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Do High Performance Work
Practices Exacerbate or
Mitigate the Gender Pay
Gap?
Rhys Davies*, Robert McNabb** and
Keith Whitfield**
WISERD, Cardiff University
**Cardiff Business School, Cardiff
University
Introduction
 High performance work systems – designed to
attain/maintain competitive advantage through greater
adaptability and higher employee commitment
 High Performance Work Practices include Quality Circles,
Team-Working, Multi-tasking, Functional flexibility (Wood and
De Menezes, 2008)
 Studies have examined the effect of these practices on
organisational performance, earnings, well-being,
commitment
 Implicit assumption is that high performance work practices
promote gender equality – though not all subscribe to that
view, (eg Dickens, 1998)
Aim of Paper
 To consider how the relative earnings
position of women is affected by the
nature of the work systems employers
adopt
HPWs and the Gender Wage Gap
 HPWs are expected to be associated with a lower gender
pay gap because they have a less arbitrary approach to
wage determination, less gender segregation and greater
regard for due process in HR matters
 Dickens (1998) challenges this:
 Employee commitment, a key aim of HPWs, is often defined
in terms of ‘presenteeism’
Implicit assumption is that women, who have greater non-work
commitments on average, are less committed
 While functional flexibility might be expected to reduce
segregation, the new work systems are largely introduced
for male-dominated core jobs
Women are left on the periphery (numerical flexibility, part time
work, temporary employment)
 Gender stereotyping affects the criteria upon which
employees are appointed and their performance appraised
Hypotheses
 H1: Workplaces with high performance
work systems will have a lower gender pay
gap
 H2: Workplaces with high performance
work systems will have lower gender
segregation
 H3: Workplaces with high performance
work systems will have more formal wage
determination processes
Methodology
 Data from the 2004 Workplace and Employee Relations
Survey
 nationally representative data on the state of workplace
relations and employment practices in Britain with at least five
employees
 Earnings data from employee questionnaire
 Sample is full-time employees in the private sector
 We define low, intermediate and high adoption workplaces
based on based on measures of work enrichment; flexible
work practices; skill acquisition; motivation; family-friendly
policies; total quality management (Wood and de Menezes,
2008).
Employment, Earnings and HPWs
Work System
Low Intermediate High All
Full Time
Employees 26.3 43.8 29.9 9037
% Female 33.7 40.8 44.0 39.9
Hourly Earnings
Males 9.71 11.30 11.90 11.01
Females 8.27 9.15 9.52 9.07
Differential -14.8% -19.1% -20.0% -17.6%
 Women earn more in HPWs (£9.52/hr)
than LPWs (£8.09/hr) but men do better
still (£11.90/hr compared to £9.71/hr)
 Higher gender wage gap in HPWs (20%)
compared to LPWs (15%)
Workplace and Job Segregation
Low Intmdte High Total
Job Segregation
Thinking about the type of work you personally do, is it done…(from Employee Q)
only by men 19.4 11.9 10.8 13.6
mainly by men 24.9 23.9 20.8 23.3
equally by men and women 30.8 37.8 43.6 37.7
mainly by women 13.1 15.6 17.4 15.5
only by women 3.2 3.6 2.2 3.1
I am the only person 7.5 6.4 4.3 6.1
Missing 1.1 0.8 0.8 0.9
Total 100.0 100.0 100.0 100.0
Workplace Segregation
% of males at the workplace (from management Q)
0-25% (Female dominated) 9.4 9.7 10.8 9.9
25-50% (Female intensive) 18.9 27.9 40.2 29.2
50-75% (Male Intensive) 22.8 26.9 21.1 24.1
75-100% (Male Dominated) 47.3 34.2 27.4 35.6
missing 1.6 1.3 0.5 1.2
Total 100.0 100.0 100.0 100.0
Occupational Segregation: by gender
Occupational
Segregation
% of women in same SOC Sub-Major Group (derived from
employee questionnaire)
Low Intermediate High Total
Men
0-25% (Male Dominated) 38.5 35.0 34.4 35.9
25-50% (Male Intensive) 35.7 36.5 36.0 36.1
50-75% (Female Intensive) 23.6 26.2 27.6 25.9
75-100% (Female
Dominated) 2.2 2.4 1.9 2.2
Women
0-25% (Male Dominated) 6.0 5.8 3.5 5.1
25-50% (Male Intensive) 22.0 23.6 25.2 23.8
50-75% (Female Intensive) 51.2 51.9 54.9 52.8
75-100% (Female
 Low performance workplaces tend to be male dominated
 High male job and workplace segregation
 High performance workplaces tend to be more diverse
 Lower job segregation with more jobs being done equally
by men and women
 Occupational segregation little different between types
of workplace
 Men twice as likely to work in male-dominated occupations
than women in female-dominated occupations
 HPWs slightly less likely to have occupational domination
HPWs, Segregation and the Gender Wage
Gap
Low Intermediate High
Job Segregation
Thinking about the type of work you personally do, is it done…. (employee
questionnaire)
mainly by men 12.2% 3.1% -7.1%
equally by men and women -19.3% -18.5% -18.4%
mainly by women -5.7% -17.9% -12.0%
Occupational Segregation
% of women in same SOC Sub Major Group (derived from employee questionnaire)
0-25% -9.6% -6.4% -11.5%
25-50% -11.3% -14.2% -8.8%
50-75% -17.5% -17.3% -18.3%
75-100% 3.2% -10.1% -13.0%
Workplace Segregation
% of males at the workplace (from manager)
0-25% -12.0% -12.9% -10.6%
25-50% -16.5% -13.8% -16.8%
50-75% -16.2% -20.2% -18.2%
75-100% -10.6% -13.4% -14.2%
 Women do better/less badly relative to
men in segregated jobs, occupations and
workplaces – particularly in LPWs
 Gender Diversity is NOT associated with
more gender equality
Accounting for the Gender Wage Gap
 To identify the structure of the gender wage gap and the role of
workplace characteristics as a source of this gap, we estimate:
 where wij is the hourly wage of person i in the j-th establishment,
Shij are the three measures of segregation (job, occupation,
workplace), Xnij is a set of personal attributes and Znij is a set of
establishment characteristics
 Two stages:
 Regressions based on combined male/female data to
establish the size of the gender differential between different
work practices and how it is sensitive to inclusion of
additional controls
 Decomposition technique applied to male/female specific
models to breakdown the average gender pay gap into
component parts (Oaxaca and Ransom, 1994).
ijk kijkn nijnh hijhijij ZXSw   ln
Oaxaca Decomposition
 Divides gender pay gap into:
 Proportion due to Male Advantage (that
due to an advantage for males on given
attributes)
 Proportion due to Female Disadvantage
(that due to disadvantage for females on
given attributes)
 Proportion due to Attributes (that due to
difference in level of attributes between
males and females)
Estimating the Gender Wage Gap
Gender Coefficients Low Intrmdte High
Model 1: Gender Only -0.1720 -0.2201 -0.2404
Model 2: Gender and Personal Characteristics -0.1473 -0.1508 -0.1500
Model 3: Gender and Workplace Characteristics -0.1538 -0.1823 -0.1846
Model 4: Gender, Segregation -0.1130 -0.1269 -0.1287
Model 5: Gender, Personal and Workplace
Characteristics -0.1277 -0.1198 -0.1100
Model 6: Gender, Personal, Workplace and
Segregation -0.0907 -0.0757 -0.0724
% of Gender Differential Explained
Model 1: Gender Only
Model 2: Gender and Personal Characteristics 14.4% 31.5% 37.6%
Model 3: Gender and Workplace Characteristics 10.6% 17.2% 23.2%
Model 4: Gender, Segregation 34.3% 42.3% 46.4%
Model 5: Gender, Personal and Workplace
Characteristics 25.8% 45.6% 54.3%
Model 6: Gender, Personal, Workplace and
Segregation 47.3% 65.6% 69.9%
Decomposing the Gender Wage Gap
Decomposition Low Intmdte High
Wage Gap (Log Points) -0.1720 -0.2201 -0.2404
Model 5- Gender, Personal & Workplace Characteristics
xbarm*(bm-bt) - Male Advantage 20.1% 17.6% 15.1%
xbarf*(bt-bf) - Female Disadvantage 37.1% 25.3% 19.3%
bt*(xbarm-xbarf)- Attributes 42.8% 57.0% 65.6%
Model 6- Gender, Personal, Workplace & Segregation
Male Advantage 9.8% 7.9% 7.7%
Female Disadvantage 17.5% 11.1% 10.1%
Attributes 72.7% 80.9% 82.2%
Contribution of Segregation to Gender Gap
Male
Advantage
Female
Disadvantage Attributes Total Gap
xbarm*(bm-bt) xbarf*(bt-bf) bt*(xbarm-xbarf)
Low
Job segregation 0.0130 -0.1578 0.0506 -0.0942
Workplace segregation -0.0019 0.0048 0.0162 0.0190
Occupational segregation 0.0017 -0.0014 0.0311 0.0314
Overall Decomposition 0.0169 0.0302 0.1257 0.1727
Intermediate
Job segregation 0.0199 0.0006 0.0303 0.0508
Workplace segregation 0.0132 0.0140 0.0275 0.0546
Occupational segregation 0.0011 -0.0444 0.0347 -0.0086
Overall Decomposition 0.0173 0.0243 0.1766 0.2182
High
Job segregation 0.0176 -0.0111 0.0168 0.0233
Workplace segregation 0.0260 0.0208 0.0351 0.0819
Occupational segregation 0.0046 -0.0734 0.0485 -0.0202
Overall Decomposition 0.0185 0.0242 0.1968 0.2394
 A higher proportion of the gender
differential can be explained by observable
attributes in HPWs than LPWs
 Suggests that pay determination is more
formal in HPWs
Conclusions and Implications
 HPWs are associated with higher pay for men and women,
on average, and a higher gender wage gap
 HPWs are characterised by less segregation
 The gender pay gap is higher in diverse workplaces
 Gender wage differences are more strongly “explained” by
differences in attributes in HPWs
 There is a need for high performance work practices to be
complemented with equal opportunities monitoring to enable
the economic benefits of HPWs to be more evenly
distributed – compulsory HR audits in all sectors?
 It seems that Linda Dickens was right all along………

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Keith whitfield

  • 1. Do High Performance Work Practices Exacerbate or Mitigate the Gender Pay Gap? Rhys Davies*, Robert McNabb** and Keith Whitfield** WISERD, Cardiff University **Cardiff Business School, Cardiff University
  • 2. Introduction  High performance work systems – designed to attain/maintain competitive advantage through greater adaptability and higher employee commitment  High Performance Work Practices include Quality Circles, Team-Working, Multi-tasking, Functional flexibility (Wood and De Menezes, 2008)  Studies have examined the effect of these practices on organisational performance, earnings, well-being, commitment  Implicit assumption is that high performance work practices promote gender equality – though not all subscribe to that view, (eg Dickens, 1998)
  • 3. Aim of Paper  To consider how the relative earnings position of women is affected by the nature of the work systems employers adopt
  • 4. HPWs and the Gender Wage Gap  HPWs are expected to be associated with a lower gender pay gap because they have a less arbitrary approach to wage determination, less gender segregation and greater regard for due process in HR matters  Dickens (1998) challenges this:  Employee commitment, a key aim of HPWs, is often defined in terms of ‘presenteeism’ Implicit assumption is that women, who have greater non-work commitments on average, are less committed  While functional flexibility might be expected to reduce segregation, the new work systems are largely introduced for male-dominated core jobs Women are left on the periphery (numerical flexibility, part time work, temporary employment)  Gender stereotyping affects the criteria upon which employees are appointed and their performance appraised
  • 5. Hypotheses  H1: Workplaces with high performance work systems will have a lower gender pay gap  H2: Workplaces with high performance work systems will have lower gender segregation  H3: Workplaces with high performance work systems will have more formal wage determination processes
  • 6. Methodology  Data from the 2004 Workplace and Employee Relations Survey  nationally representative data on the state of workplace relations and employment practices in Britain with at least five employees  Earnings data from employee questionnaire  Sample is full-time employees in the private sector  We define low, intermediate and high adoption workplaces based on based on measures of work enrichment; flexible work practices; skill acquisition; motivation; family-friendly policies; total quality management (Wood and de Menezes, 2008).
  • 7. Employment, Earnings and HPWs Work System Low Intermediate High All Full Time Employees 26.3 43.8 29.9 9037 % Female 33.7 40.8 44.0 39.9 Hourly Earnings Males 9.71 11.30 11.90 11.01 Females 8.27 9.15 9.52 9.07 Differential -14.8% -19.1% -20.0% -17.6%
  • 8.  Women earn more in HPWs (£9.52/hr) than LPWs (£8.09/hr) but men do better still (£11.90/hr compared to £9.71/hr)  Higher gender wage gap in HPWs (20%) compared to LPWs (15%)
  • 9. Workplace and Job Segregation Low Intmdte High Total Job Segregation Thinking about the type of work you personally do, is it done…(from Employee Q) only by men 19.4 11.9 10.8 13.6 mainly by men 24.9 23.9 20.8 23.3 equally by men and women 30.8 37.8 43.6 37.7 mainly by women 13.1 15.6 17.4 15.5 only by women 3.2 3.6 2.2 3.1 I am the only person 7.5 6.4 4.3 6.1 Missing 1.1 0.8 0.8 0.9 Total 100.0 100.0 100.0 100.0 Workplace Segregation % of males at the workplace (from management Q) 0-25% (Female dominated) 9.4 9.7 10.8 9.9 25-50% (Female intensive) 18.9 27.9 40.2 29.2 50-75% (Male Intensive) 22.8 26.9 21.1 24.1 75-100% (Male Dominated) 47.3 34.2 27.4 35.6 missing 1.6 1.3 0.5 1.2 Total 100.0 100.0 100.0 100.0
  • 10. Occupational Segregation: by gender Occupational Segregation % of women in same SOC Sub-Major Group (derived from employee questionnaire) Low Intermediate High Total Men 0-25% (Male Dominated) 38.5 35.0 34.4 35.9 25-50% (Male Intensive) 35.7 36.5 36.0 36.1 50-75% (Female Intensive) 23.6 26.2 27.6 25.9 75-100% (Female Dominated) 2.2 2.4 1.9 2.2 Women 0-25% (Male Dominated) 6.0 5.8 3.5 5.1 25-50% (Male Intensive) 22.0 23.6 25.2 23.8 50-75% (Female Intensive) 51.2 51.9 54.9 52.8 75-100% (Female
  • 11.  Low performance workplaces tend to be male dominated  High male job and workplace segregation  High performance workplaces tend to be more diverse  Lower job segregation with more jobs being done equally by men and women  Occupational segregation little different between types of workplace  Men twice as likely to work in male-dominated occupations than women in female-dominated occupations  HPWs slightly less likely to have occupational domination
  • 12. HPWs, Segregation and the Gender Wage Gap Low Intermediate High Job Segregation Thinking about the type of work you personally do, is it done…. (employee questionnaire) mainly by men 12.2% 3.1% -7.1% equally by men and women -19.3% -18.5% -18.4% mainly by women -5.7% -17.9% -12.0% Occupational Segregation % of women in same SOC Sub Major Group (derived from employee questionnaire) 0-25% -9.6% -6.4% -11.5% 25-50% -11.3% -14.2% -8.8% 50-75% -17.5% -17.3% -18.3% 75-100% 3.2% -10.1% -13.0% Workplace Segregation % of males at the workplace (from manager) 0-25% -12.0% -12.9% -10.6% 25-50% -16.5% -13.8% -16.8% 50-75% -16.2% -20.2% -18.2% 75-100% -10.6% -13.4% -14.2%
  • 13.  Women do better/less badly relative to men in segregated jobs, occupations and workplaces – particularly in LPWs  Gender Diversity is NOT associated with more gender equality
  • 14. Accounting for the Gender Wage Gap  To identify the structure of the gender wage gap and the role of workplace characteristics as a source of this gap, we estimate:  where wij is the hourly wage of person i in the j-th establishment, Shij are the three measures of segregation (job, occupation, workplace), Xnij is a set of personal attributes and Znij is a set of establishment characteristics  Two stages:  Regressions based on combined male/female data to establish the size of the gender differential between different work practices and how it is sensitive to inclusion of additional controls  Decomposition technique applied to male/female specific models to breakdown the average gender pay gap into component parts (Oaxaca and Ransom, 1994). ijk kijkn nijnh hijhijij ZXSw   ln
  • 15. Oaxaca Decomposition  Divides gender pay gap into:  Proportion due to Male Advantage (that due to an advantage for males on given attributes)  Proportion due to Female Disadvantage (that due to disadvantage for females on given attributes)  Proportion due to Attributes (that due to difference in level of attributes between males and females)
  • 16. Estimating the Gender Wage Gap Gender Coefficients Low Intrmdte High Model 1: Gender Only -0.1720 -0.2201 -0.2404 Model 2: Gender and Personal Characteristics -0.1473 -0.1508 -0.1500 Model 3: Gender and Workplace Characteristics -0.1538 -0.1823 -0.1846 Model 4: Gender, Segregation -0.1130 -0.1269 -0.1287 Model 5: Gender, Personal and Workplace Characteristics -0.1277 -0.1198 -0.1100 Model 6: Gender, Personal, Workplace and Segregation -0.0907 -0.0757 -0.0724 % of Gender Differential Explained Model 1: Gender Only Model 2: Gender and Personal Characteristics 14.4% 31.5% 37.6% Model 3: Gender and Workplace Characteristics 10.6% 17.2% 23.2% Model 4: Gender, Segregation 34.3% 42.3% 46.4% Model 5: Gender, Personal and Workplace Characteristics 25.8% 45.6% 54.3% Model 6: Gender, Personal, Workplace and Segregation 47.3% 65.6% 69.9%
  • 17. Decomposing the Gender Wage Gap Decomposition Low Intmdte High Wage Gap (Log Points) -0.1720 -0.2201 -0.2404 Model 5- Gender, Personal & Workplace Characteristics xbarm*(bm-bt) - Male Advantage 20.1% 17.6% 15.1% xbarf*(bt-bf) - Female Disadvantage 37.1% 25.3% 19.3% bt*(xbarm-xbarf)- Attributes 42.8% 57.0% 65.6% Model 6- Gender, Personal, Workplace & Segregation Male Advantage 9.8% 7.9% 7.7% Female Disadvantage 17.5% 11.1% 10.1% Attributes 72.7% 80.9% 82.2%
  • 18. Contribution of Segregation to Gender Gap Male Advantage Female Disadvantage Attributes Total Gap xbarm*(bm-bt) xbarf*(bt-bf) bt*(xbarm-xbarf) Low Job segregation 0.0130 -0.1578 0.0506 -0.0942 Workplace segregation -0.0019 0.0048 0.0162 0.0190 Occupational segregation 0.0017 -0.0014 0.0311 0.0314 Overall Decomposition 0.0169 0.0302 0.1257 0.1727 Intermediate Job segregation 0.0199 0.0006 0.0303 0.0508 Workplace segregation 0.0132 0.0140 0.0275 0.0546 Occupational segregation 0.0011 -0.0444 0.0347 -0.0086 Overall Decomposition 0.0173 0.0243 0.1766 0.2182 High Job segregation 0.0176 -0.0111 0.0168 0.0233 Workplace segregation 0.0260 0.0208 0.0351 0.0819 Occupational segregation 0.0046 -0.0734 0.0485 -0.0202 Overall Decomposition 0.0185 0.0242 0.1968 0.2394
  • 19.  A higher proportion of the gender differential can be explained by observable attributes in HPWs than LPWs  Suggests that pay determination is more formal in HPWs
  • 20. Conclusions and Implications  HPWs are associated with higher pay for men and women, on average, and a higher gender wage gap  HPWs are characterised by less segregation  The gender pay gap is higher in diverse workplaces  Gender wage differences are more strongly “explained” by differences in attributes in HPWs  There is a need for high performance work practices to be complemented with equal opportunities monitoring to enable the economic benefits of HPWs to be more evenly distributed – compulsory HR audits in all sectors?  It seems that Linda Dickens was right all along………