Publication: Does Mandating Nondiscrimination in Hiring Practices Influence Women's Employment? Evidence Using Firm-level Data
Loading...
Published
2014-10
ISSN
Date
2014-11-12
Author(s)
Amin, Mohammad
Editor(s)
Abstract
This study explores the relationship between mandating a nondiscrimination clause in hiring practices along gender lines and the employment of women versus men in 58 developing countries. The study finds a strong positive relationship between a nondiscrimination in hiring clause and women's relative to men's employment. The relationship is robust to several controls at the firm and country levels. The results also show sharp heterogeneity in the relationship between the nondiscrimination in hiring clause and women's versus men's employment, with the relationship being much larger in richer countries and in countries with more women in the population as well as among relatively smaller firms.
Link to Data Set
Citation
“Amin, Mohammad; Islam, Asif. 2014. Does Mandating Nondiscrimination in Hiring Practices Influence Women's Employment? Evidence Using Firm-level Data. Policy Research Working Paper;No. 7076. © http://hdl.handle.net/10986/20510 License: CC BY 3.0 IGO.”
Associated URLs
Associated content
Other publications in this report series
Publication Global Poverty Revisited Using 2021 PPPs and New Data on Consumption(Washington, DC: World Bank, 2025-06-05)Recent improvements in survey methodologies have increased measured consumption in many low- and lower-middle-income countries that now collect a more comprehensive measure of household consumption. Faced with such methodological changes, countries have frequently revised upward their national poverty lines to make them appropriate for the new measures of consumption. This in turn affects the World Bank’s global poverty lines when they are periodically revised. The international poverty line, which is based on the typical poverty line in low-income countries, increases by around 40 percent to $3.00 when the more recent national poverty lines as well as the 2021 purchasing power parities are incorporated. The net impact of the changes in international prices, the poverty line, and new survey data (including new data for India) is an increase in global extreme poverty by some 125 million people in 2022, and a significant shift of poverty away from South Asia and toward Sub-Saharan Africa. The changes at higher poverty lines, which are more relevant to middle-income countries, are mixed.Publication The Macroeconomic Implications of Climate Change Impacts and Adaptation Options(Washington, DC: World Bank, 2025-05-29)Estimating the macroeconomic implications of climate change impacts and adaptation options is a topic of intense research. This paper presents a framework in the World Bank's macrostructural model to assess climate-related damages. This approach has been used in many Country Climate and Development Reports, a World Bank diagnostic that identifies priorities to ensure continued development in spite of climate change and climate policy objectives. The methodology captures a set of impact channels through which climate change affects the economy by (1) connecting a set of biophysical models to the macroeconomic model and (2) exploring a set of development and climate scenarios. The paper summarizes the results for five countries, highlighting the sources and magnitudes of their vulnerability --- with estimated gross domestic product losses in 2050 exceeding 10 percent of gross domestic product in some countries and scenarios, although only a small set of impact channels is included. The paper also presents estimates of the macroeconomic gains from sector-level adaptation interventions, considering their upfront costs and avoided climate impacts and finding significant net gross domestic product gains from adaptation opportunities identified in the Country Climate and Development Reports. Finally, the paper discusses the limits of current modeling approaches, and their complementarity with empirical approaches based on historical data series. The integrated modeling approach proposed in this paper can inform policymakers as they make proactive decisions on climate change adaptation and resilience.Publication Gender Gaps in the Performance of Small Firms: Evidence from Urban Peru(Washington, DC: World Bank, 2025-09-23)This paper estimates the gender gap in the performance of firms in Peru using representative data on both formal and informal firms. On average, informal female-led firms have lower sales, labor productivity, and profits compared to their male-led counterparts, with differences more pronounced when controlling for observable determinants of firm performance. However, gender gaps are only significant at the bottom of the performance distribution of informal firms, and these gaps disappear at the top of the distribution of informal firms and for formal firms. Possible explanations for the performance gaps at the bottom of the distribution include the higher likelihood of small, female-led firms being home-based, which is linked to lower profits, and their concentration in less profitable sectors. The paper provides suggestive evidence that household responsibilities play a key role in explaining the gender gap in firm performance among informal firms. Therefore, policies that promote access to care services or foster a more equal distribution of household activities may reduce gender productivity gaps and allow for a more efficient allocation of resources.Publication The Exposure of Workers to Artificial Intelligence in Low- and Middle-Income Countries(Washington, DC: World Bank, 2025-02-05)Research on the labor market implications of artificial intelligence has focused principally on high-income countries. This paper analyzes this issue using microdata from a large set of low- and middle-income countries, applying a measure of potential artificial intelligence occupational exposure to a harmonized set of labor force surveys for 25 countries, covering a population of 3.5 billion people. The approach advances work by using harmonized microdata at the level of individual workers, which allows for a multivariate analysis of factors associated with exposure. Additionally, unlike earlier papers, the paper uses highly detailed (4 digit) occupation codes, which provide a more reliable mapping of artificial intelligence exposure to occupation. Results within countries, show that artificial intelligence exposure is higher for women, urban workers, and those with higher education. Exposure decreases by country income level, with high exposure for just 12 percent of workers in low-income countries and 15 percent of workers in lower-middle-income countries. Furthermore, lack of access to electricity limits effective exposure in low-income countries. These results suggest that for developing countries, and in particular low-income countries, the labor market impacts of artificial intelligence will be more limited than in high-income countries. While greater exposure to artificial intelligence indicates larger potential for future changes in certain occupations, it does not equate to job loss, as it could result in augmentation of worker productivity, automation of some tasks, or both.Publication Geopolitical Risks and Trade(Washington, DC: World Bank, 2025-09-23)This paper studies the impact of geopolitical risks on international trade, using the Geopolitical Risk (GPR) index of Caldara and Iacoviello (2022) and an empirical gravity model. The impact of spikes in geopolitical risk on trade is negative, strong, and heterogeneous across sectors. The findings show that increases in geopolitical risk reduce trade by about 30 to 40 percent. These effects are equivalent to an increase of global tariffs of up to 14 percent. Services trade is most vulnerable to geopolitical risks, followed by agriculture, and the impact on manufacturing trade is moderate. These negative effects are partially mitigated by cultural and geographic proximity, as well as by the presence of trade agreements.
Journal
Journal Volume
Journal Issue
Collections
Related items
Showing items related by metadata.
Publication Women's Legal Rights over 50 Years : Progress, Stagnation or Regression?(World Bank, Washington, DC, 2013-09)Using a newly compiled database of women's property rights and legal capacity covering 100 countries over 50 years, this paper analyzes the triggers and barriers to reform. The database documents gender gaps in the ability to access and own assets, to sign legal documents in one's own name, and to have equality or non-discrimination as a guiding principle of the country's constitution. Progress in reducing these constraints has been dramatic -- half of the constraints documented in the 1960s had been removed by 2010. However, some sticky areas persist where laws have not changed or have even regressed. The paper analyzes potential drivers of reforms. A significant finding is that the relationship with a country's level of development and the extent of its reforms is not straightforward. For the first half of the sample, there was no systematic connection; only in the last 25 years have increases in income been associated with higher probabilities for reform, but only in lower-income countries. With the remaining constraints as prevalent in middle- as low-income countries, increased growth is not necessarily going to spark additional reforms. Clearer patterns emerge from the momentum created by international conventions, such as the Committee to Eliminate All Forms of Discrimination against Women (CEDAW), women's political representation at the national level, mobilization of women's networks, and increasing labor force participation in sectors that provide a voice for women, which are positive forces for change. Conversely, conflict and weak rule of law can entrench a discriminatory status quo. And much is at stake; strengthening women's legal rights is associated with important development outcomes that can benefit society as a whole.Publication Women, Business and the Law 2012(World Bank, Washington, DC, 2011)Women, business and the law focuses on this critical piece of the puzzle, objectively highlighting differentiations on the basis of gender in 141 economies around the world, covering six areas: accessing institutions, using property, getting a job, providing incentives to work, building credit and going to court. Women, business and the law describes regional trends and shows how economies are changing across these six areas, tracking governments' actions to expand economic opportunities for women. For men and women throughout the developing world, the chance to start and run a business or get a good job is the surest hope for a way out of poverty. It also requires good business regulation, suited to the purpose, streamlined and accessible, so that the opportunity to build a business or have a good job is dependent not on connections, wealth or power, but on an individual's initiative and ability. The doing business report has led the way in providing data to countries about creating a sounder and more streamlined business environment. Women, Business, and the Law 2012 are the second in this series of reports. This edition retains the same basic structure of the 2010 pilot edition, while significantly expanding the depth of data covered. While the number of topics covered is the same, there has been a significant expansion of the data collected within these topics, thus addressing some of the initial shortcomings of the pilot edition. The number of economies covered has also been expanded from 128 to 141.Publication Women’s Legal Rights over 50 Years : What Is the Impact of Reform?(World Bank, Washington, D.C., 2013-09)This study uses a newly compiled database of women's property rights and legal capacity covering 100 countries over 50 years to test for the impact of legal reforms on employment, health, and education outcomes for women and girls. The database demonstrates gender gaps in the ability to access and own property, sign legal documents in one's own name, and have equality or non-discrimination as a guiding principle of the country's constitution. In the initial period, 75 countries had gender gaps in at least one of these areas and often multiple ones. By 2010, 57 countries had made reforms that strengthened women's economic rights, including 28 countries that had eliminated all of the constraints monitored here. In the cross-section and within countries over time, the removal of gender gaps in rights is associated with greater participation of women in the labor force, greater movement out of agricultural employment, higher rates of women in wage employment, lower adolescent fertility, lower maternal and infant mortality, and higher female educational enrollment. This paper provides evidence on how the strengthening of women's legal rights is associated with important development outcomes.Publication Collective Action and Women's Agency : A Background Paper(World Bank, Washington, DC, 2013)Following the findings and policy messages of the World Development Report (WDR) on gender equality and development 2012, the World Bankapos;s gender and development group are seeking to deepen the evidence base on promoting womenapos;s agency as a basis for enhanced action on gender equality. A component of this work is a review of evidence on the relationship between collective action and womenapos;s agency: whether and how different forms of collective action enhance womenapos;s ability to exercise agency in key domains and the operational implications for Bank policies and programs. The paper seeks to clarify the conceptual terrain of collective action; identify the links with womenapos;s agency; and draw lessons from the evidence on what works and what does not for boosting development and gender-equality outcomes. It draws attention on the somewhat smaller body of empirical research examining the mechanics of collective action and its links with economic and social wellbeing, particularly within developing societies. The findings are complex, but the overall conclusions are consistent with an emerging body of literature now questioning participation as a silver bullet in development and calling for more flexible, context-sensitive approaches for promoting agency, and empowerment.Publication Strengthening Economic Rights and Women's Occupational Choice : The Impact of Reforming Ethiopia's Family Law(World Bank, Washington, DC, 2013-11)This paper evaluates the impact of strengthening legal rights on the types of economic opportunities that are pursued. Ethiopia changed its family law, requiring both spouses' consent in the administration of marital property, removing the ability of a spouse to deny permission for the other to work outside the home, and raising women's minimum age of marriage. Thus both access to resources and the removal of restrictions on employment served to strengthen women's bargaining position within the household and their ability to pursue economic opportunities. Although this reform now applies nationally, it was initially rolled out in the two chartered cities and three of Ethiopia's nine regions. Using nationally representative household surveys from just prior to the reform and five years later allows for a difference-in-difference estimation of the reform's impact. The analysis finds that women were relatively more likely to work in occupations that require work outside the home, employ more educated workers, and in paid and full-time jobs where the reform had been enacted, controlling for time and location effects. As the relative increase in women's participation in these activities was 15-24 percent higher in areas where the reform was carried out, the magnitude of the impact is significant too.
Users also downloaded
Showing related downloaded files
Publication Morocco Economic Update, Winter 2025(Washington, DC: World Bank, 2025-04-03)Despite the drought causing a modest deceleration of overall GDP growth to 3.2 percent, the Moroccan economy has exhibited some encouraging trends in 2024. Non-agricultural growth has accelerated to an estimated 3.8 percent, driven by a revitalized industrial sector and a rebound in gross capital formation. Inflation has dropped below 1 percent, allowing Bank al-Maghrib to begin easing its monetary policy. While rural labor markets remain depressed, the economy has added close to 162,000 jobs in urban areas. Morocco’s external position remains strong overall, with a moderate current account deficit largely financed by growing foreign direct investment inflows, underpinned by solid investor confidence indicators. Despite significant spending pressures, the debt-to-GDP ratio is slowly declining.Publication Argentina Country Climate and Development Report(World Bank, Washington, DC, 2022-11)The Argentina Country Climate and Development Report (CCDR) explores opportunities and identifies trade-offs for aligning Argentina’s growth and poverty reduction policies with its commitments on, and its ability to withstand, climate change. It assesses how the country can: reduce its vulnerability to climate shocks through targeted public and private investments and adequation of social protection. The report also shows how Argentina can seize the benefits of a global decarbonization path to sustain a more robust economic growth through further development of Argentina’s potential for renewable energy, energy efficiency actions, the lithium value chain, as well as climate-smart agriculture (and land use) options. Given Argentina’s context, this CCDR focuses on win-win policies and investments, which have large co-benefits or can contribute to raising the country’s growth while helping to adapt the economy, also considering how human capital actions can accompany a just transition.Publication Classroom Assessment to Support Foundational Literacy(Washington, DC: World Bank, 2025-03-21)This document focuses primarily on how classroom assessment activities can measure students’ literacy skills as they progress along a learning trajectory towards reading fluently and with comprehension by the end of primary school grades. The document addresses considerations regarding the design and implementation of early grade reading classroom assessment, provides examples of assessment activities from a variety of countries and contexts, and discusses the importance of incorporating classroom assessment practices into teacher training and professional development opportunities for teachers. The structure of the document is as follows. The first section presents definitions and addresses basic questions on classroom assessment. Section 2 covers the intersection between assessment and early grade reading by discussing how learning assessment can measure early grade reading skills following the reading learning trajectory. Section 3 compares some of the most common early grade literacy assessment tools with respect to the early grade reading skills and developmental phases. Section 4 of the document addresses teacher training considerations in developing, scoring, and using early grade reading assessment. Additional issues in assessing reading skills in the classroom and using assessment results to improve teaching and learning are reviewed in section 5. Throughout the document, country cases are presented to demonstrate how assessment activities can be implemented in the classroom in different contexts.Publication World Development Report 2006(Washington, DC, 2005)This year’s Word Development Report (WDR), the twenty-eighth, looks at the role of equity in the development process. It defines equity in terms of two basic principles. The first is equal opportunities: that a person’s chances in life should be determined by his or her talents and efforts, rather than by pre-determined circumstances such as race, gender, social or family background. The second principle is the avoidance of extreme deprivation in outcomes, particularly in health, education and consumption levels. This principle thus includes the objective of poverty reduction. The report’s main message is that, in the long run, the pursuit of equity and the pursuit of economic prosperity are complementary. In addition to detailed chapters exploring these and related issues, the Report contains selected data from the World Development Indicators 2005‹an appendix of economic and social data for over 200 countries. This Report offers practical insights for policymakers, executives, scholars, and all those with an interest in economic development.Publication Lebanon Economic Monitor, Fall 2022(Washington, DC, 2022-11)The economy continues to contract, albeit at a somewhat slower pace. Public finances improved in 2021, but only because spending collapsed faster than revenue generation. Testament to the continued atrophy of Lebanon’s economy, the Lebanese Pound continues to depreciate sharply. The sharp deterioration in the currency continues to drive surging inflation, in triple digits since July 2020, impacting the poor and vulnerable the most. An unprecedented institutional vacuum will likely further delay any agreement on crisis resolution and much needed reforms; this includes prior actions as part of the April 2022 International Monetary Fund (IMF) staff-level agreement (SLA). Divergent views among key stakeholders on how to distribute the financial losses remains the main bottleneck for reaching an agreement on a comprehensive reform agenda. Lebanon needs to urgently adopt a domestic, equitable, and comprehensive solution that is predicated on: (i) addressing upfront the balance sheet impairments, (ii) restoring liquidity, and (iii) adhering to sound global practices of bail-in solutions based on a hierarchy of creditors (starting with banks’ shareholders) that protects small depositors.