changes in gender wage gap in urban china during 1995-2007

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    Changes in Gender Wage Gapin U rban China During 1995-2007

    LI ShiBeijing Normal University

    SONG JinChinese Academy of Social Sciences

    The views expressed in this paper are the views of the author and do not necessarily reflect the views or policies of the Asian

    Development Bank (ADB), or its Board of Governors, or the governments they represent. ADB does not guarantee the accuracy of the data included in this paper and accepts no responsibility for any consequence of their use. The countries listed in this paper donot imply any view on ADB's part as to sovereignty or independent status or necessarily conform to ADB's terminology.

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    Background

    During the planning economyNarrowing gender wage gap was one of objectives of theChinese government, so gender wage gap was quite low

    Economic Transition in ChinaReform from end of 1970sMore market power introduced into labor marketRising of gender wage gap

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    Background

    Two shocks in urban labor market

    1. Economic reconstruction for urban enterprisesPrivatization of state-owned/ collective enterprises and

    enlargement of private sectorChange of hiring/ firing employees and wage determination

    2. Significant increase of migrant workers from ruralarea to urban The governments discouraging to encouraging migration

    Huge change in labor supply in urban market

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    Research Questions

    1. Is there gender wage gap

    2. How did it vary over time

    3. What was the driving force behind

    4. Who was influenced most

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    Data Description

    Data usedChinese Household Income Project Survey

    (CHIPS)1995, 2002, 2007

    Periods investigated1995-2002, 2002-2007

    Observations concernedIndividual employees

    Wage definition adoptedWage and salary, bonus and cash subsidies

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    Data DescriptionLabor market general picture (Table 1)

    1995 2002 2007

    Labor force as percentageof all sampled individuals (%)

    Total 71.6 74.6 74.8

    Male 70.6 73.9 73.6

    Female 72.6 75.3 76.0

    Labor force participation (%) Total 80.9 74.3 75.0Male 86.3 81.9 83.2

    Female 75.8 67.1 67.2

    Unemployment rate (%)

    Total 3.3 10.6 7.2

    Male 2.9 8.3 5.2

    Female 3.6 13.2 9.4

    Self-employment rate (%)

    Total 1.6 4.7 6.6

    Male 1.6 4.9 6.9

    Female 1.5 4.4 6.3

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    Gender wage gap increasedGender wage ratio(female/male)

    1. All sub-groups share thesame trend

    grouped by age, minority,marriage status, educationlevel, ownership, occupation,industry, province

    2. Sharper decrease in somegroupsless educated, private

    sector and manual workers

    1995 2002 2007

    Total 0.84 0.82 0.74

    Eastern 0.85 0.82 0.73Central 0.81 0.79 0.73

    Western 0.86 0.85 0.81

    0~20% 0.74 0.74 0.7020~40% 0.82 0.74 0.7040~60% 0.85 0.78 0.7360~80% 0.86 0.83 0.75

    80~100% 0.85 0.87 0.75

    By wage group

    By region

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    Methodology

    Explain Wage Income Variables include: gender , age group, marriage status,

    minority status, education level, ownership, occupation,

    industry, province, year dummy

    Gap between groups (Blinder/Oaxaca, 1973)Y m,t Y f,t = f,t ( X m,t X f,t ) + X m,t ( m,t f,t)

    differences caused bypersonal and employment

    characteristics between m/f

    differences caused by thepayoff to the same

    characteristics between m/fDiscrimination !

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    Methodology --Decomposition

    Gap between groups Y t = Y m,t Y f,t

    Gap over time Y t+1 Y t = m,t ( X t+1 X t ) + X t+1 ( m,t+1 m,t)

    +X f,t

    (t+1

    t) +

    t+1( X

    f,t+1 X

    f,t)

    change in genderendowments gap

    between time points

    change in payoff systemsbetween time points

    change in endowmentsgaps between time points

    change in gender payoffgap between time pointsTrend of

    Discrimination !

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    Results Table 3 Regression on wage

    Male is given privileged wage. The privilege isgrowing.

    Analyzing wage determination separately, we findthat the labor market pays differently to man andwomans same endowments.

    1995 2002 2007 Pooled sample Male 0.10** 0.16** 0.26** 0.17**

    (t value) -10.2 -12.0 -20.9 -24.4

    Observations 10777 8657 9979 29413

    R-squared 0.37 0.35 0.43 0.54

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    ResultsTable 4 Oaxaca decomposition of wage

    Two significant findings

    1. Total gender wage gap is increasing;

    2. The proportion caused by market discriminationis increasing.

    Estimated Ln Wage 1995 2002 2007

    Raw differential(between male and female)

    19.5 24.1 32.0

    Discrimination % 52.0% 69.0% 77.7%

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    Results Table 5 Contribution of the variables

    Working experience does not contribute to gender wagegap any more.

    Ownership is an increasingly important factor.

    Contribution of Each Variable toGender Wage Gap 1995 2002 2007

    Age 15 2.9 -26.5

    Marriage 8.8 8.4 7.7

    Minority 0.2 -0.7 -0.1

    Education -5.7 -12.7 -4.3

    Ownership 0.1 2.3 15.9 Occupation -0.9 -0.2 -2.3

    Industry -1.9 5.8 1.8

    Province -3.4 -5.2 -2.4

    Constant 7.3 23.6 41.9

    Total Ln Wage Gap between m/f 19.5 24.2 32

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    Results Table 6 Quantile Decomposition

    Gender wage gap is all increasing The gap is smaller in high income group than the low The high income women were comparatively more

    discriminated but it is much improved now

    Estimated Ln Wage Differenceacross wage groups 10th 25th 50th 75th 90th

    Raw differential

    1995 22.4 18.7 17.5 16.7 17.2

    2002 29.2 26.6 23.4 22.0 18.1

    2007 35.2 34.0 33.0 31.0 28.2

    Discriminationproportion (%)

    1995 45.1 47.6 49.7 50.3 55.22002 66.4 68.0 66.2 66.4 63.0

    2007 79.3 80.3 78.2 73.2 72.7

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    Results Table 7 Decomposition for gap change in 95-02

    From 1995 to 2002, the gender wage gap in enlarging.It is mainly due to the change of personal endowmentand the increasing of return difference to the sameendowment of men and women.

    Yt+1 Yt bm,t (Xt+1 Xt) Xt+1 (b m,t+1 bm,t) Xf,t(b t+1 b t) b t+1 (Xf,t+1 Xf,t)

    Variables Total (1) (2) (3) (4) Age group -0.124 0.007 -0.021 -0.109 -0.001

    Marriage Status -0.003 0.006 -0.001 -0.007 -0.002

    Minority -0.009 0.000 0.000 -0.009 0.000

    Education level -0.071 -0.012 0.005 -0.046 -0.019

    Ownership 0.023 -0.005 -0.001 0.011 0.018

    Occupation

    0.008 0.003 0.019 -0.014 0.000Industry 0.076 0.004 -0.007 0.050 0.030

    Province -0.017 -0.013 0.002 -0.011 0.006

    Constant 0.162 0.000 0.000 0.162 0.000

    Sum 0.05 -0.009 -0.004 0.027 0.031

    Percentage 100.0 % -20.3 % -9.8 % 60.3 % 69.7 %

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    Results Table 8 Decomposition for gap change in 02-07

    From 2002 to 2007, the gap increased more rapidly. Butthis time, the enlarging is greatly explained by the returndifference to the endowment between genders and thechange of wage determination system.

    Yt+1 Yt bm,t (Xt+1 Xt) Xt+1(b m,t+1 bm,t ) Xf,t(b t+1 b t) b t+1 (Xf,t+1 Xf,t)

    Variables Total (1) (2) (3) (4) Age group -0.293 -0.003 -0.004 -0.283 -0.003

    Marriage Status -0.006 -0.001 0.002 -0.006 0.000

    Minority 0.006 * 0.000 0.000 0.006 0.000

    Education Group 0.085 * -0.010 0.000 0.100 -0.005

    Ownership 0.135 * 0.003 0.016 0.119 -0.004

    Occupation -0.022 # -0.039 0.000 0.005 0.013

    Industry -0.041 # -0.005 0.021 -0.062 0.005

    Province 0.027 * 0.008 0.004 0.016 0.000

    Constant 0.183 * 0.000 0.000 0.183 0.000

    Sum 0.08 -0.047 0.039 0.078 0.005

    Percentage 100.0 % -63.5 % 52.3 % 104.1 % 7.1 %

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    Conclusion

    1. The gender wage gap has been increasing during theperiod we observe and the increasing is even more rapidin very recent years.2. It is mainly caused by the rising discrimination tofemale in the labor market and the wage determinationsystem is unfavorable for women.3. Women in low income group are suffering a biggerwage gap and more discrimination.

    Possible Explanation:

    Inflow of unskilled rural migrant workers?

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    Thank you !