IDSC Dataverse2026 · dataset · unknown
G²LM|LIC - From Jobs to Careers: Lifting Constraints to Women’s Career Advancement in South AsiaThis dataset contains survey data from garment factories in Bangladesh, India, and Pakistan collected in 2024 and 2025. The data cover 103 factories, 6,064 sewing-machine operators, and 202 line supervisors. Separate survey instruments collect information at the factory, worker, and supervisor levels, including workforce composition and management practices, worker demographics and household circu
IDSC Dataverse2026 · dataset · unknown
G²LM|LIC - Screening Women Out? Pay Transparency in Job Postings – Replication PackageThis replication package contains code and documentation for research on gender inequality, pay transparency, and job search in Pakistan, using data from Rozee.pk, a major Pakistani online job search platform. The underlying research data cover job postings, job applications, job-seeker profiles, firms and employers, salary information, non-wage job amenities, hiring outcomes, and worker and firm
IDSC Dataverse2026 · dataset · unknown
G²LM|LIC - Childcare Vouchers, Maternal Employment and Child Development in Addis Ababa1. Dataset Overview This data release documents an individual-level randomized controlled trial of a demand-side childcare subsidy in Addis Ababa, Ethiopia. Low-income mothers with a child aged 6–48 months were randomly assigned either to an offer of a voucher covering childcare fees at a participating private childcare centre or to a control group. Randomization was stratified by childcare-provid
IDSC Dataverse2026 · dataset · unknown
G²LM|LIC - Education and Labour Market Dynamics in a Period of Rapid Education Expansion in GhanaThis dataset brings together harmonized cross-sectional and longitudinal survey data for Ghana to study changes in educational attainment, labour market outcomes, and intergenerational educational mobility during a period of rapid education expansion. The Ghana Education and Labour Series (GELS) harmonizes multiple rounds of the Ghana Living Standards Survey (GLSS), including information on educat
IDSC Dataverse2026 · dataset · unknown
G²LM|LIC - Long–Run Social Norms and Female Labour Force Participation in India1. Overview The project studies the long-run relationship between social norms, structural transformation, urbanization, and female labour force participation (FLFP) in India. It is motivated by India's low female labour force participation and by the possibility that historically persistent patriarchal norms mediate women's responses to economic development. The research links historical informat
IDSC Dataverse2026 · dataset · unknown
G²LM|LIC - Where Do Women Work? Public Sector Employment, Gender, and DevelopmentThis replication package contains harmonized aggregate statistics and analytical results on labour-market outcomes among men and women in 18 African countries. The underlying household and labour-force survey microdata span 2005–2020. The study focuses on self-employment, private-sector employment, and public-sector employment, and documents employment composition, wages, gender wage gaps, and dif
IDSC Dataverse2026 · dataset · unknown
G²LM|LIC - Occupational Segregation and Gender Gaps in Nairobi: Disentangling Supply from Demand and Preferences and Beliefs Using Worker and Employer SurveysThis dataset accompanies the project Occupational Segregation and Gender Gaps in Nairobi: Disentangling Supply from Demand and Preferences and Beliefs Using Worker and Employer Surveys. The study investigates how worker preferences, employer preferences, beliefs, and job search strategies jointly contribute to occupational segregation and gender wage gaps in Nairobi, Kenya. The dataset contains em
IDSC Dataverse2026 · dataset · unknown
G²LM|LIC - Women in Firms: Experimental Evidence from Indian FirmsWomen in Firms: Experimental Evidence from Indian Firms examines whether reducing informational barriers encourages firms to provide safer workplaces for women and improves female employment outcomes in urban India. Female labour force participation in India remains low despite legislation designed to protect women at work. The Sexual Harassment of Women at Workplace Act (SHWA) 2013 requires emplo
IDSC Dataverse2026 · dataset · unknown
G²LM|LIC - LinkinOut Harassment: A Targeted Social Media Experiment to Reduce Workplace Harassment towards WomenLinkinOut Harassment is a G²LM|LIC research project that evaluates whether targeted behavioural interventions delivered through LinkedIn can reduce workplace sexual harassment against women in India. Using a cluster randomized controlled trial, the project examines the effects of large-scale social media campaigns on attitudes, workplace behaviour, reporting, and women’s labour market outcomes. Da
IDSC Dataverse2026 · dataset · unknown
G²LM|LIC - Ticket to Thrive: Effect of Safe Public Transportation on Mobility and Employment of Women in Urban IndiaThis dataset supports a research project examining how safe public transportation infrastructure affects women’s mobility, labour-force participation, employment opportunities, and urban economic development in Delhi, India. The study focuses on the expansion of the Delhi Metro Rail System and investigates how improved transit accessibility changes commuting behaviour, labour-market access, firm d
IDSC Dataverse2026 · dataset · unknown
G²LM|LIC - Hiring, Gender Bias, and Information Frictions in Nigerian Online Labor MarketsThis dataset supports ongoing research on gender inequality, hiring discrimination, information frictions, and social norms in online labour markets in Nigeria. The data originate from the largest online job platform in Nigeria and combine large-scale administrative platform data with experimental intervention data. The dataset includes longitudinal applicant-job matching data covering online labo
IDSC Dataverse2026 · dataset · unknown
G²LM|LIC - Long-Term Labor Market Impacts of Adolescent Girls’ Empowerment Interventions in BangladeshThis public data release contains de-identified panel data from a cluster-randomised controlled trial conducted in rural Bangladesh (IZA/FCDO G²LM|LIC Project GA-6-803). The study follows a cohort of adolescent girls aged 15–17 at baseline across approximately 15 years, covering their transition to adulthood, marriage, and motherhood. The original experiment randomly assigned 460 rural communities
IDSC Dataverse2026 · dataset · unknown
G²LM|LIC - Long-Run Impacts of Factory Jobs in EthiopiaThis dataset provides de-identified panel data from a long-term randomized controlled trial examining the causal impact of access to factory employment on labour market outcomes, wellbeing, and fertility among women in Ethiopia (IZA/FCDO G²LM|LIC Project GA-6-775). The study follows 1,464 married women who applied for jobs in 27 garment and shoe factories across five industrialising regions. Appli
IDSC Dataverse2026 · dataset · unknown
G²LM|LIC – Peripartum Timing, Agricultural Productivity, Food Security, and Child Health in AfricaThis dataset documents the data processing and analysis underlying the project “Peripartum Timing, Agricultural Productivity, Food Security, and Child Health in Africa” (IZA/FCDO G²LM|LIC Project 918), implemented by the International Centre of Insect Physiology and Ecology (icipe). The study examines how the timing of pregnancy and childbirth (peripartum period: three months before and after birt
IDSC Dataverse2026 · dataset · unknown
G²LM|LIC - Connecting Rural Women to Global Value Chains via Home-Based WorkThis public data release contains de-identified research datasets and documentation for the project “Connecting Rural Women to Global Value Chains via Home-Based Work” (IZA/FCDO G²LM|LIC Project GA-6-896). The study is an individually randomized 2×2 factorial field experiment conducted in two villages in the Neemrana region of Rajasthan, India, implemented with Kalaa Trust in a low-skill handicraf
IDSC Dataverse2026 · dataset · unknown
G²LM|LIC - Improving Childcare Quality through Social FranchisingThis public data release contains de-identified research datasets and documentation for the project “Improving Childcare Quality through Social Franchising” (IZA/FCDO G²LM|LIC Project GA-6-857). The study is a cluster-randomised controlled trial conducted across 51 urban informal settlements in Kenya, implemented with Kidogo, a social enterprise that provides training and support to home-based chi
IDSC Dataverse2026 · dataset · unknown
G²LM|LIC: Long-Term Outcomes of Children from Ultra-Poor Households: Tracer Survey of the BRAC UPG Program (2007–2024)This dataset provides long-term individual-level and household-level information on children from ultra-poor households who participated in the BRAC Ultra-Poor Graduation (UPG) Program in Bangladesh. The original randomized control trial (RCT) was conducted in 2007 at the BRAC branch level and targeted ultra-poor households as part of a large-scale poverty alleviation intervention In 2024, a large
IDSC Dataverse2025 · dataset · unknown
G²LM|LIC - Female Wage Labor and Fertility - Evidence from the Cut-Flower Industry in KenyaThis study examines how the emergence and expansion of the cut-flower export industry in Kenya—particularly rose-growing greenhouses employing predominantly low-skilled women—affects female labour market participation and fertility outcomes. The project constructs a new geospatial database documenting the timing, location, and growth of flower-processing plants from 1999–2022 using historic satell
IDSC Dataverse2025 · dataset · unknown
G²LM|LIC - Commuting Constraints and Labor Productivity: A Field Experiment on Women’s Mobility in IndiaThis dataset is part of the project Commuting Constraints and Labor Productivity: A Field Experiment on Women’s Mobility in India, which investigates how transportation access shapes women’s work productivity and career progression in gig work. The study is designed as a randomized controlled trial (RCT). Female gig workers were randomly assigned to different commuting support conditions to measur
IDSC Dataverse2025 · dataset · unknown
G²LM|LIC - Depression Treatment and Female Performance in the Labor and Marriage Markets in IndiaThis study investigates the impact of depression treatment on women’s outcomes in both the labor market and the marriage market in India. Depression is a prevalent barrier to women’s productivity, household bargaining power, and subjective well-being. The intervention provides structured depression treatment and examines its causal effects on women’s economic participation, marriage attitudes, and
IDSC Dataverse2025 · dataset · unknown
G²LM|LIC - Together to Work? Role of Travel Buddies on Women’s Employment and MobilityIntroduction to the Dataset This dataset is derived from a clustered randomized controlled trial (RCT) conducted in urban neighborhoods across the Delhi NCR region in India. The experiment evaluated whether enabling women to coordinate travel with peers for job interviews would reduce mobility-related constraints and increase employment uptake. The study design, survey instruments, and sampling me
IDSC Dataverse2025 · dataset · unknown
G²LM|LIC - Whistleblowing and Worker Wellbeing: Evidence from Bangladesh’s Garments SectorIn many developing countries, the private sector lacks monitoring systems to provide firms with incentives for good behavior. In part, this problem is due to weak, sometimes corrupt state institutions (Dal Bó and Finan, 2016). In part, it may also be due to principal-agent problems within the firm and to limited organizational capacity (Bloom et al., 2014; Boudreau, 2019). In principle, external w
IDSC Dataverse2025 · dataset · unknown
G²LM|LIC - Female Entrepreneurship and Professional NetworksDespite being the only region in the world where there are more female entrepreneurs than men, the vast majority of female-owned businesses in Sub-Saharan Africa are microenterprises and women’s businesses earn 34% lower profits than male-owned ones. Identifying the constraints faced by female entrepreneurs is vital for fostering economic growth. Recent studies have shown that interfirm relationsh
IDSC Dataverse2024 · dataset · unknown
Replication Data for: 'Understanding Markets with Socially Responsible Consumers'The data and programs replicate tables and figures from "Understanding Markets with Socially Responsible Consumers," by Kaufmann, Andre, and Koszegi. Please see the README file for additional details.
IDSC Dataverse2024 · dataset · unknown
Replication Data for: Nostalgia in European Party Politics: A Text-Based Measurement ApproachReplication data and scripts to reproduce all plots, tables, and analyses reported in the paper and Online Supporting Information. The file 00000_README.pdf contains detailed information on each script and explains how to run the files. The PolNos datasets are available at: Müller, S. and S.-O. Proksch (2023). PolNos: Political Nostalgia in Party Manifestos. Harvard Dataverse, V1. URL: https://doi