Educational Attainment and the Gender Wage Gap: A Comparison of Young Men and Women in 1984 and 2007

This study pools data from two sources to investigate the role of educational attainment in determining the gender wage gap. The empirical analysis reveals that the returns to education remained largely unchanged for young men but declined significantly for young women over the period 1984–2007. We find significant evidence of a decline in the returns to a Bachelor's degree for young women as well as evidence of increasing wage inequality over time among young men and women with a Bachelor's degree. Also, in 2007, the gender wage gap between young men and women was largest for those with a Bachelor's degree. Further, our analysis suggests that young women with a college education may confront more discrimination in the labor market than young women without a college education. We conclude that promoting educational attainment among young women may be a necessary but not sufficient condition for addressing the gender wage gap.     

Sex Differentials in Earnings in the South Korean Labor Market

We examine gender differences in earnings among South Korean workers in 1988 – the year the South Korean National Assembly enacted the Equal Employment Opportunity Act. Using the "88 Occupational Wage Bargaining Survey on the Actual Condition," we calculate women's mean earnings as a percentage of men's mean earnings by major industrial category and educational attainment. We find a larger wage gap among clerical and sales workers than production workers or professionals. Generally, the more education a woman has, the smaller the gap between her earnings and those of her male counterparts. Women with a middle-school education have a mean income 53.5 percent that of comparable men, while the female-to-male wage ratio among college graduates is 76.1 percent. We analyze wage differences separately for women and men. Following Ronald Oaxaca's (1973) work, we decompose male–female wage differentials. We also calculate a discrimination coefficient. Our work shows that, all else equal, men earn from 33.6 percent to 46.9 percent more than women with comparable skills. We attribute the difference to gender discrimination.     

贸易开放与性别工资差距

本文在不完全竞争市场环境下,建立贸易开放和性别工资差距的数理模型。在理论分析的基础之上,本文运用2002年中国家庭住户收入项目调查数据(CHIP)进行实证分析。在控制了年龄、婚姻状况和受教育年限等个体层面和人均GDP等城市层面的工资影响因素情形下,得出结论:贸易开放在总体上拉大了性别工资差距;贸易开放缩小了高技能劳动力的性别工资差距,拉大了低技能劳动力的性别工资差距。从某种意义上说,女性弱势群体更容易被排除在贸易开放的利益之外。因此,提高女性的受教育程度,并为之提供相应的制度保障具有尤为重要的政策含义。     

The trend over time of the gender wage gap in Italy

We analyse gender wage gaps in Italy in the mid-1990s and in the mid-2000s. In this period, important labour market developments took place and they could have had a gender asymmetric impact on wages. We identify the time trends of different components of the gender wage gap across all the wage distribution. Although the unconditional gender wage gap remained roughly constant over time, we find that the component of the gap due to different rewards of similar characteristics deteriorated women’s relative wage. We show that especially women at the centre-top of the wage distribution swam against the tide: while the trend in female qualifications slightly reduced the gender wage gap, the gender-relative trends in the wage structure significantly increased it.     

Economic transition and gender differentials in wages and productivity: Evidence from Chinese manufacturing enterprises

We use firm-level data to analyze male–female wage differences in Chinese industry in the late 1990s. Our estimates indicate that employers' discrimination against women was not a significant source of the gender wage gap in Chinese state-owned enterprises. Instead, we find that the relative wage of unskilled female to male workers was higher than their relative productivity. This result indicates that unskilled female workers in the state sector had historically received wage premiums and consequently accounted for a disproportionate share of the sector's labor surplus.     

The macroeconomics of the quiet revolution: Understanding the implications of the rise in women’s participation for economic growth and inequality

We study the impact of the rise in female labor supply on the economic performance of the United States over the period 1967–2002 through the lens of a calibrated structural model. The model features all the key forces behind the increase in female participation (the “Quiet Revolution”): (1) the decline in marriage rates, (2) the narrowing gender wage gap, (3) the preference (or cultural) shift towards market work, and (4) the change in women’s bargaining power within the household. We find that preference shifts and the rise in relative wages of women were the most important driving forces behind rising women’s participation, while changes in marriage patterns have also had a sizeable effect. We conclude that half of the growth in US earnings per capita over this period can be traced to growth in female labor supply. We also find that the rise in female labor supply has had offsetting effects on income inequality and, therefore, its overall role has been negligible relative to skill-biased demand shifts and rising residual wage volatility.     

Segregation and gender wage gaps in the private and the public sectors: an analysis of Danish linked employer–employee data, 2002–2012

This paper examines the relation between segregation and the gender wage gap in the public and the private sectors in Denmark from 2002 to 2012. The analysis shows that male–female differences in the share of females in occupations, industries, establishments and job cells (occupations within establishments) constitute 46 % of the raw gender wage gap in the private sector, while segregation in the public sector accounts for as much as 63 %. Segregation thus plays a substantially more important role in accounting for the gender wage gap in the public sector than in the private sector. While the importance of segregation for wage formation decreased substantially in the public sector over time, it only decreased slightly in the private sector. Although the remaining gender wage gap, after controlling for segregation, is close to zero in the public sector, a substantial within-job cell differential remains after controlling for segregation in the private sector.     

Wage differences between Austrian men and women: <Emphasis Type="Italic">semper idem?</Emphasis>

In most OECD countries, the wage gap between men and women has narrowed during the past two decades. Developments of the last 20 years, e.g., increased labour market attachment of women or the introduction of equal pay laws, may have reduced the gender wage gap. We investigate the extent, persistence, and socio-economic determinants of the gender wage gap in Austria, for the years 1983 and 1997. Using wage decomposition techniques, we find that the average gender wage gap was almost as high in 1997 as it was in 1983. Not accounting for differences, the gender wage gap dropped from 25.5 to 23.3% of men’s wages. Taking observable differences between men and women into account, we estimate that the mean gender wage gap that cannot be explained, i.e., discrimination against women, dropped from 17 to 14% of men’s wages. A decomposition of the gender wage gap over time indicates that both returns to human capital and less discrimination were responsible for the narrowing of the gender wage gap.

Wages in a growing Russia

The robust Russian economic recovery after the 1998 financial crisis raised the economic standing of the population, especially for lowly paid workers, most of whom are women. In this paper I use the Russian Longitudinal Monitoring Survey from 1996 through 2002 to ask whether this helped to reduce the gender wage gap. I first focus on those whose wages are paid in full. Next, I ask about the gender composition of wage arrears as the overall extent of wage arrears dropped from 60 to 20 per cent after the 1998 crisis. I show that a temporary widening of the overall gender wage gap in 2000 is due to low‐wage women becoming more likely to receive their wages in full than low‐wage men. Except for this effect, the male–female pay difference in Russia exhibits a stable pattern.     

Effects of Marriage, Education and Occupation on the Female / Male Wage Gap in China

In the present study the way in which the gender wage gap in urban China differs according to marital status, education and occupation, is examined. Married Chinese women experience much larger absolute gender wage gaps than their unmarried counterparts. The proportion of the gender wage gap unexplained by differences in the levels of productive characteristics is also higher for married women than single women. Gender wage gaps are smaller for more educated women. These findings suggest that occupational segregation is not as important a factor as industrial segregation in accounting for the gender wage gap in China's urban labour markets.     

Effects of collective minimum wages on youth employment in Austria

This paper analyzes the impact of collective minimum wages on youth employment for 14 sectors of the Austrian economy, taking into account the possibility of nonlinearity. We find that when the real index of minimum wage rises above a certain point, negative employment effects for young individuals (aged between 19 and 25 years) can be expected in Austria. In five of seven market sectors the minimum wage lies above the optimal level that maximizes the employment of young workers.     

Returns to education and gender gap

The Italian gender wage gap is related to a gap in returns to education which causes a sizable glass ceiling effect. The gap is detected by quantile regressions implemented in different subsets. Quantile regressions allow computation of both the average gap and the divergence in the tails of the wage distribution. Comparison of the equations estimated separately for men and women, reveals a divergence in wage determinants for the average and for all quantiles. The statistical relevance of this divergence is verified by a test of changing coefficients. By repeatedly implementing this test to compare subsets of different regions, cohorts, and education levels, it is possible to rank the factors affecting the gap and to pinpoint at which quantile their impact is greater. Gender turns out to be a relevant source of changes to the coefficients, particularly for the top quantiles, and the regional variable interacts with the returns to education gap, determining a sizeable glass ceiling on southern women’s careers.     

Wealth,Wages, and Wedlock: Explaining the College Gender Gap Reversal

In this paper, I study the role of changes in the wage structure and expectations about marriage in explaining the college gender gap reversal. With strongly diminishing marginal utility of wealth and in the presence of a gender wage gap, single women have a greater incentive than single men to invest in education. Marriage‐market distortions tend to depress the overall benefit of education for women relative to men. I develop a tractable two‐period model and parameterize it using US census data for the cohort born in 1950. I then show that it can generate a reversal and that the most important driving force for this is the decline in marriage rates.     

When does transition increase the gender wage gap?

In the context of underlying stability in female participation rates, the gender wagegap, measured by the log of monthly wages, more than doubled in Belarus from 1996 to 2006. In this respect, the country has experienced a variant of the transition which occurred in the former Soviet Union where relative female wages fell by more than female participation. We have used the Machado and Mata (2005) analysis of the gender gap distribution. This reveals that the effect of coefficients on observed characteristics in widening the gap was increasing over time, especially in the lower and middle deciles of the wage distribution. At the same time, the effect of the characteristics themselves in reducing the gap was shrinking. The decomposition of changes in the gap over time, based on Juhn et al. (1991) , confirms that the contraction of women’s relative wages has been caused both by a deterioration in the observed characteristics of female workers and by the associated remuneration. Changes in the residual wage distribution tend to slightly reduce the gap rather than, as is the case elsewhere, to increase it. The analysis carried out in line with Neuman and Oaxaca (2004) suggests that the increased gap was not caused by sample selection. Instead, two observed factors are found to be mainly responsible for the results: hours of work have increased for men more than for women and women have experienced segregation in low‐wage industries.     

Income inequalities for recently graduated French workers: a multilevel modeling approach

This paper presents a simultaneous study of the impact of gender, occupational and localization inequalities on the earnings of higher education graduates. The framework draws on both individual level (i.e., pertaining to the individual elements of groups) and aggregate level (i.e., pertaining to the group as a whole) data under a single specification. To take into account the selection process for employment, our multilevel model uses the Heckman two-step procedure. Occupational Groups (OG) are found to capture around 40 % of the wage heterogeneity, whereas Employment Area (EA) nests capture less than 10 %. Higher wages are offered to young workers in (1) OG dominated by seniors and (2) OG dominated by men. These group characteristics also influence gender inequalities: there is a higher wage penalty for women in (1) OG dominated by men and (2) OG dominated by senior workers. In contrast to gender inequality, immigrant inequalities manifest closer links to EA.     

Male–female wage discrimination in Chinese industryInvestigation using firm‐level data1

We use firm‐level data to analyze male–female wage discrimination in China's industry. We find that there is a significant negative association between wages and the share of female workers in a firm's labour force. However, we also find that the marginal productivity of female workers is significantly lower than that of male workers. Comparing wage gaps and productivity gaps between men and women, we notice an intriguing contrast between state‐owned enterprises (SOEs) and private firms. The wage gap is smaller than the productivity gap in SOEs, while the converse is true for private firms. These results suggest that women in the state sector receive wage premiums, whereas women in the private sector face wage discrimination.     

The gender wage gap among recent post‐secondary graduates in Canada: a distributional approach

Using the National Graduates Survey, we examine the trends in the gender wage gap among recent post‐secondary graduates in Canada between 1988 and 2007. Female graduates earn on average 6–14% less than males during the period two to five years after graduation. Decompositions show that observable personal characteristics and job attributes can explain only a small portion of the wage gap. We also find that men earn more than women at every point of the distribution. Interestingly, the wage difference shrank in the lower half of the distribution in recent years, while it increased in the upper half.     

Statistical Discrimination and Gender Wage Gap: A Model

In this paper, I extend the model in Coate and Loury (CL) (1993) to show how statistical discrimination by employers can help create gender wage gap for men and women with equal earning potentials. Given that employers do not perfectly observe a worker’s skill type and partly rely on the average skills level of his (her) peers for inference purpose, employers’ differential treatment of male and female workers can create different skill-investment incentives for them, which in turn justify employers’ discrimination in the first place. The second result of this paper which is not possible within the original CL framework is that I point to the possibility that there exist circumstances under which the gender wage gap can not be eliminated without the formerly advantaged sex being negatively affected.     

Gender wage gap across the wage distribution in different segments of the Indian labour market, 1983–2012: exploring the glass ceiling or sticky floor phenomenon

Women’s participation in the Indian labour market is not only low but they are also engaged in low-productivity and low-paying jobs. Further, the labour market is segmented by gender, type of employment, sector and location of residence. This study makes an important contribution by examining gender wage gap in India across different segments of the labour market over the wage distribution using national-level representative data spanning the period 1983 to 2012. The empirical results suggest that (i) the male–female raw wage gap has declined over time across the wage distribution, (ii) the gender wage gap attributable to differing returns to characteristics has increased over time and there is evidence of convergence of productive characteristics of men and women, (iii) sticky floor rather than glass ceiling phenomenon is observed in all segments of the labour market and (iv) the adjusted wage gap suggests that women at the bottom of the distribution face higher discrimination than those at the top and this has increased over the years.