Standard income inequality indices can be interpreted as a measure of welfare loss entailed in departures from equality of outcomes, for egalitarian social welfare functions defined on the distribution of outcomes. But such a welfare interpretation has been criticized for a long time on the grounds that these indices are snap shot outcomes-based measures which do not take into account the process generating the observed distribution. Rather than focusing on outcomes, it is argued, we should be interested in whether the underlying process is "fair". Following this line of argument, this paper develops statistical tests for fairness within well define income distribution generating processes and a well specified notion of fairness. We find that the likelihood ratio (LR) test for fairness versus unfairness within two such processes are proportional to Theil's first and second inequality indices respectively. The LR values may either be used as a test statistic or to approximate a Bayes factor that measures the posterior probabilities of the fair version of the processes over that of the unfair. The answer to the process versus outcomes critique is thus not to stop calculating inequality measures, but to interpret their values differently - to compare them to critical values for a test of the null hypothesis of fairness, or to use them directly as a measure of the chance that the process was fair relative to the chance it was unfair. We also apply this perspective to measurement of "inequality of opportunity."

#1 INTERNATIONAL BESTSELLER • “A landmark manifesto" (The New York Times) that's a revelatory, inspiring call to action and a blueprint for individual growth that will empower women around the world to achieve their full potential. In her famed TED talk, Sheryl Sandberg described how women unintentionally hold themselves back in their careers. Her talk, which has been viewed more than eleven million times, encouraged women to “sit at the table,” seek challenges, take risks, and pursue their goals with gusto. Lean In continues that conversation, combining personal anecdotes, hard data, and compelling research to change the conversation from what women can’t do to what they can. Sandberg, COO of Meta (previously called Facebook) from 2008-2022, provides practical advice on negotiation techniques, mentorship, and building a satisfying career. She describes specific steps women can take to combine professional achievement with personal fulfillment, and demonstrates how men can benefit by supporting women both in the workplace and at home.

The 2018/19 edition analyses the gender pay gap. The report focuses on two main challenges: how to find the most useful means for measurement, and how to break down the gender pay gap in ways that best inform policy-makers and social partners of the factors that underlie it. The report also includes a review of key policy issues regarding wages and the reduction of gender pay gaps in different national circumstances.

Closing the gender pay gap begins with awareness and understanding of the state of the gap. This hybrid book that serves as a resource for both the academic and corporate communities, builds the reader’s awareness of the gender pay gap, its magnitude and ramifications, and provides action plans to address the challenge. Much of the existing literature on the gender pay gap provides an excellent foundation in stating facts and inferences; yet, the reader is often left wondering "now what?" This book tells the story of the state of the gap by the numbers and then offers specific actions that can be taken to achieve equity. The authors combine backgrounds in statistics and management/HR to provide a unique perspective in painting a broader overview of the issue, examining the history of the gender pay gap, its global impact, and how nations are addressing the issue. The book shines a light on the wide-ranging effects of the gap, including women’s poverty rates, student loans, economic growth, childhood poverty, and corporate profits, and offers insights to help close it with best practices of select organizations. Upper-level undergraduate, postgraduate, and executive education students will appreciate the clarity and conciseness of this guide to understanding and solving an important human resources issue. The inclusion of a brief instructor’s manual and PowerPoint slides for each chapter differentiates this book and adds to the ease of adoption in both the academic and corporate setting.

'This Economic Insights article examines the representation of women in top earnings groups - specifically, the top 0.1%, next 0.9% and next 9% of earners - and the extent to which their under-representation in these groups contributes to the overall gender gap in annual earnings. Trends are documented over almost forty years from 1978 to 2015. The study shows that the under-representation of women in top earnings groups accounts for a substantial and growing share (more than half) of the gender earnings gap. Finally, the article explores the role that gender differences in industry of employment play in the gender earnings gap'--Page 1.

The last half-century has witnessed substantial change in the opportunities and rewards available to men and women in the workplace. While the gender pay gap narrowed and female labor force participation rose dramatically in recent decades, some dimensions of gender inequality—most notably the division of labor in the family—have been more resistant to change, or have changed more slowly in recent years than in the past. These trends suggest that one of two possible futures could lie ahead: an optimistic scenario in which gender inequalities continue to erode, or a pessimistic scenario where contemporary institutional arrangements persevere and the gender revolution stalls. In The Declining Significance of Gender?, editors Francine Blau, Mary Brinton, and David Grusky bring together top gender scholars in sociology and economics to make sense of the recent changes in gender inequality, and to judge whether the optimistic or pessimistic view better depicts the prospects and bottlenecks that lie ahead. It examines the economic, organizational, political, and cultural forces that have changed the status of women and men in the labor market. The contributors examine the economic assumption that discrimination in hiring is economically inefficient and will be weeded out eventually by market competition. They explore the effect that family-family organizational policies have had in drawing women into the workplace and giving them even footing in the organizational hierarchy. Several chapters ask whether political interventions might reduce or increase gender inequality, and others discuss whether a social ethos favoring egalitarianism is working to overcome generations of discriminatory treatment against women. Although there is much rhetoric about the future of gender inequality, The Declining Significance of Gender? provides a sustained attempt to consider analytically the forces that are shaping the gender revolution. Its wide-ranging analysis of contemporary gender disparities will stimulate readers to think more deeply and in new ways about the extent to which gender remains a major fault line of inequality.