Person: Cole, Shawn
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Publication Incentivizing Calculated Risk-Taking: Evidence from an Experiment with Commercial Bank Loan Officers
(2012-08-08) Cole, Shawn; Kanz, Martin; Klapper, LeoraThis paper uses a series of experiments with commercial bank loan officers to test the effect of performance incentives on risk-assessment and lending decisions. We first show that, while high-powered incentives lead to greater screening effort and more profitable lending, their power is muted by both deferred compensation and the limited liability typically enjoyed by credit officers. Second, we present direct evidence that incentive contracts distort judgment and beliefs, even among trained professionals with many years of experience. Loans evaluated under more permissive incentive schemes are rated significantly less risky than the same loans evaluated under pay-for-performance.
Publication How Does Risk Management Influence Production Decisions? Evidence from a Field Experiment
(2013-05-22) Cole, Shawn; Giné, Xavier; Vickery, JamesWeather 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.
Publication Liability Structure in Small-Scale Finance: Evidence from a Natural Experiment
(2012-09-04) Carpena, Fenella; Cole, Shawn; Shapiro, Jeremy; Zia, BilalMicrofinance, the provision of small individual and business loans, has witnessed dramatic growth, reaching over 150 million borrowers worldwide. Much of its success has been attributed to overcoming the challenges of information asymmetries in uncollateralized lending. Yet, very little is known about the optimal contract structure of such loans―there is substantial variation across lenders, even within a particular setting. This paper exploits a plausibly exogenous change in the liability structure offered by a microfinance program in India, which shifted from individual to group liability lending. We find evidence that the lending model matters: for the same borrower, required monthly loan installments are 11 percent less likely to be missed under the group liability setting, relative to individual liability. In addition, compulsory savings deposits are 20 percent less likely to be missed under group liability contracts.
Publication Dynamics of Demand for Index Insurance: Evidence from a Long-Run Field Experiment
(American Economic Association, 2014) Cole, Shawn; Stein, Daniel; Tobacman, JeremyThis 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.
Publication Smart Money? The Effect of Education on Financial Outcomes
(Oxford University Press (OUP), 2014-07-18) Cole, Shawn; Paulson, Anna; Shastry, Gauri KartiniHousehold 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 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 the result is driven by changes in savings or investment behavior, rather than simply increased labor earnings.
Publication Incentivizing Calculated Risk-Taking: Evidence from an Experiment with Commercial Bank Loan Officers
(Wiley-Blackwell, 2014-07-18) Cole, Shawn; Kanz, Martin; Klapper, LeoraThis paper uses a series of experiments with commercial bank loan officers to test the effect of performance incentives on risk assessment and lending decisions. We first show that while high-powered incentives lead to greater screening effort and more profitable lending, their power is muted by both deferred compensation and the limited liability typically enjoyed by credit officers. Second, we present direct evidence that incentive contracts distort judgment and beliefs, even among trained professionals with many years of experience. Loans evaluated under more permissive incentive schemes are rated significantly less risky than the same loans evaluated under pay-for-performance.
Publication Barriers to Household Risk Management: Evidence from India
(American Economic Association, 2013) Cole, Shawn; Gine, Xavier; Tobacman, Jeremy; Topalova, Petia; Townsend, Robert; Vickery, JamesWhy do many households remain exposed to large exogenous sources of non-systematic income risk? We use a series of randomized field experiments in rural India to test the importance of price and non-price factors in the adoption of an innovative rainfall insurance product. Demand is significantly price sensitive, but widespread take-up would not be achieved even if the product offered a payout ratio comparable to U.S. insurance contracts. We present evidence suggesting that lack of trust, liquidity constraints, and limited salience are significant non-price frictions that constrain demand. We suggest contract design improvements to mitigate these frictions.
Publication ‘Mobile’izing Agricultural Advice Technology Adoption Diffusion and Sustainability
(Oxford University Press (OUP), 2021-01) Cole, Shawn; Fernando, A NileshMobile phones promise to bring the ICT revolution to previously unconnected populations. A two-year study evaluates an innovative voice-based ICT advisory service for smallholder cotton farmers in India, demonstrating significant demand for, and trust in, new information. Farmers substantially alter their sources of information and consistently adopt inputs for cotton farming recommended by the service. Willingness to pay is, on average, less than the per-farmer cost of operating the service for our study, but likely exceeds the cost at scale. We do not find systematic evidence of gains in yields or profitability, suggesting the need for further research.
Publication The Value of Advice: Evidence from Mobile Phone-Based Agricultural Extension
(2012-12-06) Cole, Shawn; Fernando, Asanga NileshAttempts to explain the astonishing differences in agricultural productivity around the world typically focus on farm size, farmer risk aversion, and credit constraints, with an emphasis on how they might serve to limit technology adoption. This paper takes a different tack: can managerial practices explain this variation in productivity? A randomized evaluation of the introduction of a mobile-phone based agricultural consulting service, “Avaaj Otalo (AO)” to cotton farmers in Gujarat, India, reveals the following. Demand for agricultural advice is high, with more than half of farmers calling AO in the first seven months. Farmers offered the service turn less often to other farmers and input sellers for agricultural advice. Management practices change as well: we observe an increase in the adoption of more effective pesticides, and reduced expenditure on less effective and hazardous pesticides. Treated farmers also sow a significantly larger quantity of cumin, a lucrative but risky crop. Interestingly, use of the service is increasing in the level of farmer education, but education levels do not affect the size of treatment effects. Farmers appear willing to follow advice without understanding why the advice is correct: the average respondent does not demonstrate improved agricultural knowledge, though there is some evidence educated farmers learn from the service.