Job Market Paper

Cycling Toward Cleaner Cities? Evidence from New York City’s Bike Share Program


What is the impact of cycling infrastructure on air quality in cities? This paper leverages the staggered rollout of New York City’s bike share program to estimate the effect of cycling infrastructure on air pollution concentrations. I combine the universe of bike share trips with ground-level, high-resolution observational air pollution measures between 2010 and 2019. Through a routing algorithm, I use the location of bike share stations to map areas where road traffic is expected to decrease after the introduction of bike share. I compare these areas with others where traffic was likely unaffected using a staggered difference-in-differences strategy to retrieve causal estimates. I find that the deployment of bike share is associated with a 3% reduction in black carbon and 13% reduction in nitric oxide concentrations, both pollutants associated with road traffic. Back-of-the-envelope valuation of the health and mortality benefits associated with the reduction in nitric oxide concentrations suggests that bike share prevented up to $327 million in social damages. In addition, I investigate potential mechanisms and show that the introduction of bike share is associated with a decrease in short taxi trips in areas served by bike share, which I interpret as suggestive evidence that bike share substitutes road traffic.

Working papers

Conscientiousness and labor market returns: Evidence from a field experiment in Senegal (with Mathias Allemand, Martina Kirchberger, Sveta Milusheva, Carol Newman, and Brent Roberts), Policy Research working paper WPS 1010378; Impact Evaluation series; Washington, D.C.: World Bank Group


Non-cognitive skills are increasingly recognized as important determinants of labor market outcomes. To what extent these skills can be affected in adulthood remains an open question. We conducted a randomized controlled trial with low-skilled employed workers in Senegal where workers were randomly assigned to receive a training intervention designed to affect conscientiousness traits. We found that treated workers were significantly more likely to stay in their job and have higher wages nine months after the intervention. Our findings suggest that non-cognitive skills can be affected even later in the life cycle and can have substantial labor market returns.

Work in progress

Constructing Africa’s Cities: Measuring and Enhancing Construction Worker Welfare in Dakar (with Martina Kirchberger, Sveta Milusheva, and Carol Newman)

Female Labour Force Participation and Urban Transit: Evidence from the Washington Metro (with Maximilian Günnewig-Mönert)

Other work

Sticking Together: The impact of cooperatives on forced displacement in Colombia (MSc Thesis, Universitat de Barcelona, 2018. Supervisor: Prof. Enrique López-Bazo)

[Abstract] [Paper] [Data sets and scripts]

I investigate the impact of the presence of cooperatives on forced displacement due to the conflict in Colombia. I postulate that integrative firm structures make individuals and their households more resilient to conflict consequences, thus lowering displacement due to conflict violence in municipalities with higher cooperative presence. I use extensive governmental data on Colombian cooperatives, displacement and a set of controls, all on the municipal level from 2003 to 2013. Zero-inflated beta models are employed to account for features of the dependent variable (a fraction with an excess of zeros). Results suggest that the number of cooperative membership rate is a significant (negative) predictor of the rate of displaced people, and these estimates are robust to a number of alternative specifications. These results support the case for the social and solidarity economy in unstable countries, as they seem to provide communities with resilience to violent contexts.