Publications

The Missing Poor
(joint with T. Figueiredo Walter and A. Radu)

accepted, American Economic Review: Insights

[show abstract]

Population censuses form the basis of public resource allocation and political representation in many countries. This paper shows that census enumerators commonly face incentives to disproportionately omit members of larger households. Using microdata from 254 censuses, we estimate that this leads to under-counting in 60% of censuses. Omission is concentrated in poor countries where 0.5% of the population is missing. Within countries, poor households are missing three times as many members as rich ones, leading to larger undercounts in poorer regions. We illustrate how this translates into systematic underfunding of public services in poor regions and their political under-representation.

Working Papers

Endogenous Sample Selection
(joint with T. Figueiredo Walter)

submitted

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This paper examines how incentives for data collectors shape the selection of survey samples. We provide causal evidence that data collectors manipulate samples by screening out subjects that require high effort. Exploiting random variation in the number of questions to be asked about individuals across 3.4 million households in 181 surveys worldwide, we find evidence of such endogenous sample selection in 72% of surveys. On average, 8.8% of individuals eligible for extensive interviewing are missing in these surveys. Selection out of sample is systematic: missing individuals disproportionately come from marginalised populations. As a result, policy-relevant aggregate statistics are biased. We estimate fertility to be 5-10% lower, child mortality 1% higher and child marriage 7% lower than reported. Finally, we show that sample selection matters for research. Prominent causes of economic development, such as climate and institutions, also cause differential sample selection, providing a cautionary tale for identification.

When Does Electrification Work? Evidence from Sub-Saharan Africa
(joint with T. Figueiredo Walter)

submitted

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Half a billion people in rural Sub-Saharan Africa remain without electricity. We document that many grid-connected villages in the region have either near-zero or near-full electricity adoption, indicating an indivisibility in local electrification. We highlight one source of indivisibility, the local low-voltage network, and how anchor customers help overcome it. Exploiting the roll-out of a country-wide electrification program in Zambia, we find that widespread electricity adoption upon grid arrival and ensuing development effects are confined to villages with pre-existing energy-dependent firms. Further evidence suggests that both cost and demand externalities of connecting these firms explain the local success of electrification.

Can Big Push Infrastructure Unlock Development? Evidence from Ethiopia (Online Appendix, Supplementary Material)

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Roads are instrumental to market access. Electricity is a key technology for modern production. Both have been widely studied in isolation. In reality, infrastructure investments are commonly bundled. How such big push infrastructure investments interact in causing economic development, however, is not well understood. I track the large-scale road and electricity network expansions in Ethiopia over the last two decades. First, causal evidence confirms markedly different patterns: all-weather road access alone increases services employment, at the expense of manufacturing. In contrast, additionally electrified locations see large reversals in manufacturing employment. Second, I develop a spatial general equilibrium model with non-homothetic preferences to highlight how bundling infrastructure investments can affect aggregate welfare. Third, I structurally estimate the implied welfare effects of big push infrastructure investments. Compared to no investments, welfare in Ethiopia increased by at least 2.88%, while isolated counterfactual road (electrification) investments would have increased welfare by only 2.34% (0.44%).

Combatting Nutrient Pollution through the Housing Market
(joint with J. Bakker)

reject and resubmitted, Journal of Environmental Economics and Management

[show abstract]

Nutrient pollution is a major threat to biodiversity. Policies to address nutrient pollution in water bodies usually target agriculture. We study a novel policy in England – called ‘Nutrient Neutrality’ – that instead combats residential pollution by targeting local housing construction. We document both direct effects and leakage: in treated locations, nutrient pollution improves modestly, while housing completions fall, and house prices increase. We find strong evidence of leakage in polluters, but not in pollution: housing completions increase nearby, while nutrient levels does not. This absence of any accompanying leakage in pollution casts doubt on the link between housing construction and nutrient pollution. In fact, we find large improvements in nutrient pollution and relatively more modest reductions in housing construction in locations where local authorities facilitate offset schemes that convert land use away from agriculture. In contrast, locations where no offset schemes are offered see the largest reductions in housing, without statistically significant improvements in nutrient pollution. Empirically, local authorities that do offer offset schemes either establish a nutrient credit trading platform or convert land uses ‘off-site’ from new housing construction themselves. While off-site offset programs appear more effective at reducing local pollution, these locations also experience larger reductions in housing construction relative to those with nutrient credit schemes. Overall, we find Nutrient Neutrality policy to reduce nutrient pollution by burdening developers, local authorities and future residents, thereby likely violating the polluter-pay-principle.

Blossoming Towns: The Rural Development Effects of Kenya’s Cut-Flower Boom
(joint with M. Bishop and C. Zipfel)

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While structural transformation is often viewed as labour moving from villages to existing cities, less is known about whether labour demand shocks can create new centres of economic activity in rural areas. We study Kenya’s cut-flower industry, whose flower farms combine two features rarely observed together in rural Africa: they generate large numbers of stable, year-round wage jobs, and disproportionately employ women, in previously agricultural communities. Using a difference-in-differences design around the staggered arrival of flower farms, we find a home-to-market shift in women’s work: wage employment rises by 15-20% while work on family farms and businesses declines. Rural locations urbanise rapidly: in-migration fuels population growth, nighttime luminosity rises, a private rental market for housing forms and urban amenities emerge. Within less than two decades, these once-agrarian villages resemble towns. Correspondingly, households also grow wealthier, secondary schooling increases especially for girls, and young women marry later and bear fewer children.

The Social Value of Electrification
(joint with T. Figueiredo Walter and L. Tian)

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Rural electrification is characterised by high costs of extending the grid to remote places and its low utilisation. Previous work highlights the considerable welfare losses that can result from connecting rural households. Regardless, the World Bank’s ‘Mission 300’ aims to dramatically accelerate rural electrification – investing USD30bn to reach 300 million people in Sub-Saharan Africa by 2030. Does electrification imply a potential social value that could warrant such investments? In this paper, we analyse how electrifying public infrastructure such as schools and health facilities across 556 villages in rural Zambia can generate social value: exploiting the staggered roll-out of the grid to remote places, a government mandate to electrify any public infrastructure, and rich administrative data on schools and health posts, we find that electrified schools attract more, younger and better qualified teachers, retain headmasters for longer, and see more students enrol. National exam test scores improve, especially for girls. Electrified health facilities benefit from refrigeration to administer more vaccinations, gain skilled staff who oversee more deliveries, and lower child mortality. Compared to the considerable cost of rural grid expansion, we find that a substantial share of villages gained welfare just from the electrification of their public infrastructure alone. We provide a lower bound of the average welfare effect of grid expansion under an extreme assumption of zero economic benefits in connected places.

Work in Progress

Seasonality and Development
(joint with T. Figueiredo Walter and L. Ren)

Electricity Supply and Firm Agglomeration: Evidence from Ghana
(joint with I. Banares Sanchez and T. Dobermann)

The Economic Cost of Power Outages
(joint with T. Figueiredo Walter and L. Tian)

The Impact of Smart Meters on Firm Performance, Reliability, and Utility Revenue: Experimental Evidence from Ethiopia
(joint with E. Demeke, T. Dobermann, A. Gebremariam, S. Srivastav, E. Tadesse and T. Tesemma)

Distracted by Dreamliners: Noise Pollution and Pupil Performance

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This work provides the first causal estimate of the adverse productivity effects of noise pollution emitted by airplanes flying over densely populated areas. Combining high frequency geo-located data of each incoming plane to London Heathrow international airport between 2012 and 2016 with geo-identified, individual-level National Pupil Database test scores, I make use of plausibly exogenous variation in the level of noise pollution experienced by pupils while they sat universal, high-stakes English ‘key stage’ exams in schools on the ground. Scheduled runway alternations generate large and sudden variation in the number and tact of overflying planes. Therefore, individual schools’ exposure to noise pollution while pupils sit centrally scheduled exams varies from hour to hour on exam days, with nearby schools experiencing widely different exposure levels.