The Gender Wealth Gap in Europe: Application of Machine Learning to Predict Individual-level Wealth

This article provides comparative estimates of the gender wealth gaps for 22 European countries, employing data from the Household Finance and Consumption Survey. The data on wealth are collected at the household level, while individual-level data are needed for the estimates of gender wealth gaps. We propose a novel approach using machine learning and model averaging methods to predict individual-level wealth data for multi-person households. Our results suggest that random forest performs best as the predicting tool for this exercise, outperforming elastic net and Bayesian model averaging. The estimated gender wealth gaps tend to be in favor of men, especially at the top of the wealth distribution. Men have 24 percent more wealth than women on average. We also find that a high home ownership rate is associated with a smaller country-level gender wealth gap. Our estimates suggest that the individual-level wealth inequality is on average 3 pp higher than the household-level wealth inequality in multi-member households.     

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.     

Wealth and the capitalist spirit

The wealth distribution in the U.S. is more unequal than either the income or earnings distribution, a fact current models of saving behavior have difficulty explaining. Using Max Weber’s [Weber, M. (1905). The Protestant Ethic and the Spirit of Capitalism. Charles Scribners’ and Sons (1958 translated edition)] idea that individuals may have a ‘capitalist spirit’, I construct and simulate a model where individuals accumulate wealth for its own sake rather than as deferred consumption. Including capitalist spirit preferences in a simple life cycle model, with no other modifications, generates a skewness of wealth consistent with that observed in the U.S. economy. Furthermore, capitalist spirit preferences provide a way to generate decreasing risk aversion with increases in wealth without resorting to idiosyncratic rates of time preference.     

Influence Factors on Gender Wage Gap: Evidences from Chinese Household Income Project Survey

By constructing a gender wage gap evolution model, this paper examines the source and evolutionary process of gender wage inequality from a theoretical perspective. The purpose of this study is thoroughly investigating the factors affecting the gender wage inequality from the perspective of gender discrimination and variations in non-gender endowments. Based on the Chinese Household Income Project Survey Data, this study indicates that: (1) since companies continue to re-evaluate the gender endowment value of gender, the gender wage inequality exhibits an endogenous sustainability and self-reinforcing effect. (2) The gender wage gap of urban residents is derived mainly from the top tier of wages, while the gender wage gap of the migrant people is mainly determined from the bottom rung of wages. (3) Female age has a ‘U-curve’ impact on gender wage inequality from the standpoint of non-gender endowment differences, and the female age has an ‘inverted U-curve’ impact on gender wage inequality as a result of discrimination. (4) Female appearance and actual work hours are insufficient to affect the changing trend of gender wage inequality; however, h-register location and marital status are still considered to be very important.     

权利不平等与城乡差距的累积

传统理论认为城乡差距拉大是由现代化发展战略、中心外围格局、城市偏向、市场经济与等级制度等诸多因素造成的.利用权利的方法研究发现.这些原因是城乡差距拉大的表现和结果;而真正的原因却是城乡之间存在权利不平等.因为不平等的权利所有者在均衡配置经济性权利与非经济性权利时,决定着事后的分配偏向于权利占相对优势的一方;而持续的权利不平等形成差距的不断累积.政府须通过权利存量的供给和激活以及有关政策的实施.以协调城乡发展.     

Gender Inequality,Endogenous Cultural Norms,and Economic Development

In this paper, I explore the joint dynamics between gender inequality and cultural norms along the process of development. Cultural norms regarding gender roles are shaped by the relative female labor supply, and thus depend on the gender gap in education. In turn, these norms influence the relative education provided to boys and girls. I show that this two‐way causality between the inegalitarian nature of norms and the educational gender gap might explain the emergence of high gender inequality and low development traps. The model also makes it possible to replicate a U‐shaped relationship between the relative status of women and the economic development.     

Inequality of opportunity in earnings and assets in Egypt

ABSTRACT

By most available measures, the level of inequality in the MENA region, including Egypt, is considered relatively low. This regularity applies to both inequality of outcomes as well as inequality of opportunity. This paper challenges this view. It argues specifically that circumstances beyond the control of individuals account for a larger share of inequality of opportunity when asset distribution is considered rather than the distribution of earnings, essentially because earnings are subject to measurement errors and idiosyncratic shocks. The paper tests this proposition by estimating the extent to which factors related to the circumstances a person is born into contribute to inequality of opportunity in earnings as well as asset ownership. The results show that circumstances account 26–32% of inequality of asset distribution, compared with only 8–10% of inequality of opportunity in earnings. The analysis further shows that the area of birth and fathers education level are the two most important circumstance factors contributing to inequality of opportunity, for both assets and earnings.     

财富异质性对家庭金融资产配置的影响研究 ——基于 2015 年中国社会综合调查数据

随着我国家庭金融市场日渐完善,家庭金融资产配置的影响因素对优化家庭金融资产配置结构和提高家庭金融市场的参与率至关重要.本文从家庭财富角度出发,利用2015年中国综合社会调查数据里的9841个样本数据,运用logit模型,实证分析财富异质性对家庭金融资产配置的影响及其城乡差异.研究发现:财富水平不同的家庭,其金融资产配置存在显著差异,富裕家庭参与风险性金融市场的可能性更大,但当家庭财富累积到一定程度之后财富水平对家庭参与风险性金融市场的影响程度开始递减;城市相比于农村更有可能参与风险性金融市场,并且,在财富异质性对家庭金融资产配置的影响中,金融发展水平、被采访者的年龄和家庭规模大小等发挥着异质性作用.     

Measuring the Level and Inequality of Wealth: An Application to China

We construct and compare three distinct measures of household asset wealth that complement traditional income‐ or expenditure‐based measures of socioeconomic status. We apply these measures to longitudinal household survey data from China and demonstrate that household asset wealth has been increasing over time, a theme consistent with many previous studies on the process of development in China. Unlike other studies that have shown rising income inequality over time, however, we show that asset wealth inequality has actually been declining in recent years, indicating widespread participation in the benefits of economic reforms. Furthermore, the evolution in the cumulative distribution of household welfare is such that social welfare has been increasing with the passage of time, despite rising inequality in the early years of the survey.     

Income and Wealth Inequality in Asia and the Pacific: Trends,Causes, and Policy Remedies

The Asia–Pacific region's rapid growth and poverty reduction in recent decades have been accompanied by rising income and wealth inequality. Technological progress, globalization, deregulation and market-oriented reform, and financialization have generated many new opportunities, but rewarded capital more than labor, benefited skilled workers more than the unskilled, widened spatial inequality, and produced a growing number of the superrich. For some countries, population aging has also contributed to rising inequality. The present paper provides an update on recent trends of income and wealth inequality in the Asia–Pacific region, examines causes behind rising inequality, and discusses policy actions needed to tackle inequality. It also assesses how the COVID-19 has likely worsened inequality in the region.     

Sustainability and Wealth of Rural Households: Measurement and Inequality Analysis

A small but growing literature is linking well-being with the value of assets, measured comprehensively. This measure, called comprehensive wealth, has appeared as a leading economic indicator of sustainability by reflecting the potential of future well-being. Despite the concerns of sustainability for policy interventions at the micro-level, the existing literature is limited to country-level estimations. This paper applies the general framework of weak sustainability to measure wealth at the household level. Using data from three rounds of household survey, market prices, and yield data from rural Burkina Faso, we measure wealth, income, and consumption per adult. The results show that wealth has consistently increased over time in contrast to income and consumption which have fluctuated. Wealth is also less unequally distributed. Finally, consumption is found to be more correlated with wealth. This suggests that wealth-based interventions are more likely to improve well-being in a sustainable way.     

Redistribution and persistent exploitation in an accumulation economy with decreasing marginal impatience

Abstract

A variant of John Roemer’s accumulation economy is studied in which agents have identical payoff functions characterized by decreasing marginal impatience (DMI), such that time discount rates are decreasing in individual wealth levels. The implications of DMI for the existence and persistence of positive rates of profit and exploitation in the presence of capital accumulation, as well as for the dynamic redistribution of wealth, are derived. It is demonstrated that with DMI, differential ownership of productive assets is sufficient to ensure ongoing capital scarcity, and thus persistently positive rates of return and exploitation, as well as eventual redistribution of productive assets to the wealthiest agents.     

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 Inequality in Education and Kinship Norms in India

Women’s schooling attainment in India continues to lag considerably behind that of men. This paper uses nationally representative district-level data from the 2007–8 District Level Household and Facility Survey (DLHS-3), Indicus Analytics, and the 2011–12 Indian Human Development Survey-II (IHDS-II) to examine the role of socioeconomic and cultural factors in influencing gender differentials in schooling. The results provide quantitative evidence of the role of different economic and sociocultural factors on gender disparities in education. The empirical results show that economic development is an important factor in narrowing gender gaps in education, with wealthier districts more likely to educate girls than poorer districts. However, the norm of patrilocal exogamy, where wives migrate to co-reside with their husband’s kin, is associated with worse outcomes for women’s schooling relative to men’s schooling; and, in keeping with anthropological research, gender-differentiated inequities in education are more pronounced in Northern India.     

Patriarchy versus Islam: Gender and Religion in Economic Growth

ABSTRACT

This contribution evaluates whether affiliation with Islam is a theoretically and statistically robust proxy for patriarchal preferences when studying the relationship between gender inequality and economic growth. A cross-country endogenous growth analysis shows that direct measures of patriarchal institutions dominate a variety of religious affiliation variables and model specifications in explaining country growth rates, and that using religious affiliation, particularly Islam, as a control for culture produces misleading conclusions. This result is robust to the inclusion of measures of gender inequality in education and income, indicating that establishing and maintaining patriarchal institutions (a process this study calls “patriarchal rent-seeking”) exact economic growth costs over and above those measured by standard gender inequality variables. One of the key contributions of this study is to draw on unique institutional data from the Organisation for Economic Co-operation and Development's Gender, Institutions and Development (GID) database to better understand the gendered dynamics of growth.     

再生产抑或循环:女性的职业阶层不平等与社会流动研究

当前我国社会职业阶层结构的开放对于男性和女性有着不同的意义,代际和代内社会职业阶层流动表明,女性的总流动率和上升流动率均低于男性,女性更多地受到父代尤其是母亲职业地位的影响,而男性则更容易通过自身努力从较低的社会职业阶层跻身到职业地位的上层。由此我们可以理解尽管社会流动率在增加,但是女性与男性的社会地位仍存在着较大的差距。     

Understanding the Gender Gap in Financial Literacy: Evidence from Australia

Using micro‐data from the Household, Income and Labour Dynamics in Australia Survey, and the Oaxaca–Blinder decomposition technique, this paper examines the determinants of the gender gap in financial literacy. The analysis suggests that human capital variables, such as age and education, are not important in explaining the gender gap in financial literacy. Labour market variables, such as sector, occupation, industry, union membership and labour market status, are important and explain around 16 per cent of the gap. This finding is dependent on the assumption that these variables are exogenous. There is a large unexplained gap, suggesting that the main determinants are neither human capital nor labour market factors.     

Tourism,Consumption and Inequality in Central America

Much research in international political economy (IPE) has been criticised for focussing on large and powerful actors in post-industrial countries, to the neglect of sites, processes and actors in the global South. This article offers a corrective to this bias in two ways: by locating the analysis in two rural Central American communities; and by exploring the social relations of consumption in these communities. In doing this, I challenge assumptions about rural places being excluded from global processes and explore the complexities and contradictions of how such communities are inserted into global circuits of production and consumption. Drawing on extensive qualitative research, the article explores the ways in which capitalist development through tourism has reconstituted the political economy of consumption in terms of habits, attitudes and behaviour in these two communities. Using the community and the household as sites of analysis, I explore the complex ways in which inequalities have been reconfigured through changing relations of consumption. Certain kinds of social hierarchies, in particular traditional gendered power relations within the household, have been challenged. However, other inequalities – such as class, ethnicity and nationality – have been reinforced by these processes.     

The Return to Caring Skills: Gender,Class, and Occupational Wages in the US

Feminist economics has contributed to the understanding of the economic importance of care work. Most studies find a wage penalty associated with caring occupations. This study extends the feminist research on care work beyond caring occupations by identifying specific caring skills and activities derived from the 2014 O*NET job-evaluation data. Four caring skills – (1) Assisting and Caring for Others, (2) Establishing and Maintaining Interpersonal Relationships, (3) Service Orientation, and (4) Social Perceptiveness – were used in ordinary least-squares and quantile wage regressions for 623 occupations in the United States. Findings indicate that the return to caring and assisting skills results in a wage penalty for low-wage workers but a wage premium for workers in high-wage and male occupations. By identifying the impact of gender and class on the economic return to particular caring skills, the study broadens the understanding of care work, especially in relation to US wage inequality.     

Private Wealth in a Developing Country:Evidence from South Africa

The point of departure of Piketty's influential Capital in the Twenty‐First Century (2014) was the dramatic growth of private wealth‐income ratios in advanced economies between 1970 and 2010. Using official balance sheet data for South Africa—the first country to publish such data in the developing world—, this paper examines to what extent this re‐emergence of private wealth was also experienced in the developing‐country context. First, we find that the South African current wealth‐income ratio is very close to its 1975 level, and much lower than those of Piketty's sample of advanced economies. Second, we show that the discrepancy is explained not only by South Africa's relatively low savings rates, but also by the reduction of wealth before and during the transition to democracy in the 1990s. Since then, private wealth recovered significantly, but the U‐shaped relationship does not support the argument that there is a clear correlation between the capital‐income ratio and capital share.