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Why don’t women do as well as men in Chemistry Finals at Oxford ? Jane mellanby Department of Experimental Psychology

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Page 1: Why don’t women do as well as men in Chemistry Finals at Oxford ? Jane mellanby Department of Experimental Psychology

Why don’t women do as well as men in Chemistry Finals at

Oxford ?Jane mellanby

Department of Experimental Psychology

Page 2: Why don’t women do as well as men in Chemistry Finals at Oxford ? Jane mellanby Department of Experimental Psychology

Chemistry at Oxford

FHS Chemistry 1996-2013: % Firsts by gender (MChem only)

0.0%

10.0%

20.0%

30.0%

40.0%

50.0%

60.0%

Male 32.0% 25.8% 33.6% 29.6% 32.8% 44.5% 46.0% 37.3% 40.7% 38.8% 39.8% 46.5% 46.4% 45.1% 50.0% 45% 45% 52%

Female 19.6% 34.0% 22.2% 37.5% 36.0% 14.3% 23.6% 28.3% 31.4% 35.9% 31.1% 36.2% 41.3% 34.8% 30.0% 46% 29% 30%

1996 1997 1998 1999 2000 2001 2002 2003 2004 2005 2006 2007 2008 2009 2010 2011 2012 2013

Page 3: Why don’t women do as well as men in Chemistry Finals at Oxford ? Jane mellanby Department of Experimental Psychology

• If it is a problem, it is mainly an Oxford (and Cambridge) problem not specifically a Chemistry problem

Page 4: Why don’t women do as well as men in Chemistry Finals at Oxford ? Jane mellanby Department of Experimental Psychology

‘Gender gap’ 2012

26% of women and 32% of men obtained firsts

In any given FHS either men and women do the same or men do better than women

Few differences are actually statistically significant within an honour school

Page 5: Why don’t women do as well as men in Chemistry Finals at Oxford ? Jane mellanby Department of Experimental Psychology

‘Gender gap’ 2013

• Overall figures not yet available• Men did better in:

HistoryEnglish language and literatureM. PhysicsMedical sciencesBiochemistryEngineering scienceBiological Sciences

Page 6: Why don’t women do as well as men in Chemistry Finals at Oxford ? Jane mellanby Department of Experimental Psychology

Factors in the University structure

• Proportion of women professors and lecturers in a subject ?

• Proportion of women undergraduates in a subject ? Critical mass requirement ?

Page 7: Why don’t women do as well as men in Chemistry Finals at Oxford ? Jane mellanby Department of Experimental Psychology

Proportion of women lecturers and professors ?

• MPLS : 13.2% women

• English: 62.7% women

• But both show a ‘gender gap’ in Finals results

Page 8: Why don’t women do as well as men in Chemistry Finals at Oxford ? Jane mellanby Department of Experimental Psychology

Proportion of women undergraduates ?

• MPLS: ca. 29% women

• English: ca. 61% women

• Both show the ‘gender gap’ in firsts.

• So presence of a ‘critical mass’ of females reading a subject does not eliminate ‘gap’.

Page 9: Why don’t women do as well as men in Chemistry Finals at Oxford ? Jane mellanby Department of Experimental Psychology
Page 10: Why don’t women do as well as men in Chemistry Finals at Oxford ? Jane mellanby Department of Experimental Psychology

The studies

• Study 1. 1996-7. Questionnaire before Finals. Finals class

and marks. (Mellanby, Martin and O’Doherty, 2000)

• Study 2. 2002-2008. Oxford Admissions Study. (Mellanby and Zimdars, 2011; Mellanby, Zimdars and Cortina-borja, 2013)

Questionnaire at admissions and before Finals.

First public exam and finals class and marks

Page 11: Why don’t women do as well as men in Chemistry Finals at Oxford ? Jane mellanby Department of Experimental Psychology

Strategy: Study 1

• Measure everything we can think of

• See which have sex differences

• See which predict Finals marks and class

• Only those which have sex difference AND predict Finals can explain gender gap

Page 12: Why don’t women do as well as men in Chemistry Finals at Oxford ? Jane mellanby Department of Experimental Psychology

Conclusions (Study 1)

Measure Sex difference Predicts ?Verbal ability NO YESNon-verbalability

YES NO

Academicefficacy

YES NO

Academicmotivation

NO NO

Risk-taking NO NOHours of work NO NO

Page 13: Why don’t women do as well as men in Chemistry Finals at Oxford ? Jane mellanby Department of Experimental Psychology

Conclusions (Study 1): Emotional state

Measure Sex difference Predicts ?Depression YES NOAnxiety YES NOExam stress YES NOLoneliness YES NOSelf-esteem YES NOHappiness YES NO

Page 14: Why don’t women do as well as men in Chemistry Finals at Oxford ? Jane mellanby Department of Experimental Psychology

The only factor in Study 1...

That had BOTH a sex difference

AND predicted degree class was

expectation of a first:

Males expected to do better, and their expectation correlated with their actual results.

The correlation between actual and expected result for females was much lower than for males

Page 15: Why don’t women do as well as men in Chemistry Finals at Oxford ? Jane mellanby Department of Experimental Psychology

Strategy: Study 2

• Measures taken at admissions and before finals

• Looked at changes over time

• Included First Public Exam (FPE) results

• Statistical modelling of probability of getting a first

Page 16: Why don’t women do as well as men in Chemistry Finals at Oxford ? Jane mellanby Department of Experimental Psychology

Sex differences in Study 2

At admissions Before Finals• Self-esteem: M>F M>F• Depression: F>M not measured• Trait anxiety: F>M F>M• Happiness: M>F M>F• Expectation M>F M>F (no correlation

of a first with score at admissions)

Hours of revision F>M

Page 17: Why don’t women do as well as men in Chemistry Finals at Oxford ? Jane mellanby Department of Experimental Psychology

Results: What predicts getting a first?

(Logistic regression for probability of getting a first)• Being male (+)• Verbal IQ (+; men only) • Expectation of a first (+; both)• Trait anxiety (+; women only)• FPE results (+; both)• Hours of revision (+; men only)• Deep learning approach(+; men only)• General self-esteem (negative; both)

Page 18: Why don’t women do as well as men in Chemistry Finals at Oxford ? Jane mellanby Department of Experimental Psychology

High trait anxiety in women predicts first class degree

(Mellanby and Zimdars, 2010)

0 20 40 60 80 100

0.00

00.

010

0.02

0

female & 1st

acc4b$anxiousEnd[b2 & b3]

0 20 40 60 80 100

0.00

00.

010

0.02

0

male & 1st

acc4b$anxiousEnd[!b2 & b3]

0 20 40 60 80 100

0.00

00.

010

0.02

0

female & not 1st

acc4b$anxiousEnd[b2 & !b3]

0 20 40 60 80 100

0.00

00.

010

0.02

0

male & not 1st

acc4b$anxiousEnd[!b2 & !b3]

Page 19: Why don’t women do as well as men in Chemistry Finals at Oxford ? Jane mellanby Department of Experimental Psychology

Performance decile in finals: comparison between males and females (Mellanby, Zimdars and Cortina)

0.0 0.2 0.4 0.6 0.8 1.0

0.2

0.4

0.6

0.8

1.0

1.2

1.4

Finals decile

dens

ity e

stim

ate

FemaleMale

Page 20: Why don’t women do as well as men in Chemistry Finals at Oxford ? Jane mellanby Department of Experimental Psychology

Effect of performance in prelims/mods and expectation of a first on finals performance

40 50 60 70 80 90 100

0.0

0.2

0.4

0.6

0.8

1.0

prelims mark

prob

abili

ty o

f ge

ttin

g a

1st

female exp 1stfemale exp 2.1

male exp 1stmale exp 2.1

Page 21: Why don’t women do as well as men in Chemistry Finals at Oxford ? Jane mellanby Department of Experimental Psychology

Interaction of factors that predict getting a first

• Expectation of a first predicts it

• Males have higher expectation

• For a given mark in FPE males had a higher expectation of getting a first.

• Expectation plus FPE accounts STATISTICALLY for the ‘gender gap’

Page 22: Why don’t women do as well as men in Chemistry Finals at Oxford ? Jane mellanby Department of Experimental Psychology

• Why is the better performance by men at Oxford (and Cambridge) not seen at most other universities ? What is different about Oxford and Cambridge ?

Page 23: Why don’t women do as well as men in Chemistry Finals at Oxford ? Jane mellanby Department of Experimental Psychology

What is different about Oxford and Cambridge ?

• Very high previous achievement of undergraduates

• Internationally acknowledged ‘top’ universities• Tutorials• Exams mainly timed unseen papers not

coursework-based• Publicity about the gender gap

Page 24: Why don’t women do as well as men in Chemistry Finals at Oxford ? Jane mellanby Department of Experimental Psychology

• What sort of a psychological construct is this ‘expectation of getting a first’ ?

• We can equate it with ‘academic self-concept’

Page 25: Why don’t women do as well as men in Chemistry Finals at Oxford ? Jane mellanby Department of Experimental Psychology

Academic self-concept versus general self-esteem

• These are separable

• Academic self-concept is context-specific

• It is related to academic achievement

• General self-esteem has social, emotional and physical aspects.

• It is related to well-being(Shavelson, 1982; Hansford and Hattie, 1982; Rosenberg et al, 1995)

Page 26: Why don’t women do as well as men in Chemistry Finals at Oxford ? Jane mellanby Department of Experimental Psychology

• So why should academic self-concept be lower in women at Oxford ?

• What happens to them during their time at Oxford ?

Page 27: Why don’t women do as well as men in Chemistry Finals at Oxford ? Jane mellanby Department of Experimental Psychology

Change during time at Oxford

Change over 3 years

-0.4

-0.3

-0.2

-0.1

0

0.1

0.2

0.3

0.4

0.5

self esteem happiness anxiety

psychological measure

chan

ge

male

female

Page 28: Why don’t women do as well as men in Chemistry Finals at Oxford ? Jane mellanby Department of Experimental Psychology

Hypotheses re why females’ academic self-concept is lower

• Background sex differences in academic expectations and self-belief (Correll, 2004)

• Stereotype threat (student newspaper effect; prizes/awards for FPE success) ?(Steele, 1997)

• Big fish little pond/little fish big pond ? (Marsh, Kong and

Hau, 2000)

• Differential effect of negative feedback in tutorials (Jackson, 2003)

• Male-oriented environment.

Page 29: Why don’t women do as well as men in Chemistry Finals at Oxford ? Jane mellanby Department of Experimental Psychology

Effect of lowered academic self-concept before Finals

• “ I am stupid therefore I need to ‘learn’ more”

• Work longer hours than men

• Inefficient revision strategy. Learning, learning, learning

• Lowered exploitation of deep learning approach.

Page 30: Why don’t women do as well as men in Chemistry Finals at Oxford ? Jane mellanby Department of Experimental Psychology

Intelligence ?

• The males are not more ‘intelligent’

• But their academic outcome is related to their verbal IQ while women’s is not

Page 31: Why don’t women do as well as men in Chemistry Finals at Oxford ? Jane mellanby Department of Experimental Psychology

So What can or should be done?

• Emphasize that Oxford women are not stupider than Oxford men. This may help to remove the stereotype threat.

• We need to be aware of the detrimental effect of negative criticism in women on academic self-concept

• Female attitude to revision strategy: this may improve if academic self-concept is raised.

• And we need to keep on monitoring the gender gap

Page 32: Why don’t women do as well as men in Chemistry Finals at Oxford ? Jane mellanby Department of Experimental Psychology
Page 33: Why don’t women do as well as men in Chemistry Finals at Oxford ? Jane mellanby Department of Experimental Psychology

Effect of expectation of a first and of self-esteem on Finals performance

5 10 15 20

0.2

0.3

0.4

0.5

0.6

0.7

0.8

prob

abili

ty o

f get

ting

a 1s

t

self esteem at the end

F expect 1st F expect 2.1 M expect 1st M expect 2.1