A gender wage gap decomposition for matched employer–employee data

In this paper we evaluate the extent to which the gender wage gap in the Finnish manufacturing sector is attributable to within-job wage differentials, sex differences in individual qualifications, and disproportionate concentration of women in lower-paying firms and lower-paying jobs within firms. We use matched employer–employee data to compare wage differentials between similarly qualified female and male workers who are doing similar work for the same employer. Our modelling approach employs a correlated random effects specification to account for the hierarchical grouped structure of the underlying data.     

Returns to education and wages in Turkey: robust and resistant regression

In this study, we follow the human capital theory for wage determination and analyze the differentials in returns to education, returns to experience and gender wage gap using usual mincerian wage equation by using OLS, robust and resistant regressions. This study presents evidence on the returns to education in Turkey. The results clearly show that for female employees, education to returns is higher than for male employees. When the results of returns to experience have been studied, it is observed that males definitely have a higher return than females in the years 2003 and 2006.     

Job mobility and the gender wage gap in Italy

This paper investigates the contribution of gender differences in job mobility to the emergence of a gender wage gap in the Italian labour market. We show that over the first 10 years of labour market experience job mobility accounts for up to 30% of total log wage growth for men and only 8.3% for women, and that this difference is mainly due to differences in returns to mobility. The gender mobility gap is robust to the inclusion of individual, job and firm characteristics, to different ways of accounting for individual unobserved heterogeneity, and is mainly found for voluntary job moves. Looking at the characteristics of the jobs and the firms' workers move to, we find that moves to larger firms represent by far the main source of gender differences in returns to mobility. We offer two possible explanations for this finding; one which involves differences in bargaining behaviour and one which relates to the theory of compensating differentials.     

The Gender Wage Gap in Europe: Job Preferences,Gender Convergence and Distributional Effects

The gender wage gap has declined over time. However, most of the remaining gap is unexplained, partly because of gender convergence in wage‐determining characteristics. In this paper, we show the degree of convergence differs substantially across Europe. In some countries, predominantly in Eastern Europe, the gender wage gap is entirely unexplained. However, in other countries, differences between the characteristics of men and women explain a relatively large proportion of the wage gap. Gender differences in job preferences contribute 10% to the wage gap, which is more than job tenure, previous employment status or field of study. The role of job preferences is particularly strong at the top of the wage distribution.     

我国城镇正规就业与非正规就业工资差异的实证研究——基于分位数回归与分解的发现

本文利用2009年CHNS数据对我国城镇正规就业与非正规就业的工资差异进行实证研究,分位数回归与分解的结果表明:正规就业与非正规就业的教育回报率的差异,随工资分布由低端到高端呈现先升后降趋势,经验—工资线在正规就业与非正规就业明显不同,前者为单调递增的线性关系,后者为倒"U"形曲线关系;正规就业与非正规就业的工资差异主要是由中低端的工资差异引起的;在工资分布中低端和歧视等非市场因素是工资差异的主要原因,而在工资分布高端,工资差异主要来自于教育和经验等个人禀赋差异。     

Beyond Publication Bias

Abstract.  This review considers several meta‐regression and graphical methods that can differentiate genuine empirical effect from publication bias. Publication selection exists when editors, reviewers, or researchers have a preference for statistically significant results. Because all areas of empirical research are susceptible to publication selection, any average or tally of significant/insignificant studies is likely to be biased and potentially misleading. Meta‐regression analysis can see through the murk of random sampling error and selected misspecification bias to identify the underlying statistical structures that characterize genuine empirical effect. Meta‐significance testing and precision‐effect testing (PET) are offered as a means to identify empirical effect beyond publication bias and are applied to four areas of empirical economics research – minimum wage effects, union‐productivity effects, price elasticities, and tests of the natural rate hypothesis.     

Rising wage inequality,the decline of collective bargaining,and the gender wage gap

This paper investigates the increase in wage inequality, the decline in collective bargaining, and the evolution of the gender wage gap in West Germany between 2001 and 2006. Based on detailed linked employer–employee data, we show that wage inequality is rising strongly — driven not only by real wage increases at the top of the wage distribution, but also by real wage losses below the median. Coverage by collective wage bargaining plummets by 16.5 (19.1) percentage points for male (female) employees. Despite these changes, the gender wage gap remains almost constant, with some small gains for women at the bottom and at the top of the wage distribution. A sequential decomposition analysis using quantile regression shows that all workplace related effects (firm effects and bargaining effects) and coefficients for personal characteristics contribute strongly to the rise in wage inequality. Among these, the firm coefficients effect dominates, which is almost exclusively driven by wage differences within and between different industries. Labor demand or firm wage policy related effects contribute to an increase in the gender wage gap. Personal characteristics tend to reduce wage inequality for both males and females, as well as the gender wage gap.     

The transformation of the wage and performance appraisal system in a Japanese firm

This paper analyses how performance appraisal has affected the wages of employees in a unionized Japanese firm over time, using firm-level wage and performance appraisal data. Data show that the wage and performance-appraisal systems have been shifting to a performance basis, and away from the heavy reliance on age and seniority characteristic of the old systems. In the process, wage differentials among employees are becoming wider, particularly among those 37 to 41 years old and those 49 to 55 years old. Management introduced the new wage system through a process of concessionary bargaining. Surprisingly, employees, rather than the enterprise union, were able to convince management to modify their initial plans during bargaining over the new wage system.     

Gender Pay Gap in Poland

In this paper we examine the gender pay gap in Poland over 1987–1996, i.e., shortly before and during the transition to market economy. The principle source of data used throughout the paper is the Household Budget Survey conducted by the Polish Central Statistical Office. The study documents three major results. First, the transition to market economy in Poland favored women substantially in terms of relative earnings differentials. The gender pay gap decreased by 10.2 log% points and the position of mean female in male wage distribution went up by 9.9 percentiles over 1987–1996. By 1995, the values of these measures reached the level observed in industrial economies such as the U.K., Austria, Italy or Australia. Second, rising relative skills of women and rising returns to skills explain about half of the fall in the gender pay gap over 1987–1996. Third, the pay gap did not follow a smooth adjustment process. 1989, the year of the first democratic parliamentary elections, which resulted in forming the first non-communist government, saw the most spectacular change, although actual market reforms began one year after. The changes in the early phase of the transition were mostly driven by sudden shifts in relative wages and employment across industries. Afterwards, the pay gap measures stabilized, partly because rising overall wage inequalities offset the advantages of females due to observed skills. This revised version was published online in August 2006 with corrections to the Cover Date.     

The pervasive absence of compensating differentials

We study the relation between individual preferences for job amenities (e.g., type of work, job security) and compensating wage differentials in cross‐section. To this end, we estimate a partial equilibrium job search model on panel data from eight European countries. There are five non‐wage job characteristics and two sources of job‐to‐job mobility: on‐the‐job search and reallocation shocks. We also allow for two types of unobserved heterogeneity. We find strong preferences for amenities, especially job security, yet, these preferences do not translate into significant wage differentials in cross‐section. Counterfactual experiments show that one would need extremely low levels of search frictions for compensating differentials to arise. Lastly, a similar exercise on the distribution of job change outcomes reveals the role of constrained job‐to‐job mobility in the absence of compensating wage differentials. Copyright © 2009 John Wiley & Sons, Ltd.     

Gender earnings gap: the role of firm specific effects

The gender earnings differential is an intensely studied issue in labour economics. However, existing studies do not examine how the wage policies of firms affect gender earnings differentials. This paper uses employer–employee linked data to address this issue. The Juhn et al. [Juhn, C., Murphy K., Pierce, B., 1991. Accounting for the slowdown in black–white wage convergence, in M.H. Kosters, ed. Workers and Their Wages, AEI Press, 107–143] decomposition methodology is extended to incorporate the decomposition of firm fixed effects. It is found that, on average, firms' wage policies are associated with a significant narrowing of the gender earnings gaps. Further analysis indicates that firms which are more likely to have narrower gender earnings gaps are those subject to strong market competition, find it easy to identify labour productivity at the individual level, and with no enterprise level wage bargaining.     

Monopsonistic discrimination, worker turnover, and the gender wage gap

Motivated by models of worker flows, we argue in this paper that monopsonistic discrimination may be a substantial factor behind the overall gender wage gap. Using matched employer–employee data from Norway, we estimate establishment-specific wage premiums separately for men and women, conditioning on fixed individual effects. Regressions of worker turnover on the wage premium identify less wage elastic labour supply facing each establishment of women than that of men. Workforce gender composition is strongly related to employers' wage policies. The results suggest that 70–90% of the gender wage gap for low-educated workers may be attributed to differences in labour market frictions between men and women, while the similar figures for high-educated workers ranges from 20 to 70%.     

Public–private sector wage differentials and the business cycle

This paper uses microeconomic data for the period from 1990 to 2004 to examine the relationship between public–private sector wage differentials and labour market conditions in Finland. The results show that the public sector wage premium is strongly counter-cyclical. On average, a 10 percent increase in the local unemployment rate increases the public–private sector wage gap by one percent. Separate analyses by government sector and quantiles of the distribution of wages reveal that it is local government workers and those working at lower skill levels who benefit more from increasing unemployment rate. The paper also exploits the longitudinal structure of the data to examine whether the results are constant over time. These results indicate that the cyclical pattern primarily emerges in years with deteriorated labour markets.     

Education,Occupation and Career Expectations: Determinants of the Gender Pay Gap for UK Graduates*

Despite anti‐discrimination policies, women are paid 20% less then men in the UK. A large proportion of this wage gap is usually left unexplained. In this paper, I investigate whether the unexplained component is due to mis‐specification. Using a sample of recent UK graduates, I examine the role of choice variables (subject of study and occupation) as well as career expectations and aspirations. The evidence indicates that women are more altruistic and less career‐oriented than men. Career break expectations, for example, explain 10% of the gender wage gap in the favoured model. By omitting attitudinal variables, most studies are likely to overestimate the unexplained component of the gender wage gap. Women with a more traditional view concerning childrearing are also found to have less intensive search behaviour. Since aspirations may reflect perceived discrimination or social pressure, current legislations are unlikely to reduce the gender wage gap.     

Do inter-city differences in intra-city wage differentials have any interesting implications?

Recent research has related characteristics of cities to differences in the distribution of wages across workers with different skill levels. We demonstrate that these differences in wage differentials arise naturally as a compensating variation in Rosen’s theoretical model of inter-city wages. For example, if the income elasticity of demand for housing services is less than unity, cities with higher house prices will have smaller money wage differentials between low and high skill workers. This result has no implications for differences in either absolute or relative real productivity or welfare of unskilled workers. Similarly, changes in the amenity of an urban area may result in changes in relative wages of skilled and unskilled workers with no implications for real productivity or welfare differentials.Empirical tests in which housing cost differentials are added as a determinant of inter-city differences in an intra-urban wage differential model provide empirical confirmation of the theoretical expectations. It appears that intra-urban money wage differentials, differences in the quality of life, and variation in the cost of living in each city are jointly determined variables just as Rosen’s model of inter-city wage differentials predicts.     

The gender pay gap in the transition from communism: some empirical evidence

This short paper investigates the gender pay gap in a number of former communist countries of eastern Europe and the Soviet Union. The main findings are that, in general, the gender pay gap has not exhibited an upward tendency over the transitional period to which available data relate. Most of the gender pay gap is ascribed to the ‘unexplained’ component using conventional decompositions and this may partly be attributable to the proxy measure for labour force experience used in this study. Quantile regression analysis indicates that in all but one country, the ceteris paribus gender pay gap rises as we move up the wage distribution.     

Unobserved selection heterogeneity and the gender wage gap

Selection correction methods usually make assumptions about selection itself. In the case of gender wage gap estimation, those assumptions are especially tenuous because of high female nonparticipation and because selection could be different in different parts of the labor market. This paper proposes an estimator for the wage gap that allows for arbitrary and unobserved heterogeneity in selection. It applies to the subpopulation of “always employed” women, which is similar to men in labor force characteristics. Using CPS data from 1976 to 2005, I show that the gap has narrowed substantially from a ?0.521 to a ?0.263 log wage point differential for this population.     

The effect of trade and FDI on inter-industry wage differentials: The case of Mexico

Taking advantage of the liberalization process under NAFTA, this paper assesses the relative importance of the degree of trade openness and Foreign Direct Investment (FDI) in explaining inter-industry wage differentials for the case of Mexico. Using INEGI's National Survey of Urban Employment for the period 1994–2004, the empirical analysis is conducted on two stages. In the first stage, individual wages are regressed on worker characteristics, job and firm attributes, informality and a set of federal entity and industry indicators. In the second stage, inter-industry wage differentials (derived from the coefficient estimates of the industry indicators) are regressed on trade and FDI variables. The main findings show that trade openness does not have a statistically significant effect on inter-industry wage differentials, whereas for the case of FDI, a positive nonlinear relationship is found to exist.     

A Meta‐Analytic Assessment of the Effect of Immigration on Wages

Abstract.  In our increasingly interconnected and open world, international migration is becoming an important socioeconomic phenomenon for many countries. Since the early 1980s, many studies about the impact of immigration on host labour markets have been undertaken. Borjas (2003 , The labor demand curve is downward sloping: reexamining the impact of immigration on the labor market. Quarterly Journal of Economics 118(4): 1335–1374) noted that the estimated effect of immigration on the wage of native workers varies widely from study to study and sometimes even within the same study. In addition, these effects cluster around zero. Such a small effect is a rather surprising outcome, given that in a closed competitive labour market an increase in labour supply may be expected to exert a downward pressure on wages. We revisit this issue by applying meta‐analytic techniques to a set of 18 papers, which altogether generated 348 estimates of the percentage change in the wage of a native worker with respect to a 1 percentage point increase in the ratio of immigrants over native workers. While many studies in our database employ US data, estimates are also obtained from Germany, The Netherlands, France, Norway, Austria, Israel and Australia. Our analysis shows that results vary across countries and are inter alia related to the type of modelling approach. Technical issues such as publication bias and quality of the estimates are addressed as well.     

Wage curve, unemployment duration and compensating differentials

In this study unemployment effects on individual pay are investigated following the study on ‘wage curves’ by Blanchflower and Oswald (1990). In bargaining models, higher unemployment should lower wage pressure; due to compensating wage differential arguments, on the other hand, workers who take jobs with higher layoff risks should be rewarded. In a cross-sectional study on Austrian data, a negative wage curve is confirmed. Contrary to the results by Blanchflower and Oswald no U-shape is found, also long-term unemployment seems to be important. No conclusive evidence of compensating differentials has been determined.