the fundamentals of market share | kyle findlay
Post on 17-Oct-2014
6.668 views
DESCRIPTION
This presentation outlines how market share forms from a network perspective. It is based on an oldish paper I wrote for the 2009 Southern African Marketing Research Association (SAMRA) Conference. It subsequently won the WPP Atticus "Research in Practice" award. Please drop me an e-mail if you have any questions, comments or would like a copy of the deck. Note that the SlideShare conversion process has corrupted some of the slides (e.g. slides 20, 26)TRANSCRIPT
THE FUNDAMENTALS OF MARKET SHARE
Presented by Kyle [email protected] TNS Global Brand Equity CentreSCTPLS Conference 2009
2 The Fundamentals of Market Share | Kyle Findlay
THIS PRESENTATIONTOUCHES ON…
How people group together
See notes pages for further elaborations on the topics covered in this presentation
Why life isn’t fair
…and the best don’t always win
The role of social influence on
brand perceptions and market share
3 The Fundamentals of Market Share | Kyle Findlay
MARKETS ARE SOCIAL
4 The Fundamentals of Market Share | Kyle Findlay
MARKETS ARE SOCIAL
*Source:”Engaging People in Their backyards”. Research World, April 2009
“…consumers are in dialogue with each other more than ever before, creating and sharing ideas about products and services that can have as much, and sometimes more, impact on opinions as the messages paid for by advertisers.”
[Joan Lewis and Kim Dedeker of Consumer and Market Knowledge at Procter and Gamble]*
5 The Fundamentals of Market Share | Kyle Findlay
SOCIAL INFLUENCE USED TO BE CONFINED TO…
conversation peer pressure gossip
6 The Fundamentals of Market Share | Kyle Findlay
BUT, WITH TECHNOLOGY, ALL BETS ARE OFF
permanent connectivity global penetration / ubiquity
increased inter-connectedness
Roughly 10,000 social interactions daily*
social networking
*Source: Earls, M. (2007). Herd: How To Change Mass Behaviour By Harnessing Our True Nature. p.113. John Wiley & Sons
7
8
User reviews
9 The Fundamentals of Market Share | Kyle Findlay *Source: How Social is Amazon?http://bokardo.com/archives/how-social-is-amazon/
NOTHING IS EVER REALLY NEW
10 The Fundamentals of Market Share | Kyle Findlay
WE EITHER DEFINE OURSELVES BY SOCIETY…
Source: www.exactitudes.com
11 The Fundamentals of Market Share | Kyle Findlay
…OR AGAINST IT
goth emo
punk
12 The Fundamentals of Market Share | Kyle Findlay
EITHER WAY, WE DEFINE
OURSELVES RELATIVE TO
SOCIETY
13 The Fundamentals of Market Share | Kyle Findlay
SOCIAL INFLUENCE IS INESCAPABLE
14 The Fundamentals of Market Share | Kyle Findlay
IN A SIMILAR WAY, BRANDS ARE DEFINED BY THEIR CUSTOMERS
(and customers are defined by their brands)
15
BRANDS EXIST IN THE MINDS OF CUSTOMERS
Liverpool
16
BRANDS EXIST IN THE MINDS OF CUSTOMERS
Ferrari
17 The Fundamentals of Market Share | Kyle Findlay Read more: http://www.mediapost.com/publications/?fa=Articles.showArticle&art_aid=101402http://www.socialcustomer.com/2009/03/skittles-social-media-experiment.html
EXTREME EXAMPLE
18 The Fundamentals of Market Share | Kyle Findlay
Round 1
Probability
Round 2
Brand
1Brand
1Brand
1Brand
2Brand
2Brand
3Brand
3Brand
4Brand
4Brand
5Probability 0.1
Round 3
Probability 0.1 0.1
0.20.20.20.3
Round 1
Probability
Round 2
Probability 0.1
Round 3
Brand
1Brand
1Brand
1Brand
1Brand
2Brand
2Brand
3Brand
3Brand
4Brand
5Probability 0.1 0.10.4 0.2 0.2
Round 1
Brand
1Brand
1Brand
2Brand
2Brand
3Brand
3Brand
4Brand
4Brand
5Brand
5Probability
Round 2
Probability 0.1
Round 3
Probability 0.1 0.1
0.20.2 0.2 0.2 0.2
1 2 3 4 5
Market share
1 2 3 4 5
1 2 3 4 5
A THOUGHT EXPERIMENT…
19 The Fundamentals of Market Share | Kyle Findlay
EXPONENTIAL SPREADOF WORD-OF-MOUTH
Source: Figure 1.2 in Duncan Watt’s Six Degrees (2003): "A pure branching network. Ego knows only 5 people, but within two degrees of separation, Ego can reach 25; within three degrees, 105; and so on."
20 The Fundamentals of Market Share | Kyle Findlay
5
25
1
105
0
20
40
60
80
100
120
Ego Step 1 Step 2 Step 3
A simple bar graph illustrating how the number ofadvocates for a brand can grow at an accelerating rate
EXPONENTIAL SPREADOF WORD-OF-MOUTH
Source: Figure 1.2 in Duncan Watt’s Six Degrees (2003): "A pure branching network. Ego knows only 5 people, but within two degrees of separation, Ego can reach 25; within three degrees, 105; and so on."
21 The Fundamentals of Market Share | Kyle Findlay
“Natural selection works like compound interest:
Source: Pinker, S. (2009). My Genome, My Self. The New York Times. Published January 7, 2009.
SMALL INITIAL ADVANTAGE >>> BIG EFFECT
A gene/brand with even a 1% advantage in the number of surviving offspring/advocates it yields will expand geometrically over a few hundred generations, and quickly crowd out its less fecund alternatives/competitors.
Why didn’t this winnowing leave […] us with the best version of every gene/product? …The world would be a duller place, but evolution doesn’t go out of its way to keep us entertained.”
[Steven Pinker]*
22 The Fundamentals of Market Share | Kyle Findlay
Mmmmmm, WHICH BRANDSHOULD I BUY?
23 The Fundamentals of Market Share | Kyle Findlay
“preferential attachment”
WHAT IS THIS MECHANISM CALLED?
“preference”
+“attachment”
(e.g. are you a dog or cat person?)
24 The Fundamentals of Market Share | Kyle Findlay
There are many potential candidates, but for the purposes of this talk, I will be focusing on…
WHAT IS THIS MECHANISM CALLED?
“preferential attachment”
25 The Fundamentals of Market Share | Kyle Findlay
Some quantity that…
“…is distributed among a number of individuals or objects according to how much they already have”
[Wikipedia, 2009]
WHAT IS THIS MECHANISM CALLED?
“preferential attachment”
26 The Fundamentals of Market Share | Kyle Findlay
Join us!
Join us!
Join us!
Join us!
Join us!
Join us!
Join us!
Join us!
Join us!
Join us!
Join us!
Join us!
HOW DOES IT WORK?
27 The Fundamentals of Market Share | Kyle Findlay
Join us!Join us!Join us!
Join us! Join us!Join us!Join us!
Join us!
HOW DOES IT WORK?
Join us! Join us! Join us! Join us!
28 The Fundamentals of Market Share | Kyle Findlay
A ROSE BY ANY OTHER NAME…
29 The Fundamentals of Market Share | Kyle Findlay
Italian economist Vilfredo Pareto in 1906
PARETO PRINCIPLE
80% of land owned by 20% of population
a.k.a. the 80/20 Rule
Source: Wikipedia, the Free Encyclopaedia
30 The Fundamentals of Market Share | Kyle Findlay
“You need money to make money”
THE RICH-GETTING-RICHER EFFECT
*Source: World Institute for Development Economics Research at the UN University (http://news.bbc.co.uk/2/hi/business/6211250.stm)
20% 80%“Richest 2% own
'half the wealth”*
31 The Fundamentals of Market Share | Kyle Findlay
“For unto every one that hath shall be given, and he shall have abundance: but from him that hath not shall be taken away even that which he hath.”
[Matthew 25:29, King James Version]
THE MATTHEW EFFECT
32 The Fundamentals of Market Share | Kyle Findlay
THE LONG TAIL
Digital retailers
Warehouse retailers
Brick and mortar
retailers
Source: Wikipedia, the Free Encyclopaedia
33 The Fundamentals of Market Share | Kyle Findlay
DOUBLE JEOPARDY
William McPhee in the 1930s
Source: TNS data
34 The Fundamentals of Market Share | Kyle Findlay
CUMULATIVE ADVANTAGE
positive social influence
negative social influence
Source: Campbell, J; Liddle, N. (2008) Why Brands Succeed: Luck or Skill?. Presented at SAMRA conference, at the Swazi Sun and Spa in Swaziland, May 2008
35 The Fundamentals of Market Share | Kyle Findlay
CUMULATIVE ADVANTAGE
positive social influence negative social influence
Source: Campbell, J; Liddle, N. (2008) Why Brands Succeed: Luck or Skill?. Presented at SAMRA conference, at the Swazi Sun and Spa in Swaziland, May 2008
36 The Fundamentals of Market Share | Kyle Findlay
Zipf’s LAW
Source: Frequencies from 336,310 documents in the 1GB TREC Volume 3 Corpus 125,720,891 total word occurrences; 508,209 unique words
37 The Fundamentals of Market Share | Kyle Findlay
OTHER EPONYMOUS ‘LAWS’
Zipf’s Law for frequency of words
The Barabási–
Albert model in
network theory
Gibrat’s Law describes
the growth of
firms and
cities
Gutenberg–Richter law
describes the magnitude
and frequency of
earthquakes
The Gompertz-
Makeham law of
mortality
Kleiber’s Law which describes
the relationship between the
metabolic rates
of animals (including
humans) and their mass
Lotka’s Law which describes the
frequency of publication by authors
Robert’s law for
executive
compensation
The Stefan–
Boltzmann law in
thermodynamics
Steven’s power law relating to
the magnitude of a wide range of
physical stimuli
such as brightness, sound,
roughness, etc.
The Yule distribution
in probability
and statistics
Bradford's Law describes
the diminishing returns
associated with widening a
search for references in
science journals
38 The Fundamentals of Market Share | Kyle Findlay
POWER LAWS
Source: Barabási, A-L. (2002). Linked: How Everything Is Connected to Everything Else. Plume. ISBN 0-452-28439-2
39 The Fundamentals of Market Share | Kyle Findlay
POWER LAWS
Source: Barabási, A-L. (2002). Linked: How Everything Is Connected to Everything Else. Plume. ISBN 0-452-28439-2
40 The Fundamentals of Market Share | Kyle Findlay
POWER LAWS
Stock market
activity: returns,
trading volume, and
trading frequency
Protein family and
fold occurrence in
genomes (human
and other animals)
Heart rate variability as a predictor of mortality in the elderly
Degree distribution of
nodes in a scale-free
network (such as the
internet)
Incoming links
to blogs
Guild sizes in
the massively multiplayer
online role-playing game,
World of Warcraft
Fractal geometry
(see Benoît
Mandelbrot’s work for
The eponymous ‘laws’ listed earlier refer to specific areas where power laws apply
41 The Fundamentals of Market Share | Kyle Findlay
Phenomenon Assumed exponent
Frequency of use of word 1.2
Number of hits on websites 1.4
Number of books sold in the U.S. 1.5
Telephone calls received 1.22
Magnitude of earthquakes 2.8
Diameter of moon craters 2.14
Intensity of solar flares 0.8
Intensity of wars 0.8
Net worth of Americans 1.1
Number of persons per family name 1
Population of U.S. cities 1.3
Market moves 3 (or lower)
Company size 1.5
People killed in terrorist attacks 2 (but possibly a much lower exponent)
A list of several power law scaling exponents, relating to specific phenomena*
POWER LAWS
*Sources:Taleb, N. N. (2007). The Black Swan: The Impact of the Highly Improbable. p.264. Allen Lane. Newman, M.E.J.. (2005). Power Laws, Pareto Distributions, and Zipf’s Law. Complexity Digest 2005.02. p.1-27
42 The Fundamentals of Market Share | Kyle Findlay
Step 1: Rank the data
SPOTTING A POWER LAW
rank data
43 The Fundamentals of Market Share | Kyle Findlay
Step 2: Log-log linear transformation
SPOTTING A POWER LAW
log-log transformation
44 The Fundamentals of Market Share | Kyle Findlay
Step 3: Curve fitting
SPOTTING A POWER LAW
NOTE: THIS IS AN EXAMPLE FROM
GOOGLE IMAGES.
45 The Fundamentals of Market Share | Kyle Findlay
THE QUESTION:
DO POWER LAWS EXIST IN OUR
MARKET DATA?
46 The Fundamentals of Market Share | Kyle Findlay
Types of cheeseTypes of mustard
FINDINGS
47 The Fundamentals of Market Share | Kyle Findlay
k = 2.08 k = 3.23
Types of cheeseTypes of mustard
FINDINGS
48 The Fundamentals of Market Share | Kyle Findlay
0.0
0.1
0.2
0.3
0.4
0.5
0.6
0.7
0.8
0.9
1.0
Stud
y 1
Stud
y 2
Stud
y 3
Stud
y 4
Stud
y 5
Stud
y 6
Stud
y 7
Stud
y 8
Stud
y 9
Stud
y 10
Stud
y 11
Stud
y 12
Stud
y 13
Stud
y 14
Stud
y 15
Stud
y 16
Stud
y 17
Stud
y 18
Stud
y 19
Stud
y 20
Stud
y 21
Stud
y 22
Stud
y 23
Stud
y 24
Stud
y 25
Stud
y 26
Stud
y 27
Stud
y 28
Stud
y 29
Stud
y 30
Stud
y 31
Stud
y 32
Stud
y 33
Stud
y 34
Stud
y 35
Stud
y 36
Stud
y 37
Stud
y 38
Stud
y 39
Stud
y 40
Stud
y 41
Stud
y 42
Stud
y 43
Stud
y 44
Stud
y 45
Stud
y 46
A chart summarising the goodness of fit scores we found across the 46 datasets. A smaller distance indicates a better fit. Average distance = 0.32
FINDINGS
Goodness of fit
Studies
BEST FIT
WORST FIT
46 datasets
49 The Fundamentals of Market Share | Kyle Findlay
WHEN DO POWER LAWS FORM?
…when the “cost” of distributing a quantity is low
Or, in network terms, when the cost of creating new links/edges between nodes is low
Image source: Figure 1.3 in Duncan Watt’s Six Degrees (2003)
50 The Fundamentals of Market Share | Kyle Findlay
WHEN DO POWER LAWS FORM?
“The essential limitation of scale-free networks is that everything is assumed to come for free …without regard for the difficulty of creating or maintaining them [links between nodes]”.
[Duncan Watts, 2003]*
*Source: Watts, D. (2003). Six Degrees: The Science of a Connected Age. W. W. Norton & Company
51 The Fundamentals of Market Share | Kyle Findlay
WHEN DO POWER LAWS FORM?
Sources: Wikipedia, the Free EncyclopaediaBarabási, A-L. (2002). Linked: How Everything Is Connected to Everything Else. Plume. ISBN 0-452-28439-2
52 The Fundamentals of Market Share | Kyle Findlay
WHEN DO POWER LAWS FORM?
Sources: Wikipedia, the Free EncyclopaediaBarabási, A-L. (2002). Linked: How Everything Is Connected to Everything Else. Plume. ISBN 0-452-28439-2
Scale-free networks are not random
Non-random process? Preferential attachment?
53 The Fundamentals of Market Share | Kyle Findlay
WHEN DO POWER LAWS FORM?
*Source: Ball, P. 2005. Critical Mass: How One Thing Leads to Another. Random House
“In this computer simulation, black regions would represent a liquid and white regions a gas… The size of these regions spans all scales – from the size of a single particle to the size of the entire system. There is no typical scale to this unevenness: it is scale-free.”*
54 The Fundamentals of Market Share | Kyle Findlay
BRINGING IT BACK TO BRANDS
Business results
Power in the market
Power in the mind
55 The Fundamentals of Market Share | Kyle Findlay
THE ROLE OF FRICTIONIN THE MARKET
56 The Fundamentals of Market Share | Kyle Findlay
Attitudinal/Preferential
End result
THE ROLE OF FRICTIONIN THE MARKET
Friction
57 The Fundamentals of Market Share | Kyle Findlay
Power law
WHAT HAPPENS WHEN THERE IS NO FRICTION?
Attitudinal
58 The Fundamentals of Market Share | Kyle Findlay
WHAT DOES IT MEAN FOR MARKETS?
Double Jeopardy is most apparent in our data
Requirements:
1. The market needs to have reached a level of stability and maturity
2. Market big enough to support the formation of customer groups
3. The benefit of branding needs to outweigh the cost
4. Difference between the brands in the market
5. The market cannot be a monopoly market
Sources: Ehrenberg, et.al., 1990; Ehrenberg, 2005, Date unknown; Wikipedia, 2009
59 The Fundamentals of Market Share | Kyle Findlay
THE NEXT QUESTION(S)
A measure of friction
Its correlation with goodness of fit?
12
60 The Fundamentals of Market Share | Kyle Findlay
AREAS OF THE FRAMEWORKTO ELABORATE ON…
*See notes pages for further elaborations on the topics covered in this presentation
1. Generative mechanism – preferential attachment is simplistic
e.g. it does not capture the decay of network nodes.
2. Accounting for interaction effects – this framework looks at
brands/ideas in isolation when we know that they are
continually interacting with other systems in their environment
(“meta-networks”)
61 The Fundamentals of Market Share | Kyle Findlay
…power laws are unlikely to be clearly evident in markets.
What is more interesting is the biasing process influencing these constantly evolving systems.
This bias affects how people group around brands and other ideas!
THE IMPORTANT THING TO REMEMBER IS THAT…
62 The Fundamentals of Market Share | Kyle Findlay
IN SUMMARY
Markets are social
Preferential attachment*
Power laws
Role of friction
1
2
3
4
Join us!
*As a candidate mechanism
THANK YOU!
Comments, questions, suggestions?E-mail me if you would like a copy of this deck