Papers - Natural

Brit Grosskopf, Graeme Pearce

Cited by*: 0 Downloads*: 63

We present a natural field experiment designed to measure other{regarding preferences in the market for taxis. We employed testers of varying ethnicity to take a number of predetermined taxi journeys. In each case we endowed them with only 80% of the expected fare. Testers revealed the amount they could afford to pay to the driver mid-journey and asked for a portion of the journey for free. In a 2x2 between{subjects design we vary the length of the journey and whether drivers havereputational concerns or not. We find that the majority of drivers give at least part of the journey for free and over 25% complete the journey. Giving is found to be proportional to the length of the journey, and the drivers' reputational concerns do not explain their behaviour. Evidence of strong out{group negativity against black testers by both white and South Asian drivers is also reported. In order to link our empirical analysis to behavioural theory we estimate the parameters of a number of utility functions. The data and the structural analysis lend support to the quantitative predictions of experiments that measure other{regarding preferences, and shed further light on how discrimination can manifest itself within our preferences.

Devah Pager

Cited by*: 98 Downloads*: 62

Over the past three decades, the number of prison inmates has increased by more than 500 percent, leaving the United States the country with the highest incarceration rate in the world. With over two million individuals currently incarcerated, and over half a million prisoners released each year, the large and growing numbers of men being processed through the criminal justice system raises important questions about the consequences of this massive institutional intervention. This paper focuses on the consequences of incarceration for the employment outcomes of black and white job seekers. The manuscript is comprised of two studies: the first, a large-scale experimental audit of employers in Milwaukee, used matched pairs of young men to apply for real entry-level jobs to measure the extent to which employers use information about criminal histories and race to screen out otherwise qualified applicants. Indeed, the results of the audit study provide clear evidence for the dramatic impact of both a criminal record and race on employment opportunities: Ex-offenders are one-half to one-third as likely to receive initial consideration from employers relative to equivalent applicants without criminal records. Perhaps most striking, the results show that even blacks without a criminal record fare no better-and perhaps worse-than do whites with criminal records.The second study, a telephone survey of these same employers, gathered self-reported information about the considerations and concerns of employers in hiring entry-level workers, with a specific focus on employers' reactions to applicants with criminal backgrounds. By linking results from the audit study to those of the employer survey, I find that employers' self-reports vastly understate the barriers faced by both blacks and ex-offenders seeking entry-level employment. Though employer surveys can tell us a great deal of useful information about the relative preferences of employers, extreme caution should be used in generalizing these results to estimates of actual behavior. The findings of this project reveal an important, and much under-recognized, mechanism of stratification. A criminal record presents a major barrier to employment, with important implications for racial disparities.

Francis Larson, John A List, Robert D Metcalfe

Cited by*: 1 Downloads*: 61

Behavioral economists have recently put forth a theoretical explanation for the equity premium puzzle based on combining myopia and loss aversion. Complementing the behavioral theory is evidence from laboratory experiments, which provide strong empirical support consistent with myopic loss aversion (MLA). Yet, whether, and to what extent, such preferences underlie behaviors of traders in their natural domain remains unknown. Indeed, a necessary condition for the MLA theory to explain the equity premium puzzle is for marginal traders in markets to exhibit such preferences. Using minute-by-minute trading observations from over 864,000 price realizations in a natural field experiment, we find data patterns consonant with MLA: in their normal course of business, professional traders who receive infrequent price information invest 33% more in risky assets, yielding profits that are 53% higher, compared to traders who receive frequent price information. Beyond testing theory, these results have important implications for efficient resource allocation as well as characterizing the optimal structure of social and economic policies.

Alan S Gerber, Donald P Green

Cited by*: 4 Downloads*: 60

Prior to the November 7, 2000 election, randomized voter mobilization experiments were conducted in the vicinity of college campuses in New York State, Colorado, and Oregon. Lists of registered people under the age of 30 were randomly assigned to treatment and control groups. A few days before Election Day, the treatment group received a phone call or face-to-face contact from Youth Vote 2000, a nonpartisan coalition of student and community organizations, encouraging them to vote.

Omar Al-Ubaydli, John A List

Cited by*: 0 Downloads*: 60

A commonly held view is that laboratory experiments provide researchers with more "control" than natural field experiments, and that this advantage is to be balanced against the disadvantage that laboratory experiments are less generalizable. This paper presents a simple model that explores circumstances under which natural field experiments provide researchers with more control than laboratory experiments afford. This stems from the covertness of natural field experiments: laboratory experiments provide researchers with a high degree of control in the environment which participants agree to be experimental subjects. When participants systematically opt out of laboratory experiments, the researcher's ability to manipulate certain variables is limited. In contrast, natural field experiments bypass the participation decision altogether and allow for a potentially more diverse participant pool within the market of interest. We show one particular case where such selection is invaluable: when treatment effects interact with participant characteristics.

Cody Cook, Rebecca Diamond, Jonathan Hall, John A List, Paul Oyer

Cited by*: 0 Downloads*: 60

The growth of the "gig" economy generates worker flexibility that, some have speculated, will favor women. We explore one facet of the gig economy by examining labor supply choices and earnings among more than a million rideshare drivers on Uber in the U.S. Perhaps most surprisingly, we find that there is a roughly 7% gender earnings gap among drivers. The uniqueness of our data - knowing exactly the production and compensation functions - permits us to completely unpack the underlying determinants of the gender earnings gap. We find that the entire gender gap is caused by three factors: experience on the platform (learning-by-doing), preferences over where/when to work, and preferences for driving speed. This suggests that, as the gig economy grows and brings more flexibility in employment, women's relatively high opportunity cost of non-paid-work time and gender-based preference differences can perpetuate a gender earnings gap even in the absence of discrimination.

Anya Samek

Cited by*: 1 Downloads*: 57

The rising childhood obesity rate calls for interventions aimed at improving child food choice, and one recent innovation is the use of behavioral 'nudges.' We conducted a field experiment with over 1,400 children to measure the impact of interventions based on two behavioral theories: reciprocity and theories of self-control. The interventions were implemented in the classroom prior to observing choices between a healthy and less healthy milk choice in the cafeteria. We found that small, unconditional gifts (triggering reciprocity) increased the choice of the healthier milk by 15 percentage points relative to a control group. Giving the option to set a goal (an internal commitment device) was most effective for the younger children and increased the choice of the healthier milk by 10 percentage points. About two thirds of children made a goal to select the healthier milk, and almost 90 percent followed through with their goal. We also see an impact of health information delivered by teachers. Our results have implications for policy and practice, since low cost interventions implemented at school may have an impact on what kids choose to eat and in turn on obesity rates.

Eliana Carranza, Robyn Meeks

Cited by*: 0 Downloads*: 57

Overloaded electrical systems are a major source of unreliable power (outages) in developing countries. Using a randomized saturation design, we estimate the impact of energy efficient lightbulbs on household electricity consumption and local electricity reliability. Receiving compact fluorescent lightbulbs (CFLs) significantly reduced household electricity consumption. Estimates not controlling for spillovers in take-up underestimate the impacts of the CFLs, as control households near the treated are likely to take-up CFLs themselves. Greater saturation of CFLs within a transformer leads to aggregate reliability impacts of two fewer days per month without electricity due to unplanned outages relative to pure controls. Increased electricity reliability permits households to consume more electricity services, suggesting that CFL treatment results in technological externalities. The spillovers in take-up and technological externalities that we document may provide an additional explanation for the gap between empirical and engineering estimates of the impacts of energy efficient technologies.

Rachel Croson, Americus Reed, Jen Shang

Cited by*: 1 Downloads*: 54

Information is presented about a presentation at the Advances in Consumer Research North American Conference on social information and marketing environments in donation behavior. Topics in the presentation include activated identities in decision-making, contextual cues in donation behavior, and gender identity in informers and targets of social information. Field experiments on radio pledges are also described.

Chris Arnot, Peter C Boxall, Sean B Cash

Cited by*: 43 Downloads*: 54

The existing literature on socially responsible purchasing relies heavily on stated preference measures elicited through surveys that utilize hypothetical market choices. This paper explores consumers' revealed purchasing behavior with regard to fair trade coffee and is apparently the first to do so in an actual market setting. In a series of experiments, we investigated differences in consumer responsiveness to relative price changes in fair trade and non-fair trade brewed coffees. In order to minimize the hypothetical bias that may be present in some experimental settings, we conducted our experiments in cooperation with a vendor who allowed us to vary prices in an actual coffee shop. Using a choice model, we found that purchasers of fair trade coffee were much less price responsive than those of other coffee products. The demonstration of low sensitivity to price suggests that the market premiums identified by stated preference studies do indeed exist and are not merely artifacts of hypothetical settings.

Anya Samek

Cited by*: 0 Downloads*: 54

The gender difference in competitiveness has been cited as an important factor driving the gender gap in labor market outcomes. Using a natural field experiment with 35,000 university students, I explore the impact of compensation scheme on willingness to apply for a job. I find that competitive compensation schemes disproportionately deter women from applying, which cannot be explained by differences in risk preferences alone. I also vary whether the job is introduced as helping a non-profit, which increases application rates, suggesting a role for social preferences in application decisions. Finally, I observe a correlation between competitiveness preferences and career choice.

Peter A Riach, Judith Rich

Cited by*: 16 Downloads*: 52

Sexual discrimination in invitation to job interview was tested by a controlled experimental method of send ing carefully-matched pairs of letters in response to newspaper adver tisements-one from a female and one from a male applicant. On 363 of the occasions, when invitations were issued, the applicants were trea ted equally, but there were 144 occasions of differential treatment. Females encountered discrimination 40 percent more frequently than ma les. Discrimination against females was statistically significant for the data in aggregate and for two of the seven occupations involved- gardener and computer analyst-programmer.

Paul Glewwe, Michael Kremer, Sylvie Moulin

Cited by*: 8 Downloads*: 51

Although there is intense debate about the effect of increased expenditure on education in developed countries, there is widespread consensus that provision of textbooks can substantially increase test scores in developing countries. This paper evaluates a program through which a Dutch non-profit organization provided textbooks to 25 rural Kenyan primary schools that were chosen randomly from a group of 100 candidate schools. After one school year, average test scores did not differ substantially between program and comparison schools. However, for those students in the top quintile of the distribution of initial academic achievement, the program raised test scores by at least 0.2 standard deviations.

John A List, Robert D Metcalfe, Michael K Price, Florian Rundhammer

Cited by*: 0 Downloads*: 51

The literature has shown the power of social norms to promote residential energy conservation, particularly among high usage users. This study uses a natural field experiment with nearly 200,000 US households to explore whether a financial rewards program can complement such approaches. We observe strong impacts of financial rewards, particularly amongst low-usage and low-variance households, customers who typically are less responsive to normative messaging. Our data thus suggest important policy complementarities between behavioral and financial incentives: whereas non-pecuniary interventions disproportionally affect intense users, financial incentives are able to affect substantially low-user, "sticky households."

Joshua D Angrist, Eric Bettinger, Erik Bloom, Elizabeth King, Michael Kremer

Cited by*: 124 Downloads*: 50

Colombia's PACES program provided over 125,000 pupils from poor neighborhoods with vouchers that covered approximately half the cost of private secondary school. Since many vouchers were allocated by lottery, we use differences in outcomes between lottery winners and losers to assess program effects. Three years into the program, lottery winners were 15 percentage points more likely to have attended private school, had completed .1 more years of schooling, and were about 10 percentage points more likely to have finished 8 th grade, primarily because they were less likely to repeat grades. The program did not significantly affect dropout rates. Lottery winners scored .2 standard deviations higher on standardized tests. There is some evidence that winners worked less than losers and were less likely to marry or cohabit as teenagers. On average, lottery winners increased their educational expenditure by about 70% of the value of the voucher. Since winners also worked less, they devoted more total resources to education. Compared to an equivalent expansion of the public education system, the voucher program increased annual government educational expenditure by about $24 per winner. But the costs to the government and to participants were probably much less than the increase in winners' earnings due to greater educational attainment.

Eric Floyd, John A List

Cited by*: 2 Downloads*: 49

The gold standard in the sciences is uncovering causal relationships. A growing literature in economics utilizes field experiments as a methodology to establish causality between variables. Taking lessons from the economics literature, this study provides an "A-to-Z" description of how to conduct field experiments in accounting and finance. We begin by providing a user's guide into what a field experiment is, what behavioral parameters field experiments identify, and how to efficiently generate and analyze experimental data. We then provide a discussion of extant field experiments that touch on important issues in accounting and finance, and we also review areas that have ample opportunities for future field experimental explorations. We conclude that the time is ripe for field experimentation to deepen our understanding of important issues in accounting and finance.

Gerald Pruckner, Rupert Sausgruber

Cited by*: 1 Downloads*: 48

A publisher uses an honor-system for selling a newspaper in the street. The customers make payments into a cash-box, but can also just take the paper without paying. Payments are not monitored and highly anonymous; hence customers exhibit trustworthiness if they pay for the paper. We run a natural field experiment to identify motives behind payments. The experiment reveals that trustworthiness is based on a social rather than a legal norm. Additional survey questions serve to identify individual-specific components of trustworthiness. We find effects of gender, age, family status, church attendance, measures of reciprocity, social connectedness, and social risk.

David H Reiley, Anya Samek

Cited by*: 5 Downloads*: 47

Direct mail fundraisers commonly provide a set of suggested donation amounts to potential donors, in addition to the option of writing in an amount. Yet little systematic evidence exists about the causal effects of suggested donation amounts on giving behavior. To this end, we conducted a field experiment on a direct mail solicitation to nearly 15,000 members of three public broadcasting stations. We varied (1) the vector of suggested amounts, and (2) whether the suggested amounts were fixed or varied as a proportion of the individual's previous donation. We find that increasing the vector of suggested amounts by about 20 percent statistically significantly reduces the overall probability of giving by about 15 percent. The overall impact on revenue is less clear, but appears to be somewhat negative. Higher suggested amounts also lead to write in amounts representing a greater proportion of donations. We attribute our result to the apparent cognitive cost of writing in a preferred amount that differs from a suggested amount. A second field experiment, in which we alter only one of the suggested amounts, gives evidence consistent with that theory and with the idea that donors prefer to give round numbers, as we see donors significantly more likely to give amounts of $90 or higher when suggested $100 versus $95.

John A List, Michael K Price

Cited by*: 14 Downloads*: 45

The economics literature suggests that enhanced social connection can increase trust amongst agents, which can ultimately lead to more efficient economic outcomes, including increased provision of public goods. This study provides a test of whether social connectedness (proxied via agent similarities in race and gender) influences giving to a charitable fundraiser. Using data gathered from more than 2000 households approached in an actual door-to-door fundraising drive, we find limited evidence of the importance of such social connections. A robust result in the data, however, is that our minority solicitors, whether approaching a majority or minority household, are considerably less likely to obtain a contribution, and conditional on securing a contribution, gift size is lower than their majority counterparts receive.

Alan S Gerber, Donald P Green

Cited by*: 15 Downloads*: 45

We report the results of a randomized field experiment involving approximately 30,000 registered voters in New Haven, Connecticut. Nonpartisan get-out-the-vote messages were conveyed through personal canvassing, direct mail, and telephone calls shortly before the November 1998 election. A variety of substantive messages were used. Voter turnout was increased substantially by personal canvassing, slightly by direct mail, and not at all by telephone calls. These findings support our hypothesis that the long-term retrenchment in voter turnout is partly attributable to the decline in face-to-face political mobilization.