Occupational Segregation and Gender Wage Differentials: Evidence from Malaysia

In Malaysia, the participation of women in the labor market has increased over time. However, occupational segregation and wage differentials continue to be prevalent between men and women in the labor market. The present paper investigates gender‐related occupational segregation and wage differentials based on data collected from 7135 working households in Peninsular Malaysia in 2011. The wage decomposition model introduced by Brown et al. (1980) is used to examine the determinants of gender‐related wage differentials. The results suggest that differences within occupations account for the largest portion of the wage gap between men and women. The results also indicate that wage discrimination within occupations plays an important role in the gender wage gap, while sample selection bias plays an important role in the examination of gender wage gaps.     

Occupational Segregation and the Gender Wage Gap in a Dynamic East Asian Economy

Labor markets in the East Asian “miracle” economies have undergone profound changes in recent decades as their comparative advantage in low-wage labor diminished and jobs shifted toward higher-skill manufacturing and services. This study uses an occupational decomposition technique to examine how such shifts in East Asia's occupational structures have affected trends in their gender wage gaps. The wage gap is decomposed into across-occupation and within-occupation factors that are each further separated into wage and employment components. Results based on a comprehensive labor force data set for Taiwan show that within-occupation pay discrepancies account for the bulk of gender wage inequity.     

Gender Discrimination and Worker Selectivity: A Comparison of the Self-employed and Wage Earners

This study compares the size and nature of the gender earnings differentials for the self-employed and wage earners in Korea, taking into account the workers’ self-selection of each employment type. The two-stage estimates of the earnings equation, corrected for worker selectivity, are used to decompose the gender earnings differentials into productivity-related and discriminatory factors. Our results suggest that the size of the gender earnings gap is larger in the wage sector than in the self-employment sector, but not by large margin, and so is the discrimination effect when not controlled for worker selectivity. With worker selectivity controlled, the discrimination effect is greatly intensified in the wage sector, while it becomes not significant in the self-employment sector. These findings imply that the observed gender earnings gap in the wage sector is largely ascribed to discrimination against women, while the gender earnings gap in the self-employment sector is mostly due to productivity difference that, in part, is caused by worker selectivity.     

全球生产网络、贸易结构与工资差距：来自中国的证据

论文通过建立全球生产网络的中间投入品模型,实证分析中间品贸易对一国技术劳动力和非技术劳动力工资差异的影响。研究发现：加工贸易是中国融入全球生产网络的典型形态;其出口会扩大对技术和非技术劳动力的需求。但技术劳动力的工资上涨幅度要高于非技术劳动力的工资涨幅,从而使相对工资差距扩大。短期内,中间品的进口减少了技术劳动力的需求和就业,但长期来看中间品进口会扩大对技术劳动力的需求,相对工资差距拉大。人力资本投资的供给增长由于未能满足劳动力市场的需求,从而在一定程度上表现为工资差距拉大;但长期来看,人力资本积累机制的完善使得相对工资差距会逐渐缓和。     

二元结构下我国城镇劳动力市场中的性别工资差异研究

文章利用CHIP2002和CHIP2013数据,采用基于RIF无条件分位数回归的分解法,比较了不同时间维度和不同分位数水平上,我国农民工和城镇职工的性别工资差距及其形成机理。研究结果表明：第一,我国城镇劳动力市场中的性别工资差距不断扩大,其中农民工的性别工资差距全方位扩大,且低分位数上的增速最快,致使2013年其各分位数上的性别工资差距超过城镇职工。其中,低收入城镇职工与中等收入农民工群体的性别工资差距及其来源具有相似特征。第二,系数效应是造成城镇职工和农民工性别工资差异的主要因素,两个群体的性别歧视均有所增强。但与城镇职工相比,农民工群体的性别歧视较大且增速较快。由于低收入群体中性别歧视的快速增长,城镇劳动力市场中遭受性别歧视最严重的群体由2002年的高收入的城镇女性职工和高收入的女性农民工,转变为2013年中等收入的女性农民工和低收入的城镇女性职工。第三,尽管针对中高收入城镇女性职工的市场前歧视和市场歧视均有所弱化,但低收入的城镇女性人力资本水平及其回报率仍低于同类男性,呈现与女性农民工相似的特点。上述结果意味着,城镇劳动力市场中不同户籍、不同收入水平的女性,遭受着不同程度的性别歧视,应针对不同群体采用差别化的性别干预政策。     

Millennials and the Gender Wage Gap in the U.S.: A Cross-Cohort Comparison of Young Workers Born in the 1960s and the 1980s

Using two cohorts of young workers born in the early 1960s and early 1980s, this paper analyzes the temporal change in the U.S. gender wage gap and its determinants, which persists for both explained and unexplained reasons. Results suggest that the gender wage gap closed four (seven) percentage points at the mean (median) between cohorts. It finds cross-cohort evidence that young females’ increasing returns to marriage and a changing occupational wage structure contributed to a narrowing of the gap. Nonetheless, the majority of this convergence remains unexplained due to relative improvements in unobservable institutional factors or heterogeneity for females. Compared to the previous generation, millennials likely entered a more progressive, female-friendly labor market. It is also possible that female millennials are more ambitious and competitive in their early years of work experience relative to females born in the 1960s.     

Labor market segmentation by industry sectors and wage gaps between migrants and local urban residents in urban China

This paper explores the influence of labor market segmentation by industry sectors on the wage gap between rural-to-urban migrants and local urban residents in China in the 2000s. Using Chinese Household Income Project (CHIP) survey data and the results based on the Brown decomposition method, the results indicate that the influence of intra-industrial differentials is greater than the influence of inter-industry differentials in both 2002 and 2013. The influence of the explained component of the intra-industry differentials is larger in both 2002 and 2013, and the influence of the unexplained component of the intra-industrial differentials rises steeply from 2002 to 2013. These results show that the individual characteristic differentials (e.g. human capital) in the same industry sector is the main factor causing the wage gap in both 2002 and 2013, and the problem of discrimination against migrants in the same industry sector became more serious from 2002 to 2013.     

Parenthood and the gender wage gap in urban China

Using data from the Chinese Household Income Project survey and decomposition methods, this study explored the influence of parenthood on the gender wage gap in urban China in 2002 and 2018. Our findings showed that the employment rate is lower for women than men in both childless and with child groups, and the gender gap expanded from 2002 to 2018. The data revealed a parenthood wage penalty in 2002 and a parenthood wage premium in 2018. Moreover, the parenthood wage penalty was greater for women than for men and contributed to the formation of the gender wage gap. We also found that three components: motherhood wage penalty, fatherhood wage premium, and gender wage gap in the childless group contributed to the formation of the gender wage gap. From 2002–2018, the motherhood wage penalty decreased, whereas the fatherhood wage premium increased.     

Glass ceiling or sticky floor? Evidence from a distributional approach of the gender wage gap among PhD holders in South Korea

This study examines the gender wage gap, to explore whether a glass ceiling (large unexplained wage gaps in the upper percentiles) or sticky floor (large unexplained wage gaps in the lower percentiles) exists in the wage distribution of the most educated Koreans. This study focuses on seeking these distributional patterns for a theoretically homogeneous gender group, relying on a smaller dataset of PhD holders. Counterfactual methods combining recentered influence function decomposition with propensity score matching allow us to estimate how the wage gap between statistically similarly matched males and females, varies across the unconditional wage distribution. There is evidence of a strong sticky floor and a limited glass ceiling among Korean PhD holders. Results show that a negative relationship between a high level of education and the gender wage gap cannot be taken for granted, at least in South Korea. Even female PhD holders suffer from gender discrimination, especially when they are at the bottom end of the wage distribution.     

Parenthood penalty and gender wage gap: Recent evidence from Thailand

This study first examines the evolution of gender wage gap in Thailand, using cross-sectional data from the Labor Force Survey (LFS) for 1985–2017. We find that education, occupation, and industry significantly contribute to gender wage gap convergence in Thailand. Furthermore, for females, the wage gap between mothers and non-mothers has increased over time, while for males, the changes are relatively small. Thereafter, we examine the gender wage gap associated with marriage and parental status, using panel data from the Socio-Economic Survey (SES) for 2005–2012, and find wage penalty for both motherhood and fatherhood in Thailand.     

WAGES THROUGH BOOMS AND RECESSIONS: A CASE STUDY OF ZIMBABWE

This paper examines developments in the wage system in Zimbabwe. The analysis focuses on the wage formation process and wage differentials. The paper observes that real wages have been flexible and have fallen sharply. Wage inflexibility is thus ruled out as a cause of unemployment. The collapse of wages has given rise to non‐standard labour market practices as workers try to cushion themselves against rapid wage declines. Wages also exhibit wide gender, racial and occupational differentials. The paper also argues that a wage policy in Zimbabwe must be pillared on decentralised, coordinated and synchronised collective bargaining.     

Explaining the reduction in the gender wage gap during the 1990–94 economic recession in Spain

Many studies reveal that male-female wage differentials increase with the level of unemployment, suggesting that women are hurt by a recession more than men. However, the 1990–94 economic recession in Spain contributed to reduce the gender wage gap by almost 5 percentage points (from 83.94 percent in 1990 to 90.44 percent in 1994). This was mainly due to the relative increase in services industry employment, the activity where the gender wage gap is the lowest.     

Male–female wage differentials in Japan

This paper empirically analyzes the gender wage gap in Japan using a new data set KHPS2004 which contains a wealth of information on the work history of individuals. KHPS2004 enables us to estimate wage functions without overstating individual’s human capital accumulation by work experience especially for females. Neuman-Oaxaca decomposition method is employed to analyze why the gender wage gap appears to exist in Japan. Main reasons as follows. First, full-time work experience and seniority which affect significantly wages is shorter for females than for males. Second, there are significant differences in evaluation of full-time experience between males and females.     

国内外工资差别研究述评

工资差别按照形成原因可归结为两种:市场性工资差别和非市场性工资差别。前者包括人力资本补偿性工资差别以及行业工资差别,后者包括歧视性工资差别和制度性工资差别。本文通过总结国内外这几类工资差别的研究进展情况,得出结论:我国的竞争性工资差别小于其他国家,由劳动力市场分割导致的垄断性工资差别是我国工资差别的主要形成原因。调节工资差别的关键是培育其市场形成机制。     

Glass Ceilings versus Sticky Floors: Evidence from Southeast Asia and an International Update

Using counterfactual decompositions combined with quantile regression, we investigate the pattern of gender wage differentials in Asian and Latin American countries and combine the findings with existing evidence for European and other mostly developed countries. While in the group of Latin American countries glass ceilings are prevalent, no clear evidence of glass ceilings is found in the group of Asian countries where, generally, sticky floors or a mixed pattern is the norm. The findings are robust with as well as without occupation controls. In addition, analysis by sector points to glass ceilings in the public sector in most countries, while in the private sector the patterns vary. Combining the new evidence from the present study with existing evidence (in total we consider 60 countries), a comprehensive global picture of gender wage differentials is provided. Possible explanations for differences in patterns of gender wage differentials are discussed.     

人力资本、歧视与农民工收入——基于浙江省问卷调查数据的实证研究

本文基于人力资本理论和歧视理论对农民工和城镇职工工资差距进行的实证研究表明,人力资本是导致农民工低收入的主要原因,其中教育对工资差距具有决定性影响;歧视对农民工收入起重要作用,其中反向歧视已成为农民工歧视的主要表现形式。实现农民工收入增长和城乡劳动者平等就业必须"两手抓",一手抓农民工人力资本提升,一手抓制度改革消除对城镇职工的保护和偏袒。     

Labour market discrimination in the North West province of South Africa

This article provides an econometric estimate of labour market discrimination in the North West province of South Africa. Using data obtained from the October 1995 Household Survey, it was found that in 1995 statistically significant gender discrimination exists against women in North West's labour market. The male discriminatory wage advantage of 127 per cent and the female discriminatory disadvantage of 195 per cent were ascribed to the overrewarding and underrewarding of some personal characteristics of males and females, respectively. Productivity differentials of 40 per cent in favour of females and a premium paid to women measuring 71 per cent also exist. Discrimination explains 50 per cent of the wage gap between genders, while productivity differentials and the premium account for 13 and 37 per cent respectively. The study supports 'affirmative action' and suggests policies that aim to alter the occupational distributions, and these may need to target educational decisions made prior to labour market entry.     

教育收益率、行业与工资的性别差异:基于西部三个城市的经验研究

本文通过使用扩展的性别工资差异分解方法对中国西部城市的性别行业进入差异和行业内部工资差异进行分解,分析了高等教育回报对行业选择和收入差异的影响。经验研究的基本结果包括:(1)在全部的性别工资差异上,由于男女的禀赋差异引起的可解释部分占差异的57.77%,歧视解释了总差异的42.24%,在歧视部分中,行业进入方面的对女性的歧视就占了1/3强的部分,行业内部的工资歧视占2/3左右;(2)对于受过高等教育的女性来说,存在显著的行业进入方面的不利性别偏向,在行业选择方面,女性的高等教育回报率低于男性。在低收入行业中,女性高等教育和"高中/职高"层次的教育其回报率都显著的高于男性,高收入行业内部则相反;(3)在可解释的行业和工资性别差异中,教育解释了其中的5%左右,并且教育具有显著的缩小行业进入性别差异的作用。在高收入行业内部,高等教育显著缩小了男女工资差异,而在低收入行业内部,高等教育解释力较弱,而经验和健康状况对于这部分差异贡献率较大。     

A Case of Sticky Floors: Gender Wage Differentials in Thailand

Using 2004 Household Socio‐Economic Survey data for Thailand, we explore the gender wage differentials across the entire unconditional wage distribution and find a strong sticky floor effect. Glass ceilings, although observed along with sticky floors in the raw data and pooled regressions, disappear in the counterfactual decompositions, suggesting a strong sticky floor pattern in gender wage differentials in Thailand. Whereas the evidence for most European countries points to glass ceilings, our findings for Thailand are qualitatively similar to those from other South Asian and Southeast Asian countries for which evidence exists; namely, Singapore, the Philippines and Sri Lanka.     

数字经济背景下互联网的使用对民营企业员工性别工资差距的影响——基于员工受教育层次差异化特征的分析

基于2017年中国综合社会调查的民营企业员工数据,使用稳健最小二乘回归与Oaxaca分解法研究发现:互联网的使用将对未接受过教育以及仅接受过私塾扫盲班/小学教育的民营企业员工工资产生显著的负向影响;互联网的使用将对接受过初中及以上教育的民营企业员工工资产生显著的正向影响;随着民营企业员工受教育水平的提升,互联网的使用对民营企业女性员工工资的弹性影响远超男性;互联网的使用将扩大未接受过教育的民营企业女性员工与男性员工的工资差距;互联网的使用将缩小接受过私塾扫盲班/小学及以上教育的民营企业女性员工与男性员工的工资差距。据此提出,应加大公益互联网使用培训力度,以提升女性的互联网理性使用水平、加强清扫虚假网络平台以防止受教育层次较低女性误入歧途、鼓励女性自主接受多元化再教育以提升自身互联网理性使用水平等,以缩小民营企业员工性别工资差距。