological! importance,! charisma,! evolutionary! distinctiveness! and!
endemism,! should!be! considered!alongside! threat! in!order! to! inform!conservation!
priority.! Indeed,! focusing! conservation! effort! on! species! that! are! most! at! risk! is!
likely!to!result!in!an!inefficient!allocation!of!resources,!as!these!species!often!require!
large! conservation! effort! with! only! small! chances! of! success! (Possingham! et! al.!
2002).!!
!
There! are! many! different! values! that! are! associated! with! biodiversity,! several! of!
which!I!examine!in!this!thesis.!In!particular,!I!look!at!species’!economic!importance,!
endemism,!threat!status,!species’!distinctiveness,!cultural!or!traditional!importance!
and!the!costs!and! likelihood!of!protection!or!recovery.! It! is! important! to!note! that!
the! attributes! that! I! explore! here! are! generally!management! attributes! associated!
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!
! 5
with!different!species,!as!opposed!to!traits!inherent!to!species!such!as!colour!or!size,!
or! traits! associated! with! species’! functional! role! within! ecosystems.! Thus,! the!
identification! of! these! attributes! is! already! associated! with! particular! (and! often!
anthropocentric)!values.!While!many!of!these!attributes!have!been!explored!in!other!
work! or! are! self^explanatory,! one! attribute,! species! distinctiveness,! has! not! to!my!
knowledge!been!explored!with! regard! to!public!preferences! for! conservation.!The!
intent!in!including!distinctiveness!as!a!species!attribute!was!driven!by!my!interest!in!
investigating! evolutionary! distinctiveness! (as! described! below),! however,! because!
this!would!be!a!complex!and!unfamiliar!concept!to!the!public,!it!was!included!in!the!
exploration!of!public!preferences!as!the!more!intuitive!distinctiveness!measure!(see!
Ch.! 2! and! 3).! Another! attribute,! endemism,! has! been! explored! only! to! a! limited!
extent!(Veríssimo!et!al.!2009)!and!is!particularly!relevant!in!the!British!Columbian!
context.!Therefore,!I!describe!these!two!attributes!in!some!detail!here.!!
!
1.3.1 Evolutionary!distinctiveness!
Redding!and!Mooers!(2006),!among!others!(e.g.!Vane^Wright!et!al.!1991;!Faith!1992;!
Mooers! et! al.! 2005;! Isaac! et! al.! 2007)! have! advocated! metrics! that! incorporate!
species’!evolutionary!history!in!order!to!take!into!account!the!differences!in!amount!
of! genetic! diversity! that! would! be! lost! as! a! result! of! the! extinction! of! different!
species,! depending! upon! how! closely! related! those! species! are! to! others.! This!
approach! makes! the! assumption! that! species! having! more! unique! evolutionary!
history!are!more!valuable!for!conservation,!because!they!are!irreplaceable!and!may!
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!
! 6
have!traits!that!make!them!odd!or!unique!(Redding!and!Mooers!2010).!In!the!survey!
of!public!opinions!that!forms!the!core!of!this!thesis,!this!concept!is!presented!simply!
as!‘distinctiveness’,!and!described!in!terms!of!the!traits!associated!with!this!measure!
instead!of!in!terms!of!evolutionary!history.!
!
1.3.2 Endemism!
Throughout! this! thesis,! I! refer! to! ‘endemism’! as! defined! by! Anderson! (1994):! a!
species! is! considered! endemic! when! its! range! is! restricted! to! a! particular! area.!
Naturally,!this!definition!means!little!if!the!area!to!which!a!species!is!endemic!is!not!
concurrently!specified.!When!endemic!species!occur!in!a!restricted!area!such!as!an!
island,! the! relevant! spatial! scale! over! which! endemism! is! defined! is! intuitive;!
however,! this! is! less! true!when! looking! at! endemism!on! larger! landmasses.!While!
endemism!is!the!conceptual!opposite!of!cosmopolitanism,!depending!on!the!spatial!
scale! at! which! endemism! is! defined! there! may! be! many! species! that! are! neither!
endemic!nor!cosmopolitan.!Endemism!has!often!been!conceptually!linked!to!small^
ranged!species!and!employed!synonymously!with! ‘stenotopic’!(Greek:!steno6!small,!
topic6!place).!But,!as!humourously!noted!by!Anderson!(1994),!at!very! large!spatial!
scales!every!species! is!endemic! (to!Earth),! “neglecting…!the! infrequent!straying!of!
human! beings! to! the! moon! and! other! such! events”! (Anderson! 1994,! p.! 451).!
Practically,!however,! the!concept!of!endemism!is!rarely!used!on!scales! larger! than!
the!continental!(and!usually!much!smaller!than!this).!
!
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!
! 7
Given!the!liberty!of!researchers!to!define!the!area!over!which!species!are!endemic,!
this!concept!may!be!(and!often!is)!applied!at!a!sociopolitical!level,!with!species!being!
identified! as! endemic! to! a! particular! nation! or! state/province! (see,! for! example,!
Meuser! et! al.! 2009).! While! this! use! of! the! term! moves! away! from! the! strictly!
biogeographical! interpretation! originally! intended! (de! Candolle,! 1820)! and! more!
recently! used! to! discuss! ‘areas! of! endemism’! (e.g.! Parenti! and! Ebach! 2009),! it! is!
useful!in!the!context!of!conservation!as!most!conservation!policies!and!actions!occur!
at!some!sociopolitical!level.!!
!
In! a! study! of! spatial! congruence! of! different! definitions! of! biodiversity! hotspots,!
Orme!et!al.!(2005)!found!that!hotspots!of!bird!endemism!captured!hotspots!of!both!
total!species!richness!and!threatened!species!richness,!while!the!converse!was!not!
true.!The!authors!suggested!this!might!be!due!to!the!lower!spatial!autocorrelation!of!
endemic!species!than!of!either!of!the!species!richness!measures:!the!spatial!extent!of!
the!landmass!covered!by!the!25%!of!avian!species!with!the!smallest!breeding!ranges!
also! incorporated! the! ranges! of! many! other! (non^endemic)! species! (Orme! et! al.!
2005).!This!demonstrates!how!a!conservation!focus!on!endemic!species!can!capture!
more! biodiversity! than! other!measures,! indicating! that! endemic! species!may! be! a!
good!target!for!conservation!initiatives.!!
!
Although!all! species!existing! in!an!area!contribute! to! the!biodiversity!of! that!area,!
endemic! species! represent! a!unique!biological!heritage! found!nowhere!else! in! the!
world,!and!should!therefore!be!considered!special!targets!for!conservation.!Endemic!
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!
! 8
species! make! compelling! targets! for! conservation! because! people! care! that! they!
persist:! the! British! Columbian! public! values! endemism! as! the! most! important!
species! attribute! to! be! used! in! determining! conservation! priorities! (Meuser! et! al.!
2009;!see!Chapter!2),!and!there!is!also!scientific!support!for!focusing!conservation!
effort!on!endemics!(Bunnell!2004).!!
!
1.4 Incorporating!public!opinions!
1.4.1 Why!incorporate!public!opinions?!
It! is! telling! that! the! task! force! that! can! grant! exceptions! to! the! United! States’!
Endangered! Species! Act! (ESA,! 1973)! is! nicknamed! the! ‘God! Squad’:! human!
preferences! and! behaviours! have! a! profound! impact! on! the! natural! environment.!!
Indeed,! it! is! increasingly! recognized! that! the! primary! determinants! of! success! of!
environmental!policy!(as!well!as!the!drivers!behind!that!policy)!are!social!(Mascia!et!
al.!2003).!!
!
The!factors!that!lead!to!species!declines!and!extinctions!^^!habitat!loss,!introduction!
of! non^native! invasive! species! and! overexploitation! ^^! are! human^generated,!
through! our! economic! activity! and! behaviour.! Similarly,! policy! choices! lead! to!
changes!in!human!behaviour!that!will!mitigate!these!effects!for!at! least!a!subset!of!
species.!Application!of!species!at!risk!policies!has!been!widely!critiqued!for!focusing!
on!anthropomorphic!or!anthropocentric!aspects!of!species!(especially!charisma!and!
economic!considerations,!see,!e.g.!Simon!et!al.,!1995;!Metrick!and!Weitzman,!1996,!
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!
! 9
1998;!Dawson!and!Shogren,!2001;!Restani!and!Marzluff,!2001,!2002;!Male!and!Bean,!
2005),!but!it!is!important!to!recognize!that!in!many!cases!this!focus!is!the!result!of!a!
true! social! preference! for! certain! species! over! others.! Attempting! to! blanket!
different! parts! of! biodiversity! with! the! same! set! of! policies! can! lead! to! perverse!
outcomes! for! species! at! risk! of! becoming! extinct.! A! notable! example! of! this! is! the!
conflict!between!the!species!protections!afforded!under!The!US!Endangered!Species!
Act! and! private! property! rights.! Landowners! engaging! in! activities! that! could!
potentially! be! harmful! to! species! on! their! own! properties! were! incentivized! to!
‘shoot,!shovel!and!shut!up’!(known!euphemistically!as!the!3^S!treatment)!instead!of!
reporting! the! presence! of! at^risk! species! on! their! properties,! lest! the! strict!
prohibitions!against!harming!a!species!or!its!habitat!result!in!expected!financial!loss!
(Cribb! 1998).! Since! prohibitions! on! ‘harming’! species! or! their! habitats! only! come!
into! force! when! an! individual! of! an! endangered! species! occupies! that! habitat,!
landowners! have! also! been! incentivized! to! preemptively! destroy! suitable! habitat.!
For!example,!in!order!to!prevent!red^cockaded!woodpeckers!(which!require!mature!
stands! of! trees! as! habitat)! from! colonizing,! Lueck! and! Michael! (2003)! document!
forestry!managers!harvesting! forest!stands!at!a!younger!stand!age.!This! illustrates!
that! enacting! policies! that! are! inconsistent! with! public! opinions! and! values! can!
actually! result! in! worse! outcomes! for! some! species! than! having! no! protective!
legislation.!!
!
While! the! need! to! understand! public! opinions! to! inform! educational! or!
communication! strategies! and! ensure! that! conservation! initiatives! will! be! more!
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!
! 10
likely! to! succeed! is! widely! recognized! (Miller! and! McGee! 2001;! Blanchard! 2000;!
Manfredo!et!al.!1998),!it!is!more!controversial!to!suggest!that!public!opinions!should!
be! involved! in! directing! conservation! policy.! While! I! do! not! argue! this! point!
extensively! here,! it! is! the! case! that! the! public! must! bear! the! costs! of! either!
prevention! of! or! adaptation! to! species! loss.! Since! conservation! decisions! are!
therefore! made! on! behalf! of! the! public,! taking! into! account! their! preferences! in!
forming! policy! may! be! appropriate.! Indeed,! incorporating! public! values! into! the!
process! of! conservation! prioritization! is! an! expansion! of! a! process! that! already!
occurs!within! the! scientific! conservation! community.! Choices!of! study! system!and!
research!program!(and!thus!the!data!available!to!conservation!decision^makers)!are!
themselves!driven!by!scientists’!biases!and!preferences;!these!choices!are!far!from!
value^free!(Meine!and!Meffe!1996).!!
!
1.4.2 How!are!public!opinions!investigated?!
There!are!several!different!approaches!for!exploring!the!values!that!people!hold!for!
the!natural!world.!From!an!environmental!sociology!approach,!Kellert!(1996),!and!
Kellert! and! Berry! (1987),! Dunlap! and! Van! Liere! (1978)! and! Dunlap! et! al.! (2000)!
have! investigated! different! aspects! of! an! emerging! ecological! worldview! (Riley!
Dunlap!and!colleagues’!approach,!the!New!Ecological!Paradigm!scale,!is!discussed!in!
detail!in!Appendix!A).!Changing!worldviews!(in!conjunction!with!social!norms)!are!
associated!with! changes! in! behaviour! according! to! the! theory! of! reasoned! action!
(Ajzen!and!Fishbein!1973),!such!that,!for!example,!changes!in!public!attitudes!from!a!
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!
! 11
more! anthropocentric! to! a! more! biocentric! worldview! may! be! associated! with!
increases!in!pro^environmental!behaviour.!!
!
From!the!economic!perspective,!stated!preference!studies!(where!study!participants!
are! asked! to! state! their! preference! between! several! options! in! a! survey! or!
interview)! explore! public! values! for! natural! goods! and! services!with! econometric!
tools!that!attempt!to!elicit!willingness^to^pay!(WTP)!estimates!from!members!of!the!
public! or! more! specific! groups! of! interest.! These! methods! have! been! extensively!
used!in!the!conservation!realm!(e.g.!Kotchen!and!Reiling!2000;!Martin^Lopez!et!al.!
2007,!2008;!Tisdell!et!al.!2007;!Rudd!2009;!Veríssimo!et!al.!2009).!Assigning!a!dollar!
value!to!conservation!targets!serves!several!purposes:!it!allows!for!the!comparison!
of! different! conservation! options! via! a! standardized! metric,! provides! a! rough!
estimate! of! public! support! for! a! particular! initiative! in! terms! familiar! to! policy!
makers,! and! also! provides! some! estimate! of! the! opportunity! cost! of! conserving!
species! over! other! worthwhile! causes! (Shogren! et! al.! 1999).! Although! utilizing!
economic! valuation!methods! (which! some! view! as! ‘putting! a! price! on! nature’)! is!
inconsistent! with! some! conservationists’! perception! of! conservation! as! correctly!
approached!as!a!moral!rather!than!an!economic!problem!(see,!e.g.!Ehrenfeld!1988;!
Roughgarden!1995),!the!reality!is!that!not*attempting!to!establish!an!economic!value!
for!species!and!other!natural!entities!often!results!in!the!true!value!of!these!entities!
to! society! not! being! considered! when! policy! decisions! are!made.! Essentially,! like!
other!public!goods,!nature!is!provided!free!of!cost!and!is!therefore!often!considered!
valueless! in! economic! transactions!unless! a! framework! is! established! for! taking! it!
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!
! 12
into!account.!For!governments!tasked!with!maximizing!net!benefits!to!society!given!
limited! resources,! it! is! particularly! useful! to! be! able! to! compare! different! policy!
options! using! the! same!metric! (i.e.! dollars).! It! is! important! to! note,! however,! that!
non^economic! valuation!methods! are! also! useful! in! describing! the! relative! values!
publics! hold! for! natural! goods! and! services.! These! techniques! include! in^depth!
interviews! or! focus! groups! (Kaplowitz! and! Hoehn! 2001),! participatory! modeling!
(Videira!et!al.!2009)!and!citizens’!jury!(Aldred!and!Jacobs!2000).!
!
Several!methods!have!been!employed! in!eliciting!WTP! for! conservation!objectives!
(see!Hanley! and! Spash! 1993),! two! of!which! I! describe! here.! Contingent! valuation!
(CV;!Davis!1963)!presents!survey!respondents!with!a!specific!scenario!(for!example,!
a! conservation! initiative)! and! a! cost! that! they!would! have! to! bear! if! the! scenario!
were! implemented! (for! example,! an! increase! to! their! property! tax! bill),! and! then!
asks! them! to! accept! or! reject! the! scenario! at! that! price.! This! type! of! question! is!
formatted!similarly!to!voting!in!a!referendum,!and!is!thus!at!least!notionally!familiar!
to!respondents.!By!presenting!numerous!scenarios!to!a!respondent,!each!varying!in!
the! attributes! of! the! scenario! (conceptualized! in! this! case! as! a! bundle! of!
environmental! goods)! presented! and! the! cost! of! the! program,! a! researcher! can!
estimate! respondents’! values! for! different! aspects! of! the! non^market! goods!
presented! in! the! scenarios.! Choice! experiments! (CE)! are!methodologically! closely!
related! to! CV,! but! instead! of! a! yes/no! vote! on! a! single! scenario,! respondents! are!
asked!to!choose!one!of!two!or!more!different!scenarios!(Hanley!et!al.!1998).!In!this!
manner,! an! explicit! price! of! each! scenario! may! or! may! not! be! included,! and!
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!
! 13
respondents!have!the!easier!task!of!choosing!between!competing!scenarios!instead!
of!deciding!on!the!value!(in!dollar!terms)!of!a!certain!set!of!non^market!goods.!Rudd!
(2009)!used!a!CE!survey!to!estimate!public!values!for!the!conservation!of!six!aquatic!
species!in!Canada!and!showed!that!all!species!had!substantial!public!support!($1.07^
$132.87! per! person! annually,! depending! on! target! species).! Indeed,! assuming! a!
representative! sample,! establishing!effective!protective!policies! for!even! the! least^
preferred!species,!the!Porbeagle!shark,!would!result!in!tens!of!millions!of!dollars!in!
net!benefits!to!Canadian!society,!despite!the!loss!in!revenue!from!no!longer!directly!
or! indirectly!harvesting! this! species! (Rudd!2009).! In! this!way,!economic!valuation!
studies! can! reveal! information! about! the! costs! and! benefits! of! conservation!
strategies! that! can! help! to! identify! and! resolve! tensions! between,! especially,! use!
(such! as! hunting! and! fishing)! and! non^use! (such! as! wildlife! viewing)! economic!
values.!
!
The!economic!perspective!also!provides!an!interesting!counterpoint!to!the!way!that!
conservation!is!often!discussed!in!the!scientific!literature.!In!particular,!the!concept!
of! intrinsic! value,! or! value! that! is! inherent! to! an! entity! apart! from! its! value! to!
humans,!is!widely!used!in!the!conservation!literature!(e.g.!Soulé!1985;!Wilson!1992;!
Angermeier! 2000;! McCauley! 2006)! but! plays! little! role! in! the! use! and! non^use!
instrumental!values!(value!for!something!as!a!means!to!another!end)!investigated!in!
the!economic!literature.!While!the!intrinsic!value!of!natural!entities!is!often!used!as!
a! justification! for! their! conservation,! this! framework! does! not! allow! for! a!
comparison!of!the!value!of!species!or!other!entities!to!one!another!and!therefore!is!
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!
! 14
of! little! use! to! conservation! prioritization! (for! an! excellent! discussion! of! intrinsic!
value!with!regard!to!conservation,!see!Justus!et!al.!2009).!Thus,!economics!can!help!
to!reframe!the!discussion!of!value!for!biodiversity! in!ways!that!enable!tradeoffs!to!
be!made!between!different! species! or! other! natural! entities.! Interestingly,! several!
studies!(Stevens!et!al.!1991;!Spash!and!Hanley!1995)!have!presented!evidence!that!
WTP!and!personal!ethical!beliefs!are!related,!with!ethical!beliefs!accounting!for!up!
to!25%!of!the!variation!in!WTP.!!
!
While! some! aspects! of! economic! valuation! of! non^market! goods! are! useful! in!
informing! conservation! priorities,! the! kinds! of! information! generated! in! such!
studies! are!not! always!useful! and!potentially!misleading.!One!of! the!more! serious!
issues!of!non^market!environmental!valuation!studies! that! focus!on!a!subset!of!all!
environmental!goods!is!that!respondents!are!asked!to!evaluate!that!subset!without!
also!accounting! for!all!other!environmental!goods! that! they!might!also!value.!This!
raises!a!problem!of!scaling,!whereby!a!respondent!may,!for!example,!allocate!a!high!
proportion!of!the!total!funds!they!would!be!willing!to!spend!on!species!conservation!
on! a! single! species,! despite! the! likelihood! that! they! care! equally! about! the!
conservation!of!numerous!other!species!(Hanley!and!Spash!1993).!!
!
Although!there!are!sophisticated!tools!for!estimating!the!relative!economic!benefits!
of!different!aspects!of!biodiversity,!in!this!initial!exploration!of!the!preferences!that!
British! Columbians! hold! for! different! species! attributes! as! they! relate! to!
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! 15
conservation! I!was! interested! in! obtaining! a! simple! ranking.! This! choice!was! also!
dictated!by!time!and!space!constraints!of!the!survey!instrument!itself!that!was!used!
to!elicit!the!preference!ranking,!as!the!primary!objective!of!this!survey!was!to!serve!
the!needs!of!the!Species!At!Risk!Coordination!Office!of!BC.!!
!
1.5 Thesis!outline!
In! my! first! data! chapter! (Ch.! 2),! I! explore! British! Columbians’! preferences! for!
different! conservation^related! species! attributes! as! revealed! in! a! provincially!
representative! public! opinion! survey.! The! following! chapter! (Ch.! 3)! explores! how!
these!preferences!are!related!to!several!socioeconomic!variables!across!the!survey!
respondents.!Finally,! in!Chapter!4,! I! examine! the!effect!of! the!survey!respondents’!
most^preferred! species! attribute,! endemism! (see! Ch.! 2),! on! the! status! of! species!
included!on!British!Columbian!lists!of!at^risk!species.!!
!
! !
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! 16
1.6 Reference!List!
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3:!1^7.!
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Intrinsic!versus!instrumental!value.!Trends!in!Ecology!and!Evolution24(4):!
187^191.!
Kaplowitz,!M.D.!and!J.P.!Hoehn,!J.P.!2001.!Do!focus!groups!and!individual!interviews!
reveal!the!same!information!for!natural!resource!valuation?!Ecological!
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Kellert, S.K. and J.K. Berry. 1987. Attitudes, knowledge, and behaviors toward wildlife
as affected by gender. Wildlife Society Bulletin 15(3): 363-371.
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Kotchen,!M.J.!and!S.D.!Reiling.!2000.!Environmental!attitudes,!motivations,!and!
contingent!valuation!of!nonuse!values:!a!case!study!involving!endangered!
species.!Ecological!Economics!32:!93–107.!
Lueck,!D.!and!J.A.!Michael.!2003.!Preemptive!habitat!destruction!under!the!
Endangered!Species!Act.!Journal!of!Law!and!Economics!46:!27^60.!
Male,!T.D.!and!M.J.!Bean.!2005.!Measuring!progress!in!US!endangered!species!
conservation.!Ecology!Letters!9:!986–992.!
Manfredo,!M.J.,!D.J.!Decher!and!M.D.!Duda.!1998.!What!is!the!future!for!human!
dimensions!of!wildlife?!Transactions!of!the!North!American!Wildlife!and!
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Martín^Lopez,!B.,!C.!Montes!and!J.!Benayas.!2007.!Influence!of!user!characteristics!on!
valuation!of!ecosystem!services!in!Doñana!Natural!Protected!Area!(south^
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Martín^López,!B.,!C.!Montes!and!J.!Benayas.!2008.!Economic!valuation!of!biodiversity!
conservation:!the!meaning!of!numbers.!Conservation!Biology!22:!624^635.!
Mascia,!M.B,!!J.P!Brosius,!T.A!Dobson,!B.C!Forbes,!L!Horowitz,!M.A!McKean!and!N.J!
Turner.!2003.!Conservation!and!the!social!sciences.!Conservation!Biology!
17(3):!649^650.!
McCauley,!D.J.!2006.!Selling!out!on!nature.!Nature!443:!27–28.!
Meine,!C.!and!G.K.!Meffe.!1996.!Conservation!values,!conservation!science:!A!healthy!
tension.!Conservation!Biology!10:!916^917.!!
Metrick,!A.,!Weitzman,!M.L.,!1996.!Patterns!of!behavior!in!endangered!species!
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Meuser!E.,!H.W.!Harshaw!and!A.Ø.!Mooers.!2009.!Public!preference!for!endemism!
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Millennium!Ecosystem!Assessment.!2005.!Ecosystems!and!Human!Well^Being.!
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Miller,!K.K.!and!T.K.!McGee.!2001.!Toward!incorporating!human!dimensions!
information!into!wildlife!management!decision^making.!Human!Dimensions!
of!Wildlife!6:!205^221.!!
Mooers,!A.Ø.,!S.B.!Heard,!and!E.!Chrostowski.!2005.!Evolutionary!heritage!as!a!metric!
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Mooers,!A.!Ø.,!Prugh,!L.R.,!Festa^Bianchet,!M.!and!J.A.!Hutchings.!2007.!Biases!in!legal!
listing!under!Canadian!endangered!species!legislation.!Conservation!Biology!
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Mooers,!A.Ø.,!D.F.!Doak,!C.S.!Findlay,!D.M.!Green,!C.!Grouios,!L.L.!Manne,!A.!Rashvand,!
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Redding,!D.W.!and!A!Ø.!Mooers.!2010.!Can!systematists!help!decide!the!relative!
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1999.!Why!economics!matters!for!endangered!species!protection.!
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Verissimo,!D.,!I.!Fraser,!J.!Groombridge,!R.!Bristol!and!D.C.!MacMillan.!2009.!Birds!as!
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2: Public!Opinions!on!Species!Conservation!Priorities!in!British!Columbia!
Parts! of! this! chapter!were! published! in! Conservation!Biology! 23(4):!1041^1046.!!
Emily!Meuser,!Howard!W.!Harshaw!and!Arne!Ø.!Mooers!
E.!Meuser!conducted!all!analyses!and!wrote!the!following!chapter.!
2.1 Abstract!
Public!preferences!are!likely!to!play!an!important!role!in!prioritizing!species!at!risk!
for! conservation.! I! conducted! a! survey! of! British! Columbians! (Canada)! (n=555,!
response! rate! [ratio! of! surveys!mailed! out! to! respondents! to! those! received! back!
from! respondents]=73%)! to! examine! how! the! public! ranks! a! species’! attributes!
(rather! than! named! species)! with! respect! to! conservation! priority.! Endemism,!
defined!as!species!only!or!mainly!occurring!in!British!Columbia!or!species!occurring!
in!British!Columbia!and!nowhere!else!in!Canada,!was!considered!the!most!important!
among! the!measured! attributes.! I! suggest! that! investigating! how!much! the! public!
values! species’! attributes,! as! opposed! to! named! species,! provides! a!more! efficient!
way! of! incorporating! public! opinion! into! policies! on! species! at! risk,! especially! if!
large!numbers!of!species!must!be!ranked!for!conservation!priority.!!
2.2 Introduction!
Given!that!resources!available!for!conservation!of!species!are!limited,!it!is!necessary!
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to!make!trade^offs!regarding!which!species!should!be!protected!and!which!cannot.!
Most! current! prioritization! frameworks! focus! on! the! degree! to!which! a! species! is!
threatened!with!extinction! (e.g.,! IUCN!Red!List!2001;!Canada’s! Species! at!Risk!Act!
2002).! Some! authors! (e.g.,! Avise! 2005)! suggest,! however,! that! other! species!
attributes,! such! as! economic! or! ecological! importance,! charisma,! evolutionary!
distinctiveness,! and! endemism,! should! be! considered! alongside! threat! when!
determining!conservation!priority.!Conservation!decisions!are!undertaken!on!behalf!
of!the!public.!For!that!reason,!perhaps!the!species!most!highly!valued!by!the!public!
should!be!considered!the!highest!priorities!for!conservation.!One!way!in!which!the!
structure! of! a! conservation! framework! including! public! preferences! can! be!
investigated! is! to! determine! how! the! public! ranks! species’! attributes! in! terms! of!
importance!to!conservation!decisions.!While!perhaps!philosophically!controversial,!
incorporating! public! opinions! into! conservation! policy! represents,! at! least,! a!
pragmatic! approach! to! conservation:! much! of! biodiversity! owes! its! continuing!
existence!to!human!intervention,!and!publicly!supported!interventions!will!be!more!
likely! to! succeed.! Discovering! the! areas! where! science^based! policy! and! public!
opinion!are!congruent!can!point!to!conservation!interventions!that!will!be!effective!
and!relatively!(politically)!easy!to!implement,!while!exploring!issues!where!science!
and! opinion! diverge! can! help! to! identify! areas! where! communication! and!
educational!outreach!efforts!could!be!focused.!Therefore,!at!this!point!investigating!
the!social!valuation!of!different!species!attributes!that!could!be!used!to!inform!new!
prioritization!metrics!seems!prudent.!!
!
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The! above! approach! avoids! relying! entirely! on! public! opinions! to! direct! policy!
toward! species! at! risk,! but! instead! uses! public! input! alongside! a! suite! of! other,!
primarily! science^based! information! in! order! to! implement! effective! conservation!
policy.! Letting! conservation! decisions! rest! entirely! on! the! opinions! of! the! public!
would! likely! lead! to! an! overwhelming! focus! on! charismatic! megafauna! at! the!
expense!of!other,! less!popular,!organisms.!This!preference!for!cute,!cuddly,!usually!
large! creatures! is! reflected! in!many! conservation! organizations’! choice! of! flagship!
species!to!generate!support!for!conservation!initiatives!that!benefit!other!species!as!
well.! However,! this! ‘bread! and! circuses’! view! of! what! the! public! desires! from!
conservation!targets!may!not!reflect!the!sophistication!with!which!people!are!able!
to! understand! conservation! strategies.! For! example,! Veríssimo! et! al.! (2011)! have!
found!that!people!may!be!receptive!to!a!more!diverse!conceptualization!of!‘flagship’!
that!does!not!involve!charismatic!species!(for!example,!coral!reefs).!
!
An! approach! for! gauging! public! support! for! species! conservation! is! to! examine!
people’s!willingness! to!pay! for! the!conservation!of!different!species!(Martín^López!
et!al.!2008).!While!many!studies!have!explored!public!valuations!of!single!species!or!
sets!of!species!(e.g.!Rudd,!2009;!Kotchen!and!Reiling,!2000),!few!have!examined!how!
valuation! of! species! is! influenced! by! the! attributes! of! those! species! (but! see!
Knegtering! et! al.! 2002;! Stokes! 2007;! Meuser! et! al.! 2009;! Veríssimo! et! al.! 2009).!
Provided!that!1)!different!species!can!be!characterized! in!terms!of! their!attributes!
(of!which!each!species!may!have!many,!to!varying!degrees),!and!2)!these!attributes!
are! valued! to! differing! degrees! by! the! public,! determining! public! opinions! about!
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!
! 27
these! values!may! yield! a! useful! tool! for! predicting!which! species! the! public! feels!
should!be!prioritized!for!conservation,!without!the!need!to!conduct!a!survey!asking!
about!each!species!individually.!
!
In! order! to! investigate! the! conservation! preferences! of! British! Columbians,! I! was!
involved!in!conducting!a!formal!attitude!survey!(e.g.!Hagelin!et!al.!2003)!of!British!
Columbians!to!determine!how!we!value!different!species.!Fairly!informal!surveys!of!
Canadians!on! this! subject!were! conducted!before! SARA!was! enacted! (IFAW!1999,!
2000);! re^examining! this! issue! now! that! species! at! risk! legislation! is! in! place! and!
species!are!being!denied!legal!status!(see!Mooers!et!al.!2007;!Findlay!et!al.!2009)!is!
an! important! component! of! addressing! the! treatment! of! species! at! risk! in!Canada!
with!respect!to!public!concern.!I!investigated!how!British!Columbians!view!different!
conservation^related! species! attributes,! in! order! to! predict! which! species! British!
Columbians! would! most! like! to! see! protected! (given! that! species! can! be!
characterized! by! their! attributes).! This! may! help! decision^makers! to! ensure! that!
protected! species! status! and! scarce! conservation! resources! are! directed! to! the!
species!that!are!most!highly!valued!by!society,!as!public!support!can!enable!public!
policy,!while!a!lack!of!public!support!can!hamper!policy!implementation.!!
!
This! chapter! aims! to! contribute! to! the! discussion! surrounding! how! best! to! direct!
conservation! efforts! toward! species! at! risk,! given! economic! and! social!
considerations,!and!limited!resources.!!
!
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2.3 Methods!
2.3.1 Survey!Methods!
Dr.! Howard! Harshaw,! of! the! University! of! British! Columbia’s! Faculty! of! Forestry,!
designed!and!conducted!a!survey!of!the!opinions!and!beliefs!of!British!Columbians!
regarding! the!management,! protection! and! recovery! of! at^risk! species! within! the!
province.! Dr.! Harshaw! invited! me! to! construct! a! question! to! be! included! on! this!
survey,! and! involved! me! in! the! process! of! reviewing! and! commenting! on! other!
aspects!of!the!survey!instrument.!Draft!versions!of!the!survey!were!reviewed!by!the!
Species! at! Risk! Coordination! Office,! World! Wildlife! Fund! Canada,! the! British!
Columbia! Council! of! Forest! Industries,! and! faculty! members! at! the! University! of!
British!Columbia’s!Faculty!of!Forestry!and!Simon!Fraser!University’s!Department!of!
Biology.!A!draft!version!of!the!survey!was!also!piloted!with!students!in!the!Faculty!of!
Forestry!at!the!University!of!British!Columbia!to!judge!time!needed!for!completion!
and!identify!problem!areas.!!
!
We! obtained! a! stratified! random! sample! of! British! Columbians! that! was!
representative! across! eight! provincial! regions! (“development! regions”)! by! using!
random!digit!telephone!dialling!to!solicit!mailing!addresses!from!people!who!agreed!
to! participate! in! the! survey,! using! most! recent! birthday! to! ensure! even!
representation! between! the! sexes.! ! 770/2993! contacts! agreed! to! participate,! for!
which! we! had! valid! addresses! for! 762.! Following! the! Tailored! Design! Method! to!
maximize!survey!response!rates!and!minimize!the!potential!for!survey!error!(Salant!
and! Dillman! 1994),! we:! 1.! mailed! an! introductory! letter! on! January! 15,! 2008;! 2.!
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!
! 29
mailed!a!questionnaire!two!days!later;!3.!mailed!a!follow^up!postcard!one!week!after!
the!questionnaire;!and!4.!mailed!a!second!copy!of!the!questionnaire,!identical!to!the!
first,!on!January!31,!2008!to!those!from!whom!we!had!not!yet!received!a!completed!
questionnaire.! We! received! 555! completed! questionnaires! by! March! 13,! 2008,!
yielding!a! response! rate!of!72.8%.!Males!were! slightly!overrepresented! (50.5%!of!
the! sample! compared! to! 49.6%! of! the! BC! population)! and! females! slightly!
underrepresented!(49.5%!of!the!sample!compared!to!50.4%!of!the!BC!population).!
Sample! respondents! were! somewhat! older! than! the! provincial! average,! with! a!
median! age! of! 53! years,! versus! a! provincial! median! age! of! 40.8! years! (BC! Stats!
2008).!Survey!respondents!had!also!completed!more!years!of!education,!on!average,!
than!the!BC!population,!with!24.4%!having!a!high!school!education!or!less!(versus!
38%! of! the! BC! population)! and! 74.6%! having! completed! at! least! some! post^
secondary! education! (versus! 62%! of! the! BC! population;! BC! Stats! 2008).! Further!
details!on!methods!and!results!of! the! survey,! as!well! as!a! complete!version!of! the!
survey! instrument,! may! be! found! at! www.hd^research.ca/sar^pos/SaR^
POS_reports.html!(Harshaw!2008).!
!
2.3.2 Analysis!Methods!
Here! I! focus! on! three! questions! from! the! larger! questionnaire,! which! all! asked!
respondents!to!indicate!their!preferences!for!a!range!of!similar!conservation^related!
species! attributes.! We! included! three! different! questions! with! largely! the! same!
content! in! order! to! determine!whether! respondents’! preferences!were! consistent!
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!
! 30
across!different!styles!of!survey!questions,!in!order!to!better!ascertain!whether!the!
responses!were! indicative! of! true! preferences! or!were! being! elicited! by! a! certain!
question!format.!Responses!to!surveys!are!sensitive!to!question!wording!(Robinson!
et! al.! 1991)! context! (Schwartz! 1999)! and! response! format! (Krosnick! 1999);!
therefore,!obtaining!consistent!preferences!across!a!range!of!question!styles!would!
indicate!that!those!preferences!are!likely!to!be!robust.!
!
The!first!survey!question!(Figure!2.1)!asked!respondents!to!rank!for!importance!six!
different!species!attributes! that!natural!resource!managers!might!use! in!allocating!
resources! for! species! at! risk! protection! and! recovery:! species! at! risk! in! BC! but!
common!elsewhere;! species!only!or!mainly!occurring! in!BC;! chances!of! successful!
protection! and! recovery;! cultural! and! traditional! importance;! economic! costs! of!
protection!and!recovery;!and!common!species!whose!numbers!are!in!rapid!decline.!!
!
The! second! question! (Figure! 2.2)! asked! respondents! to! make! a! conservation!
allocation! decision,! with! a! hypothetical! $100,! among! four! different! species!
attributes:! distinctive! species,! defined! as! species! that! look! or! act! differently! from!
other!species,!or!play!a!unique!role!in!the!ecosystem;!species!that!exist!only!in!BC,!
and! no! other! area! in! Canada;! species! that! are! important! to! BC’s! economy;! and!
species! that!are!common,!but!whose!numbers!are!decreasing!quickly.!This! type!of!
constant!sum!question!provides!a!ranking!of!attributes,!as!well!as!a!measure!of!the!
extent!of!respondents’!preferences!over!these!attributes.!!
!
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!
! 31
The!third!question!(Figure!2.3)!was!formatted!according!to!the!Thurstone!approach!
(Thurstone!1959),!which!asks!respondents!to!make!preference!judgments!between!
pairs!of!statements!describing!different!species!attributes.!In!each!pair,!respondents!
chose! which! attribute! should! have! a! higher! priority! for! identifying! what! species!
attributes!should!be!protected!among!six!presented!attributes,!each!of!which!were!
compared! to! all! other! attributes.! These! attributes!were:! species! at! risk! in! BC! but!
common! elsewhere;! cultural! and! traditional! importance;! the! likelihood! of! the!
species! being! protected;! common! species! whose! numbers! are! in! rapid! decline;!
species!only!or!mainly!occurring!in!BC;!and!the!costs!associated!with!protecting!the!
species.! This! question! has! previously! been! analysed! using! the! Thurstone!
methodology!(Harshaw!2008);!however,! for!the!purpose!of!consistency!of!analysis!
across!the!three!survey!questions!here,!I!analysed!this!data!using!binomial!tests!(as!
described!below).!!
!
For!questions!1!and!2,!I!compared!the!rank!for,!or!mean!allocation!to,!each!attribute!
and!tested!for!differences!using!Wilcoxon!signed^ranks!tests.!For!question!3,!I!tested!
for! differences! in! pairwise! comparisons! of! attributes! using! binomial! tests.!Within!
each!question,! I! corrected! for! false!discovery!rate!due! to!multiple!comparisons!by!
controlling! for! the! expected! number! of! incorrectly! rejected! null! hypotheses!
(Benjamini!and!Hochberg,!1995).!!
!
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!
! 32
2.4 Results!
2.4.1 Attribute!rankings!
Using!Wilcoxon!signed^ranks!tests!of!the!ranked!attributes!in!question!1,!I!found!
significant!differences!in!14/15!pairwise!comparisons!(Table!2.1).!‘Species!only!or!
mainly!occurring!in!BC’!was!ranked!higher!than!any!other!attribute,!and!was!
preferred!to!all!other!attributes.!‘Common!species!whose!numbers!are!in!rapid!
decline’!was!preferred!to!4/5!attributes,!although!the!preference!to!‘chances!of!
successful!protection!and!recovery’!was!not!statistically!significant.!‘Chances!of!
successful!protection!and!recovery,’!‘species!at!risk!in!BC!but!common!elsewhere,’!
and!‘economic!costs!of!protection!and!recovery’!were!preferred!over!3/5,!2/5!and!
1/5!attributes,!respectively.!‘Cultural!and!traditional!importance’!was!the!lowest^
ranked!attribute,!being!significantly!non^preferred!to!each!of!the!other!attributes!
(Table!2.1).!!
!
For!question!two,!Wilcoxon!signed^ranks!tests!revealed!significant!differences!for!
5/6!pairwise!comparisons!of!allocations!to!attributes!(Table!2.2).!‘Species!that!exist!
in!BC!and!no!other!area!in!Canada’!were!allocated!significantly!more!than!each!of!
the!other!species!attributes.!‘Species!that!are!important!to!BC’s!economy’!were!
allocated!more!than!‘common!species!whose!numbers!are!decreasing!rapidly’!and!
‘distinctive!species,’!while!the!latter!two!attributes!were!not!preferred!over!any!
other!attribute!(Table!2.2).!
!
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!
! 33
Analysis!of!question!3!using!binomial!tests!yielded!significant!differences!for!12/15!
pairwise!comparisons!(Table!2.3).!Both!‘species!only!or!mainly!occurring!in!BC’!and!
‘common!species!whose!numbers!are!in!rapid!decline’!were!chosen!by!respondents!
a!greater!proportion!of!the!time!than!the!remaining!four!attributes,!though!neither!
was!chosen!significantly!over!the!other.!Respondents!selected!‘the!likelihood!of!the!
species!being!protected’!more!often!than!‘species!at!risk!in!BC!but!common!
elsewhere,’!‘the!costs!associated!with!protecting!the!species,’!and!‘cultural!and!
traditional!importance.’!Both!‘cultural!and!traditional!importance’!and!‘the!costs!
associated!with!protecting!the!species’!were!not!preferred!to!any!other!attribute,!
while!‘species!at!risk!in!BC!but!common!elsewhere’!was!significantly!preferred!to!
the!former!attribute,!but!not!the!latter!(Table!2.3).!
2.5 Discussion!
!
My! results! suggest! that! the! British! Columbian! public! generally! values! endemism!
over!other!species!attributes.!This!preference!for!endemism!is!contrary!to!a!recent!
meta^analysis!by!Martín^López!et!al.!(2008),!which!suggests!that!public!preferences!
for! species! conservation! are! not! influenced! by! endemism.! However,! and!
importantly,! in! the! surveys! reviewed! by! Martin^Lopez! et! al.! (2008),! respondents!
were! asked! to! choose! between! named! species! whose! attributes! (including!
endemism)!were!often!not!made!explicit.! In!contrast,! I!asked!respondents!directly!
about!species!attributes!instead!of!named!species,!which!is!important!in!order!to!be!
able! to! generalize! the! results.! Named! species! can! elicit! preferences! because! of!
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!
! 34
previous! experience! or! knowledge! of! the! species! by! the! respondent,! that! are! not!
necessarily!related!to!the!attributes!of!the!species!as!understood!by!the!researcher.!
If! named! species! are! not! described! to! survey! respondents! in! terms! of! their!
distribution!and!if!the!concept!of!endemism!is!not!defined,!respondents!may!not!be!
able! to! consider! this! attribute! in! their! decision^making! process.! This! idea! is!
consistent! with! other! work! showing! that! conservation! preferences! are! related! to!
respondents’!knowledge!about!species!(Martín^Lopez!et!al.!2007;!Tisdell!et!al!2007),!
and!highlights!the!importance!of!including!supplemental!information!about!species:!
I! suggest! that,! all! else! being! equal,! the! public! would! likely! prefer! to! conserve!
endemic!species!rather!than!non^endemic!species,!even!if! they!lack!the!knowledge!
base! of!whether! certain! species! are! endemic.! This! hypothesis! is! supported!by! the!
work!of!Wilson!and!Tisdell!(2006),!which!suggests!that!public!conservation!funding!
allocations!change!when!additional!information!is!provided!about!species.!!
!
There! are! several! aspects! of! endemism! value! that! require! further! investigation.!
Among! them! is! the!possible!difference! in!public! valuation!between! true! endemics!
and!sociopolitical!endemics!(in!the!Canadian!context,!“peripheral!species”!occurring!
in! Canada! at! the! edge! of! their! geographic! range).! Jurisdictions! might! prioritize!
species! for!which! they! have! global! responsibility! (true! endemics)! over! imperilled!
biota! in! BC! that! is! at! less! risk! elsewhere! (Bunnell! et! al.! 2004;! Mooers! 2007).!
Interestingly,! British! Columbians! did! not! find! species! that! are! at! risk! in! BC! but!
common! elsewhere! (which! describes! many! peripheral! species)! important! as!
conservation! priorities,! which! indicates! that! the! public! favours! an! approach! that!
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!
! 35
focuses!on!global!responsibility.!However,!the!information!available!to!us!in!the!data!
set! did! not! allow! us! to! completely! disentangle! these! two! concepts! of! endemism.!
Making! decisions! around! the! conservation! of! peripheral! species! is! an! important!
issue! in! the! British! Columbian! context,! as! peripheral! species! are! currently! over^
represented! on! provincial! lists! of! at^risk! species! (Bunnell! et! al.! 2004;! see! also!
Chapter! 4).! A! recent! policy! change! to! the! Conservation! Framework! of! the! BC!
Conservation! Data! Centre! (Ministry! of! Environment! 2009)! that! shifts! provincial!
conservation! priorities! to! reflect! species’! global! risk! status! will! likely! lead! to!
peripheral!species!being!removed!from!provincial!conservation!listings!in!the!near!
future.!However,! given! that! public! values! for! species! at! the! local! level! seem! to!be!
closely!related!to!local!biodiversity!(based!on!the!most^preferred!species!attributes!
in!this!survey:!endemic!species!and!common!but!declining!species),!and!the!fact!that!
peripheral!species!are!part!of!the!local!biota!for!many!BC!residents!(especially!in!the!
south!of! the!province),! the!de^prioritization!of! these!species!may!be!controversial,!
even!though!survey!responses!indicated!that!peripheral!species!are!not!preferred!as!
conservation!priorities.!This!may!be!mitigated!if!the!public!is!concurrently!informed!
about!the!reasons!for!their!change!of!provincial!status.!!
!
Another!area!that!requires!further!work!is!investigating!public!value!for!endemism!
in! a! broader! context.! Because! this! survey! was! restricted! to! residents! of! British!
Columbia,!it!was!not!possible!with!our!sample!to!determine!whether!this!was!a!local!
British!Columbian!phenomenon!or!whether!people! from!other! jurisdictions!would!
value! British! Columbian! endemics! over! nonendemics;! value! their! own,! local!
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!
! 36
endemic!species;!or!value!endemic!species!over!nonendemic!species!wherever!they!
occur.!Supporting!the!hypothesis!that!endemism!holds!conservation!value!for!non^
local! publics,! Veríssimo! et! al.! (2009)! found! that! endemism! was! the! second^most!
important! attribute! influencing! tourists’! willingness! to! pay! for! conservation!
programmes!aimed!at!birds! in! the!Seychelles.!Further!exploration!of! this!question!
should!help!to!determine!whether!the!value!expressed!for!endemism!is!associated!
with!a!particular!place!or!whether!endemism!itself!is!valuable.!!
!
It! is! important! to!note! that! this!work!does!not!address! the! impact!of! charisma!on!
public!values!for!species.!Charismatic!megafauna!have!been!widely!used!as!the!focus!
of! conservation! fundraising!by!NGOs! (notably,! the!World!Wildlife!Federation!uses!
the!panda! as! its! emblem),! and!much! conservation! effort! is! specifically! directed! at!
species! that! are! ‘cute! and! furry’! (Leader^Williams!and!Dublin,! 2000,! estimate! that!
approximately!three^quarters!of!conservation!projects!are!directed!at!such!species).!
It!is!therefore!possible!that!these!rankings!would!change!if!charisma!were!one!of!the!
investigated!attributes.!!
!
I!suggest!that!surveys!of!public!conservation!preferences!can!contribute!to!the!on^
going!debate!on!how!to!allocate!scarce!resources!to!conservation.!!To!make!public!
policy!for!the!common!good,!authorities!need!to!know!what!the!public!values!and!
why,!and!I!suggest!it!would!be!most!efficient!if!authorities!gathered!information!
based!on!species!attributes!rather!than!on!specific!species!because!such!information!
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!
! 37
could!be!applied!more!broadly.!
!
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!
! 38
!2.6 Figures!
!
Figure!2.1:!Survey!question!1.!Ranking!of!priorities!of!species!attributes!for!species!at!risk!protection!and!recovery.!
! !
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!
! 39
!!Figure!2.2:!Survey!question!2.!Prioritizing!conservation!spending!among!species!
attributes.!
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!!
!
Figure!2.3:!Survey!question!3.!Tradeoffs!between!species!attributes!as!protection!priorities.!
! !
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2.7 Tables!
Table!2.1:!Wilcoxon!signed^ranks!tests!for!pairs!of!attributes!from!question!1.!!This!is!based!on!ranks,!such!that!lower!ranks!(nearer!1)!indicate!the!preferred!attribute.!P^values!are!corrected!for!the!false!discovery!rate!(Benjamini!and!Hochberg,!1995).!!Effect!size!is!Z/√N.!For!all!significant!comparisons!(p^values!in!bold),!the!column!attribute!is!ranked!higher!than!the!row!attribute.!
! Cultural!and!traditional!importance!!
Economic!costs!of!protection!and!recovery!
Species!at!risk!in!BC!but!common!elsewhere!
Chances!of!successful!protection!and!recovery!
Common!species!whose!numbers!are!in!rapid!decline!
Species!only!or!mainly!occurring!in!BC!
Cultural!and!traditional!importance!!
Row!attribute!!Column!attribute!n!Z!p!Effect!size!
5.42*!4.31*!522!^2.47!0.016%^0.11!
5.42!3.80!524!^7.10!0.001%^0.31!
5.42!2.70!520!^15.77!0.001%^0.69!
5.42!2.48!525!^15.65!0.001%^0.68!
5.42!2.20!523!^16.88!0.001%^0.74!
Economic!costs!of!protection!and!recovery!
! ! 4.31!3.80!522!^4.86!0.001%^0.21!
4.31!2.70!520!^15.35!0.001%^0.67!
4.31!2.48!524!^14.56!0.001%^0.64!
4.31!2.20!520!^16.00!0.001%^0.70!
Species!at!risk!in!BC!but!common!elsewhere!!
! ! ! 3.80!2.70!521!^9.68!0.001%^0.42!
3.80!2.48!530!^12.88!0.001%^0.56!
3.80!2.20!525!^14.24!0.001%^0.62!
Chances!of!successful!protection!and!recovery!!
! ! ! ! 2.70!2.48!524!^2.36!0.089*^0.10!
2.70!2.20!519!^5.44!0.001%^0.24!
Common!species!whose!numbers!are!in!rapid!decline!
! ! ! ! ! 2.48!2.20!527!^3.18!0.001%^0.14!
*Read!first!two!rows!in!each!cell!as:!Mean!rank!of!row!attribute!Mean!rank!of!column!attribute!!! !
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Table!2.2:!Wilcoxon!signed^rank!tests!for!pairs!of!attributes!from!question!2.!P^values!are!corrected!for!the!false!discovery!rate!(Benjamini!and!Hochberg,!1995).!!Effect!size!is!Z/√N.!For!all!significant!comparisons!(p^values!in!bold),!the!column!attribute!was!allocated!a!greater!amount!than!the!row!attribute.!!
! Distinctive!species!
Common!species!whose!numbers!are!decreasing!quickly!
Species!that!are!important!to!BC’s!economy!
Species!that!exist!in!BC!and!no!other!area!in!Canada!
Distinctive!species!
Row!attribute!Column!attribute!n!Z!p!Effect!size!
21.45*!23.33*!524!^1.17!0.251*^0.05!
21.45!26.22!524!^4.46!0.001%^0.19!
21.45!28.82!524!^9.01!0.001%^0.39!
Common!species!whose!numbers!are!decreasing!quickly!
! ! 23.33!26.22!524!^3.18!0.001%^0.14!
23.33!28.82!524!^5.93!0.001%^0.26!
Species!that!are!important!to!BC’s!economy!
! ! ! 26.22!28.82!524!^2.76!0.007%^0.12!
*Read!first!two!rows!in!each!cell!as:!Mean!allocation!to!row!attribute!($)!Mean!allocation!to!column!attribute!($)!! !
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!
!
!
Table!2.3:!G^tests!for!differences!between!pairs!of!attributes!from!question!3.!For!all!pairs,!test!proportion!is!0.5.!P^values!are!corrected!for!the!false!discovery!rate!(Benjamini!and!Hochberg,!1995).!For!all!significant!comparisons!(p^values!in!bold),!the!column!attribute!was!chosen!more!often!than!the!row!attribute.!
! Cultural!and!traditional!importance!
The!costs!associated!with!protecting!the!species!
Species!at!risk!in!BC!but!common!elsewhere!
The!likelihood!of!the!species!being!protected!
Common!species!whose!numbers!are!in!rapid!decline!
Species!only!or!mainly!occurring!in!BC!
Cultural!and!traditional!importance!
Row!attribute!Column!attribute!n!p**
.46*!
.54*!502!0.108*
.32!
.68!499!0.001%
.18!
.82!502!0.001%
.09!
.91!506!0.001%
.15!
.85!508!0.001%
The!costs!associated!with!protecting!the!species!
!!
! .49!.51!501!0.532*
.24!
.76!499!0.001%
.21!
.79!497!0.001%
.19!
.81!500!0.001%
Species!at!risk!in!BC!but!common!elsewhere!
! ! ! .34!.66!497!0.001%
.23!
.77!496!0.001%
.18!
.82!515!0.001%
The!likelihood!of!the!species!being!protected!
! ! ! ! .32!.68!502!0.001%
.42!
.58!506!0.001%
Common!species!whose!numbers!are!in!rapid!decline!
! ! ! ! ! .47!.53!495!0.220*
*Read!cells!as:!Proportion!of!respondents!choosing!row!attribute!Proportion!of!respondents!choosing!column!attribute!!
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2.8 Reference!List!
Avise,!J.C.!2005.!Phylogenetic!units!and!currencies!above!and!below!the!species!
level.!Pages!76^101!in!A.!Purvis,!J.L.!Gittleman,!and!T.!Brooks,!editors.!
Phylogeny!and!conservation.!Cambridge!University!Press,!Cambridge,!United!
Kingdom.!
BC!Stats.!2008.!2006*Census*Fast*Facts:*Ageing*of*the*British*Columbian*Population.!
Retrieved!from:!http://www.bcstats.gov.bc.ca/StatisticsBySubject!
/Census/2006Census.aspx!
BC!Stats.!2008.!2006*Census*Fast*Facts:*Educational*Attainment*of*British*Columbians.!
Retrieved!from:!http://www.bcstats.gov.bc.ca/StatisticsBySubject!
/Census/2006Census.aspx!
Benjamini!,!Y.!and!Y.!Hochberg.!1995.!Controlling!the!false!discovery!rate:!a!practical!
and!powerful!approach!to!multiple!testing.!Journal!of!the!Royal!Statistical!
Society!B!157(1):!289^300!
Bunnell,!F.L.,!W.!Campbell!and!K.A.!Squire.!2004.!Conservation!priorities!for!
peripheral!species:!the!example!of!British!Columbia.!Canadian!Journal!of!
Forest!Research!34:!2240^2247.!
Czech,!B.,!P.R.!Krausman!and!R.!Borkhataria.!1998.!Social!construction,!political!
power,!and!the!allocation!of!benefits!to!endangered!species.!Conservation!
Biology!12:!1103^1112.!
Czech,!B.,!P.K.!Devers!and!P.R.!Krausman.!2001.!The!relationship!of!gender!to!species!
conservation!attitudes.!Wildlife!Society!Bulletin!29:!187^194.!
Dillman,!D.A.!2000.!Mail!and!internet!surveys:!the!tailored!design!method.!2nd!
edition.!John!Wiley!&!Sons,!Toronto.!
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Findlay, C.S., S. Elgie, B. Giles and L. Burr. 2009. Species Listing under Canada's
Species at Risk Act. Conservation Biology 23(6): 1609-1617.
Green,!D.M.!2005.!Designatable!units!for!status!assessment!of!endangered!species.!
Conservation!Biology!19:!1813^1820.!
Harshaw,!H.W.!2008.!British!Columbia!species!at!risk!public!opinion!survey!2008:!
final!technical!report.!University!of!British!Columbia!Collaborative!for!
Advanced!Landscape!Planning,!Vancouver,!British!Columbia.!Available!from!
www.hd^research.ca/sar^pos/SaR^POS_reports.html!!
IUCN!(International!Union!for!Conservation!of!Nature).!2006.!IUCN!red!list!of!
threatened!species.!IUCN,!Cambridge,!United!Kingdom.!!
Kellert,!S.K.!1996.!The!value!of!life.!Island!Press,!Washington,!D.C.!!
Knegtering,!E.,!L.!Hendrickx,!H.J.!van!der!Windt!and!A.J.M.!Schoot!Uiterkamp.!2002.!
Effects!of!species’!characteristics!on!nongovernmental!organizations’!
attitudes!toward!species!conservation!policy.!Environment!and!Behavior!34:!
378^400.!
Kotchen,!M.J.!and!S.D.!Reiling.!2000.!Environmental!attitudes,!motivations,!and!
contingent!valuation!of!nonuse!values:!a!case!study!involving!endangered!
species.!Ecological!Economics!32:!93–107.!
Krosnick,!J.A.!1999.!Survey!research.!Annual!Review!of!Psychology!50:!537–567.!
Martín^Lopez,!B.,!C.!Montes!and!J.!Benayas.!2007.!Influence!of!user!characteristics!on!
valuation!of!ecosystem!services!in!Doñana!Natural!Protected!Area!(south^
west!Spain).!Environmental!Conservation!34:!215^224.!!
Martín^López,!B.,!C.!Montes!and!J.!Benayas.!2008.!Economic!valuation!of!biodiversity!
conservation:!the!meaning!of!numbers.!Conservation!Biology!22:!624^635.!
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McKinney,!M.L.!1997.!Extinction!vulnerability!and!selectivity:!combining!ecological!
and!paleontological!views.!Annual!Review!of!Ecological!Systems!28:!495!–!
516.!
Mooers,!A.Ø.!2007.!The!diversity!of!biodiversity.!Nature!445:!717^718.!
Mooers,!A.!Ø.,!Prugh,!L.R.,!Festa^Bianchet,!M.!and!J.A.!Hutchings.!2007.!Biases!in!legal!
listing!under!Canadian!endangered!species!legislation.!Conservation!Biology!
21:!572^575.!
Montgomery,!C.A.!2002.!Ranking!the!benefits!of!biodiversity:!an!exploration!of!
relative!values.!Journal!of!Environmental!Management!65:!313^326.!
NatureServe.!2008.!NatureServe!Explorer:!an!online!encyclopedia!of!life![web!
application].!Version!7.0.!NatureServe,!Arlington,!Virginia.!Available!
http://www.natureserve.org/explorer!(accessed!November!2008).!
Purvis,!A.,!P.M.!Agapow,!J.L.!Gittleman!and!G.M.!Mace.!2000.!Nonrandom!extinction!
and!the!loss!of!evolutionary!history.!Science!288:!328^330.!
Robinson,!J.!P.,!P.R.!Shaver!and!L.S.!Wrightsman.!1991.!Measures!of!personality!and!
social!psychological!attitudes.!San!Diego:!Academic!Press.!
SARA!(Species!at!Risk!Act).!2002.!Bill!C^5,!an!act!respecting!the!protection!of!wildlife!
species!at!risk!in!Canada.!Statutes!of!Canada,!Ottawa.!Available!from!
www.parl.gc.ca/37/2/parlbus/chambus/house/bills/government/C-5/C-5_4/C-
5TOCE.html!!
Schwarz,!N.!1999.!Self^reports:!how!the!questions!shape!the!answers.!American!
Psychologist!54:!93–105.!
Stokes,!D.L.!2007.!Things!we!like:!human!preferences!among!similar!organisms!and!
implications!for!conservation.!Human!Ecology!35:!361^369.!
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Tisdell,!C.!and!C.!Wilson.!2006.!Information,!wildlife!valuation,!conservation:!
experiments!and!policy.!Contemporary!Economic!Policy!24:!144^159.!
Tisdell,!C.,!H.S.!Nantha!and!C.!Wilson.!2007.!Endangerment!and!likeability!of!wildlife!
species:!how!important!are!they!for!payments!proposed!for!conservation?!
Ecological!Economics!60:!627^633.!
Veríssimo,!D.,!I.!Fraser,!J.!Groombridge,!R.!Bristol!and!D.C.!MacMillan.!2009.!Birds!as!
tourism!flagship!species:!a!case!study!of!tropical!islands.!Animal!
Conservation!12:!549^558.!!
Veríssimo,!D.,!D.C.!MacMillan!and!R.J.!Smith.!2011.!Toward!a!systematic!approach!for!
identifying!conservation!flagships.!Conservation!Letters!4(1):!1^8.!!
!
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3: Influence!of!People’s!Characteristics!on!Species!Conservation!Priorities!in!British!Columbia!
Parts! of! this! chapter!were! published! in! Conservation!Biology! 23(4):!1041^1046.!!
Emily! Meuser,! Howard! W.! Harshaw,! Georgia! Pomaki,! and! Arne! Ø.!Mooers!!
E.!Meuser!conducted!all!analyses!and!wrote!the!following!chapter.!
3.1 Abstract!
Conservation!programmes!tend!to!achieve!only!inconsistent!success.!Investigating!the!characteristics!of!publics!that!have!the!ability!to!drive!the!success!of!such!programmes!seems!worthwhile!in!order!to!better!design!or!target!interventions.!I!used!responses!from!a!public!opinion!survey!of!British!Columbians!(Canada;!n=555,!r=73%)!to!explore!how!different!segments!of!society!(based!on!gender,!education,!age,!residential!stability,!income!and!ecological!worldviews)!responded!to!survey!questions!regarding!conservation!priorities!for!different!types!of!species!attributes.!Factor!analysis!revealed!5!underlying!factors,!which!explained!66.8%!of!the!variation!in!responses,!with!similar!species!attributes!loading!on!the!same!factor.!All!factors!showed!a!significant!relationship!with!respondents’!ecological!worldviews!as!measured!by!the!New!Ecological!Paradigm!scale.!Factors!also!showed!different!patterns!of!relationships!with!gender,!education,!residential!stability!and!income,!while!age!did!not!show!a!relationship!with!any!factor.!These!results!indicate!that!different!segments!of!the!population!may!be!more!(or!less)!responsive!to!conservation!initiatives!with!different!focal!species.!This!suggests!that!choosing!different!species,!offering!a!greater!diversity!of!attributes,!may!be!most!effective!in!recruiting!public!support!for!conservation.!!!
3.2 Introduction!
The! problem! of! biodiversity! conservation! is! fundamentally! a! problem! of!
understanding! and! changing! human! behaviour.! Since! each! of! the! main! factors!
contributing! to! biodiversity! loss! (habitat! destruction,! invasive! species,! climate!
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change,!exploitation!and!pollution)!is!either!wholly!or!partly!due!to!human!activity,!
stemming!the!tide!of!species!extinction!depends!on!the!human!choice!to!do!so.!For!
policy! makers! to! initiate! successful! programs! for! biodiversity! conservation,! they!
require!information!about!what!the!public!values,!which!is!the!topic!of!Chapter!2!of!
this! work,! and! also! what! characteristics! of! the! public! influence! how! species! are!
valued,!and!how!different!values!for!wildlife!relate!to!one!another.!This!is!the!topic!
of!the!current!chapter.!!
!
Public! concerns! for! biodiversity! conservation,! and! pro^environmental! attitudes,!
have! grown! over! time! (Dunlap! et! al.! 2000;! Inglehart! &! Baker! 2000),!with! people!
supporting! the! creation! of! species! conservation! legislation! in! the! recognition! that!
species! are! being! lost.! That! humans! have! a! hand! in! Earth’s! sixth!mass! extinction!
event!is!not!only!scientifically!established,!but!also!has!been!accepted!in!the!popular!
literature! (e.g.!Kolbert!2009;!Economist!2008).! !However,! this! increase! in!concern!
has!not!been!matched!by!an!increase!in!the!knowledge!that!the!public!has!about!the!
causes! of! species! extinctions! or! about! biodiversity! in! general! (Hunter! and!Brehm!
2003),! meaning! that! the! public! may! often! fail! to! understand! conservation!
interventions!and! therefore!oppose!or!not! abide!by! them.!With! respect! to! climate!
change,! Bord! et! al.! (2000)! found! that! environmental! concern! alone! was! a! poor!
predictor! of! intent! to! change!behaviour! to! reduce!negative! environmental! impact,!
while! accurate! knowledge! about! environmental! phenomena! was! the! single! best!
predictor! of! both! intent! to! change! behaviour,! and! support! for! pro^environmental!
policies.! The! authors! found! that! the! public! was! “woefully! uninformed”! about! the!
nature! and! causes! of! climate! change,!which!may!help! to! explain! the! reluctance! of!
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respondents! who! lack! accurate! knowledge! of! the! subject! to! support! policy! or!
behaviour!changes:!they!may!be!uncertain!about!the!most!helpful!courses!of!action.!!
!
Given! that! conservation! programmes! tend! to! achieve! only! inconsistent! success!
(Jenks!et!al.!2010),!investigating!the!characteristics!of!publics!that!have!the!ability!to!
drive!the!success!of!such!programmes!seems!worthwhile! in!order!to!better!design!
or!target!interventions.!Conservation!strategies!often!focus!on!single!species—often,!
charismatic! megafauna—that! environmental! NGOs! believe! will! encourage! public!
support.!However,!recent!work!has!indicated!that!a!more!diverse!set!of!criteria!can!
be! employed! in! choosing! flagship! species! for! conservation! (Verissimo! et! al.! 2009;!
Home!et!al.!2009).!Since!different!segments!of!the!population!may!be!more!(or!less)!
responsive! to! conservation! initiatives! with! different! focal! species,! perhaps! a!
movement! toward! choosing! different! species,! offering! a! greater! diversity! of!
attributes,! will! be!most! effective! in! recruiting! public! support! for! conservation.! In!
this! line,!some!environmental!NGOs!have!moved!toward!using!marketing!research!
strategies!more!commonly!used!in!commercial!settings.!One!such!organization!that!
is! particularly! relevant! in! the! context! of! the! previous! chapter’s! finding! on! public!
support!for!endemic!species!is!Rare,!an!environmental!NGO!that!focuses!on!endemic!
species!while!making!use!of!“social!marketing”!to!“conserve! imperiled!species!and!
ecosystems!around!the!world!by!inspiring!people!to!care!about!and!protect!nature”!
(www.rareconservation.org).! Rare! uses! strategies! such! as! audience! segmentation!
(dividing! the! target! audience! into! subgroups!with! similar!motivating! factors)! and!
market! research! (which! involves! gathering! information! about! the! attitudes,!
preferences! and! behaviours! of! a! target! audience),! to! initiate! community^based!
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conservation! strategies! and! bring! about! desired! social! change! (Jenks! et! al.! 2010).!
This!approach!appears!to!be!successful.!For!example,!a!campaign!using!this!type!of!
social! marketing! directed! at! the! Saint! Lucia! Parrot! contributed! to! the! species!
receiving!protected!species!status!and!increasing!its!population!numbers!and!range!
size,!where!other!conservation!strategies!had!failed!(Jenks!et!al.!2010).!!
!
3.2.1 Socioeconomic!variables!and!conservation!
The! effect! of! socioeconomic! variables! such! as! gender,! age,! income,! education! and!
ecological!worldview!has!been!examined! in! the!context!of!public!attitudes! toward!
and! value! for! species! conservation! generally.! People! with! more! ecocentric!
worldviews!tend!to!place!a!greater!priority!on!species!conservation!than!those!with!
more! anthropocentric! worldviews,! regardless! of! survey! respondents’! knowledge!
about! species! (Hunter! &! Rinner! 2004;! also! see! Appendix! A).! Kellert! and! Berry!
(1987)! found!that!men!were!more! likely! than!women!to!have!ecologistic!attitudes!
toward!wildlife!(viewing!wildlife!as!an!interrelated!system!of!species!and!habitats);!
however,!more!recent!research!suggests!that!both!women!and!men!value!ecologistic!
concerns!(ecological!importance,!rarity!and!severity!of!threat!to!species)!over!other!
attributes,! and! that! these! values! do! not! differ! between! the! genders! (Czech! et! al.!
2001).!In!fact,!Montgomery!(2002)!reported!that!women!are!more!likely!than!men!
to!value!ecological!benefits! that!are! certain! (conversely,!men!are!more! likely! than!
women!to!value!ecological!benefits!that!are!uncertain).!!
!
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! 52
Kasarda! &! Janowitz! (1974)! found! that! people! with! higher! residential! stability!
(proportion!of!their! life!spent! in!the!same!community)!tend!to!participate!more!in!
their!communities!and!feel!more!psychological!attachment!to!their!communities.!As!
well,! people! with! high! levels! of! residential! stability! exhibit! more! pro^community!
behaviour,!including!supporting!preservation!of!the!local!environment,!than!people!
that!are!more!mobile!(Oishi!et!al.!2007).!!
!
Four! studies,! to!my!knowledge,! have! examined! conservation!priorities! for! species!
attributes!(Czech!et!al.!1998;!2001;!Montgomery!2002;!Knegtering!et!al.!2002),!and!
three! of! these! studies! (Czech! et! al.! 1998;! 2001;!Montgomery!2002)! examined! the!
socioeconomic! correlates! of! respondents’! preferences! (Knegtering! et! al.! 2002!
examined!conservation!priorities!of!NGOs!as!opposed!to!those!of!the!general!public).!
However,!none!of!these!studies!have!addressed!either!endemism!or!distinctiveness!
explicitly,!and!studies!of!this!type!have!not!yet!been!done!in!the!British!Columbian,!
or!Canadian,!context.!!
!
In! this! public! attitudes! survey! of! British! Columbians,! I! aimed! to! gain! insight! into!
how! values! for! species! attributes! are! affected! by! socioeconomic! characteristics! of!
the! British! Columbian! public,! particularly! with! regard! to! endemic! species.! This!
information! can! help! enable! policy^makers! and! conservation! managers! either! to!
respond!to!the!priorities!of!the!publics!they!represent,!or!to!identify!segments!of!the!
population! to! target! for! educational! campaigns! to! promote! desired! social! change.!
Here! I! explore! how! age,! gender,! education,! income,! ecological! worldviews! (as!
measured! by! the! New! Ecological! Paradigm;! see! Appendix! A),! and! residential!
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!
! 53
stability! influence!people’s! preferences! for! prioritizing! different! species! attributes!
for!conservation.!
!
Since!people!with!high!residential!stability!feel!connected!to!the!human!and!natural!
communities!around!them,!as!described!above,!I!hypothesized!that!people!with!high!
residential! stability! might! reflect! this! with! a! greater! preference! for! species!
attributes!that!contain!an!aspect!of!being!local!(e.g.!endemism,!or! locally!at!risk).! I!
also!expected!that!people!with!more!biocentric!worldviews!(i.e.!a!higher!NEP!score)!
would! prefer! scientific! and! ecological! attributes! over! economic! attributes,! since!
people!with!higher!NEP!scores!tend!to!be!more!pro^environmental!(Martin^López!et!
al.!2007).!
!
I!did!not!have!any!specific!predictions!about!the!relationship!between!the!remaining!
socioeconomic!variables!and!different!species!attributes.!
!
3.3 Methods!
3.3.1 Survey!Methods!
A! description! of! the! survey! methods! may! be! found! in! Chapter! 2,! and! also! at!
www.hd^research.ca/sar^pos/SaR^POS_reports.html!(Harshaw!2008).!!
!
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! 54
3.3.2 Analysis!Methods!
Here!I!focus!on!three!questions!on!species!attributes!from!the!larger!questionnaire!
(Figs!2.1^2.3).! !As!well,!survey!respondents!were!asked!to!report!their!age,!gender,!
the!number!of!years! they!had! lived! in! their!current!community,! level!of!education!
(by!choosing!a!category!over!a!range!of!education!levels)!and!household!income!(by!
choosing!a!category!over!a!range!of!income!levels).!Mean!age!of!survey!respondents!
was! 53.0! years,! and! the! sample!was! 50.5%!male! and! 49.5%! female.! Respondents!
had! lived! in! their! current! communities!an!average!of!21.9!years,! and! the!majority!
(69.1%)! had! started! or! completed! some! postsecondary! education.! A! majority!
(54.9%)!of!respondents!reported!an!annual!household!income!of!$60!000!or!more!
(Harshaw!2008).!
!
3.3.2.1 Attribute!groupings!
In!order! to!explore!whether! there!are!underlying!dimensions! that!account! for! the!
pattern! of! respondents’! preferences! for! different! attributes,! I! conducted! a! factor!
analysis!(Bartholomew!1980).!In!order!to!do!so,!I!first!converted!the!data!from!the!
three!attribute!preference!questions!into!comparable!formats.!For!question!1,!which!
asked!respondents!to!rank!species!attributes!for!conservation!priority!(Figure!2.1),!I!
reversed!the!ranking!so!that!the!most^preferred!attribute!was!assigned!the!highest!
number! for! each! respondent! (reversed! rank! =! number! of! attributes! –! rank! of!
attribute;! so! that!an!attribute! that!was! ranked!most!preferred,!or!1,!would!have!a!
reversed! rank! of! 5),! and! then! divided! the! reversed! rank! by! the! total! number! of!
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!
! 55
attributes!minus!1!(6!attributes!–!1!=!5),!so!that!the!degree!of!preference!for!a!given!
attribute!scales!between!0!and!1.!
!
For!question!2,!which!asked!respondents!to!allocate!a!hypothetical!$100!toward!the!
conservation!of!different!species!attributes!(Figure!2.2),!I!ranked!the!attributes!for!
each! respondent! based! on! their! allocation! to! each! attribute.! In! the! case! that! a!
respondent!allocated!the!same!amount!to!multiple!attributes,!I!assigned!the!mean!of!
the!ranks!spanned!by!the!equal!allocation!to!each!attribute! involved!in!the!tie!(for!
example,! if! a! respondent! allocated! $30! to! one! attribute,! and! $20! each! to! the!
remaining!three!attributes,!the!first!attribute!would!be!ranked!1,!and!the!remaining!
three! attributes!would! be! ranked! (2+3+4)/3! =! 3).! Then,! as! above,! I! reversed! the!
ranking!and!divided!by! the!number!of!attributes!minus!1!(4!attributes!–!1!=!3)!so!
that!the!preferences!for!attributes!in!this!question!also!scale!between!0!and!1.!!
!
For!question!3,!which!asked!respondents!to!select!their!preferred!attribute!for!each!
of! 15! pairs! of! species! attributes! (Figure! 2.3),! I! summed! the! number! of! times! a!
respondent! selected! each! attribute! over! each! other! attribute! in! pairwise!
comparisons.!Since!6!attributes!were! included! in! this!question,!each!attribute!was!
involved! in! 5! pairwise! comparisons,! so! that! the! maximum! number! of! times! an!
attribute! could! be! preferred! to! all! the! other! attributes! was! 5.! In! this! manner,! I!
assigned! each! attribute! a! score! between! 0! and! 5! for! each! respondent,! and! then!
divided!by!5,!so!that!the!preferences!for!attributes!scale!between!0!and!1,!as!in!the!
other!attribute!preference!questions.!!
!
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!
! 56
The! resulting! distributions! for! each! of! these! attributes! are! shown! in! Appendix! B,!
Figures!B.1^B.7.!All!of! the!variables!significantly!deviate!from!normality!(Appendix!
B,! Table! B.1),!which! is! expected! if! some! attributes! are!more! preferred,! and! some!
attributes!less!preferred!by!respondents.!!
!
Across! the! three! survey! questions,! respondents! were! asked! about! 16! species!
attribute!statements!(Table!3.1).!Many!of!these!attributes!were!phrased!similarly!or!
the! same! across! the! different! questions,! i.e.! they!were! intended! to! ask! about! the!
same!species!attribute.!These!attributes!of!interest!were:!endemic!species!(defined!
as! species! occurring! only! or!mainly! in! BC,! or! in! BC! and! nowhere! else! in! Canada;!
Endemism),! common!but! declining! species! (Common!Declining),! the! likelihood! or!
chances!of!a!species!being!protected!(Likelihood),!species!that!are!at!risk!in!BC!but!
common!elsewhere! (SARBC),! the!economic!costs!of!protecting! the! species! (Costs),!
species! that! have! a! unique! appearance,! behaviour,! or! role! in! nature! (Distinctive),!
species! that!are!economically! important! in!BC!(Economic! Importance)!and,! finally,!
species! that!are!culturally!or! traditionally! important! (Cultural).! ! I! expected! that,! if!
respondents!understood!the!similarly!phrased!attributes!across!different!questions!
to!be!addressing!the!same!concept,!similar!attributes!would!load!on!the!same!factor!
in! a! factor! analysis.! To! improve! interpretation! of! the! factor! analysis,! I! applied! a!
varimax! (orthogonal)! rotation,! and! omitted! factor! loadings! of! less! than! 0.4! (Field!
2004).!!
!
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!
! 57
I!then!examined!the!relationships!of!attributes!within!and!across!different!attribute!
groups!with! a! factor! analysis! and! tested! for! internal! consistency! of! the! groupings!
revealed!by!the!factor!analysis!using!Cronbach’s!alpha!(Cronbach!1951).!!
!
3.3.2.2 Socioeconomic!correlates!
Finally,!I!explored!whether!respondents’!preferences!for!attributes!as!described!by!
the! factors! extracted! by! principal! components! analysis! were! correlated! with!
socioeconomic! attributes! or! ecological! worldview! by! conducting! tests! of!
correlations.! I!was! interested! in! exploring! the! effect! of! gender,! education,! income,!
age,! residential! stability! and! ecological!worldview! as!measured! by! the! NEP! scale.!
Although!the!demographic!variables!were!all!significantly!non^normal!(Appendix!B,!
Table! B.2),! I! used! linear! regression! to! test! for! correlations,! while! ensuring! that!
residuals! of! these! comparisons! were! uncorrelated! (Durban^Watson! statistic!
between!1^3;!Tables!3.4^3.8).!All!statistical!tests!were!carried!out!using!SPSS!16!for!
Mac.!!
!
3.4 Results!!
3.4.1 Attribute!groupings!
Factor! analysis! revealed! 5! underlying! factors! with! eigenvalues! greater! than! 1!
(Kaiser’s!criterion;!Kaiser!1960),!which!together!explain!66.82%!of!the!variance!in!
the! data! (Table! 3.1).! Questions! that! involved! the! chances! of! a! species! being!
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!
! 58
protected!were!excluded!from!the!final!analysis,!as!they!did!not!load!clearly!on!any!
one!factor!in!the!initial!analysis.!All!other!attributes!that!were!phrased!similarly!or!
the!same!across!the!three!different!questions!grouped!together!along!at!least!one!of!
the! revealed! factors! (Table! 3.2).! The! 5! factors! have! good! internal! consistency!
(Cronbach’s!alphas!ranged!from!0.64^0.69),!especially!considering!the!low!number!
of!attributes!comprising!each!factor!(Table!3.1)!Inter^item!correlations!tended!to!be!
>0.3! (Table!3.1;!Field!2004),!but!even! in!cases! that! the! inter^item!correlations! fell!
below!this!level,!Cronbach’s!alpha!was!not!improved!substantially!by!the!removal!of!
any!items.!!
!
The!first!factor,!accounting!for!21.17%!of!the!variance,!included!a!positive!loading!of!
preference! for! species! that! are! common,! but! experiencing! rapid! decline! and! a!
negative!loading!of!economic!importance.!Preference!for!species!that!are!at!risk!in!
BC!but!common!elsewhere!loads!positively!on!the!second!factor,!while!the!costs!of!
protecting!and!recovering!species!loads!negatively.!This!factor!accounts!for!16.06%!
of! the! variance.! The! third! factor! includes! preference! for! endemic! species,! and!
accounts! for! 11.97%! of! the! variance.! The! fourth! factor,! explaining! 9.43%! of! the!
variance,! included! preferences! for! cultural! and! traditional! importance! of! species.!
Finally,! the! fifth! factor! accounted! for! 8.20%!of! the! variance! and! loaded! economic!
importance!of!species!positively!and!distinctive!species!negatively!(Tables!3.1!and!
3.2).!
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!
! 59
3.4.2 Socioeconomic!correlates!!
All! five! factors! revealed! in! factor! analysis!were! correlated!with!NEP!Score,!where!
high!NEP!scores! indicate!a!more!biocentric!worldview!and!lower!scores! indicate!a!
more!anthropocentric!worldview.!Factors!1^4!were!positively!correlated!with!NEP!
Score,! while! factor! five! showed! a! negative! correlation! (Tables! 3.4^3.8! and!
summarized!in!Table!3.3).!Factor!one!(common,!declining!species,!versus!economic!
importance)!was!also!positively!correlated!with!residential!stability!(the!proportion!
of! a! respondent’s! life! that! they! have! lived! in! their! current! community),! and!
negatively! correlated!with! respondents’! level! of! education! (Table! 3.4).! Factor! two!
(species! at! risk! in! BC! but! common! elsewhere,! versus! costs)! was! also! negatively!
correlated! with! level! of! education,! while! factor! 3! (endemism)! was! positively!
correlated!with!level!of!education!(Tables!3.5!and!3.6).!Factor!three!was!negatively!
correlated!with!gender!(meaning!that!males!were!more!likely!to!score!higher!on!this!
factor! than! females;! Table! 3.6).! Factor! four! (cultural! and! traditional! importance)!
was! negatively! correlated! with! level! of! income,! and! positively! correlated! with!
gender!(Table!3.7),!while!factor!five!(economic!importance,!versus!distinctive)!was!
negatively! correlated! with! both! gender! and! education! (Table! 3.8).! There! was! no!
significant!relationship!between!age!and!any!of!the!factors.!
3.5 Discussion!
Biocentric!worldviews!as!measured!by! the!NEP!scale!were!correlated!with! factors!
that!comprised!more!biocentric!(or!less!anthropocentric)!species!attributes.!This!is!
intuitive,!and!consistent!with!previous! findings! that!pro^environment!respondents!
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!
! 60
(who! tend! to! score! high! on! the! NEP! scale;! Hawcroft! &! Milfont! 2010)! have!
preferences! toward! scientific! and! ecological! attributes! (Martin^Lopez! et! al.! 2007)!
and!also!with!my!predictions.!
!
That! common,! declining! species! tended! to! be! valued! by! people! who! had! high!
residential! stability! (spent! much! of! their! lives! in! the! same! community)! may! be!
reflective!of! the!connection! that!people! feel! to!species! that! they!are!able! to!see!or!
interact! with! in! their! everyday! lives! (common! but! declining,! versus! economic!
importance;! Table! 3.4).! This! is! consistent! with! my! hypothesis! that! more!
residentially!stable!individuals!would!feel!more!connection!to!local!species,!and!also!
with! other! research.! For! example,! Hunter! &! Brehm! (2003)! conducted! in^depth!
interviews!with!people!living!in!a!rural,!Western!US!area!and!reported!that!people!
with! high! residential! stability! felt! a! heightened! sense! of! concern! over! the!
disappearance!of!local!species.!However,!this!species!attribute!has!not!been!widely!
investigated!and!more!work!is!needed!before!the!drivers!of! its!value!to!people!are!
understood.! It! is! interesting! to!note! that! the!other! two! factors! that! could! reflect! a!
focus!on!local!species^^!endemism!and!at!risk!in!BC!but!common!elsewhere,!versus!
costs—did!not!have!the!expected!relationship!with!residential!stability.!!
!
Czech! et! al.! (2001)! found! that! women! were! less! likely! than! men! to! rank! the!
monetary! expense! of! conservation! as! an! important! factor,! while! I! did! not! find! a!
relationship! between! the! gender! of! a! respondent! and! their! value! for! the! costs! of!
protecting!and!recovering!species!(species!at!risk!in!BC!but!common!elsewhere!vs.!
costs;!Table!3.6).!!I!found!that!education!was!negatively!correlated!with!this!factor,!
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!
! 61
indicating! that! people! with! higher! education! tended! to! prioritize! the! costs! of!
protecting! species! over! protecting! species! that! are! at! risk! in! BC! but! common!
elsewhere.!This!may!represent!a!pragmatic!approach!to!conservation,!and!is!actually!
consistent!with!some!scientific!work!(e.g.!Bunnell!2004):! if!conservation!resources!
are! limited,!perhaps!they!should!be!directed!toward!species!for!which!a!particular!
jurisdiction!has!a! substantial! amount!of! the! species’! range,!or! toward!species! that!
depend!on!local!support!for!their!existence.!
!
I! also! found! that! men! and! those! with! postsecondary! education! tended! to! value!
endemic!species!to!a!greater!degree!than!women!and!those!without!postsecondary!
education! (endemism;!Table!3.6).! Inglehart! (1977)!and!Dunlap!and!Catton! (1979)!
suggest! that! education! is! one! of! the! more! useful! predictors! of! environmental!
concern!(others!are!age,!political!ideology,!and!urban!residence),!and!Kellert!(1996)!
found!that!males!are!more!likely!to!be!concerned!about!conserving!wildlife!species!
than! females! (although! this! finding!may! be! out! of! date;! Czech! 2001).! However,! I!
found! that! females! tended! to! score! higher! on! the!NEP! scale!measuring! ecological!
worldviews!(i.e.!were!more!biocentric;!see!Appendix!A).!
!
Czech!et!al.! (1998)!did!not! find!a!relationship!between!age,!gender,!education!and!
ranking!of!species!attributes,!although!they!did!find!that!valuation!of!wildlife!species!
increased! when! respondents! were! members! of! a! wildlife! organization,! and!
decreased! when! they! self^identified! as! members! of! the! Republican! party! (US).!
However,! Czech! et! al.! (2001)! found! that! while! women! and! men! rate! ecological!
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!
! 62
importance,! rarity! and! severity! of! threat! as! the! most! important! factors! in!
prioritizing!species!for!conservation!over!other!attributes,!women!were!more!likely!
than!men!to!value!the!cultural!and!historical!attributes!of!species.!This!is!consistent!
with!our!finding!that!females!were!more!likely!to!score!higher!than!men!on!‘cultural’!
(Table! 3.8).! ! I! also! found! that! people! with! higher! incomes! tended! to! consider!
cultural! and! traditional! value! of! species! a! lower! priority! than! people! with! lower!
incomes.! This! result! is! contrary! to! Montgomery! (2002),! who! found! a! positive!
relationship!between!income!and!aesthetic!and!symbolic!values!for!species.!Gender!
and!income!were!not!correlated!in!our!sample,!so!this!relationship!is!not!explained!
by!the!difference!in!value!for!this!attribute!between!genders.!
!
Finally,!women!and!those!with!a!higher!level!of!education!were!more!likely!to!prefer!
distinctive! species! to!economically! important! species! (Table!3.8).!This!may! reflect!
that!women!and!those!with!higher!levels!of!education!are!less!likely!to!be!involved!
in!harvesting!of! species! for! their!economic! livelihood! (e.g.! trapping,! fishing;!Czech!
2001;!Kellert!&!Berry!1987).!!
!
Overall,!I!found!some!notable!differences!in!the!conservation!priorities!of!different!
members! of! the!British! Columbian! public.!While! the! size! of! these! differences!was!
small! (as! measured! by! the! correlation! coefficients),! the! fact! that! people! value!
different!species!attributes!to!different!degrees!suggests!that!it!may!be!effective!to!
broaden!the!selection!of!species!that!are!targeted!for!conservation!prioritization!and!
action,! as! this! may! aid! in! engaging! a! larger! segment! of! society! with! nature!
conservation.! This! finding! is! consistent! with! an! emerging! picture! that! public!
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attitudes! toward! species! attributes! allow! for! more! diversity! than! there! has!
traditionally!been!in!selecting!targets!for!conservation!!(Verissimo!et!al.!2009,!2011;!
Home! et! al.! 2009).! This! information! should! be! of! particular! importance! to!
jurisdictions! that!have!high!conservation!needs!but! lack!charismatic!megafauna! to!
act! as! typical! flagship! species.! In! the! British! Columbian! context,! it! is! particularly!
interesting! to! note! that! an! increasing! level! of! education! is! negatively! related! to! a!
preference! for! conserving! peripheral! species.! Much! of! BC’s! biodiversity! is! shared!
with! other! jurisdictions,! and! local! ENGOs! have! recently! produced! a! report!
highlighting! the! importance!of!such!species! to! the!province!(Connolly!et!al.!2010).!
Since!examining! the!relationship!of!socioeconomic!variables! to!preferences!can!be!
regarded!as!an!opportunity!to!target!educational!initiatives,!there!may!be!a!prospect!
in!the!province!of!targeting!those!with!higher!levels!of!education!with!information!
about!peripheral!species.!!
!
It! is!worth!noting!that! the!population!composition!of!British!Columbia! is!dynamic,!
and! so! the! values! that! the! public! holds! for! species! as! conservation!priorities!may!
change! over! time.! Future! surveys! could! attempt! to! address! this! by! including!
information! about! respondents’! cultural! identities! and! immigration! status,! for!
example,!in!order!to!better!understand!aspects!of!the!human!diversity!represented!
in! the!province.!This! could!aid! in!obtaining!a!deeper! interpretation!of! this! type!of!
public!opinion!data.!
!
Depending! on! the! specific! set! of! circumstances! under!which! the! public! is!making!
conservation!decisions,!it!is!possible!that!people!may!have!different!perceptions!of!a!
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species’! value.!While! the! above^mentioned! research! has! occurred! in! low^pressure!
situations! that! allow! people! to! use! rational! judgment! to! come! to! prioritization!
decisions,! recent! work! by! Haidt! (2007)! suggests! that! people! may! respond! to!
controversial!or!highly!emotive!stimuli!first!at!an!emotional!level,!and!then!come!up!
with! post! hoc! rational! justifications! for! their! initial! response.! This! may! help! to!
explain! why! fundraising! efforts! targeted! toward! species! at! imminent! risk! of!
extinction! are! highly! successful! in! raising! support! for! their! cause,! and!why! failed!
attempts! at! conserving! rare! species! can! lead! to! public! disengagement! from!
conservation! initiatives.! Future! work! into! whether! this! type! of! response! also!
correlates! with! socioeconomic! variables! might! be! informative! for! generating!
sustained! support! for! conservation! initiatives,! and! thus! improving! conservation!
outcomes!over!the!long!term.!
!
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3.6 Tables*
Table!3.1:!Cronbach’s!alphas!(internal!consistency)!and!inter:item!correlations!for!groups!of!attributes!revealed!by!factor!analysis.!Together,!the!5!factors!explain!66.82%!of!the!variance!in!the!data.!
! Attributes*loading*on*factor* Survey*Question***
Cronbach’s*alpha*for*attributes*in*factor*
N* InterAitem*Correlation*
Factor*1*!
21.17%!of!variance!
Common!but!declining! 1! !!
0.684!!!
472!
1!and!2:!0.308!1!and!3:!0.500!1!and!4:!0.221!2!and!3:!0.506!2!and!4:!0.360!3!and!4:!0.262!
Common!but!declining! 2!Common!but!declining!Economic!importance!
3!2!!
Factor*2*!
16.06%!of!variance!
At!risk!in!BC!but!common!elsewhere!! 1!
!0.675!!
461!
1!and!2:!0.540!1!and!3:!0.228!1!and!4:!0.297!2!and!3:!0.192!2!and!4:!0.395!3!and!4:!0.421!
At!risk!in!BC!but!common!elsewhere!! 3!Costs!of!protection!and!recovery!! 1!Costs!of!protection!and!recovery! 3!
Factor*3*!
11.97%!of!variance!
Only!or!mainly!occurring!in!BC! 1!
0.636!
!!
474!!
!
1!and!2:!0.278!1!and!3:!0.471!2!and!3:!0.356!
Only!or!mainly!occurring!in!BC! 2!Only!or!mainly!occurring!in!BC!! 3!
Factor*4*!
9.43%!of!variance!
Cultural!and!traditional!importance!! 1!0.639! 472! 0.473!Cultural!and!traditional!importance!! 3!
Factor*5*!
8.20%!of!variance!
Distinctive! 2!0.642! 524! 0.484!Economic!importance! 2!
*!refer!to!Figs.!2.1:2.3.!!
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Table!3.2:!Factor!loadings!of!respondent!preferences!to!survey!questions.!! ! Factor!! ! 1:Common!
declining!vs.!
Economic!importance!
2:At!risk!in!BC!vs.!Costs!
3:Endemic! 4:Cultural! 5:Economic!importance!
vs.!Distinctive!
Common!but!declining! Q1! .668! ! ! ! !Q2! .710! ! ! ! !Q3! .829! ! ! ! !
Species!at!risk!in!BC,!but!common!elsewhere!
Q1! ! .801! ! ! !Q3! ! .824! ! ! !
Costs!of!protection/recovery! Q1! ! P.463! ! ! !Q3! ! P.609! ! ! !
Endemic! Q1! ! ! .663! ! !! Q2! ! ! .711! ! !! Q3! ! ! .782! ! !
Cultural/traditional!importance!
Q1! ! ! ! .780! !
! Q3! ! ! ! .871! !Distinctive! Q2! ! ! ! ! P.896!
Economic!importance! Q2! P.452! ! ! ! .750!
!! !
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Table!3.3:!Summary!of!relationships!between!factors!obtained!through!factor!analysis!and!socioeconomic!variables.!! Factor!! 1:Common!
Declining!vs.!
Economic!Importance!
2:At!Risk!in!BC!vs.!Costs!
3:Endemic! 4:Cultural! 5:Economic!Importance!
vs.!Distinctive!
Residential!Stability! +! n.s.! n.s.! n.s.! n.s.!Femaleness! n.s.! n.s.! P! +! P!Education! P! P! +! n.s.! P!Income! n.s.! n.s.! n.s.! P! n.s.!NEP!Score! +! +! +! +! P!
Age! n.s.! n.s.! n.s.! n.s.! n.s.!
n.s.!=!not!significant.!
Table!3.4:!Descriptive!statistics!of!socioeconomic!correlates!of!factor!1:!Common!Declining!vs.!Economic!Importance.!
Demographic!parameter!
Traits! n! ß! R2! FPratio! Probability!of!Type!I!error!
DurbinPWatson!
Residential!stability!
Continuous;!0P1! 363! 0.153! 0.023! 8.607! 0.004! 1.821!
Education! Some!high!school;!high!school;!some!university/college;!university/college!degree;!graduate!degree;!other!(‘other’!category!excluded!from!analysis)!
401! P0.122! 0.015! 6.009! 0.015! 1.832!
NEP!score! Continuous;!1P5! 442! 0.124! 0.015! 6.819! 0.009! 1.912!!
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!
!
Table!3.5:!Descriptive!statistics!of!socioeconomic!correlates!of!factor!2:!At!Risk!in!BC!vs.!Costs.!
Demographic!parameter!
Traits! n! ß! R2! FPratio! Probability!of!Type!I!error!
DurbinPWatson!
Education! Some!high!school;!high!school;!some!university/college;!university/college!degree;!graduate!degree;!other!
(‘other’!category!excluded!from!analysis)!
401! P0.170! 0.029! 11.821! 0.001! 1.769!
NEP!score! Continuous;!1P5! 442! 0.222! 0.049! 22.909! <0.001! 1.821!
!!!!Table!3.6:!Descriptive!statistics!of!socioeconomic!correlates!of!factor!3:!Endemic.!Demographic!parameter!
Traits! n! ß! R2! FPratio!
Probability!of!Type!I!error!
DurbinPWatson!
Gender! Male!(1);!female!(2)! 431! P0.102! 0.010! 4.474! 0.035! 1.466!
Education! Some!high!school;!high!school;!some!university/college;!university/college!degree;!graduate!degree;!other!
(‘other’!category!excluded!from!analysis)!
401! 0.147! 0.022! 8.814! 0.003! 1.491!
NEP!score! Continuous;!1P5! 442! 0.128! 0.017! 7.382! 0.007! 1.450!
!! !
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Table!3.7:!Descriptive!statistics!of!socioeconomic!correlates!of!factor!4:!Cultural.!Demographic!parameter!
Traits! n! ß! R2! FPratio! Probability!of!Type!I!error!
DurbinPWatson!
Income! <10K;!10P20K;!20P30K;!30P40K;!40P50K;!50P60K;!60P70K;!70P80K;!80P90K;!90P100K;!100P150K;!>150K!
($CAD)!
392! P0.100! 0.010! 3.914! 0.049! 1.917!
Gender! Male!(1);!female!(2)!
431! 0.112! 0.012! 5.430! 0.020! 1.938!
NEP!score! Continuous;!1P5! 442! 0.200! 0.040! 18.331! <0.001! 1.935!
!
Table!3.8:!Descriptive!statistics!of!socioeconomic!correlates!of!factor!5:!Economic!Importance!vs.!Distinctive.!
Demographic!parameter!
Traits! n! ß! R2! FPratio! Probability!of!Type!I!error!
DurbinPWatson!
Gender! Male!(1);!female!(2)! 431! P0.157! 0.025! 10.837! 0.001! 2.101!Education! Some!high!school;!
high!school;!some!university/college;!university/college!degree;!graduate!degree;!other!
(‘other’!category!excluded!from!analysis)!
401! P0.106! 0.011! 4.552! 0.033! 2.086!
NEP!score! Continuous;!1P5! 442! P0.192! 0.037! 16.898! <0.001! 2.168!!
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3.7 Reference*List*
Bord,!R.J.,!R.E.!O’Connor!and!A.!Fisher.!2000.!In!what!sense!does!the!public!need!to!
understand!global!climate!change?!Public!Understanding!of!Science!9:!205–
218.!
Bunnell,!F.L.,!W.!Campbell!and!K.A.!Squire.!2004.!Conservation!priorities!for!
peripheral!species:!the!example!of!British!Columbia.!Canadian!Journal!of!
Forest!Research!34:*2240P2247.!
Cronbach,!L.J.!1951.!Coefficient!alpha!and!the!internal!structure!of!tests.!
Psychometrika!16(3):!297P334.!
Czech,!B.,!P.R.!Krausman!and!R.!Borkhataria.!1998.!Social!construction,!political!
power,!and!the!allocation!of!benefits!to!endangered!species.!Conservation!
Biology!12:*1103P1112.!
Czech,!B.,!P.K.!Devers!and!P.R.!Krausman.!2001.!The!relationship!of!gender!to!species!
conservation!attitudes.!Wildlife!Society!Bulletin!29:!187P194.!
Dunlap,!R.E.!and!W.R.!Catton.!1979.!Environmental!sociology.!Annual!Review!of!
Sociology!5:!243P273.!
Dunlap,!R.E.,!K.D.!Van!Liere,!A.G.!Mertig!and!R.E.!Jones.!2000.!Measuring!
endorsement!of!the!New!Ecological!Paradigm:!A!revised!NEP!scale.!Journal!of!
Social!Issues!56:!425P442.!
Economist, The.!2008.!“Fewer!creatures!great!and!small.”!October!18,!2008!Vol.!389!
Issue!8602,!p.!68P69.!
Field,!A.!2005.!Discovering!Statistics!Using!SPSS,!2nd!Edition.!SAGE!Publications:!
London.!!
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Haidt,!J.!2007.!The!new!synthesis!in!moral!psychology.!Science!316:!998P1002.!
Harshaw,!H.W.!2008.!British!Columbia!species!at!risk!public!opinion!survey!2008:!
final!technical!report.!University!of!British!Columbia!Collaborative!for!
Advanced!Landscape!Planning,!Vancouver,!British!Columbia.!Available!from!
www.hdPresearch.ca/sarPpos/SaRPPOS_reports.html!!
Home,!R.,!C.!Keller,!P.!Nagel,!N.!Bauer!and!M.!Hunziker.!2009.!Selection!criteria!for!
flagship!species!by!conservation!organizations.!Environmental!Conservation!
36(2):!139P148.!
Hunter,!L.M.!and!L.!Rinner.!2004.!The!association!between!environmental!
perspective!and!knowledge!and!concern!with!species!diversity.!Society!and!
Natural!Resources!17:!517–532.!
Inglehart,!R.!and!W.E.!Baker.!2000.!Modernization,!cultural!change,!and!the!
persistence!of!traditional!values.!American!Sociological!Review,!65(1):!19–
51.!
Jenks,!B.,!P.W.!Vaughan!and!P.J.!Butler.!2010.!The!evolution!of!Rare!Pride:!Using!
evaluation!to!drive!adaptive!management!in!a!biodiversity!conservation!
organization.!Evaluation!and!Program!Planning!33:!186–190.!
Kellert, S.K. and J.K. Berry. 1987. Attitudes, knowledge, and behaviors toward wildlife
as affected by gender. Wildlife Society Bulletin 15(3): 363-371.
Kellert,!S.K.!1996.!The!value!of!life.!Island!Press,!Washington,!D.C.!!
Knegtering,!E.,!L.!Hendrickx,!H.J.!van!der!Windt!and!A.J.M.!Schoot!Uiterkamp.!2002.!
Effects!of!species’!characteristics!on!nongovernmental!organizations’!
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attitudes!toward!species!conservation!policy.!Environment!and!Behavior!34:*
378P400.!
Kolbert,!E.!2009.!“The!Sixth!Extinction?”!The!New!Yorker,!May!25,!2009,!p.!53.!
Montgomery,!C.A.!2002.!Ranking!the!benefits!of!biodiversity:!an!exploration!of!
relative!values.!Journal!of!Environmental!Management!65:*313P326.!
Veríssimo,!D.,!I.!Fraser,!J.!Groombridge,!R.!Bristol!and!D.C.!MacMillan.!2009.!Birds!as!
tourism!flagship!species:!a!case!study!of!tropical!islands.!Animal!
Conservation!12:!549P558.!
Veríssimo,!D.,!D.C.!MacMillan!and!R.J.!Smith.!2011.!Toward!a!systematic!approach!for!
identifying!conservation!flagships.!Conservation!Letters!4(1):!1P8.!!
!
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4: Endemism,* Peripheral* Species* and* Conservation*Practice*in*British*Columbia*
Emily!Meuser!and!Arne!Ø.!Mooers!
*
4.1 Abstract*
Prioritizing!species!for!conservation!attention!is!a!crucial!issue!facing!scientists!and!
policyPmakers! in! conservation! biology.! RegionallyPbased! institutions! that! focus! on!
species! locally! at! risk,! and! global! institutions! that! focus! on! the! status! of! species!
worldwide! can! conflict! in! the! conservation!priorities! they! identify! for! a!particular!
jurisdiction.! Furthermore,! the! biological! criteria! for! prioritization! can! yield! vastly!
different! threat! levels! for! species! when! employed! at! different! spatial! scales.! I!
explored!the!relationships!between!provincial!listing!status!of!terrestrial!mammals,!
amphibians!and!reptiles! in!British!Columbia!(BC;!Canada),!and!species’! total!range!
size,!global!listing!status!and!the!proportion!of!their!range!in!BC.!I!found!that,!while!
globallyPlisted!species!were!also!more!likely!to!be!listed!locally!in!BC,! lessPendemic!
species!were!more!likely!to!be!listed!than!morePendemic!species,!regardless!of!their!
global!range!size.!These!patterns!hold!independent!of!other!important!predictors!of!
species! listing!status!such!as!population!trend,!number!of!occurrences!of!a!species!
that!are!protected!(e.g.!within!a!nature!preserve),!whether!or!not!a!species’!range!is!
disjunct! in! BC,! and! the! taxon! of! a! species.! Our! results! suggest! that! current!
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conservation!effort!may!be!overly!focused!on!the!status!of!species!at!the!local!level!
rather! than! on! global! stewardship,! which! is! likely! to! be! detrimental! to! global!
biodiversity!as!a!whole.!
!
4.2 Introduction*
Prioritizing! species! for! conservation! attention! in! the! face! of! widespread! species!
decline!and! loss! is!one!of! the!most! important! issues!currently! facing!conservation!
biologists! and! conservation! policyPmakers.! Setting! conservation! priorities! is!
complicated! by! the! fact! that! locally! based! institutions! (such! as! state! or! provincial!
conservation!authorities)!tend!to!focus!on!species!that!are!locally!at!risk!(Wells!et!al.!
2010),!while! institutions! that! focus! on! the! status! of! species! at! a! larger! scale! (e.g.!
NatureServe;! IUCN)! emphasize! species! that! are! globally! threatened.! Hence,! these!
bodies! can! conflict! in! the! conservation! priorities! they! identify! for! a! particular!
jurisdiction.!A!local!focus!can!neglect!global!patterns!of!rarity,!so!when!a!species!is!
locally!secure!but!globally!threatened,!it!may!be!underserved!by!local!conservation!
priorities.! Alternatively,! species! that! are! locally! rare! but! globally! secure! might!
receive!disproportionate!investment.!!For!example,!Wells!et!al.!(2010)!showed!that!
over! half! of! bird! species! included! on!U.S.! state! lists! of! conservation! priority!were!
species! that! both! were! at! low! risk! globally,! and! also! did! not! have! a! substantial!
proportion! of! their! global! population! within! the! listing! states.! This! type! of!
‘parochial’!conservation!prioritization!has!been!criticized!for!its!disproportionately!
high!(on!a!needs!basis)!resource!allocation!to!species! that!are!globally!secure.!For!
example,!when!the!scale!of!analysis!was!changed!from!treating!North!America!as!a!
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single! unit! to! treating! all! North! American! (U.S.,! Mexico! and! Canada)! states! and!
provinces!separately,!Vazquez!et!al.!(2008)!found!that!the!number!of!‘priority!areas’!
identified!as!conservation!targets!in!order!to!protect!a!given!set!of!species!increased!
by! approximately! an! order! of!magnitude.! This! indicates! that! limited! conservation!
resources! will! be! allocated! less! efficiently! when! applied! to! local! conservation!
concerns.!
!
Local! conservation! priorities!may! particularly! conflict!with! global! priorities!when!
species! are! peripheral! in! a! particular! jurisdiction! (species! with! only! a! small!
proportion! of! their! range! falling! within! the! borders! of! a! particular! geopolitical!
entity;! Hunter! and! Hutchinson! 1994;! Bunnell! et! al.! 2004).! Conversely,! a! global!
conservation! focus,!while!aiming! to!maximize! the! total! level!of!biodiversity! that! is!
maintained! globally,! can! lead! to! loss! of! biodiversity! at! the! local! scale.! While!
jurisdictional!conservation!priorities!would!ideally!encompass!both!local!and!global!
conservation!concerns,!limited!human!or!financial!conservation!resources!constrain!
the!number!of!species!for!which!conservation!action!can!be!taken.!
!
In! the! context! of! such! resource! allocation! concerns,! a! socioPpolitical!
conceptualization!of!endemism!could!help!to!focus!scarce!conservation!resources!on!
species!that!exist!primarily!in!a!single!area!that!is!governed!by!a!particular!political!
body.! The! idea! that! socioPpolitical! entities! (e.g.! nations,! states)! should! accept!
stewardship! responsibility! for! species! with! a! substantial! proportion! of! species’!
ranges! falling! within! their! borders! is! consistent! with! a! public! preference! for! the!
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! 76
conservation!of!locally!endemic!species!(Meuser!et!al.!2009;!Verissimo!et!al.!2009).!
When!the!concept!of!endemism!is!applied!in!the!geopolitical!sense,!endemism!works!
in! tandem! with! threat! to! define! a! concept! described! by! Bunnell! et! al.! (2004)! as!
‘global! stewardship! responsibility’! for! species.! This! approach! has! been! criticized!
because! socioPpolitical! boundaries! are! irrelevant! to! the! biological! entities!
themselves!(see,!e.g.!Connolly!et!al.!2010);!however,!as!conservation!resources!tend!
to! be! allocated! over! spatial! scales! much! smaller! than! the! span! of! many! species’!
geographical! ranges,! stewardship! responsibility! may! represent! an! approach! to!
conservation! prioritization! that! is! consistent! with! current! decisionPmaking!
frameworks!and!prePexisting!local!conservation!capabilities.!
!
Although!endemic!species!enjoy!public!(Meuser!et!al.!2009;!Verissimo!et!al.!2009)!
and! scientific! (Bunnell! et! al.! 2004)! support! for! their! conservation,! this! has! not!
translated! into!morePendemic! species! being! prioritized! for! conservation! at! either!
the! provincial! (Bunnell! et! al.! 2004)! or! the! federal! level! (Findlay! et! al.! 2009)! in!
Canada.!For!instance,!species!that!exist!only!within!the!single!Canadian!province!of!
BC!(true!endemics)!were!less!likely!to!be!listed!on!the!provincial!Red!and!Blue!lists!
than!peripheral!species!(species!for!which!<10%!of!their!range!falls!within!the!focal!
jurisdiction;!Bunnell! et! al.!2004).!CanadaPwide,!Findlay!et! al.! (2009)! found! that!as!
more!of!a!species’!range!fell!within!Canadian!borders,!the!less!likely!they!were!to!be!
listed!under!Canada’s! Species!At!Risk!Act! (SARA!2003),! although! this! relationship!
was! complicated! by! a! strong! relationship! between! degree! of! endemism! and!
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! 77
taxonomy!(72%!of!the!morePendemic!species!were!mammals!or!fishes!in!their!data!
set).!
!
While! some!component!of! species’! risk! status!may! reflect! geopolitical!boundaries,!
biological! and! ecological! factors! are,! of! course,! important! to! the! listing! status! of!
species.! In! particular,! small! range! size! is! one! of! the!most! important! predictors! of!
extinction!risk!(Purvis!et!al.!2000).!Here,!I!investigate!how!an!ecological!factor,!total!
range!size,!interacted!with!a!humanPimposed!condition,!the!proportion!of!a!species’!
range! falling!within! a! jurisdiction,! in! their! effect! on! the! probability! that! a! species!
would!be!included!in!jurisdictional!lists!of!atPrisk!species.!
!
Following! from!the!preliminary! findings!of!Bunnell!et!al.! (2004;!Fig.!4.1a)!and! the!
federal! listing! patterns! documented! by! Findlay! et! al.! (2009)! that! morePendemic!
species!are!less!likely!to!be!listed,!I!predicted!that!species!with!larger!proportions!of!
their!ranges!in!BC!(more!endemic)!would!be!less!likely!to!be!provincially!listed!than!
species! with! a! smaller! proportion! of! their! ranges! in! BC! (more! peripheral).! I! also!
expected!that!because!small!ranges!can!reflect!greater!extinction!risk,!species!with!
smaller!range!sizes!would!be!more!likely!to!be!included!on!provincial!Red!and!Blue!
lists!of!atPrisk!species!than!species!with!larger!range!sizes,!for!a!given!proportion!of!
range! falling!within!BC! (Fig.! 4.1b).! Finally,! I! test! for! an! interaction!between! these!
two! factors:! if! conservation! prioritization! in! BC! is! blind! to! global! endangerment,!
then!we!might!expect!a!negative!interaction,!such!that!both!smallP!and!largePranged!
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species!might!be! listed! if! they!are!peripheral,!while!only! smallPranged! species! are!
likely!to!be!listed!if!most!of!their!range!is!in!the!province.!
!
4.3 Methods*
I!obtained!extent!of!occurrence!(range)!maps!for!terrestrial!mammals,!amphibians!
and! reptiles! (N=135)! from! the! IUCN! website (http://www.iucnredlist.org/technical-
documents/spatial-data; Accessed 22/09/2010).!Based!on! these!maps! (transformed! to!
cylindrical!equalPareas!projections),!I!used!ArcGIS!(9.3,!2008)!to!determine!the!total!
range!size!of!each!species,!and!the!proportion!of!each!species’!total!range!that!falls!
within!BC.!Both!total!range!size!and!proportion!of!range!in!BC!were!included!in!the!
analysis!as!transformed!variables!(log!and!arcsin!square!root,!respectively)!as!both!
raw!variables!were!nonPnormally!distributed.!!
!
I! obtained! information! on! the! number! of! adequately! protected! or! managed!
occurrences! of! each! species,! population! trends! and! global! status! from! the!
NatureServe!and!IUCN!websites.! Information!about!whether!or!not!species’!ranges!
are! disjunct! in! BC! (where! the! population! in! BC! is! geographically! separated! from!
other! populations! of! the! same! species)! was! obtained! from! Bunnell! et! al.! (2007).!
Table! 4.1! describes! the! variables! that! were! included! in! the! analysis.! Preliminary!
analysis! of! correlations! between! variables! showed! insufficient!multicollinearity! to!
warrant!excluding!any!variables!(correlations!ranged!from!|0.05|P!|0.5|;!Table!4.2).!
The!data!set!is!included!as!Appendix!C.!
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!
The! binary! response! variable! (listed/not! listed)! was! based! on! provincial! listing!
status! from! the! BC! Ministry! of! Environment’s! Species! and! Ecosystems! Explorer!
(http://www.env.gov.bc.ca/atrisk/red-blue.htm;! Accessed! 30/09/2010).! For! the!
purposes!of!this!analysis,!I!classified!species!as!‘listed’!if!they!were!designated!under!
either!Red!or!Blue!lists,!and!‘not!listed’!if!species!were!provincially!Yellow!listed!(not!
at! risk),!or!were! indicated!as! ‘unknown’!or! ‘no!status.’! It! is! important! to!note! that!
these!provincial! lists!do!not!confer! legal!protection!on!species,!but!rather!serve! to!
identify!atPrisk!wildlife!for!the!purposes!of!conservation!prioritization,!or!to!inform!
more!formal!conservation!designations!at!the!provincial!or!federal!level.!!
!
I! predicted! that! there! would! be! an! interaction! between! the! total! range! size! of! a!
species! and! the! proportion! of! that! range! falling! within! BC! in! their! effect! on! the!
probability! that! a! species! will! be! listed! as! a! conservation! priority! (Fig.! 4.1b).!
Therefore,!both!of!these!variables,!as!well!as!their!interaction,!were!included!in!each!
candidate!model.! The! other! variables! listed! in! Table! 4.1!were! included! to! explain!
additional!variation!in!species’!probability!of!listing,!but!are!not!an!exhaustive!list!of!
variables! one! might! expect! to! be! influential! upon! this! outcome.! For! example,!
species’!economic!or!ecological!importance!is!not!included!in!this!analysis.!!
!
Given! the! dichotomous! outcome! variable! (listed/not! listed),! I! used! logistic!
regression! (which!constrains! the! response!variable! to!values!between!0!and!1)! to!
describe! a! candidate! set! of! linear! models.! I! then! used! an! informationPtheoretic!
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! 80
approach! to! model! selection,! comparing! Akaike! information! criteria! from! each!
candidate! model! to! select! the! best! model! (lowest! AIC)! and! other! models! with!
substantial!empirical!support!(within!+2!AIC!units!of!the!best!model;!Burnham!and!
Anderson,! 2002).! In! order! to! explicitly! test! the!hypothesis! of! an! interaction! effect!
between! species’! range! size! and! the! proportion! of! their! range! in! BC! on! their!
probability! of! being! listed! in! BC,! I! generated! one!model! including! only! these! two!
variables!and!their!interaction!term,!as!well!as!a!model!including!all!variables!from!
the! best! model,! but! excluding! the! rangePbyPproportion! interaction! term,! and!
compared! the! AICs! from! these! models! to! the! best! model’s! AIC.! All! models! were!
tested!in!the!R!(2010)!software!environment!using!the!glm!command!of!the!linear!
and!nonPlinear!mixedPeffects!models!library!(Pinheiro!et!al.!2010;!R!package!version!
3.1P97).!!
!
4.4 Results**
ThirtyPseven!terrestrial!mammal,!amphibian!and!reptile!species!out!of!135!(27.4%)!
are!included!on!British!Columbian!Red!and!Blue!Lists,!with!species!that!are!globally!
at!risk!being!more!likely!to!be!listed!locally!than!species!that!are!not!globally!at!risk!
(χ2!=!21.11,!p<0.001;!Fig.!4.2).!Two!mammals!and!one!amphibian!have!IUCN!(global)!
Red! List! ranks! of! G1PG3,! or! Critically! Imperilled! to! Vulnerable! (Vancouver! Island!
Marmot,!G1;!Oregon!Spotted!Frog,!G2;!Keen’s!Myotis,!G2G3),!and!these!are!included!
on!BC!lists!of!atPrisk!species.!Eighteen!species!(7!amphibians!and!11!mammals)!have!
an!IUCN!Red!List!rank!of!G4PG4G5!(Apparently!Secure)!of!which!11!(4!amphibians!
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! 81
and! 7!mammals)! are! included! on! provincial! lists.! The! remaining! 114! species! (12!
amphibians,!90!mammals,!and!12!reptiles)!have!an! IUCN!rank!of!G5,!or!Secure.!Of!
these,!23!(4!amphibians,!14!mammals!and!6!reptiles)!are!included!on!provincial!lists!
(Fig.!4.2).!!
The! model! of! provincial! listing! with! the! greatest! empirical! support! (model! 1a,!
AIC=86.77;!Table!4.3)! included! total! range!size,! the!proportion!of!species!range! in!
BC,!number!of!protected!occurrences,!population!trend,!and!the!interaction!between!
range!size!and!proportion!of!range!in!BC.!The!four!bestPsupported!models!of!listing!
probability!showed!a!positive!effect!of!range!size!and!proportion!of!range!in!BC,!and!
a!negative! relationship!with! the! interaction!between! range! size! and!proportion!of!
range!in!BC.!The!number!of!occurrences!of!a!species!that!are!protected!and!species!
population! trend!were! also! negatively! related! to! listing! probability,!while! species!
that!are!disjunct! in!BC!showed!a!positive!relationship!(models!3!and!4;!Table!4.3).!
Amphibians!and!reptiles!were!also!more!likely!to!be!listed!than!mammals!in!models!
2!and!4!(Table!4.3).!!
!
Importantly,!model!5,!which!included!only!range!size,!proportion!of!range!in!BC,!and!
their! interaction! term,! also! had! some! degree! of! empirical! support! (model! 5,! Δi! =!
3.08;! Table! 4.3),!meaning! that! these! three! terms! contribute! to! listing.! Conversely,!
when!the!interaction!term!was!removed!from!the!overall!bestPsupported!model,!the!
resulting!model!had!essentially!no!empirical! support! (model!1b,!Δi!=!20.11;!Table!
4.3).!!
!
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The! interaction! between! total! range! size! and! proportion! of! species! range! in! BC!
captures! the! observation! that! species! with! both! small! and! large! ranges! were!
similarly! likely! to! be! provincially! listed! when! they! were! more! peripheral.! MoreP
endemic! species! having! small! global! ranges! were! somewhat! less! likely! to! be!
included! on! provincial! lists,!while!morePendemic! species!with! large! global! ranges!
were!much! less! likely! to!be!provincially! listed! (Figs.!4.1c!and!4.3).!Looking!at! this!
relationship! separately! by! taxonomic! group,! the! pattern! of! largePranged! species!
being!more!likely!to!be!listed!when!they!were!more!peripheral!holds!for!reptiles!and!
mammals,!but!not!for!amphibians!(Figs.!4.4aPc).!SmallPranged!species!were!equally!
likely! to!be!provincially! listed!with! either!high!or! low!proportions!of! their! ranges!
falling!within!BC!for!the!reptiles!and!amphibians,!while!morePendemic,!smallPranged!
mammals!were!more!likely!to!be!listed!than!smallPranged!mammals!that!were!more!
peripheral! (Figs.! 4.4aPc).! However,! given! the! small! number! of! species! generating!
these! relationships! for! the! reptiles! and! amphibians,! these! latter! taxonomic!
differences!should!be!interpreted!cautiously.!
Species’! total! range! size! and! the! proportion! of! their! range! falling!within! BC!were!
negatively!correlated!(r!=!P0.317,!p=!0.001;!Fig.!4.4aPc)!with!a!triangular!projection!
in!logPspace!due!in!part!to!the!total!hard!upper!limit!imposed!by!the!size!of!BC.!The!
extreme!end!of! the!distribution!was!comprised!of! largePranged!carnivores.!To! test!
these!species’!effect!on!the!relationships!obtained!in!the!models!described!below,!I!
rePran! the!analysis! excluding! the!5! largestPranged! carnivores! (Vulpes* vulpes,!Canis*
lupus,!Mustela* nivalis,!Mustela* erminea,! and!Ursus* arctos).!While! the!magnitude! of!
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!
! 83
coefficients! generated! by! the! logit! regressions! changed! when! these! species! were!
excluded,!the!direction!and!significance!of!relationships!between!variables!did!not.!!
!
4.5 Discussion*
British! Columbian! conservation! priorities! are! relatively! congruent! with! global!
conservation!priorities!for!terrestrial!mammals,!amphibians!and!reptiles!(Fig.!4.2).!
However,!given!that!only!three!species!in!this!data!set!are!at!highPrisk!globally,!this!
is! not! necessarily! indicative! of! provincial! policy! being! intentionally! in! line! with!
global!priorities.!Indeed,!Bunnell!et!al.’s!(2004)!findings!indicate!that!this!is!unlikely!
to! be! the! case.! A!majority! of! species! (11/18=61%)! in! the! G4! global! risk! category!
were! listed! provincially,! but! it! is! perhaps! concerning! that! not! all! of! these! species!
were! listed! in! preference! to! other,! listed! species! in! the! G5! (secure)! global! risk!
category!(for!which!23/114=20%!of!species!in!this!data!set!were!provincially!listed;!
Fig.!4.2).!
!
Applying! conservation! criteria! at! the! regional! level! has! been! critiqued! for! two,!
conflicting!reasons:!the!unaltered!application!of!global!criteria!at!a!local!scale!when!
that! is!not! reflective!of! the! local! status!of! the! species;! and! the! application!of! local!
criteria!within!jurisdictional!boundaries!without!regard!for!species’!ecological!status!
in! neighbouring! regions! (Bunnell! et! al.! 2004).! The! former! problem! will! tend! to!
downplay!local!risk!factors,!while!the!latter!exaggerates!local!phenomena!that!may!
or!may!not!be!important!to!the!population!at!an!ecologically!relevant!scale.!Based!on!
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! 84
the! results! of! this! analysis,! BC! appears! to! fall! in! the! second! category,!with!moreP
peripheral!species!being!more!likely!to!be!included!on!lists!of!conservation!concern!
than! species! for! which! BC! bears! greater! global! responsibility.! Specifically,! the!
hypothesis!of!an!interaction!effect!between!total!range!size!and!proportion!of!range!
in! BC! was! supported! by! the! analysis,! indicating! that! while! jurisdictional! rarity!
influences!regional!listings,!this!effect!does!not!operate!independently!of!biological!
rarity.!It!is,!however,!important!to!note!that!our!data!do!not!allow!us!to!comment!on!
whether! these! listing! decisions! are! positive! or! negative! for! biodiversity!
conservation! in! the! province,! as! this!would! require! information! about,! e.g.! future!
range!shifts!due!to!climate!change,!the!opportunity!costs!of!listing!one!species!over!
others,!and!the!effect!of!local!listing!status!on!the!conservation!of!a!species.!
!
SmallPranged!species!are! intrinsically!more! likely! to!be! threatened!with!extinction!
than!species!with!larger!ranges!(Gaston!1994),!so,!other!things!being!equal,!should!
be!more!likely!to!be!included!on!lists!of!conservation!concern.!The!fact!that!smallP
ranged!species!were!more!likely!to!be!listed!when!they!were!more!peripheral!than!
when!they!were!more!endemic!to!the!province!indicates!that!spanning!a!geopolitical!
border!has!an!impact!on!how!species!are!treated!within!the!province.!It!appears!that!
jurisdictional! priorities! in! BC! tend! to! focus! on! biological! and! ecological! variables!
that!are!BCPspecific,!regardless!of!the!status!of!species!beyond!provincial!borders.!!
!
Notably,! morePperipheral,! largePranged! species! were! equally! likely! to! be! listed!
provincially!as!more!peripheral,! smallPranged!species,!and!more! likely! to!be! listed!
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! 85
than!small!ranged!species!that!were!more!endemic.!These! largePranged!peripheral!
species!(e.g.!Vulpes*vulpes,!Canis* lupus,!Mustela*nivalis;!all!with!<2%!of!their!global!
range! in!BC)!are! those! for!which!BC! is!unlikely! to!contribute!substantially! to! their!
current! conservation.! Indeed,! targeting! these! species! as! conservation! priorities!
overlooks! the! fact! that! species! have! natural! spatial! extents.! There! has! been!
extensive!study!of! the! factors! limiting!the!geographic!distributions!of!species!(see,!
e.g.,!Gaston!2003).!These!include!insufficient!resources!(Alkon!and!Saltz!1988),!high!
mortality! or! poor! growth! or! development! of! young! (St.! Clair! and! Gregory! 1990;!
Morita! and! Yamamoto! 2000),! and! low! genetic! variability! (Yamashita! and! Polis!
1995)! at! species’! range! margins,! while! gene! flow! from! central! populations! to!
peripheral! populations! can! prevent! adaptation! of! local! populations! to! local!
conditions! (Kirkpatrick! and! Barton! 1997;! Bridle! and! Vines! 2006).! Because!
conditions!at!the!margins!of!a!species’!range!are!less!favourable!to!the!species!than!
conditions! at! the! centre! (Lesica! and! Allendorf! 1995),! populations! at! the! edges! of!
ranges! tend! to! be! smaller! and!more! fragmented! (Brown! et! al.! 1995;! Thomas! and!
Kunin! 1999),! and! show! more! demographic! variability! and! different! genetic!
structure! (Vucetich! and! Waite! 2003)! than! those! at! the! centre.! Essentially,! these!
factors! amount! to! peripheral! populations! more! likely! being! sink! populations,!
characterized! by! a! lower! birth! rate! than! death! rate! and! therefore! dependent! on!
continual!migration! from!connected!source!populations.!Setting! local!conservation!
priorities! for! species! having! fluctuating! populations! across! a! geopolitical! border!
because! they! appear! to! be! at! risk! ignores! these! important! issues:! Bunnell! et! al.!
(2004)!note!that!the!suite!of!peripheral!species!considered!to!be!locally!at!risk!in!a!
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particular! jurisdiction! would! change! if! the! borders! of! that! jurisdiction! shifted,!
without!a!change!in!the!species’!abundance!or!distribution.!Thus,!apparent!species!
rarity!can!be!the!result!of!humanPimposed!boundaries.!
!
While!inclusion!of!species!as!conservation!priorities!simply!by!merit!of!their!being!
peripheral! is! not! a! good! strategy,! deprioritizing! species! simply! because! they! are!
peripheral! is!similarly!unwise.!For!example,!a! local!focus!can!also!help!to!motivate!
local! conservation! efforts! beyond! regulatory! status,! given! that! this! is! the! scale! at!
which!most!conservation!organizations!operate.!Such!local!concern!is!likely!to!lead!
to!better!conservation!outcomes.!!
!
There! are! also! biologically! compelling! reasons! for! prioritizing! peripheral!
populations!for!conservation!(e.g.!Fraser!2000).!In!general,!species!tend!to!collapse!
toward! the! edges! of! their! ranges! (Lomolino! and! Channell! 1995),! and! are!
rediscovered!at!the!edges!of!their!range!where!they!may!be!isolated!from!threats!at!
the! range! centre! (Fisher! and! Blomberg! 2010;! Fisher! 2011).! So,! peripheral!
populations! of! species! have! been! used! to! repopulate! more! central! portions! of! a!
species’! range! when! central! populations! suffer! from! extreme! bottlenecks! or! are!
extirpated!(e.g.!sea!otter,!Watson!et!al.!1997).!Margins!of!species!ranges!have!also!
been! identified! as! areas! where! speciation! may! be! more! likely! to! occur,! due! to!
reduced! gene! flow! from! central! populations! and! different! abiotic! and! biotic!
conditions!(Keyghobadi!et!al.!2005).!!
!
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! 87
Especially!with!regard!to!peripheral!species,!a! local!conservation!focus!can!help!to!
maintain!the!full!complement!of!genetic!diversity!(Manos!et!al.!1999)!and!ecological!
roles!represented!within!a!species.!Populations!on! the!margins!of!a!species’! range!
can!be!adapted!to!more!extreme!environments!(Parsons!1991;!Lesica!and!Allendorf!
1995;! Guo! et! al.! 2005;! Bears! et! al.! 2009)! or! be! involved! in! different! ecological!
associations! than! populations! nearer! the! centre! of! the! range! (Hunter! and!
Hutchinson! 1994;! Hardie! and! Hutchings! 2010).! This! is! particularly! true! when!
peripheral! populations! are! also!disjunct! (Bunnell! et! al.! 2004).! These! observations!
imply!that!neglecting!species!that!are!peripheral! in!BC!may!have!consequences!for!
these!species’!future!persistence.!
!
Importantly,! species’! ranges! are! not! static.! Faced! with! projected! shifts! in! species!
ranges!associated!with!global!climate!change,! in! this!case!study,!southern!areas!of!
British!Columbia!may!become!an!increasingly!important!refuge!for!species!that!are!
unable!to!tolerate!newly!inhospitable!climates!in!their!historical!ranges.!Population!
adaptations!to!more!marginal!conditions!may!aid!species!in!shifting!their!ranges!in!
response!to!climate!change!(Crozier!2003).!!!
!
Administratively,!the!picture!for!provincial!listing!of!species,!particularly!of!endemic!
species,! may! soon! change! in! British! Columbia:! the! province’s! new! Conservation!
Framework!(Ministry!of!Environment!2009)!includes!an!explicit!focus!on!species!for!
which! British! Columbia! bears! a! high! stewardship! responsibility! (Bunnell! et! al.!
2004).!Local!environmental!NGOs!have!spoken!out!against!this!move!(Connolly!et!al.!
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! 88
2010),!fearing!that!BC!may!now!justify!an!overall!less!resourcePintensive!approach,!
with! a! focus! on! morePendemic! species! while! neglecting! morePperipheral! species.!
These!concerns!may!be!wellPfounded:!NinetyPsix!per!cent!of!BC’s!species!are!shared!
with! other! jurisdictions,! with!many! of! these! being! peripheral! (67%! of!mammals,!
amphibians!and!reptiles!had!<10%!of!their!range!falling!within!BC!in!this!data!set);!
deprioritizing! these! species! at! the! provincial! level! may! have! important!
consequences! for! local! biodiversity! (Connolly! et! al.! 2010).! It! is! imaginable! that! a!
provincial! conservation!strategy! that! focuses!on!species! that!are!more!endemic! to!
the!province!could!be!‘successful’!at!protecting!its!target!species!while!the!majority!
of!provincial!biodiversity!remained!locally!at!risk.!
!
Ecologists! have! long! recognized! the! necessity! of! incorporating! information! across!
different! spatial! and! temporal! scales! (Levin! 1992;! Gaston! 2003).! An! approach! to!
conservation!that!is!balanced!between!local!and!global!priorities!is! likely!to!be!the!
best! strategy! to! maintaining! the! maximum! level! of! biodiversity.! However,! the!
optimal! approach! to! conservation! priorities! depends! on! the! desired! outcomes! of!
conservation,! and! these! are! not! always! clear.! That! said,! the! patterns! I! document!
here! are! consistent! with! the! view! that! current! conservation! effort! may! be! too!
focused!on!the!status!of!species!at!the!local!level,!perhaps!to!the!detriment!of!global!
biodiversity,! if! overPallocation! of! limited! conservation! resources! to! locally! rare!
species!while! neglecting! globally! threatened! species! contributes! to! global! species!
loss!(Bunnell!et!al.!2004;!Wells!2010).!!
!
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! 89
Making!appropriate!conservation!prioritization!decisions! is!contingent!upon!being!
clear! about! the! specific! objectives! of,! and! timescale! relevant! to,! the! particular!
conservation!focus!in!a!given!situation.!There!are!compelling!reasons!to!protect!both!
morePendemic! and! lessPendemic! species,! and! deciding! which! species! to! focus!
conservation! attention! on! requires! input! from! both! the! natural! and! social!
(economics,!policy,!psychology/sociology)!sciences.!Ensuring!that!species!for!which!
a!jurisdiction!has!high!stewardship!responsibility!are!afforded!protection!may!help!
to!remedy!the!situation!documented!here!in!which!species!that!the!province!is!least!
able! to! protect! (peripheral! species)! are! those! that! are! most! likely! to! be! listed.!
However,!peripheral!species!are!also!important!in!their!contribution!to!overall!local!
biodiversity,! as! well! as! improving! the! chances! of! species’! persistence.! Limited!
conservation!resources!necessitate!difficult!decision!making!between!conservation!
priorities,! and! this! will! always! be! an! uncomfortable! and! delicate! balance.!
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!
! 90
*
4.6 Figures**
a)! ! b)! ! c)! !
Figure!4.1:!Contrasting!predictions!of!species!prioritization,!based!on!the!findings!of!Bunnell!et!al.!(2004;!a),!the!hypothesis!of!an!interaction!effect!on!provincial!listing!status!between!range!size!and!proportion!of!range!in!British!Columbia!presented!here!(b),!and!the!results!of!the!analysis!(c).!Rectangles!represent!the!focus!jurisdiction,!while!ovals!represent!species’!ranges.!DarkPshaded!ranges!are!predicted!to!have!a!higher!probability!of!being!included!as!conservation!priorities,!unshaded!the!lowest!probability,!and!greyPhatched!a!medium!probability.!I!did!not!make!a!prediction!about!the!difference!in!probability!of!listing!between!the!two!greyPhatched!ranges!in!b).!
! !
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!
! 91
!
!!Figure!4.2:!British!Columbian!conservation!listings!of!mammal,!reptile!and!
amphibian!species,!compared!to!global!status!(IUCN!Redlist)!ranks.!N!=!135;!species!for!which!provincial!status!was!listed!as!‘unknown’!or!‘no!status’!were!included!as!Not!Listed.!The!proportion!of!species!listed!provincially!is!higher!for!species!listed!globally!as!not!secure,!G<5!(chiPsquare!test,!p<0.001).!! !
*
*
*!p<!0.001
n!=!22 n!=!114
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!
! 92
!
!Figure!4.3:!Listing!probability!for!species!with!large!or!small!range!sizes,!with!small!
(less!endemic)!or!large!(more!endemic)!proportions!of!their!ranges!falling!within!BC.!!
-12
-10
-8
-6
-4
-2
0
2
Less endemic More endemic
Pred
icte
d pr
obab
ility
of
listin
g
(log%od
ds)%
Small Range
Large Range
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!
! 93
!!
Figure!4.4:!Plots!of!a)!amphibian,!b)!mammal,!and!c)!reptile!species’!log!total!range!sizes!versus!the!proportion!of!their!range!in!BC.!Filled!points!indicate!provincially!listed!species;!open!points!indicate!unlisted!species.
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!
! 94
4.7 Tables**
Table!4.1:!Variables!included!in!logit!models!of!species’!local!listing!probability.!
Variable! Traits!Total!range!size! Continuous;!6744P51!600!000!km2!
Proportion!of!range!in!BC! Continuous;!<0.01P1.00!Disjunct!in!BC! Categorical;!1!if!species’!range!is!disjunct!
in!BC,!0!otherwise!Occurrences!protected! Categorical;!0!if!none,!1!if!few,!2!if!
moderate,!3!if!many!Population!trend! Categorical;!P1!if!declining,!0!if!stable,!1!if!
increasing!Amphibian! 1!if!amphibian,!0!otherwise!Reptile! 1!if!reptile,!0!otherwise!
!
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! 95
Table!4.2:!Correlations!among!variables!included!in!models.!Read!cells!as:!Pearson!correlation!(r);!P6value.!N=!105!for!all!comparisons.!
! Total!range!size!
Proportion!of!range!in!
BC!
Disjunct! Occurrences!protected!
Population!trend!
Amphibian!
Proportion!of!range!in!BC!
P0.317!!0.001!
! ! ! !!!
!!
! ! ! ! ! ! !Disjunct!in!BC! P0.092!!
0.348!P0.135!!0.169!
! !!!
!!!
!!
! ! ! ! ! ! !Occurrences!protected!
0.193!!0.049!
P0.217!!0.026!
0.115!!0.244!
! !!!
!!!
! ! ! ! ! ! !Population!trend!
0.103!!0.295!
P0.191!!0.051!
P0.218!!0.026!
0.248!!0.011!
! !
! ! ! ! ! ! !Amphibian! P0.227!!
0.020!0.140!!0.154!
0.254!!0.009!
0.056!!0.568!
P0.506!<0.001!
!
! ! ! ! ! ! !Reptile! P0.187!!
0.056!P0.057!!0.561!
0.201!!0.040!
0.353!!<0.001!
0.100!!0.311!
n/a!
! !
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! 96
!Table!4.3:!Variables!retained!in!models!of!provincial!listing!status.!Model!1a!has!the!
greatest!empirical!support,!while!models!2P4!have!Δi!<2.!Model!5!includes!only!the!variables!involved!in!the!hypothesis:!range,!proportion!of!range!in!BC!and!their!interaction.!Model!1b!is!the!bestPsupported!model!(1a)!with!the!interaction!term!(Total!range!size*Proportion!of!range!in!BC)!removed.!!
Model! Variables!included! Coefficient!(95%!C.I.)! AIC! Δi!1a! Total!range!size!
Proportion!of!range!in!BC!Population!trend!Occurrences!protected!Range*Proportion!
0.39!(P0.87,!1.66)!!41.47!(14.21,!74.65)!P1.62!(P3.23,!P0.26)!P0.17!(P0.94,!0.63)!P8.76!(P15.05,!P3.72)!
86.77* 0!
2! Total!range!size!Proportion!of!range!in!BC!Population!trend!Occurrences!protected!Amphibian!Reptile!Range*Proportion!
0.88!(P0.54,!2.36)!45.06!(16.18,!79.25)!P0.98!(P2.81,!0.60)!P0.90!(P2.06,!0.18)!1.58!(P0.61,!3.87)!1.89!(P0.08,!4.06)!P9.34!(P15.78,!P4.05)!
86.82* 0.05!
3! Total!range!size!Proportion!of!range!in!BC!Population!trend!Occurrences!protected!Disjunct!in!BC!Range*Proportion!
0.49!(P0.80,!1.80)!42.48!(14.74,!76.14)!P1.51!(P3.14,!P0.11)!P0.24!(P1.04,!0.57)!1.45!(P1.75,!5.19)!P8.89!(P15.27,!P3.78)!
88.04! 1.27!
4! Total!range!size!Proportion!of!range!in!BC!Population!trend!Occurrences!protected!Disjunct!in!BC!Amphibian!Reptile!Range*Proportion!
0.95!(P0.49,!2.48)!46.19!(16.76,!81.00)!P0.91!(P2.75,!0.69)!P0.94!(P2.12,!0.15)!1.02!(P2.14,!4.79)!1.60!(P0.61,!3.92)!1.78!(P0.23,!3.97)!P9.51!(P16.08,!P4.14)!
88.46* 1.69!
5! Total!range!size!Proportion!of!range!in!BC!Range*Proportion!
0.42!(P0.74,!1.57)!43.90!(16.47,!75.09)!P9.01!(P14.89,!P4.03)!
89.85! 3.08!
1b! Total!range!size!Proportion!of!range!in!BC!Population!trend!Occurrences!Protected!
P1.33!(P2.15,!P0.61)!!P4.58!(P7.69,!P1.99)!P1.41!(P2.62,!P0.29)!P0.06!(P0.75,!0.66)!
106.88! 20.11!
!!
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4.8 Reference*List*
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primer.!Available!at:!www.env.gov.bc.ca/conservationframework/index.html!
Mooers, A.Ø., L.R. Prugh, M. Festa‐Bianchet and J.A. Hutchings. 2007. Biases in legal
listing under Canadian endangered species legislation. Conservation Biology
21(3): 572-575.
Mooers,!A.Ø.,!D.F.!Doak,!C.S.!Findlay,!D.M.!Green,!C.!Grouios,!L.L.!Manne,!A.!Rashvand,!
M.A.!Rudd!and!J.!Whitton.!2010.!Science,!policy,!and!species!at!risk!in!Canada.!
BioScience!60(10):!843P849.!
Morita, K. and S. Yamamoto. 2000. Occurrence of a deformed white-spotted charr,
Salvelinus leucomaenis (Pallas), population on the edge of its distribution.
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Parsons,! P.A.! 1991.! Evolutionary! rates:! stress! and! species! boundaries.! Annual!
Review!of!Ecology!and!Systematics!22(1):!1–18.!
Pinheiro,!J.,!D.!Bates,!S.!DebRoy,!D.!Sarkar!and!the!R!Development!Core!Team.!2010.!
nlme:!Linear!and!Nonlinear!Mixed!Effects!Models.!R!package!version!3.1P97.!
Purvis,! A.,! J.L.! Gittleman,!G.! Cowlishaw!and!G.M.!Mace.! 2000.! Predicting! extinction!
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Biological!Science!267:!1947P1952.!
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900051P07P0,!URL!http://www.R-project.org/!
St.! Clair,!R.C.! and!P.T.!Gregory.! 1990.! Factors! affecting! the!northern! range! limit! of!
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1083P1089.!
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Animal Ecology 68(4): 647-657.
Vazquez,! L.B.,! P.! Rodríguez! and! H.T.! Arita.! 2008.! Conservation! planning! in! a!
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Veríssimo, D., I. Fraser, J. Groombridge, R. Bristol and D.C. MacMillan. 2009. Birds as
tourism flagship species: a case study of tropical islands. Animal Conservation
12: 549-558.
Vucetich, J.A. and T.A. Waite. 2003. Spatial patterns of demography and genetic
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Wells,! J.V.,! B.! Robertson,! K.V.! Rosenberg! and! D.W.! Mehlman.! 2010.! Global! versus!
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PLoS!One!5(1):!1P5.!
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5: Discussion*
!
This!thesis!sought!to!investigate!the!values!that!the!British!Columbian!public!holds!
for! different! species! attributes! (Ch.! 2),! how! these! preferences! are! influenced! by!
socioeconomic!variables!of! the!public! (Ch.!3),! and!how!well! these!preferences!are!
reflected!in!current!lists!of!atPrisk!species!in!the!province!(Ch.!4).!This!information!
can,!perhaps,!be!used! to!help! inform!conservation!priorities!and!opportunities! for!
education!at!the!provincial!level.!!
!
It!is!important!to!note!the!limitations!of!survey!methodology.!Surveys!are!subject!to!
response! bias,! as! not! all! potential! respondents! actually! participate.! This! nonP
response!may!correspond!with!some!third!variable!that!differentiates!those!who!did!
not!respond!from!those!who!did;!thus,!the!survey!results!may!not!be!representative!
of!the!BC!population.!Here,!the!survey!respondents!tended!to!be!older,!more!likely!
to!be!male,!and!having!more!years!of!education!than!the!BC!population!as!a!whole,!
which!may!have!had!an! influence!on! the! results! that! I!obtained! in!my!analysis.! In!
particular,! those!who! responded! to! the! survey!may!have!been!more! interested! in!
environmental!issues!than!those!who!did!not!respond.!!
!
In! addition,! the! survey! instrument! itself! was! imperfect,! and! it! is! likely! based! on!
some! of! the! freePform! comments! on! the! returned! surveys! that! not! all! survey!
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! 103
participants!understood!all!of! the! survey!questions! in! the!way! that! the!authors!of!
the! instrument! had! intended.! Understanding! of! the! survey! may! also! have! been!
complicated! by! the! fact! that! some! of! the! questions! involved! concepts! and!
terminology!that!may!have!been!complex!and!unfamiliar!to!survey!participants.!!
!
In! order! to! address! these! limitations,! the! survey! instrument! should! be! tested!
thoroughly!on!a!sample!of!its!target!audience!in!order!to!ensure!that!any!necessary!
clarifications!are!made!to!the!questions,!and!followPup!calls!should!be!made!to!nonP
respondents! to!elucidate!whether! this!group!differs! from!survey! respondents! in!a!
systematic! way.! While! we! did! take! steps! to! address! the! survey! limitations,! time!
constraints! made! it! difficult! to! fully! test! the! final! incarnation! of! the! survey!
instrument!before!it!was!mailed.!Harshaw!(2008)!found!few!significant!differences!
between!early!and!late!survey!responders,!although!we!did!not!follow!up!with!nonP
responders.!!
!
Most! notably,! I! found! a! general! preference! for! prioritizing! endemism,! and! a! nonP
preference! for! species! that! are! at! risk! in! BC! but! common! elsewhere—which!
describes!many!peripheral!species! in!the!province!(Ch.!2).! Interestingly,!this! is!the!
opposite! pattern! that! I! observed! in! species! included! in! provincial! lists! of! atPrisk!
species:!morePperipheral!(less!endemic)!species!were!more!likely!to!be!included!on!
such!lists!than!more!endemic!(lessPperipheral)!species,!regardless!of!total!range!size!
(Ch.! 4).! This! may! represent! the! application! of! a! local,! as! opposed! to! a! global,!
conservation! focus,! whereby! only! the! status! of! a! species! within! a! certain!
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! 104
jurisdiction’s!boundaries!is!taken!into!account.!When!the!margins!of!a!species’!range!
enter! British! Columbia,! the! small! and! often! fluctuating! population! and! range! size!
within!the!province!makes!it!likely!that!the!species!will!be!regarded!by!the!province!
as! a! target! for! conservation.!While! it! is! unlikely! that! peripheral! species! are!more!
likely! to!be! at! risk! globally,! they! are! certainly!more! likely! to!appear! to! be! at! risk!
within!the!jurisdiction!in!which!they!are!peripheral,!and!are!therefore!more!likely!to!
be!listed!as!a!local!conservation!priority.!It!will!be!interesting!to!see!if!and!how!this!
situation! changes! with! BC’s! new! Conservation! Framework’s! primary! focus! on!
species!for!which!the!province!bears!global!responsibility.!
!
However,!this!does!not!mean!that!peripheral!species!should!therefore!be!summarily!
dePprioritized.!Bunnell!(2004)!reports!that!the!proportion!of!continuous!peripheral!
species! in! British! Columbia! for! various! taxa! ranges! between! 31.8%! for! fishes! to!
87.5%!for!reptiles.!In!my!data!set,!66.7%!of!species!had!less!than!10%!of!their!range!
falling! within! BC.! This! represents! a! substantial! amount! of! the! province’s!
biodiversity.! A! more! reasonable! approach! to! appropriately! focusing! scarce!
conservation! resources! to!where! they!are!most!needed!and!will! be!most! effective!
requires!a!collaborative!approach!with!bordering!jurisdictions,!particularly!with!the!
American! States! of! the! Pacific! Northwest.! Since! the! province! appears! to! be!
considering!enacting!species!protection!laws!in!the!coming!years,!this!should!be!an!
area!that!is!concurrently!discussed.!
!
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Although! it! is! unfortunate! that! the! province! has! not,! to! date,! enacted! effective!
species! protection! legislation,! it! is! encouraging! that! the! British! Columbian! public!
reports!widespread! acceptance! of! an! ecological!worldview! (Appendix!A).! As!well,!
while!I!was!involved!in!data!entry!for!the!public!opinions!survey!that!forms!the!core!
of! this! thesis,! I! was! struck! by! the! number! and! quality! of! optional! freePform!
comments! that! survey! respondents! submitted! along! with! their! survey! responses!
(these! comments! are! documented! in! Harshaw! 2008).! It! seems! that! many! British!
Columbians! are! both! wellPinformed! and! passionate! about! environmental! issues;!
this,! coupled! with! their! generally! biocentric! worldviews! should! provide! fertile!
ground!for!enacting!publiclyPsupported!species!protection!legislation.!This!province!
should! also! provide! a! receptive! audience! for! educational! messages! about! BC’s!
biodiversity! and!wildlife! conservation.! In! particular,! given! that! people! with! postP
secondary! education! tended! to! not! prefer! prioritizing! peripheral! species! for!
conservation! (Ch.! 3),! this! would! seem! to! be! an! opportunity! for! ENGOs! to! create!
targeted!messages!(since!these!organizations!promote!the!importance!of!protecting!
peripheral!species!in!BC;!Connolly!et!al.!2010).!!
!
Though! not! explicitly! investigated! in! this! thesis,! it! is! important! to! emphasize! the!
necessity!of!setting!effective!conservation!priorities.!Global!conservation!priorities!
currently! focus! attention! on! species! that! are! most! likely! to! go! extinct,! without!
generally!resourcePintensive!intervention.!Once!again,!this!represents!a!reactionary!
approach! to! conservation! that! is! not! the!most! cost! effective,! or,! indeed,! the!most!
effective!in!terms!of!preventing!species!loss.!Working!to!secure!populations!that!are!
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already! relatively! stable! or! easy! to! recover,! to! ensure! that! they! do! not! become!
threatened,!should!be!the!major!focus!of!most!conservation!attention!and!resources.!
This! will! help! to! ensure! that! the! essential! lifePsupport! systems! and! ecosystem!
services!provided!by!natural!infrastructure!remain!functional.!!
!
It! is! also! important! to! stress! that! conservation! prioritization! requires! decisionP
making.!As!scientific!a!process!as!it!can!appear,!conservation!must!be!guided!either!
explicitly! or! implicitly! by! normative! conceptualizations! of! what! is! ‘good’.!
Incorporating! public! opinions! is! one! way! of! making! the! guiding! principles! of!
conservation!explicit.!To! that!end,!policy!makers!must!be!clear! that!a!goal!of! zero!
species! loss! is! unrealistic,! and,! indeed,! damaging! to! the! cause! of! conservation!
because!it!leads!to!inefficient!use!of!conservation!resources.!!
!
Conservation!is!inherently!an!interdisciplinary!field,!requiring!the!creation!of!novel!
and! innovative! frameworks! that! integrate! concepts! from! several! disciplines.! It! is!
therefore!essential!that!academics!involved!in!conservation!be!trained!in!tools!and!
concepts! from!both! the!natural!and!social! sciences,! in!order! to!be!able! to!address!
problems! that! are! ecologically,! economically! and! socially! complex.! This! necessity!
has!been!recognized!(Mascia!et!al.!2003);!however,!obstacles!remain!in!creating!the!
academic! structures! to! support! such! education.! Relatively! new! interdisciplinary!
journals!tend!to!be!less!prestigious!than!established!fieldPspecific!academic!journals,!
thus! potentially! hindering! the! chances! of! interdisciplinary! academics! to,! for!
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example,!achieve!tenure!or!other!advancement!(Campbell!2005).!As!well,!graduate!
students!embarking!on!an!interdisciplinary!research!program!are!often!constrained!
by!the!academic!requirements!of!two!or!more!university!departments,!as!well!as!a!
lack! of! strong!mentorship! (Graybill! et! al.! 2006).! These! issues! are! currently! being!
worked! on! in! many! academic! institutions;! laying! this! groundwork! will! help! in!
finding!solutions!to!the!global!environmental!crisis.!!
!
The! initiatives! outlined! above,! among! others,! give! plenty! of! reason! to! be! hopeful!
about! the! future! of! conservation! as! a! field! and,! therefore,! the! future! of! the!
biodiversity! of! this! planet.! While! the! challenges! are! immense,! it! is! important! to!
remember!that!conservation!is!a!relatively!young!field,!which!in!its!short!history!has!
had!a!profound!impact,!both!socially!and!scientifically.!As!tools!and!understanding!
improve,!this!contribution!will!certainly!grow.!
*
! *
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5.1 Reference*List*
!
Bunnell,!F.L.,!W.!Campbell!and!K.A.!Squire.!2004.!Conservation!priorities!for!
peripheral!species:!the!example!of!British!Columbia.!Canadian!Journal!of!
Forest!Research!34:*2240P2247.!
Campbell,!L.M.!2005.!Overcoming!obstacles!to!interdisciplinary!research.!
Conservation!Biology!19:!574P577.!!
Connolly,!M.,!K.!Ferguson,!S.!Pinkus!and!F.!Moola.!2010.!On!the!edge:!British!
Columbia’s!unprotected!transboundary!species.!David!Suzuki!Foundation,!
Vancouver.!
Graybill,!J.K.,!S.!Dooling,!V.!Shandas,!J.!Withey,!A.!Greve!and!G.L.!Simon.!2006.!A!
rough!guide!to!interdisciplinarity:!Graduate!student!perspectives.!BioScience!
56:!757P764.!
Harshaw,!H.W.!2008.!British!Columbia!species!at!risk!public!opinion!survey!2008:!
final!technical!report.!University!of!British!Columbia!Collaborative!for!
Advanced!Landscape!Planning,!Vancouver,!British!Columbia.!Available!from!
www.hdPresearch.ca/sarPpos/SaRPPOS_reports.html!!
Mascia,!M.B,!J.P!Brosius,!T.A!Dobson,!B.C!Forbes,!L!Horowitz,!M.A!McKean!and!N.J!
Turner.!2003.!Conservation!and!the!social!sciences.!Conservation!Biology!
17(3):!649P650.!
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Appendices*
Appendix*A:*The*New*Ecological*Paradigm*in*British*Columbia*
*
Introduction*
As!mentioned!often! throughout! this! thesis,! conservation!of! threatened!species! (or!
lands,! or! ecosystems,! etc.)! is! fundamentally! a! problem! of! understanding! and!
changing!human!behaviour!and!human!impacts!on!the!natural!world!(e.g.!Mascia!et!
al.!2003).!Therefore,!it!is!interesting!and!informative!to!consider!conservation!from!
a! social! science! perspective.! Beginning! in! the! 1970’s,! an! era! of! burgeoning!
environmental!concern!coupled!with!rapid!growth!in!the!field!of!social!psychology!
gave! rise! to! an! interest! in! exploring! changing!worldviews! in! a! public! increasingly!
aware! of! human! impacts! on! the! environment.! A! number! of! researchers! have!
explored! these! emerging! environmental! or! ecological! perspectives,! and! have!
created! conceptual! frameworks! to! characterize! these! views! through! the! use! of!
public!opinion!surveys.!Notably,!Stephen!Kellert!(1996)!was!a!pioneer!in!this!field,!
along!with!Dunlap!and!Van!Liere!(1978)!and!Dunlap!et!al.!(2000).!It!is!important!to!
look! at! ecological! worldviews! in! order! to! understand! the! relationship! between!
demographic! variables,! worldviews! and! environmental! behaviours! (Zelezny! et! al.!
2000).!The!New!Ecological!Paradigm!(previously!known!as!the!New!Environmental!
Paradigm;!Dunlap!and!Van!Liere!1978)!is!seen!as!a!contrast!to!the!dominant!social!
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!
! 110
paradigm,!which!emphasizes!technology!and!growthPoriented!use!of!environmental!
resources!and!is!thus!inherently!not!proPenvironmental!(Edgell!and!Nowell!1989).!!
!
The! New! Ecological! Paradigm! scale! has! been! variously! described! as! measuring!
ecological! worldviews,! environmental! concern,! values! or! environmental! attitudes!
(Castro! 2006),! and! recognizes! five! facets! of! an! emerging! worldview:! antiP
anthropocentrism,! the! reality! of! limits! to! growth,! the! fragility! of! nature’s! balance,!
the!possibility!of!an!ecoPcrisis,!and!the!rejection!of!exemptionalism!(the!belief!that!
humans,! because! of! their! intelligence,! creativity! and! other! special! characteristics,!
are!not!subject!to!the!same!constraints!as!other!species;!Cairns!1998).!This!15Pitem!
(previously!12Pitem;!see!Dunlap!and!Van!Liere!1978)!scale!(Fig.!1)!is!a!widely!used!
scale! of! proPenvironmental! views! because! comparable! scales! tend! to! be! much!
longer! and! more! unwieldy! (Dunlap! et! al! 2000),! and! contain! items! referring! to!
specific! environmental! phenomena! that! become! dated! over! time! (Hawcroft! and!
Milfont!2010).!Items!on!the!NEP!scale!are!presented!as!a!5Ppoint!Likert!scale,!with!
respondents!choosing!one!of:!strongly!agree,!mildly!agree,!partially!agree/disagree,!
mildly!disagree!and!strongly!disagree.!Previous!work!on! the!NEP!scale!has!shown!
this!measure! to! have! criterion! validity! (i.e.! that! it! actually!measures! a! biocentric!
orientation):! it! strongly! discriminated! between! known! environmentalists! and! the!
general! public! (e.g.! Edgell! and! Nowell! 1989;! Widegren! 1998),! indicating! knownP
group! validity,! and! several! studies! link! higher! NEP! scores! to! proPenvironmental!
behavioural! intentions!or!observed!behaviours! (e.g.! Stern! et! al.! 1995;! Schultz! and!
Zelezny!1998),! indicating!predictive!validity.!Content!validity!(the!degree!to!which!
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the!scale!captures!all!facets!of!the!construct!it!is!intended!to!measure)!is!somewhat!
harder!to!ascertain;!however,!an!interviewPbased!study!identified!similar!beliefs!to!
those!that!form!the!major!axes!of!the!NEP!scale!(Kempton!et!al.!1995).!Those!with!
greater!environmental!knowledge!tend!to!score!higher!on!the!NEP!scale!(Arcury!et!
al.!1986),!while!those!with!a!rightPwing!political!orientation!tended!to!score!lower!
(Schultz! and! Stone! 1994),! indicating! that! the!NEP! also! has! construct! validity! (the!
scale!accords!with!other!measures!in!theoretically!specified!ways).!!
!
Previous! studies! of! NEP! have! explored! how! this! measure! correlates! with!
socioeconomic!variables,!particularly!age,!income,!education,!liberalism!and!gender,!
with!younger,!more!educated!and!liberalPminded!individuals!tending!to!score!higher!
on!the!NEP!scale!(Dietz!et!al.!1998).!In!contrast,!the!relationship!between!NEP!and!
income! tends! to! be! weak! and! either! inconsistent! or! not! statistically! significant!
across!studies!(Dietz!et!al.!1998).!!
!
In!a!metaPanalysis,!Zelezny!et!al.! (2000)! found! that!women! tended! to!have!higher!
NEP!scores!(more!proPenvironmental!attitudes)!than!men!for!4/6!studies,!with!no!
significant! difference! between! genders! for! the! remaining! 2! studies.! Across! the! 6!
studies! the! effect! of! female! gender! on! proPenvironmental! attitudes!was! relatively!
small,!with!r!=!0.07! (Zelezny!et!al.!2000).!This!pattern!held!regardless!of!age,!and!
across! 14! countries.! Interestingly,! further! investigation! by! Zelezny! et! al.! (2000)!
revealed!that!NEP!responses!are!more!strongly!related!to!gender!orientation!than!to!
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gender!itself,!indicating!that!underlying!personality!and!socialization!variables!that!
tend!to!be!associated!with!gender!may!be!more!important!in!explaining!variation!in!
NEP!than!gender!itself.!!
!
Based! on! these! previous! findings,! I! hypothesized! a! negative! relationship! between!
NEP!and!age!and!a!positive!relationship!with!gender!(femaleness)!and!education.!I!
did!not!hypothesize!a!relationship!between!NEP!and!income!or!residential!stability.!
!
Methods*
A! representative! sample! of! British! Columbians,! as! described! in! Chapters! 2! and! 3,!
responded!to!a!public!opinion!survey!including!the!15!items!of!the!New!Ecological!
Paradigm!scale! (Fig.!1).! Survey!methods!can!be! found! in!Chapters!2!and!3,!and! in!
more! detail! in! Harshaw! (2008).! The! same! survey! instrument! also! gathered!
information!on! gender,! age,! education,! income!and! residential! stability,!which! are!
variables! I! have! used! as! socioeconomic! correlates! to! preferences! for! species!
attributes! elsewhere! in! this! work! (in! particular,! Chapter! 3).! Harshaw! (2008)!
calculated!each!respondent’s!NEP!score!by!1)!coding!each!item!in!the!scale!such!that!
high!values! indicated!a!more!biocentric!response!and! low!values! indicated!a!more!
anthropocentric! response;!2)! calculating!each! respondent’s!mean!score!across! the!
scale.!!
!
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I!then!performed!a!correlation!analysis!between!respondent!NEP!scores!and!gender,!
age,! income,! education! and! residential! stability.! Tests! for! which! I! hypothesized! a!
relationship!with!NEP!(age!(P);!education!(+)!and!gender!(+))!were!onePtailed,!while!
the!tests!for!a!relationship!with!income!and!residential!stability!were!twoPtailed.!All!
analyses!were!carried!out!using!SPSS!18!for!Mac.!
!
Results**
NEP!index!scores!for!survey!respondents!in!BC!indicated!a!general!acceptance!of!an!
ecological!worldview.!Harshaw!(2008)!presents!a!thorough!analysis!of!this!question,!
which!I!summarize!here.!!Respondents’!mean!score!on!the!NEP!scale!was!3.78!±!
0.059!(n=553),!with!a!minimum!score!of!1.27!and!a!maximum!score!of!5.00!(which!
is!the!upper!limit!of!the!scale).!Cronbach’s!alpha!for!the!entire!15Pitem!scale!was!
0.848!and!was!not!improved!by!the!removal!of!any!scale!items,!which!indicates!good!
internal!consistency.!Coefficient!alphas!for!each!of!the!five!facets!of!an!ecological!
worldview!(antiPanthropocentrism,!reality!of!limits!to!growth,!fragility!of!nature’s!
balance,!the!possibility!of!an!ecoPcrisis,!and!rejection!of!exemptionalism)!ranged!
between!0.539P0.773,!supporting!the!unidimensionality!of!the!NEP!scale.!!!
!
Only!gender!showed!a!significant!(positive)!relationship!with!NEP!(Table!1),!
indicating!that!females!tend!to!be!more!biocentric!than!males.!The!remaining!
variablesPP!age,!income,!education!and!residential!stability—showed!no!significant!
relationship!to!NEP!(Table!1).!!
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!
Discussion*
While! gender! showed! the! expected,! positive! relationship! with! biocentrism,! it! is!
interesting! that! neither! age! nor! education! showed! a! significant! relationship! with!
NEP.!Although!neither!was!significant,!both!had!pPvalues!approaching!significance!
(0.083! and! 0.073,! respectively),! and! the! relationship! with! both! variables! was!
positive.! This! was! the! expected! relationship! with! education,! but! not! with! age.!
Although! I! did! not! examine! political! orientation! in! this! survey,! it! would! be!
informative! to! investigate! this! relationship! in! the! future.! British! Columbia! is! a!
relatively! liberal! jurisdiction;! therefore! it!would!be! interesting! to!see!whether!age!
and! education! have! the! expected! correlations! with! NEP! when! controlled! for!
liberalism.!!
!
Neither!residential!stability!nor! income!showed!a!relationship! to!NEP!scores.!This!
result!is!consistent!for!previous!findings!for!income!(Dietz!et!al.!1998).!Residential!
stability!has!not,! to!my!knowledge,!been!explored! in!relation!to!NEP,!and!I!had!no!
specific! expectation! as! to! how! the! proportion! of! a! respondent’s! life! spent! in! the!
same!community!would!affect!their!ecological!worldview.!!
!
A! motivation! behind! studying! public! ecological! worldview! is! to! understand! and!
predict! proPenvironmental! behaviours.! Zelezny! et! al.! (2000)! found! a! positive!
relationship!between!female!gender!and!both!proPenvironmental!attitudes!and!proP
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! 115
environmental! behaviours.! However,! the! link! between! attitudes! and! behaviours!
toward!the!environment!is!not!clear.!Indeed,!several!authors!have!remarked!on!the!
lack! of! correspondence! between! the! two! (see,! e.g.! Van! Liere! and! Dunlop! 1981;!
Castro!2006).!The!ability!of!people!to!express!different!views!about!the!same!subject!
in! different! contexts! (known! as! cognitive! polyphasia)! may! help! to! explain! why!
people! express! proPenvironmental! views! in! one! situation,! but! fail! to! act! in! a! proP
environmental!manner!(Castro!2006).!This!may!help!to!explain!why!although!proP
environmental! views! have! been! increasing! since! the! 1970s,! environmental!
behaviours! have! not! been! keeping! pace! (see,! e.g.! Dunlap! et! al.! 1993).! It! is! also!
interesting!to!note!that!the!targets!for!public!concern!about!the!environment!have!
changed!drastically! since! the!1970s.! From! the! initial! concern! surrounding!air! and!
water! pollution,! problems! which! tended! to! have! identifiable! (and! often! point)!
sources! and! a! more! localized! scale,! many! of! the! environmental! problems! on! the!
public!radar!today!are!more!global!in!scale,!more!diffuse!in!origin,!and!have!impacts!
that!are!not!always!easy!to!detect!or!attribute!to!a!single!cause!(e.g.!global!climate!
change).!!This!may!complicate!the!relationship!between!beliefs!and!behaviour!in!an!
environmental!context.!
!
Interestingly,!Kotchen!and!Reiling!(2000)!found!a!relationship!between!higher!NEP!
scores!and!survey!respondents’!willingness!to!participate!in!a!hypothetical!market!
for! environmental! goods! as! presented! in! a! contingent! valuation! (CV)! format! (see!
Chapter! 1! for! an! introduction! to! CV).! While! more! proPenvironment! respondents!
were! more! likely! to! give! valuation! answers! to! the! questions! presented! (as!
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! 116
expected),!those!who!scored!lower!on!the!NEP!scale!were!more!likely!to!protest!the!
hypothetical! CV! scenarios.! This! may! indicate! that! some! degree! ‘buying! in’! to! the!
exercise!of!nonPmarket!valuation!for!environmental!goods!itself!is!directed!by!a!proP
environmental!orientation.!
*
*
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!
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Figures*
*
*
Figure!A.1:!The!New!Ecological!Paradigm!15Pitem!scale!as!presented! in! the!public!opinion!survey.!
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!
! 118
Tables**
!!
Table!A.1:!Correlations!between!NEP!and!socioeconomic!variables.!! Pearson!
Correlation!PPvalue! n!
Age! 0.060! 0.083! 537!Income! P0.018! 0.688! 476!Education! 0.065! 0.073! 501!
Gender!(Femaleness)! 0.099! 0.011* 537!Residential!Stability! P.011! 0.406! 444!
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!
! 119
Reference*List*
Arcury,!T.A.,!T.P.!Johnson!and!S.J.!Scollay.!1986.!Ecological!worldview!and!
environmental!knowledge:!The!“new!environmental!paradigm.”!Journal!of!
Environmental!Education!17:!35P40.!
Cairns,!J.!1998.!Hydrobiologia,!Malthus,!exemptionalism!and!the!risk/uncertainty!
paradox.!Hydrobiologia!384:!1P5.!
Campbell,!L.M.!2005.!Overcoming!obstacles!to!interdisciplinary!research.!
Conservation!Biology!19:!574P577.!!
Castro,!P.!2006.!!Applying!social!psychology!to!the!study!of!environmental!concern!
and!environmental!wordviews:!contributions!from!the!social!representations!
approach.!Journal!of!Community!and!Applied!Social!Psychology!16:!247P266.!
Dietz,! T.,! P.C.! Stern! and! G.A.! Guagnano.! 1998.! Social! structural! and! social!
psychological! bases! of! environmental! concern.! Environment! and! Behavior!
30(4)!450–471.!
Dunlap,!R.!E.,!and!K.!Van!Liere.!1978.!The!New!Environmental!Paradigm:!A!proposed!
measuring!instrument!and!preliminary!results.!Journal!of!Environmental!
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Dunlap,!R.E.,!K.D.!Van!Liere,!A.G.!Mertig!and!R.E.!Jones.!2000.!Measuring!
endorsement!of!the!New!Ecological!Paradigm:!A!revised!NEP!scale.!Journal!of!
Social!Issues!56:!425P442.!
Dunlap,!R.E.,!G.H.!Gallup!Jr.!and!A.M.!Gallup.!1993.!Of!global!concern:!Results!of!the!
health!of!the!planet!survey.!Environment!35:!6P40.!!
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Edgell,!M.C.R.!and!D.E.!Nowell.!1989.!The!new!environmental!paradigm!scale:!
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Resources!2:!285P296.!
Harshaw,!H.W.!2008.!British!Columbia!species!at!risk!public!opinion!survey!2008:!
final!technical!report.!University!of!British!Columbia!Collaborative!for!
Advanced!Landscape!Planning,!Vancouver,!British!Columbia.!Available!from!
www.hdPresearch.ca/sarPpos/SaRPPOS_reports.html!!
Hawcroft,!L.J.!and!T.L.!Milfont.!2010.!The!use!(and!abuse)!of!the!new!ecological!
paradigm!scale!over!the!last!30!years:!A!metaP!analysis.!Journal!of!
Environmental!Psychology!30:!143P158.!
Kellert,!S.K.!1996.!The!value!of!life.!Island!Press,!Washington,!D.C.!!
Kempton,!W.,!J.S.!Boster,!and!J.A.!Hartley.!1995.!Environmental!values!in!American!
culture.!Cambridge,!MA:!MIT!Press.!
Kotchen,!M.J.!and!S.D.!Reiling.!2000.!Environmental!attitudes,!motivations,!and!
contingent!valuation!of!nonuse!values:!a!case!study!involving!endangered!
species.!Ecological!Economics!32:!93–107.!
Mascia,!M.B,!J.P!Brosius,!T.A!Dobson,!B.C!Forbes,!L!Horowitz,!M.A!McKean!and!N.J!
Turner.!2003.!Conservation!and!the!social!sciences.!Conservation!Biology!
17(3):!649P650.!
Schultz,!P.W.!and!W.F.!Stone.!1994.!Authoritarianism!and!attitudes!toward!the!
environment.!Environment!and!Behavior!26:!25P37.!
Schultz,!P.!W.!and!L.!Zelezny.!1998.!Values!and!proenvironmental!behavior:!A!fiveP
country!survey.!Journal!of!CrossPCultural!Psychology!29:!540P558.!
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Stern,!P.C.,!T.!Dietz,!L.!Kalof!and!G.A!Guagnano.!1995.!Values,!beliefs,!and!
proenvironmental!action:!attitude!formation!toward!emergent!attitude!
objects.!Journal!of!Applied!Social!Psychology!25(18):!1611–1636.!
Widegren,!Ö.!1998.!The!new!environmental!paradigm!and!personal!norms.!
Environment!and!Behavior!30(1):!75–100.!
Zelezny,! L.C.,! PPP.! Chua! and!C.!Aldrich.! 2000.!Elaborating!on! gender!differences! in!
environmentalism.!Journal!of!Social!Issues!56(3):!443P457.!!
!
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Appendix(B:(Additional(Figures(and(Tables(for(Chapter(3(
Figures(
a) b) c) !
Figure!B.1:!Scaled!preference!for!endemism!from!questions!1!(a),!2!(b),!and!3!(c).!!
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a) ! b) !
Figure!B.2:!Scaled!preference!for!species!at!risk!in!British!Columbia,!but!common!elsewhere!from!questions!1!(a)!and!3!(b).!!
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a) ! b) !
Figure!B.3:!Scaled!preference!for!the!likelihood!or!chances!of!a!species!being!protected!from!questions!1!(a)!and!3!(b).!!
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a) ! b) !
Figure!B.4:!Scaled!preference!for!species!that!are!culturally!or!traditionally!important!from!questions!1!(a)!and!3!(b).!!
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a) b) c) !
Figure!B.5:!Scaled!preference!for!the!cost!of!protecting!and!recovering!a!species!from!questions!1!(a)!and!3!(b),!and!the!economic!importance!of!a!species!from!question!2!(c)!
!!!
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a) b) c) !
Figure!B.6:!Scaled!preference!for!common!species!that!are!currently!experiencing!rapid!decline!from!questions!1!(a),!2!(b),!and!3!(c).!
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!
Figure!B.7:!Scaled!preference!for!distinctive!species!from!question!2.!! !
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! 129
Tables(
Table!B.2:!Descriptive!statistics!for!scaled!attribute!preferences.!Attribute((question(#)( Mean((standard(error)( KolmogorovBSmirnov((df;(p)( Skewness((standard(error)( Kurtosis((standard(error)(
Endemism!(1)! 0.7633!(0.01307)! 0.270!(474;!<0.001)! P1.010!(0.112)! P0.012!(0.224)!
Endemism!(2)! 0.6122!(0.01250)! 0.166!(474;!<0.001)! P0.205!(0.112)! P0.650!(0.224)!
Endemism!(3)! 0.7300!(0.01109)! 0.201!(474;!<0.001)! P0.640!(0.112)! P0.260!(0.224)!
SaR!in!BC!(1)! 0.4434!(0.01465)! 0.171!(475;!<0.001)! 0.067!(0.112)! P1.226!(0.224)!
SaR!in!BC!(3)! 0.3899!(0.01208)! 0.171!(475;!<0.001)! 0.177!(0.112)! P0.901!(0.224)!
Likelihood!(1)! 0.6581!(0.01249)! 0.192!(468;!<0.001)! P0.424!(0.113)! P0.682!(0.225)!
Likelihood!(3)! 0.6051!(0.01124)! 0.163!(468;!<0.001)! P0.135!(0.113)! P0.654!(0.225)!
Cultural!(1)! 0.2866!(0.01330)! 0.232!(469;!<0.001)! 0.897!(0.113)! P0.085!(0.225)!
Cultural!(3)! 0.2333!(0.01167)! 0.256!(469;!<0.001)! 1.197!(0.113)! 0.972!(0.225)!
Costs!(1)! 0.3276!(0.01360)! 0.186!(467;!<0.001)! 0.569!(0.113)! P0.660!(0.225)!
Costs!(3)! 0.3332!(0.01327)! 0.203!(467;!<0.001)! 0.465!(0.113)! P0.437!(0.225)!
Economic!Importance!(2)! 0.5221!(0.01540)! 0.146!(467;!<0.001)! P0.085!(0.113)! P1.080!(0.225)!
Common!Declining!(1)! 0.7072!(0.01350)! 0.198!(472;!<0.001)! P0.841!(0.112)! P0.168!(0.224)!
Common!Declining!(2)! 0.4396!(0.01426)! 0.160!(472;!<0.001)! 0.311!(0.112)! P0.791!(0.224)!
Common!Declining!(3)! 0.7225!(0.01151)! 0.217!(472;!<0.001)! P0.683!(0.112)! P0.280!(0.224)!
Distinctive!(2)! 0.4291!(0.01178)! 0.152!(524;!<0.001)! 0.239!(0.107)! P0.541!(0.213)!
!
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Table!B.2:!Descriptive!statistics!for!socioeconomic!variables.!
( Mean((standard(error)( KolmogorovBSmirnov((df;(p)( Skewness((standard(error)( Kurtosis((standard(error)(Education!by!category! 3.2729!(0.04866)! 0.210!(502;!<0.001)! P0.224!(0.109)! P0.728!(0.218)!
NEP!Score! 3.7830!(0.03027)! 0.088!(553;!<0.001)! P0.734!(0.104)! 0.417!(0.207)!Income!by!category! 7.0251!(0.14524)! 0.114!(478;!<0.001)! P0.019!(0.112)! P1.161!(0.223)!
Age! 52.9592!(0.59697)! 0.028!(539;!0.200)! P0.007!(0.105)! P0.398!(0.210)!Residential!Stability! 0.4227!(0.01393)! 0.085!(446;!<0.001)! 0.544!(0.116)! P0.731!(0.231)!
(
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Appendix(C:(Species(Data(used(in(Chapter(4(
(
Species! BC!Listed!
Mam
mal!
Amphibian!
Reptile!
Total!range!size!
(km
2 )!
Range!Size!in!BC!
(km
2 )!
Proportion!of!range!
in!BC!
Transformed!range!
size!
Transformed!
Ppoportion!in!BC!
#Occurrences!in!BC!
#!Occurrences!total!
Disjunct!in!BC!
Estim
ated!
population!
Global!status!
Population!trend!
Occurrences!
protected!
Vulpes!vulpes! 0! 1! 0! 0! 64742300! 889438! 0.0137! 7.811! 0.117! 1! 2! 0! NA! 5! 0! NA!Canis!lupus! 0! 1! 0! 0! 51565110! 884312! 0.0171! 7.712! 0.131! 2! 2! 0! 2! 4! 0! 3!Mustela!nivalis! 1! 1! 0! 0! 43724741! 579170! 0.0132! 7.641! 0.115! 1! 2! 0! 3! 5! 0! 3!Mustela!erminea! 0! 1! 0! 0! 41533312! 929891! 0.0224! 7.618! 0.150! 2! 2! 0! 3! 5! 0! 3!Ursus!arctos! 1! 1! 0! 0! 30266817! 853045! 0.0282! 7.481! 0.169! 1! 2! 0! 2! 4! P1! 1!Gulo!gulo! 0! 1! 0! 0! 24396583! 842216! 0.0345! 7.387! 0.187! 2! 2! 0! 2! 4! P1! 1!Puma!concolor! 0! 1! 0! 0! 22246147! 733478! 0.0330! 7.347! 0.183! 1! 1! 0! 2! 5! P1! 1!Lasiurus!cinereus! 0! 1! 0! 0! 21079570! 175211! 0.0083! 7.324! 0.091! 1! 2! 0! NA! 5! NA! 2!Lasiurus!blossevillii! 0! 1! 0! 0! 19044624! 24978! 0.0013! 7.280! 0.036! 1! 2! 0! NA! 5! P1! 2!Microtus!oeconomus! 0! 1! 0! 0! 18612484! 207158! 0.0111! 7.270! 0.106! 1! 2! 0! NA! 5! 0! 2!Myodes!rutilus! 0! 1! 0! 0! 18530225! 154716! 0.0083! 7.268! 0.092! 1! 2! 0! NA! 5! NA! 2!Rangifer!tarandus! 0! 1! 0! 0! 18314204! 429259! 0.0234! 7.263! 0.154! 2! 2! 0! NA! 5! P1! NA!Canis!latrans! 0! 1! 0! 0! 17097660! 889438! 0.0520! 7.233! 0.230! 1! 1! 0! NA! 5! 1! 3!Sorex!tundrensis! 1! 1! 0! 0! 16000923! 8429! 0.0005! 7.204! 0.023! 1! 2! 0! NA! 5! 0! 2!Castor!canadensis! 0! 1! 0! 0! 15418842! 920952! 0.0597! 7.188! 0.247! 2! 2! 0! 2! 5! 1! 3!Cervus!canadensis!(Cervus!elaphus)! 0! 1! 0! 0! 15261023! 182071! 0.0119! 7.184! 0.109! 2! 2! 0! 3! 5! 1! 2!Alces!americanus! 0! 1! 0! 0! 15112561! 837044! 0.0554! 7.179! 0.238! 1! 2! 0! NA! 5! 0! 2!Ondatra!zibethicus! 0! 1! 0! 0! 14688476! 872620! 0.0594! 7.167! 0.246! 1! 2! 0! NA! 5! 0! NA!Neovison!vison! 0! 1! 0! 0! 14573802! 889415! 0.0610! 7.164! 0.250! 1! 2! 0! 2! 5! 0! 3!Odocoileus!virginianus! 0! 1! 0! 0! 14410478! 470112! 0.0326! 7.159! 0.182! 1! 2! 0! 3! 5! 0! 3!Eptesicus!fuscus! 0! 1! 0! 0! 13168295! 371004! 0.0282! 7.120! 0.169! 1! 2! 0! 3! 5! 1! 3!
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Peromyscus!maniculatus! 0! 1! 0! 0! 13030566! 913350! 0.0701! 7.115! 0.268! 2! 2! 0! NA! 5! 0! 2!
Mustela!frenata! 0! 1! 0! 0! 12272126! 395170! 0.0322! 7.089! 0.180! 1! 2! 0! NA! 5! 0! 3!
Mephitis!mephitis! 0! 1! 0! 0! 12271140! 651119! 0.0531! 7.089! 0.232! 1! 1! 0! NA! 5! 0! NA!
Erethizon!dorsatum! 0! 1! 0! 0! 12063334! 889438! 0.0737! 7.081! 0.275! 1! 2! 0! NA! 5! 0! NA!
Myotis!lucifugus! 0! 1! 0! 0! 12040436! 889441! 0.0739! 7.081! 0.275! 1! 1! 0! 3! 5! 0! NA!
Microtus!pennsylvanicus! 0! 1! 0! 0! 11962109! 845018! 0.0706! 7.078! 0.269! 1! 2! 0! NA! 5! 0! 2!
Lontra!canadensis! 0! 1! 0! 0! 11902856! 898647! 0.0755! 7.076! 0.278! 2! 2! 0! 2! 5! 0! 1!
Procyon!lotor! 0! 1! 0! 0! 11684183! 113612! 0.0097! 7.068! 0.099! 1! 2! 0! NA! 5! 1! 3!
Sorex!cinereus! 0! 1! 0! 0! 11571850! 888816! 0.0768! 7.063! 0.281! 1! 2! 0! NA! 5! 0! 2!
Tamiasciurus!hudsonicus! 0! 1! 0! 0! 10364040! 844584! 0.0815! 7.016! 0.289! 2! 2! 0! NA! 5! 0! 2!
Lasionycteris!noctivagans! 0! 1! 0! 0! 10110373! 654300! 0.0647! 7.005! 0.257! 1! 2! 0! 3! 5! 0! 2!
Ursus!americanus! 0! 1! 0! 0! 9704198! 920952! 0.0949! 6.987! 0.313! 2! 2! 0! 2! 5! 1! 1!
Lepus!americanus! 0! 1! 0! 0! 9535594! 849346! 0.0891! 6.979! 0.303! 1! 2! 0! NA! 5! 0! NA!
Lynx!rufus! 0! 1! 0! 0! 9303129! 267283! 0.0287! 6.969! 0.170! 1! 2! 0! 2! 5! 0! 2!
Taxidea!taxus! 1! 1! 0! 0! 8851941! 503292! 0.0569! 6.947! 0.241! 1! 2! 0! 3! 5! P1! NA!
Zapus!hudsonius! 0! 1! 0! 0! 8737682! 666663! 0.0763! 6.941! 0.280! 1! 1! 0! NA! 5! 0! 2!
Lynx!canadensis! 0! 1! 0! 0! 8452518! 727503! 0.0861! 6.927! 0.298! 1! 2! 0! 2! 5! 0! 1!
Myodes!gapperi! 0! 1! 0! 0! 8370657! 784941! 0.0938! 6.923! 0.311! 1! 2! 0! NA! 5! 0! 3!
Glaucomys!sabrinus! 0! 1! 0! 0! 7852683! 888314! 0.1131! 6.895! 0.343! 1! 2! 0! NA! 5! 0! 2!
Martes!americana! 0! 1! 0! 0! 7637537! 918075! 0.1202! 6.883! 0.354! 2! 2! 0! 2! 5! 0! 1!
Marmota!monax! 0! 1! 0! 0! 7610787! 440661! 0.0579! 6.881! 0.243! 1! 1! 0! 2! 5! 0! 2!
Sorex!hoyi! 0! 1! 0! 0! 6985312! 754998! 0.1081! 6.844! 0.335! 1! 2! 0! 2! 5! 0! 1!
Synaptomys!borealis! 0! 1! 0! 0! 6774187! 889441! 0.1313! 6.831! 0.371! 1! 2! 0! 2! 4! NA! 1!
Odocoileus!hemionus! 0! 1! 0! 0! 6339436! 873013! 0.1377! 6.802! 0.380! 2! 2! 0! NA! 5! 0! 2!
Sorex!palustris! 0! 1! 0! 0! 6241652! 712893! 0.1142! 6.795! 0.345! 2! 2! 0! 3! 5! P1! 2!
Lemmus!trimucronatus! 0! 1! 0! 0! 5592577! 363104! 0.0649! 6.748! 0.258! 1! 2! 0! NA! 5! 0! 1!
Spermophilus!parryii! 0! 1! 0! 0! 5347301! 230469! 0.0431! 6.728! 0.209! 1! 2! 0! NA! 5! NA! 1!
Neotamias!minimus! 0! 1! 0! 0! 5243646! 274792! 0.0524! 6.720! 0.231! 1! 1! 0! NA! 5! 0! 3!
Reithrodontomys!megalotis! 1! 1! 0! 0! 5116747! 12689! 0.0025! 6.709! 0.050! 1! 1! 0! NA! 5! 0! 2!
Myotis!septentrionalis! 1! 1! 0! 0! 4946759! 158660! 0.0321! 6.694! 0.180! 1! 2! 0! 1! 4! 0! 1!
Myotis!volans! 0! 1! 0! 0! 4711730! 613009! 0.1301! 6.673! 0.369! 1! 2! 0! 2! 5! 0! NA!
Corynorhinus!townsendii! 1! 1! 0! 0! 4596733! 166733! 0.0363! 6.662! 0.192! 1! 2! 0! 1! 4! NA! 1!
Sorex!arcticus! 0! 1! 0! 0! 4534048! 143217! 0.0316! 6.656! 0.179! 1! 1! 0! NA! 5! 0! 3!
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Sorex!monticolus! 0! 1! 0! 0! 4519383! 874239! 0.1934! 6.655! 0.455! 2! 2! 0! NA! 5! NA! 1!
Antrozous!pallidus! 1! 1! 0! 0! 4366863! 16390! 0.0038! 6.640! 0.061! 1! 2! 0! 2! 5! 0! NA!Myotis!yumanensis! 0! 1! 0! 0! 4063101! 368175! 0.0906! 6.609! 0.306! 1! 1! 0! 2! 5! 0! 2!Microtus!longicaudus! 0! 1! 0! 0! 4020903! 838143! 0.2084! 6.604! 0.474! 1! 2! 0! NA! 5! 0! 2!Myotis!californicus! 0! 1! 0! 0! 3984267! 378613! 0.0950! 6.600! 0.313! 1! 1! 0! NA! 5! NA! 2!Spilogale!gracilis! 0! 1! 0! 0! 3825099! 67921! 0.0178! 6.583! 0.134! 1! 1! 0! NA! 5! P1! NA!Neotoma!cinerea! 0! 1! 0! 0! 3608024! 838436! 0.2324! 6.557! 0.503! 1! 1! 0! NA! 5! 0! 3!
Martes!pennanti! 1! 1! 0! 0! 3485319! 662360! 0.1900! 6.542! 0.451! 2! 2! 0! 2! 5! NA! 1!Myotis!thysanodes! 1! 1! 0! 0! 3472025! 44471! 0.0128! 6.541! 0.113! 1! 1! 0! 2! 4.5! P1! 1!Lepus!townsendii! 1! 1! 0! 0! 3453820! 23619! 0.0068! 6.538! 0.083! 1! 1! 0! 2! 5! P1! NA!Zapus!princeps! 0! 1! 0! 0! 3277351! 793062! 0.2420! 6.516! 0.514! 1! 2! 0! NA! 5! 0! 1!Myotis!evotis! 0! 1! 0! 0! 3163275! 367054! 0.1160! 6.500! 0.348! 1! 1! 0! 2! 5! 0! NA!Thomomys!talpoides! 0! 1! 0! 0! 2619925! 64607! 0.0247! 6.418! 0.158! 1! 2! 0! NA! 5! 0! 2!
Marmota!caligata! 0! 1! 0! 0! 2536698! 671808! 0.2648! 6.404! 0.541! 1! 1! 0! NA! 5! 0! 1!Euderma!maculatum! 1! 1! 0! 0! 2104576! 73163! 0.0348! 6.323! 0.188! 1! 2! 0! NA! 4! 0! 1!Sylvilagus!nuttallii! 1! 1! 0! 0! 2066966! 5729! 0.0028! 6.315! 0.053! 1! 1! 0! NA! 5! NA! NA!Sorex!merriami! 1! 1! 0! 0! 1800241! 660! 0.0004! 6.255! 0.019! 1! 1! 0! 2! 5! NA! 1!Marmota!flaviventris! 0! 1! 0! 0! 1717934! 41089! 0.0239! 6.235! 0.155! 1! 2! 0! NA! 5! 0! 2!Spermophilus!lateralis! 0! 1! 0! 0! 1704526! 122571! 0.0719! 6.232! 0.271! 1! 2! 0! NA! 5! 0! 2!
Microtus!montanus! 0! 1! 0! 0! 1453059! 56099! 0.0386! 6.162! 0.198! 1! 2! 0! NA! 5! 0! 3!Myotis!ciliolabrum! 1! 1! 0! 0! 1387940! 5635! 0.0041! 6.142! 0.064! 1! 1! 0! NA! 5! 0! 1!Ochotona!princeps! 0! 1! 0! 0! 1345870! 243275! 0.1808! 6.129! 0.439! 1! 2! 0! NA! 5! P1! 2!Neotamias!amoenus! 0! 1! 0! 0! 1102180! 223292! 0.2026! 6.042! 0.467! 1! 2! 0! NA! 5! 0! 2!Sorex!vagrans! 0! 1! 0! 0! 991934! 137365! 0.1385! 5.996! 0.381! 2! 2! 0! 3! 5! 0! 2!Ochotona!collaris! 1! 1! 0! 0! 946218! 40194! 0.0425! 5.976! 0.208! 1! 1! 0! NA! 5! NA! NA!
Perognathus!parvus! 1! 1! 0! 0! 921286! 26116! 0.0283! 5.964! 0.169! 1! 1! 0! NA! 5! 0! 2!Microtus!richardsoni! 0! 1! 0! 0! 859720! 136933! 0.1593! 5.934! 0.411! 2! 2! 0! NA! 5! 0! NA!Oreamnos!americanus! 0! 1! 0! 0! 838029! 407925! 0.4868! 5.923! 0.772! 2! 2! 0! 2! 5! 0! NA!Ovis!dalli! 0! 1! 0! 0! 816139! 107458! 0.1317! 5.912! 0.371! 2! 2! 0! 2! 5! 0! 1!Ovis!canadensis! 1! 1! 0! 0! 538053! 75194! 0.1398! 5.731! 0.383! 2! 2! 0! 2! 4! 0! 2!Spermophilus!columbianus! 0! 1! 0! 0! 532335! 181907! 0.3417! 5.726! 0.624! 1! 1! 0! NA! 5! 0! 2!
Phenacomys!intermedius! 0! 1! 0! 0! 524319! 226414! 0.4318! 5.720! 0.717! 2! 2! 0! 2! 5! 0! 2!Tamiasciurus!douglasii! 0! 1! 0! 0! 491284! 62039! 0.1263! 5.691! 0.363! 1! 1! 0! NA! 5! 0! 0!
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Sorex!trowbridgii! 1! 1! 0! 0! 377587! 9278! 0.0246! 5.577! 0.157! 2! 2! 0! 3! 5! 0! 2!
Scapanus!orarius! 0! 1! 0! 0! 351202! 12002! 0.0342! 5.546! 0.186! 1! 1! 0! 2! 5! 0! NA!
Aplodontia!rufa! 0! 1! 0! 0! 245503! 14212! 0.0579! 5.390! 0.243! 1! 2! 0! 2! 5! 0! 1!
Neurotrichus!gibbsii! 0! 1! 0! 0! 221366! 16562! 0.0748! 5.345! 0.277! 2! 2! 0! NA! 5! 0! 2!
Microtus!townsendii! 0! 1! 0! 0! 213978! 34446! 0.1610! 5.330! 0.413! 2! 2! 0! NA! 5! 0! 2!
Peromyscus!keeni! 0! 1! 0! 0! 211557! 113905! 0.5384! 5.325! 0.824! 2! 2! 0! 2! 5! 0! 2!
Sorex!bendirii! 1! 1! 0! 0! 207254! 5282! 0.0255! 5.317! 0.160! 2! 2! 0! NA! 4! NA! 1!
Microtus!oregoni! 0! 1! 0! 0! 206848! 6274! 0.0303! 5.316! 0.175! 2! 2! 0! NA! 5! 0! 2!
Bos!bison! 0! 1! 0! 0! 195312! 28982! 0.1484! 5.291! 0.395! 2! 2! 0! 2! 4! 0! 2!
Zapus!trinotatus! 0! 1! 0! 0! 162627! 8644! 0.0532! 5.211! 0.233! 2! 2! 0! NA! 5! NA! 1!
Neotamias!townsendii! 0! 1! 0! 0! 151287! 3150! 0.0208! 5.180! 0.145! 1! 1! 0! NA! 5! 0! 1!
Neotamias!ruficaudus! 0! 1! 0! 0! 147846! 21544! 0.1457! 5.170! 0.392! 1! 1! 0! NA! 5! 0! 2!
Scapanus!townsendii! 1! 1! 0! 0! 116648! 3499! 0.0300! 5.067! 0.174! 2! 2! 0! 2! 5! 0! 1!
Myotis!keenii! 1! 1! 0! 0! 109268! 91502! 0.8374! 5.038! 1.156! 2! 2! 0! NA! 2.5! P1! 1!
Spermophilus!saturatus! 0! 1! 0! 0! 74910! 19185! 0.2561! 4.875! 0.531! 1! 1! 0! NA! 5! 0! 1!
Marmota!vancouverensis! 1! 1! 0! 0! 6744! 6728! 0.9975! 3.829! 1.521! 1! 1! 0! 1! 1! 0! 1!
Rana!sylvatica! 0! 0! 1! 0! 9134145! 659064! 0.0722! 6.961! 0.272! 1! 2! 0! 3! 5! 0! 3!
Rana!pipiens! 1! 0! 1! 0! 6025186! 11! 0.0000! 6.780! 0.001! 2! 2! 1! 3! 5! P1! 2!
Pseudacris!maculata! 0! 0! 1! 0! 5606988! 79151! 0.0141! 6.749! 0.119! 1! 2! 0! 3! 5! 0! 3!
Ambystoma!tigrinum! 1! 0! 1! 0! 5146517! 8382! 0.0016! 6.712! 0.040! 1! 2! 1! 3! 5! P1! 3!
Bufo!boreas! 0! 0! 1! 0! 2853153! 739407! 0.2592! 6.455! 0.534! 2! 2! 0! 3! 4! P1! 2!
Pseudacris!regilla! 0! 0! 1! 0! 1543679! 250920! 0.1625! 6.189! 0.415! 2! 2! 0! NA! 5! P1! 2!
Ambystoma!macrodactylum! 0! 0! 1! 0! 1443168! 671356! 0.4652! 6.159! 0.751! 2! 2! 0! 2! 5! P1! 2!
Rana!luteiventris! 0! 0! 1! 0! 1322418! 423654! 0.3204! 6.121! 0.602! 2! 2! 0! 3! 4! P1! 1!
Spea!intermontana! 1! 0! 1! 0! 1000667! 23247! 0.0232! 6.000! 0.153! 1! 2! 0! 2! 5! 0! 3!
Taricha!granulosa! 0! 0! 1! 0! 372036! 112729! 0.3030! 5.571! 0.583! 2! 2! 0! 3! 5! 0! 2!
Ambystoma!gracile! 0! 0! 1! 0! 350863! 139987! 0.3990! 5.545! 0.684! 2! 2! 0! 2! 5! 0! 2!
Ensatina!eschscholtzii! 0! 0! 1! 0! 325430! 11891! 0.0365! 5.512! 0.192! 1! 2! 0! 3! 5! P1! 3!
Ascaphus!truei! 1! 0! 1! 0! 304262! 98192! 0.3227! 5.483! 0.604! 2! 2! 0! 2! 4! P1! 2!
Ascaphus!montanus! 1! 0! 1! 0! 239004! 1165! 0.0049! 5.378! 0.070! 1! 1! 0! 1! 4! P1! 1!
Rana!aurora! 1! 0! 1! 0! 218790! 76904! 0.3515! 5.340! 0.635! 2! 2! 0! 2! 4! P1! 2!
Dicamptodon!tenebrosus! 1! 0! 1! 0! 169916! 96! 0.0006! 5.230! 0.024! 2! 2! 0! 2! 5! 0! 2!
Plethodon!vehiculum! 0! 0! 1! 0! 166116! 52272! 0.3147! 5.220! 0.596! 2! 2! 0! 3! 5! P1! 2!
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Plethodon!idahoensis! 1! 0! 1! 0! 82815! 944! 0.0114! 4.918! 0.107! 1! 1! 0! 2! 4! NA! 2!
Rana!pretiosa! 1! 0! 1! 0! 62530! 1902! 0.0304! 4.796! 0.175! 1! 2! 1! 1! 2! P1! 1!Aneides!vagrans! 0! 0! 1! 0! 52041! 32670! 0.6278! 4.716! 0.915! 2! 2! 1! 1! 4! P1! NA!Coluber!constrictor! 1! 0! 0! 1! 5645960! 37744! 0.0067! 6.752! 0.082! 1! 2! 0! 3! 5! 0! 3!Pituophis!catenifer! 0! 0! 0! 1! 5373576! 23732! 0.0044! 6.730! 0.067! 1! 2! 0! 3! 5! 0! 3!Hypsiglena!torquata! 1! 0! 0! 1! 2972565! 3129! 0.0011! 6.473! 0.032! 1! 2! 0! NA! 5! 0! 3!Thamnophis!elegans! 0! 0! 0! 1! 2537950! 186107! 0.0733! 6.404! 0.274! 2! 2! 1! 3! 5! 0! 3!
Crotalus!oreganus! 1! 0! 0! 1! 1446210! 38062! 0.0263! 6.160! 0.163! 1! 2! 0! 3! 5! 0! 3!Eumeces!skiltonianus! 1! 0! 0! 1! 1155712! 44560! 0.0386! 6.063! 0.198! 1! 2! 0! 2! 5! 0! 3!Charina!bottae! 0! 0! 0! 1! 1118756! 77862! 0.0696! 6.049! 0.267! 2! 2! 0! 2! 5! 0! 2!Elgaria!coerulea! 0! 0! 0! 1! 538753! 168510! 0.3128! 5.731! 0.593! 2! 2! 0! 2! 5! 0! 2!Phrynosoma!douglasii! 1! 0! 0! 1! 373398! 2028! 0.0054! 5.572! 0.074! 1! 2! 0! 2! 5! 0! 2!Thamnophis!ordinoides! 0! 0! 0! 1! 194130! 52614! 0.2710! 5.288! 0.548! 2! 2! 0! 3! 5! 0! 3!
Contia!tenuis! 1! 0! 0! 1! 162142! 2123! 0.0131! 5.210! 0.115! 2! 2! 1! 2! 5! 0! 3!Thamnophis!sirtalis! 0! 0! 0! 1! 96621! 31511! 0.3261! 4.985! 0.608! 1! 2! 0! 3! 5! 0! 3!
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