Occupational Segregation and its Effect on Estimates of the Gender Wage Differential: Evidence from Brunei

This paper investigates the impact of the different occupational distributions of the gender groups on the gender wage differential in Brunei. We disaggregate occupational differences into explained and unexplained portions as this can provide better estimates of across-occupation and within-occupation wage differentials. Using data from the Brunei 1995 Labor Force Survey report, results indicated that the gender wage difference is approximately 60%. Unlike other studies, it is found that in Brunei the unexplained portion of occupational segregation has had an impact on gender wage differentials and accounts for approximately one-third of the observed gap. Interestingly, the unexplained component of the within-occupation gap is relatively less than in some developed economies. This is attributed to the effects of the large public sector in Brunei and its regulated pay scales.     

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.     

Wage Differentials among Ownership Groups and Worker Quality in Vietnamese Manufacturing

Wholly foreign multinational enterprises (WFs), joint-venture multinationals (JVs), state-owned enterprises (SOEs) pay higher wages than domestic private firms in Vietnamese manufacturing. In large samples of medium–large (20+ employees) firms, conditional differentials accounting for worker education and occupation, as well as capital intensity, size, and shares of female workers, were substantially smaller, but positive and significant. Wage levels and differentials varied substantially among industries. Conditional differentials remained positive and significant for WFs and JVs in most of the 11 industries examined, but estimates of SOE-private differentials were insignificant in most industries. Robustness checks using 2007 data yielded similar results.     

Role of Individual Social Capital in Wage Determination: Evidence from China

The present study examines the role of individual‐level social capital in workers’ wage determination in a Nash‐bargaining wage model using Chinese micro‐level data. The study finds a significant contribution of individual‐specific social capital to the wage level. In particular, larger individual social networks and workers’ positive attitudes toward social capital significantly increase the wage level. Moreover, the effect of social capital on the wage level is much larger for men than for women. The results indicate that construction of individual social capital could increase workers’ wages. However, efforts are needed to reduce the unequal contributions of social capital between men and women.     

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.     

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.     

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。     

Wage discrimination in the NBA: Evidence using free agent signings

This article takes a step toward understanding potential causes of wage discrimination in an economy highly dependent on the service industry. Traditionally categorized within the service industry, professional sport leagues such as the National Basketball Association (NBA) provides a unique setting to examine the potential impact of race on salary. We analyze free agency contract signings, which allow us to better capture the determinants of players' wages, from 2011 to 2017 to investigate the prominence of wage discrimination in the NBA. Using weighted linear regression models and the Oaxaca–Blinder decomposition, we find that Black athletes are paid significantly less than their counterparts. In addition, we also identify the presence of consumer discrimination after controlling the exposure of a player to the audience, which is observed through the interaction term between the share of MSA population which is White and an identifier for whether a player is Black.     

Gender Discrimination in Earnings in Indonesia: A Fuller Picture

This article analyses data from the 2007 Indonesia Family Life Survey in order to decompose the gender gap in earnings into explained and unexplained gaps, not only at the mean but also across the entire distribution. Women earned about 30% less than men, in both paid work and self-employment. The explained gap accounts for only about a quarter of the gap in paid work but for about half of the gap in self-employment. When the decomposition is made across the earnings distribution, the total gap decreases with earnings in both paid work and self-employment, and both conditional and unconditional on characteristics. In both employment sectors, the explained gap remains similar across the distribution, and therefore the unexplained gap drives the decrease in the total gap. The unconditional decomposition across the distribution provides great insight into the dynamics that are obscured in results derived from decomposition at the mean.     

制造业的生产分割与工资收入差距:16个行业证据

利用1995～2007年中国16个制造行业的数据,并运用动态面板数据模型来探讨影响中国行业内工资收入差距的原因。研究发现,在国际生产分割条件下,中国制造业企业大量进口中间产品,利用相对低廉的劳动力进行加工和组装,并最终出口到发达国家。在这个过程中企业偏好高技能的劳动力,相应地,高技能劳动力工资收入比低技能劳动力增长的更快,国际生产分割扩大了行业内工资收入差距。企业的研发活动增加了高技能劳动力相对需求,对行业内工资收入差距扩大也有显著的正向影响,而且影响程度要高于其他因素。     

Racial Inequality and Segregation Measures: Some Evidence from the 2000 Census

How much of the observed segregation between black and white Americans can be attributed to income disparities between the two groups? We adopt an approach to the decomposition of segregation measures that combines the method of indirect standardization with the idea that some degree of segregation is the outcome of purely random processes. Using the dissimilarity index as a measure of segregation and data on race and income from US metropolitan areas for 2000, we find that the role played by racial income inequality in accounting for segregation is modest but varies significantly across cities.     

Global Outsourcing and Wage Inequality in Middle-Income Countries: Evidence from South Korea

A substantial number of studies have suggested that global outsourcing can induce wage inequality. As Feenstra and Hanson [(1996a) Foreign investment, outsourcing, and relative wage, in: R. C. Feestra, G. M. Hanson, and D. A. Irwin (Eds.) Political Economy of Trade Policy: Essays in Honor of Jagdish Bhagwati (Cambridge: The MIT Press), pp. 89–127] argued, global outsourcing is comparable to skill-biased technological change in that global outsourcing is more likely to increase the wage of skilled workers rather than their unskilled counterparts. We examine the effects of outsourcing on wage of skilled and unskilled workers in Korea's manufacturing sector with a focus on the dissimilar effects of outsourcing to developed countries (DCs) and less developed countries (LDCs) on relative wage. The results of system and difference GMM estimation based on manufacturing data from 1992 to 2006 indicate that outsourcing to DCs and LDCs have opposite (and significant) effects on relative wage, that is, outsourcing to DCs (LDCs) decreases the wage of skilled (unskilled) workers.     

Accident risk compensation in late imperial Austria: Wage differentials and social insurance

We test for substitutability of wage differentials and accident insurance benefits in late imperial Austria. We establish that workers earned compensating wage differentials and that accident insurance benefits acted as substitutes for those market-based differentials. We estimate that an average expected value of insurance benefit reduced the compensating wage differential by about one-third. The shift from negligence liability to compulsory accident insurance thus induced both gains to workers in the form of income certainty, and losses in the form of smaller risk differentials and thus lower wages.