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How Does Risk Management Influence Production Decisions? Evidence from a Field Experiment

Review of Financial Studies 2017 30(6), 1935-1970
Weather is a key source of income risk, especially in emerging market economies. This paper uses a randomized controlled trial involving Indian farmers to study how an innovative rainfall insurance product affects production decisions. We find that insurance provision induces farmers to invest more in higher-return but rainfall-sensitive cash crops, particularly among educated farmers. This shift in behavior occurs ex ante, when realized monsoon rainfall is still uncertain. Our results suggest that financial innovation can mitigate the real effects of uninsured production risk.

Financial Development, Bank Ownership, and Growth: Or, Does Quantity Imply Quality?

The Review of Economics and Statistics 2009 91(1), 33-51
In 1980, India nationalized its large private banks. This induced different bank ownership patterns across different towns, allowing credible identification of the effects of bank ownership on financial development, lending rates, and the quality of intermediation, as well as employment and investment. Credit markets with nationalized banks experienced faster credit growth during a period of financial repression. Nationalization led to lower interest rates and lower-quality intermediation, and may have slowed employment gains in trade and services. Development lending goals were met, but these had no impact on the real economy.

Smart Money? The Effect of Education on Financial Outcomes

Review of Financial Studies 2014 27(7), 2022-2051
Household financial decisions are important for household welfare, economic growth, and financial stability. Yet our understanding of the determinants of financial decision making is limited. Exploiting exogenous variation in state compulsory schooling laws in both standard and two-sample instrumental variable strategies, we show that education increases financial market participation, measured by investment income and equities ownership, while dramatically reducing the probability that an individual declares bankruptcy, experiences a foreclosure, or is delinquent on a loan. Further results and a simple calibration suggest that the result is driven by changes in savings or investment behavior, rather than simply increased labor earnings.

Smart Money? The Effect of Education on Financial Outcomes

Review of Financial Studies 2014 27(7), 2022-2051 open access
Household financial decisions are important for household welfare, economic growth, and financial stability. Yet our understanding of the determinants of financial decision making is limited. Exploiting exogenous variation in state compulsory schooling laws in both standard and two-sample instrumental variable strategies, we show that education increases financial market participation, measured by investment income and equities ownership, while dramatically reducing the probability that an individual declares bankruptcy, experiences a foreclosure, or is delinquent on a loan. Further results and a simple calibration suggest that the result is driven by changes in savings or investment behavior, rather than simply increased labor earnings.

Understanding the Advice of Commissions-Motivated Agents: Evidence from the Indian Life Insurance Market

The Review of Economics and Statistics 2017 99(1), 1-15
We conduct a series of field experiments to evaluate the quality of advice provided by life insurance agents in India. Agents overwhelmingly recommend unsuitable, strictly dominated products that provide high commissions to the agent. Agents cater to the beliefs of uninformed consumers, even when those beliefs are wrong. We also find that agents appear to focus on maximizing the amount of premiums (and therefore their commissions) that customers pay, as opposed to focusing on how much insurance coverage customers need. A natural experiment requiring disclosure of commissions for a specific product results in agents recommending alternative products with high commissions but no disclosure requirement. A follow-up agent survey sheds light on the extent to which poor advice reflects both the commission incentives and agents’ limited product knowledge.

Dynamics of Demand for Index Insurance: Evidence from a Long-Run Field Experiment

American Economic Review 2014 104(5), 284-290 open access
This paper estimates how experimentally-manipulated experiences with a novel financial product, rainfall index insurance, affect subsequent insurance demand. Using a seven-year panel, we develop three main findings. First, recent experience matters for demand, consistent with overinference from small samples. Second, spillovers also matter, in the sense that the recent payout experience of village co-residents affects insurance demand about as much as one's own recent payout experience. Third, the spillover effect decays as time passes while the effect of one's own experience does not. We discuss implications of this analysis for commercial sustainability of this complicated but promising risk management technology.

Incentivizing Calculated Risk‐Taking: Evidence from an Experiment with Commercial Bank Loan Officers

Journal of Finance 2015 70(2), 537-575 open access
We conduct an experiment with commercial bank loan officers to test how performance compensation affects risk assessment and lending. High‐powered incentives lead to greater screening effort and more profitable lending decisions. This effect is muted, however, by deferred compensation and limited liability, two standard features of loan officer compensation contracts. We find that career concerns and personality traits affect loan officer behavior, but show that the response to incentives does not vary with traits such as risk‐aversion, optimism, or overconfidence. Finally, we present evidence that incentives distort the assessment of credit risk, even among professionals with many years of experience.

Prices or Knowledge? What Drives Demand for Financial Services in Emerging Markets?

Journal of Finance 2011 66(6), 1933-1967
Financial development is critical for growth, but its microdeterminants are not well understood. We test leading theories of low demand for financial services in emerging markets, combining novel survey evidence from Indonesia and India with a field experiment. We find a strong correlation between financial literacy and behavior. However, a financial education program has modest effects, increasing demand for bank accounts only for those with limited education or financial literacy. In contrast, small subsidies greatly increase demand. A follow‐up survey confirms these findings, demonstrating that newly opened accounts remain open and in use 2 years after the intervention.

How Does Risk Management Influence Production Decisions? Evidence from a Field Experiment

Review of Financial Studies 2017 30(6), 1935-1970 open access
Weather is a key source of income risk for many firms and households, particularly in emerging market economies. This paper studies how an innovative risk management instrument for hedging rainfall risk affects production decisions among a sample of Indian agricultural firms, using a randomized controlled trial approach. We find that the provision of insurance induces farmers to shift production towards higher-return but higher-risk cash crops, particularly amongst more-educated farmers. Our results support the view that financial innovation may help mitigate the real effects of uninsured production risk. In a second experiment we elicit willingness to pay for insurance policies that differ in their contract terms, using the Becker-DeGroot-Marshak mechanism. Willingness-to-pay is increasing in the actuarial value of the insurance, but substantially less than one-for-one, suggesting that farmers’ valuations are inconsistent with a fully rational benchmark.

What Do Impact Investors Do Differently?*

Review of Financial Studies 2026
Do impact investors seek impact, or merely “impact wash”? We provide systematic evidence on the nonfinancial determinants of impact investing. Impact investors focus on firms aligned with the priorities of the federal government and disproportionately invest in economically disadvantaged regions. While we find high levels of coinvestment between impact and traditional investors, we also show that impact investors influence the strategies of their traditional coinvestors, are more likely to fund firms in nascent industries, and invest countercyclically. Finally, we characterize investment heterogeneity based on a novel classification of impact investment theses, with a focus on climate, environment, and jobs and equity.