Primary Fields: Development Economics, Environmental Economics
Secondary Field: Labor Economics
"The Social Tax: Redistributive Pressure and Labor Supply" (with Eliana Carranza, Aletheia Donald, and Supreet Kaur), Conditionally Accepted, Econometrica
[Coverage: Econimate, WB Development Impact, WB Policy Brief] [NBER Working Paper 30438, IZA Discussion Paper 15743]
In low-income communities, pressure to share income with others may disincentivize work, distorting labor supply. We document that across countries, social groups that undertake more interpersonal transfers work fewer hours. Using a field experiment, we enable piece-rate factory workers in Côte d’Ivoire to shield income using blocked savings accounts over 3-9 months. Workers may only deposit earnings increases, relative to baseline, mitigating income effects on labor supply. We vary whether the offered account is private or known to the worker’s network, altering the likelihood of transfer requests against saved income. When accounts are private, take-up is substantively higher (60% vs. 14%). Offering private accounts sharply increases labor supply—raising work attendance by 10% and earnings by 11%. Outgoing transfers do not decline, indicating no loss in redistribution. Our estimates imply a 9-14% social tax rate. The welfare benefits of informal redistribution may come at a cost, depressing labor supply and productivity.
"Rain Follows the Forest: Land Use Policy, Climate Change, and Adaptation" (with Anna Papp and Charles A. Taylor), Revise and Resubmit, Review of Economic Studies
[Slides] [Coverage: CEPR VoxTalks podcast, World Resources Institute Insights] [SSRN Working Paper 4333147]
Human actions can alter the regional climate, particularly via land use. We analyze the Great Plains Shelterbelt, a large-scale forestation program in the 1930s across the US Midwest. This program led to a decades-long increase in precipitation and decrease in temperature. Changes extended to downwind unforested areas up to 200km away---enabling us to study climate adaptation and its economic consequences. Where growing conditions improved, farmers expanded corn acreage, switched to more water-intensive production, and experienced less crop failure. In a period of intense farm consolidation and mechanization, this led to the survival of more small farms and a reduction in the use of farm machines. This paper highlights the endogeneity of climate to land use change, and the potential for tree planting to regionally mitigate climate change impacts with lasting consequences for agricultural development.
"Complementarities in Labor Supply: How Joint Commuting Shapes Work Decisions" (with Aletheia Donald)
[Coverage: World Bank Development Impact, G²LM|LIC Policy Brief]
Commuting is notoriously challenging in lower-income country cities, limiting firms’ ability to attract workers from different neighborhoods and reducing the economic benefits of urban agglomeration. This paper examines whether decreasing the non-financial cost of commuting—by commuting with peers rather than alone—reduces this friction and increases labor supply. We conduct two field experiments in urban Côte d’Ivoire. In the first experiment, job seekers are 16pp more likely to accept a formal full-time factory job if their peers also receive a job offer, and 15pp more likely to remain in that job four months later—but only if they will be employed in the same shift (rather than different shifts). These effects are driven by workers with long commute times, who can commute to work together. Consistent with this channel, workers’ own attendance and turnover are predicted by the attendance and quits of co-commuting peers. In a second field experiment with a different firm, we again randomize whether a worker’s peers are offered a job and whether they could commute together. We also randomize job location—inducing exogenous variation in commute time. We replicate the finding of complementarities in labor supply, but only in the case of long assigned commute times. These findings indicate that commuting together serves as an important job amenity with large impacts on labor supply. Our results provide a novel explanation for key features of urban labor markets, including firms’ widespread use of referrals for hiring and persistent gaps in employment across social groups.
"Network Experimental Designs for Tax Audit Policies" (with Michael Best and Panos Toulis)
In this paper, we present an ongoing large field experiment in collaboration with the Tax Authority in Paraguay and the Inter-American Development Bank. The experiment randomizes tax audit notices (treatment) to firms connected through a large network determined by inter-firm VAT transactions. While the ultimate goal is to optimize tax audit policy, the short-term goal is to estimate causal effects of tax audit notices on firm behavior. Of particular interest is to understand spillovers, that is, the response of firms that are not treated but are connected to firms that are treated. We argue that current popular approaches to experimenting on networks are limited by the reality of inter-firm networks, such as their size, high interconnectivity and heavy-tailed degree distributions. Our approach to experimentation leverages subtle sub-structures in the network and allows the application of Fisherian-style permutation tests of causal effects. These testing procedures can be computationally efficient and finite-sample valid, qualities that are important for testing for treatment effects from complex policy interventions in a robust way.
We introduce a novel framework for inferring the private marginal abatement cost to comply with tightened environmental regulations before they are enacted. We apply our approach to the multiperiod structure of the US National Ambient Air Quality Standard (NAAQS) for ozone, which saw considerable changes in 1997. The revamped standard employs a three-year running average, designed to diminish the influence of unpredictable meteorological factors that could push ambient air quality beyond the acceptable range in a given year. By modulating emissions in the current year, anomalies from preceding years can be offset, ensuring the 3-year average stays below the designated threshold. Following the 1997 modification, we detect a pronounced negative counterresponse: Ozone disturbances caused by temperature fluctuations in earlier years are counteracted in the present year. This adjustment is facilitated by curbing NOx and VOC emissions from sources like industrial boilers and petroleum plants. The magnitude of the observed correlation suggests that firms don't deem it excessively burdensome to modify emissions. Lastly, we derive the Bellman equation from minimizing the anticipated environmental compliance cost, which strikes a balance between abatement cost and the repercussions of falling into non-attainment that were identified in previous studies. By simulating the counterresponse across various marginal abatement cost scenarios, we select the one that aligns the inferred counterresponse with the actual one observed in our dataset.
"Stepping into a Larger World: Industrial Park Jobs, Network Formation, and the Domestic Economy" (with David Qihang Wu)
Scheduled for 2025:
Hebrew University seminar (virtual);
CSEF Workshop on Networks and Development;
LSE/Imperial Workshop in Environmental Economics;
Development Economics Workshop at the BSE Summer Forum;
8th Lindau Nobel Meeting in Economic Sciences.
2025 Urban Economics Association (European Meeting); Tufts University brown bag seminar; Joint Harvard/MIT Development Economics seminar; Joint University of Oslo/Frisch Center seminar; PSE Natural Capital workshop.
2024 CEPR Labor Economics Paris Symposium; CEPR Climate Change Paris Symposium; Cities & Development workshop at Harvard University; Paris Dauphine University (TrEnCE seminar); CEPR Development Economics Annual Symposium, joint with BREAD, STICERD, TIME and TCD; Paris School of Economics (Development seminar); IFC Paris Workshop on Firms in Developing Countries; Advances in Field Experiments conference; IZA G²LM|LIC Workshop; Development Rookiefest at Northwestern University; CSAE Conference on Economic Development in Africa; World Bank DECRG, World Bank DIME, Bristol University, CY Cergy University, ESSEC, LMU Munich, ifo Institute, CREST, IE University, Stockholm University.
2023 Virtual Sustainable Development Seminar; Advances in Field Experiments conference; NBER Summer Institute in Environmental and Energy Economics (NBER SI EEE); Barcelona Summer Forum, "Firms in a Changing Background" workshop; "Economics of Firms and Labor" workshop; "Firms, Labour Markets and Development" workshop; SOLE Annual Conference; Interdisciplinary PhD. Workshop in Sustainable Development; UK Network for Environmental Economists envecon Conference; World Bank GIL seminar; ASSA/AEA Conference.
2022 IZA G²LM|LIC Research Meeting; STEG Annual Conference; CEPR WEFIDEV Workshop in Finance and Development; WEAI Annual Conference.
2021 ASSA/AEA Conference; IPA Annual Researcher Gathering; AERE@SEA Conference.
2020 Columbia University, Workshop on Disentangling the Drivers of Migration in West Africa; Paris School of Economics, Casual Friday Development Seminar; 2nd IUSSP Population, Poverty and Inequality Research Conference; PEDL Young Scholars Matchmaking Workshop.
2019 4th Zurich Conference on Public Finance in Developing Countries; TanyVao Interdisciplinary Summer School in Social Sciences, Gender and Labor Workshop, Cote d'Ivoire.
Structural Transformation and Economic Growth (STEG), Small Research Grant (2025)
The International Growth Center (IGC), Small Research Grant (2025)
Columbia Center for Development Economics and Policy, Student Research Grant (2023)
J-PAL, Jobs and Opportunity Initiative PhD Pilot Grant (2022)
PEDL, Matchmaking Seed Grant (2021)
J-PAL, Jobs and Opportunity Initiative PhD Proposal Development Grant (2021)
IZA/DFID Growth, Gender and Labour Markets in Low Income Countries (G²LM|LIC) Research Grant (2020)
Alliance Program, Doctoral Mobility Grant (2019)
J-PAL Graduate Transparency Fellowship (2019)
Columbia Center for Development Economics and Policy, Student Research Grant (2018)
Columbia University, Dean's Fellowship (2017-2022)
American Foundation for the Paris School of Economics, Fellowship (2017)
Last updated: April 2025