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.     

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.     

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.

High school experiences,the gender wage gap,and the selection of occupation

Using within-high-school variation and controlling for a measure of cognitive ability, this article finds that high-school leadership experiences explain a significant portion of the residual gender wage gap and selection into management occupations. Our results imply that high-school leadership could build non-cognitive, productive skills that are rewarded years later in the labour market and that explain a portion of the systematic difference in pay between men and women. Alternatively, high-school leadership could be a proxy variable for personality characteristics that differ between men and women and that drive higher pay and becoming a manager. Because high-school leadership experiences are exogenous to direct labour market experiences, our results leave less room for direct labour market discrimination as a driver of the gender wage gap and occupation selection.     

THE GENDER PAY GAP UNDER DUOPSONY: JOAN ROBINSON MEETS HAROLD HOTELLING

This paper presents an alternative explanation of the gender pay gap resting on a simple Hotelling-style duopsony model of the labour market. Since there are only two employers, equally productive women and men have to commute and face travel cost to do so. We assume that some women have higher travel cost, e.g., due to more domestic responsibilities. Employers exploit that women on average are less inclined to commute and offer lower wages to all women. Since women's firm-level labour supply is for this reason less wage-elastic, this model is in line with Robinson's explanation of wage discrimination.     

Gender pay differentials during the transition in Poland*

This paper assesses the relative economic welfare of women during the transition in Poland. After providing an account of gender differences in several labour market outcomes we analyse the male‐female wage differential over the period 1993–97. We find that there is almost no change in the wage gap, that most of the explained portion of the wage gap may be attributed to industrial and occupational segregation, and that a substantial portion of the wage gap remains unexplained. We briefly discuss possible socio‐economic explanations for our findings.     

Gender gap,capital accumulation and the demographic transition

This paper focuses on explaining the demographic transition and some of the broad patterns that are associated with it. We present an endogenous growth model that incorporates altruism and son preference within the family as well as gender wage gap and gender wage discrimination in the labour market. We show that with the accumulation of physical capital and human capital, the output share of mental labour increases and the gender wage gap narrows. In the early stages of economic development, gender discrimination is becoming prevalent and the substitution effect of capital accumulation, which raises the cost of child rearing, is dominated by the income effect, so the growth rate of population increases with income. When the degree of gender wage discrimination starts to decline, the increased cost of child rearing induces families to invest more in the human capital of children and the growth rate of the population falls. The quantitative analysis shows that gender wage discrimination is indeed an important contributor to the demographic transition.     

Investment in human capital and gender wage differences: evidence from the NLSY

This paper uses data from the National Longitudinal Survey of Youth (NLSY) to investigate gender differences in returns to various forms of human capital. Since the NLSY includes relatively detailed information regarding on- and off-the-job training, we place special emphasis on measuring gender differences in the incidence of and returns to formal post-school training. Also considered is the role of nonhuman capital factors such as industry and occupation in explaining the wage gap. It is found that about 60% of the gender wage gap in the sample is explained by mean differences in individual characteristics and market circumstances. This suggests a smaller role for discrimination in explaining the wage gap than previous research has found. The research indicates that training does not affect the gender wage gap. Also it is found that there is no statistically significant difference in the rate of return to other measures of human capital for women versus men. Our research suggests that the largest factors contributing to the wage gap are differences in the stocks of human capital for men and women, and differences in the distributions of men and women across industries and occupations.     

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.     

The Gender Wage Gap in Paid- and Self-Employment in Australia

This paper presents an analysis of the gender wage gap in the highly regulated Australian labour market. It compares wage outcomes in the wage and salary sector with those for the self-employed. Comparisons with the United States are provided. The large gender pay gap in self-employment suggests that the aggregate gender wage differential will not be eliminated solely through wage determination for wage and salary earners. The greater gender wage gap in the self-employed sector may reflect liquidity constraints that are more difficult for self-employed women to overcome relative to self-employed men. The comparisons with the United States suggest that women will experience deterioration in relative earnings as the Australian labour market is deregulated.     

International Trade and Gender Wage Discrimination: Evidence from East Asia

The paper explores how competition from international trade affects gender wage discrimination in two open economies. According to neoclassical theory, if discrimination is costly, then increased industry competitiveness from international trade lessens the incentive for employers to discriminate against women. This effect should be stronger in concentrated sectors, where employers can use excess profits to cover the costs of discrimination. Alternatively, increased international trade may reduce women's bargaining power to achieve wage gains. Results for Taiwan and Korea indicate that, in contrast to neoclassical theory, competition from foreign trade in concentrated industries is positively associated with wage discrimination against women.     

GENDER DISCRIMINATION ESTIMATION IN A SEARCH MODEL WITH MATCHING AND BARGAINING*

This article develops a search model of the labor market with matching, bargaining, and employers' taste discrimination in which—under necessary but standard distributional assumption—it is possible to separately identify gender discrimination and unobserved productivity differences. The equilibrium shows that both prejudiced and unprejudiced employers wage discriminate. Maximum likelihood estimates on CPS data indicate that half of the employers are prejudiced, average female productivity is 6.5% lower, and two‐third of the gender earning differential may be explained by prejudice. An affirmative action policy is implemented resulting in a redistribution of welfare from men to women at no cost for employers' welfare.     

Why do women still earn less than men? Decomposing the Dutch gender pay gap, 1996–2006

Despite major improvements in women's labour market attachment, women still earn considerably less than men. International research shows that the persistence of the gender pay gap may be due to the fact that although the gap in characteristics between men and women is diminishing, changes in the wage structure counteract this change. This article will study whether this ‘swimming upstream’ phenomenon is also playing a role in the rather slow convergence between male and female wages in the Netherlands. Our results indicate that this is not the case; most of the changes in the Dutch wage structure have been rather favourable to women. The lacking convergence in wages has to be explained from the fact that despite the favourable changes, the Dutch wage structure still contains a considerable implicit gender bias.     

Decomposing Gender Wage Differentials Using Quantile Regression: Evidence from the Lebanese Banking Sector

This paper investigates gender pay inequality in the labor market of a developing country. Our empirical investigation uses data derived from a sample of employees in the Lebanese banking sector for the years 2008 and 2014. Using Blinder-Oaxaca decomposition, the results reveal that the unexplained component of the gender wage gap, attributed to discrimination, represents a substantial share of the total gap. A surprising result is that the contribution of human capital to the gender wage gap is negative, suggesting that wage discrimination is the main explanation for the gap. Utilizing the Machado-Mata methodology to decompose the wage gap across the entire wage distribution, our findings indicate that the unexplained component of the raw gender wage gap is more pronounced at the low and middle ranges of the distribution. However, the explained component dominates at the top of the distribution, suggesting that earnings gaps are fully explained by observed characteristics.     

Sex discrimination and competition in product and labour markets

Theoritical explanations for wage discrimination collapse in the long run, because competition should drive discriminations firms out of the market. In product markets with imperfect competition employes with a taste for discrimination might survive, None the less inthis case long-run efffects are also unclear, unless some monopsonistic power in the labour market is involved. Monopsony in the labour market, on the other hand, has received very little attention in the literature. The paper tries to pick up this long negleted issue, looking at the impact of concentration in output markets and local labour markets on wage discrimination by sex in Austria. As limited workers' mobility enables employers to define their own local labour markets,special attention is given to married women, whose geographical mobility is known to be very low.     

The Employment Effects of Gender Discrimination in Australia 1994–95

Interpreting the unexplained component of the gender wage gap as indicative of discrimination, the empirical literature to date has tended to ignore the potential impact wage discrimination may have on employment. Clearly, employment effects will arise if discrimination lowers the female offered wage and the labour supply curve is upward sloping. The empirical analysis employs the ABS Income Distribution Survey 1994–95 and finds evidence of both wage and associated employment effects. The analysis is replicated for the earlier period 1989–90. A comparison across time is of interest given the substantial deregulation of the Australian labour market over the period.     

WHY IS JAPANESE WORKING TIME SO LONG?: WAGE-WORKING TIME CONTRACT MODELS*

Wage-working time contract models are used to analyse factors which can account for the long working hours of Japanese males. Although there are many factors which affect working time, our simulation shows that the clear gender division of labour in Japanese households is the most important. The simulation also shows that the wage gap and working time gap between large and small companies are explained mainly by the difference in the company's monopoly power, the worker's ability and the union's bargaining power. Moreover, if working time is not a bargaining issue and is determined by employers, it is longer than the case where it is a bargaining issue.     

The gender wage gap among China’s rural–urban migrants

In this study, we present new empirical evidence on gender wage differences among rural–urban migrants in China. We use a data set that includes migrants residing in urban communities and those living at their workplaces—the latter were not included in the previous studies. We find that the gender wage gap among migrants is 16%–18% and does not differ between migrants living at workplaces and those living in urban communities. However, gender differences in industry sorting play a more important role for migrants living at their workplaces, whereas differences in education and experience are of importance for those living in urban communities. Overall, differences in the returns to characteristics are the main driver of the gender wage gap, especially for migrants living in urban communities.     

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.