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Showing papers in "The Review of Economic Studies in 2019"


Journal ArticleDOI
TL;DR: In this article, the causal effect of refugee migration on voting outcomes in parliamentary and municipal elections in Denmark has been investigated by exploiting a policy that assigned refugee immigrants to municipalities on a quasi-random basis, finding that in all but the most urban municipalities, allocation of larger refugee shares between electoral cycles leads to an increase in the vote share for right-leaning parties with an anti-immigration agenda.
Abstract: To estimate the causal effect of refugee migration on voting outcomes in parliamentary and municipal elections in Denmark, our study is the first that addresses the key problem of immigrant sorting by exploiting a policy that assigned refugee immigrants to municipalities on a quasi-random basis. We find that in all but the most urban municipalities, allocation of larger refugee shares between electoral cycles leads to an increase in the vote share for right-leaning parties with an anti-immigration agenda, and we show large differences in voters’ responses to refugee allocation according to pre-policy municipal characteristics. However, in the largest and urban municipalities, refugee allocation has—if anything—the opposite effect on vote shares for anti-immigration parties. This coincides with a sharp divide in attitudes to refugees between urban and rural populations, which may be partly explained by distinctive interactions between natives and those with different background in cities and rural areas. Refugee allocation also has a large impact on the anti-immigration parties’ choice of where to stand for municipal election, and we provide some evidence that it influences voter turnout.

300 citations


Journal ArticleDOI
TL;DR: This paper used a large-scale field experiment in which they communicate to farmers using different members of social networks and found that farmers are most convinced by communicators who share a group identity with them, or who face comparable agricultural conditions.
Abstract: Low adoption of agricultural technologies holds large productivity consequences for developing countries. Many countries hire agricultural extension agents to communicate with farmers about new technologies, even though a large academic literature has established that information from social networks is a key determinant of product adoption. We incorporate social learning in extension policy using a large-scale field experiment in which we communicate to farmers using different members of social networks. We show that communicator own adoption and effort are susceptible to small performance incentives, and the social identity of the communicator influences others’ learning and adoption. Farmers appear most convinced by communicators who share a group identity with them, or who face comparable agricultural conditions. Exploring the incentives for injection points in social networks to experiment with and communicate about new technologies can take the influential social learning literature in a more policy-relevant direction.

195 citations


Journal ArticleDOI
TL;DR: In this article, the authors investigate how consumers' home price expectations respond to past home price growth, and how they impact investment decisions after eliciting respondents' priors about past and future local home price changes, and then re-elicit expectations.
Abstract: Home price expectations are believed to play an important role in housing dynamics, yet we have limited understanding of how they are formed and how they affect behaviour Using a unique “information experiment” embedded in an online survey, this article investigates how consumers’ home price expectations respond to past home price growth, and how they impact investment decisions After eliciting respondents’ priors about past and future local home price changes, we present a random subset of them with factual information about past (one- or five-year) changes, and then re-elicit expectations This unique “panel” data allows us to identify causal effects of the information, and provides insights on the expectation formation process We find that, on average, year-ahead home price expectations are revised in a way consistent with short-term momentum in home price growth, though respondents tend to underpredict the strength of momentum Revisions of longer-term expectations show that respondents do not expect the empirically-occurring mean reversion in home price growth These patterns are in line with recent behavioural models of housing cycles Finally, we show that home price expectations causally affect investment decisions in a portfolio choice experiment embedded in the survey

165 citations


Journal ArticleDOI
TL;DR: In this paper, the authors use cross-state panel and cross-U.S. commuting-zone data to look at the relationship between innovation, top income inequality and social mobility.
Abstract: In this article, we use cross-state panel and cross-U.S. commuting-zone data to look at the relationship between innovation, top income inequality and social mobility. We find positive correlations between measures of innovation and top income inequality. We also show that the correlations between innovation and broad measures of inequality are not significant. Next, using instrumental variable analysis, we argue that these correlations at least partly reflect a causality from innovation to top income shares. Finally, we show that innovation, particularly by new entrants, is positively associated with social mobility, but less so in local areas with more intense lobbying activities.

153 citations


Journal ArticleDOI
TL;DR: The impact of scientific grant funding at the National Institutes of Health on patenting by pharmaceutical and biotechnology firms is quantified and a method for flexibly linking specific grant expenditures to private-sector innovations is developed.
Abstract: We quantify the impact of scientific grant funding at the National Institutes of Health (NIH) on patenting by pharmaceutical and biotechnology firms. Our paper makes two contributions. First, we use newly constructed bibliometric data to develop a method for flexibly linking specific grant expenditures to private-sector innovations. Second, we take advantage of idiosyncratic rigidities in the rules governing NIH peer review to generate exogenous variation in funding across research areas. Our results show that NIH funding spurs the development of private-sector patents: a $10 million boost in NIH funding leads to a net increase of 2.3 patents. Though valuing patents is difficult, we report a range of estimates for the private value of these patents using different approaches.

152 citations


Journal ArticleDOI
TL;DR: In this article, the authors provide a direct empirical estimate of firms' price responses to changes in competitor prices and find evidence of substantial heterogeneity in these elasticities across firms, with large firms exhibiting strong strategic complementarities, responding to both competitor price changes and their own cost shocks with roughly equal elasticities of around 0.5.
Abstract: How strong are strategic complementarities in price setting across firms? In this article, we provide a direct empirical estimate of firms’ price responses to changes in competitor prices. We develop a general theoretical framework and an empirical identification strategy, taking advantage of a new micro-level dataset for the Belgian manufacturing sector. We find strong evidence of strategic complementarities, with a typical firm adjusting its price with an elasticity of 0.4 in response to its competitors’ price changes and with an elasticity of 0.6 in response to its own cost shocks. Furthermore, we find evidence of substantial heterogeneity in these elasticities across firms. Small firms exhibit no strategic complementarities in price setting and complete cost pass-through. In contrast, large firms exhibit strong strategic complementarities, responding to both competitor price changes and their own cost shocks with roughly equal elasticities of around 0.5. We show that this pattern of heterogeneity in markup variability across firms is important for explaining the aggregate markup response to international shocks and the observed low exchange rate pass-through into domestic prices.

126 citations


Journal ArticleDOI
TL;DR: The authors show that rational inattentive behavior implies the formation of consideration sets, i.e., a subset of the available alternatives will be considered for choice, whereas in simple settings, chosen options are those that are best on a stand-alone basis and in richer settings, the consideration set can only be identified holistically.
Abstract: We unite two basic approaches to modelling limited attention in choice by showing that the rational inattention model implies the formation of consideration sets—only a subset of the available alternatives will be considered for choice. We provide necessary and sufficient conditions for rationally inattentive behaviour which allow the identification of consideration sets. In simple settings, chosen options are those that are best on a stand-alone basis. In richer settings, the consideration set can only be identified holistically. In addition to payoffs, prior beliefs impact consideration sets. Linear inequalities identify all priors consistent with each possible consideration set.

116 citations


Journal ArticleDOI
TL;DR: In this article, the authors examined the effect of cash versus in-kind transfers on local prices and found that prices are significantly lower under inkind transfers compared to cash transfers; relative to the control group, in kind transfers caused a 4% fall in prices while cash transfers cause a positive but negligible increase in prices.
Abstract: This article examines the effect of cash versus in-kind transfers on local prices. Both types of transfers increase the demand for normal goods; in-kind transfers also increase supply in recipient communities, which could lead to lower prices than under cash transfers. We test and confirm this prediction using a programme in Mexico that randomly assigned villages to receive boxes of food (trucked into the village), equivalently-valued cash transfers, or no transfers. We find that prices are significantly lower under in-kind transfers compared to cash transfers; relative to the control group, in-kind transfers cause a 4% fall in prices while cash transfers cause a positive but negligible increase in prices. In the more economically developed villages in the sample, households’ purchasing power is only modestly affected by these price effects. In the less developed villages, the price effects are much larger in magnitude, which we show is due to these villages being less tied to the outside economy and having less competition among local suppliers.

110 citations


Journal ArticleDOI
TL;DR: In this paper, a general model of production and sourcing at multi-product firms is proposed to reconcile the relationship between firm productivity and the number of exported products observed in the data, several demand and supply-side extensions are more successful.
Abstract: Large multi-product firms dominate international trade flows. This paper documents new facts about multi-product manufacturing exporters that are not easily reconciled with existing multi-product models. Using novel linked production and export data at the firm-product level, we find that the overwhelming majority of manufacturing firms export products that they do not produce. Three quarters of the exported products and thirty percent of export value from Belgian manufacturers are in goods that are not produced by the firm, so-called Carry-Along Trade (CAT). The number of CAT products is strongly increasing in firm productivity while the number of produced products that are exported is weakly increasing in firm productivity. We propose a general model of production and sourcing at multi-product firms. While the baseline model fails to reconcile the relationships between firm productivity and the numbers of exported products observed in the data, several demand and supply-side extensions to the model are more successful. Looking at export price data, we find support for a novel theoretical extension based on demand-scope complementarities.

100 citations


Journal ArticleDOI
TL;DR: In this paper, the authors developed a model explaining how criminal organizations strategically use pre-electoral violence as a way of influencing electoral results and politicians' behavior, and characterized the incentives to use such violence under different levels of electoral competition and different electoral rules.
Abstract: We develop a model explaining how criminal organizations strategically use pre-electoral violence as a way of influencing electoral results and politicians’ behaviour. We then characterize the incentives to use such violence under different levels of electoral competition and different electoral rules. Our theory is consistent with the empirical evidence within Sicily and across Italian regions. Specifically, the presence of organized crime is associated with abnormal spikes in violence against politicians before elections—particularly when the electoral outcome is more uncertain—which in turn reduces voting for parties opposed by criminal organizations. Using a very large data set of parliamentary debates, we also show that violence by the Sicilian Mafia reduces anti-Mafia efforts by members of parliament appointed in Sicily, particularly from the parties that traditionally oppose the Mafia.

95 citations


Journal ArticleDOI
Lint Barrage1
TL;DR: In this paper, the authors theoretically characterizes and quantifies optimal carbon taxes in a dynamic general equilibrium climate-economy model with distortionary fiscal policy, showing that the optimal carbon tax schedules are 8-24% lower when there are distortionary taxes, compared to the setting with lump-sum taxes.
Abstract: How should carbon be taxed as a part of fiscal policy? The literature on optimal carbon pricing often abstracts from other taxes. However, when governments raise revenues with distortionary taxes, carbon levies have fiscal impacts. While they raise revenues directly, they may shrink the bases of other taxes (e.g. by decreasing employment). This article theoretically characterizes and then quantifies optimal carbon taxes in a dynamic general equilibrium climate–economy model with distortionary fiscal policy. First, this article establishes a novel theoretical relationship between the optimal taxation of carbon and of capital income. This link arises because carbon emissions destroy natural capital: they accumulate in the atmosphere and decrease future output. Consequently, this article shows how the standard logic against capital income taxes extends to distortions on environmental capital investments. Second, this article characterizes optimal climate policy in sub-optimal fiscal settings where income taxes are constrained to remain at their observed levels. Third, this article presents a detailed calibration that builds on the seminal DICE approach but adds features essential for a setting with distortionary taxes, such as a differentiation between climate change production impacts (e.g. on agriculture) and direct utility impacts (e.g. on biodiversity existence value). The central quantitative finding is that optimal carbon tax schedules are 8–24% lower when there are distortionary taxes, compared to the setting with lump-sum taxes considered in the literature.

Journal ArticleDOI
TL;DR: In this article, the authors developed a new methodology to estimate the elasticity of urban costs with respect to city population using French house and land price data, and they found that the cost elasticity increases with city population with an estimate of about 0.03 for an urban area with 100,000 inhabitants to 0.08 for a city of the size of Paris.
Abstract: We develop a new methodology to estimate the elasticity of urban costs with respect to city population using French house and land price data. After handling a number of estimation concerns, we find that the elasticity of urban costs increases with city population with an estimate of about 0.03 for an urban area with 100,000 inhabitants to 0.08 for an urban area of the size of Paris. Our approach also yields a number of intermediate outputs of independent interest such as the share of housing in expenditure, the elasticity of unit house and land prices with respect to city population, and within-city distance gradients for house and land prices.

Journal ArticleDOI
TL;DR: The authors investigate the time-inconsistent taste for immediate gratification and future preference misprediction and find evidence of "projection bias" that participants wished to complete 4-12% fewer tasks when decisions were elicited right after completing tasks rather than before.
Abstract: We experimentally investigate the time-inconsistent taste for immediate gratification and future-preference misprediction. Across 7 weeks, 100 participants choose the number of unpleasant transcription tasks given various wages to complete immediately and at different future dates. Participants preferred 10–12% fewer tasks in the present compared to any future date, leading to an estimated β of 0.83⁠. Comparing predictions with actual immediate-work choices provides evidence against substantial sophistication, with estimates implying that participants understand no more than 24% of their present bias. Finally, we find evidence of “projection bias”: participants wished to complete 4–12% fewer tasks when decisions were elicited right after completing tasks rather than before.

Journal ArticleDOI
TL;DR: In this article, the authors show that people's knowledge of who are highly central individuals and good seeds can be explained by a model in which community members simply track how often they hear gossip about others.
Abstract: Can we identify highly central individuals in a network without collecting network data, simply by asking community members? Can seeding information via such nominated individuals lead to significantly wider diffusion than via randomly chosen people, or even respected ones? In two separate large field experiments in India, we answer both questions in the affirmative. In particular, in 521 villages in Haryana, we provided information on monthly immunization camps to either randomly selected individuals (in some villages) or to individuals nominated by villagers as people who would be good at transmitting information (in other villages). We find that the number of children vaccinated every month is 22% higher in villages in which nominees received the information. We show that people’s knowledge of who are highly central individuals and good seeds can be explained by a model in which community members simply track how often they hear gossip about others. Indeed, we find in a third data set that nominated seeds are central in a network sense, and are not just those with many friends or in powerful positions.

Journal ArticleDOI
TL;DR: In this article, the authors exploit a natural historical experiment where large numbers of male convicts and far fewer female convicts were sent to Australia in the 18th and 19th centuries and demonstrate that the consequences of uneven sex ratios on cultural attitudes, labour supply decisions, and occupational choices can persist in the long run.
Abstract: We document the short- and long-run effects of male-biased sex ratios. We exploit a natural historical experiment where large numbers of male convicts and far fewer female convicts were sent to Australia in the 18th and 19th centuries. In areas with more male-biased sex ratios, women were historically more likely to get married and less likely to work outside the home. In these areas today, both men and women continue to have more conservative attitudes towards women working, and women work fewer hours outside the home. While these women enjoy more leisure, they are also less likely to work in high-ranking occupations. We demonstrate that the consequences of uneven sex ratios on cultural attitudes, labour supply decisions, and occupational choices can persist in the long run, well after sex ratios are back to the natural rate. We document the roles of vertical cultural transmission and marriage homogamy in sustaining this cultural persistence.

Journal ArticleDOI
TL;DR: The authors found that the present-day demand for finance is lower in German counties where historical antisemitism was higher, compared to otherwise similar counties, and that households in counties with high historical anti-Semitism have similar saving rates but invest less in stocks, hold lower saving deposits, and are less likely to get a mortgage to finance homeownership.
Abstract: Historically, European Jews have specialized in financial services while being the victims of antisemitism. We find that the present-day demand for finance is lower in German counties where historical antisemitism was higher, compared to otherwise similar counties. Households in counties with high historical antisemitism have similar saving rates but invest less in stocks, hold lower saving deposits, and are less likely to get a mortgage to finance homeownership after controlling for wealth and a rich set of current and historical covariates. Present-day antisemitism and supply-side forces do not fully explain the results. Households in counties where historical antisemitism was higher distrust the financial sector more—a potential cultural externality of historical antisemitism that reduces wealth accumulation in the long run.

Journal ArticleDOI
TL;DR: In this article, the authors used a nationwide stakeholder survey and rich administrative data on elite civil servants in India to find evidence that officers who cannot reach the seniormost positions before they retire are perceived to be less effective and are more likely to be suspended and this effect is weakened by a reform that extends the retirement age.
Abstract: Bureaucracies are configured differently to private sector and political organizations. Across a wide range of civil services entry is competitive, promotion is constrained by seniority, jobs are for life, and retirement occurs at a fixed age. This implies that older entering officers, who are less likely to attain the glittering prize of reaching the top of the bureaucracy before they retire, may be less motivated to exert effort. Using a nationwide stakeholder survey and rich administrative data on elite civil servants in India, we provide evidence that: (i) officers who cannot reach the senior-most positions before they retire are perceived to be less effective and are more likely to be suspended and (ii) this effect is weakened by a reform that extends the retirement age. Together, these results suggest that the career incentive of reaching the top of a public organization is a powerful determinant of bureaucrat performance.

Journal ArticleDOI
TL;DR: In this article, the authors characterize the escape dynamics by drawing on the theory of large deviations, developing new results which make this theory directly applicable in a class of learning models and illustrate their results with two simple examples.
Abstract: This article illustrates and characterizes how adaptive learning can lead to recurrent large fluctuations. Learning models have typically focused on the convergence of beliefs towards an equilibrium. However in stochastic environments, there may be rare but recurrent episodes where shocks cause beliefs to escape from the equilibrium, generating large movements in observed outcomes. I characterize the escape dynamics by drawing on the theory of large deviations, developing new results which make this theory directly applicable in a class of learning models. The likelihood, frequency, and most likely direction of escapes are all characterized by a deterministic control problem. I illustrate my results with two simple examples.

Journal ArticleDOI
TL;DR: In this article, a simple reduced-form model of migrations is proposed to isolate the causal effect of ancestry on FDI, showing that doubling the number of residents with ancestry from a given foreign country relative to the mean increases the probability that at least one local firm engages in FDI with that country by 4 percentage points.
Abstract: We use 130 years of data on historical migrations to the U.S. to show a causal effect of the ancestry composition of U.S. counties on foreign direct investment (FDI) sent and received by local firms. To isolate the causal effect of ancestry on FDI, we build a simple reduced-form model of migrations: Migrations from a foreign country to a U.S. county at a given time depend on (1) a push factor, causing emigration from that foreign country to the entire U.S., and (2) a pull factor, causing immigration from all origins into that U.S. county. The interaction between time-series variation in origin-specific push factors and destination-specific pull factors generates quasi-random variation in the allocation of migrants across U.S. counties. We find that doubling the number of residents with ancestry from a given foreign country relative to the mean increases the probability that at least one local firm engages in FDI with that country by 4 percentage points. We present evidence that this effect is primarily driven by a reduction in information frictions, and not by better contract enforcement, taste similarities, or a convergence in factor endowments.

Journal ArticleDOI
TL;DR: This article studied the impact of the integration of women in US policing between the late 1970s and early 1990s on violent crime reporting and domestic violence escalation and found that female officers improved police quality using crime victimization data, finding that as female representation increases among officers in an area, violent crimes against women in that area, and especially domestic violence, are reported to the police at significantly higher rates.
Abstract: We study the impact of the integration of women in US policing between the late 1970s and early 1990s on violent crime reporting and domestic violence escalation Along these two key dimensions, we find that female officers improved police quality Using crime victimization data, we find that as female representation increases among officers in an area, violent crimes against women in that area, and especially domestic violence, are reported to the police at significantly higher rates There are no such effects for violent crimes against men or from increases in the female share among civilian police employees Furthermore, we find evidence that female officers help prevent the escalation of domestic violence Increases in female officer representation are followed by significant declines in intimate partner homicide rates and in rates of repeated domestic abuse These effects are all consistent between fixed effects models with controls for economic and policy variables and models that focus exclusively on increases in female police employment driven by externally imposed affirmative action plans resulting from employment discrimination cases

Journal ArticleDOI
TL;DR: This paper showed that the French hiring credit, implemented during the Great Recession, had significant positive employment effects and no effects on wages, and that the cost per job created by permanent hiring credits, either countercyclical or time invariant, in an environment with flexible wages would have been much higher.
Abstract: This article analyses the effectiveness of hiring credits. Using comprehensive administrative data, we show that the French hiring credit, implemented during the Great Recession, had significant positive employment effects and no effects on wages. Relying on the quasi-experimental variation in labour cost triggered by the hiring credit, we estimate a structural search and matching model. Simulations of counterfactual policies show that the effectiveness of the hiring credit relied to a large extent on three features: it was non-anticipated, temporary and targeted at jobs with rigid wages. We estimate that the cost per job created by permanent hiring credits, either countercyclical or time-invariant, in an environment with flexible wages would have been much higher.

ReportDOI
TL;DR: The authors developed a new approach to estimate the Elasticity of Intertemporal Substitution (EIS) by using a novel source of quasi-experimental variation in interest rates, and developed a dynamic model that links these empirical moments to the underlying structural EIS.
Abstract: Using a novel source of quasi-experimental variation in interest rates, we develop a new approach to estimating the Elasticity of Intertemporal Substitution (EIS). In the U.K., the mortgage interest rate features discrete jumps—notches—at thresholds for the loan-to-value (LTV) ratio. These notches generate large bunching below the critical LTV thresholds and missing mass above them. We develop a dynamic model that links these empirical moments to the underlying structural EIS. The average EIS is small, around 0.1, and quite homogeneous in the population. This finding is robust to structural assumptions and can allow for uncertainty, a wide range of risk preferences, portfolio reallocation, liquidity constraints, present bias, and optimization frictions. Our findings have implications for the numerous calibration studies that rely on larger values of the EIS.

Journal ArticleDOI
TL;DR: This article proposed a strategic framework to account for fertility choices in polygamous households and found that children are strategic complements between co-wives, and that one wife raises her fertility in response to an increase by the other wife.
Abstract: This paper proposes a strategic framework to account for fertility choices in polygamous households. A theoretical model specifies the main drivers of fertility in the African context and describes how the fertility of one wife might impact the behavior of her co-wives. It generates predictions to test for strategic interactions. Exploiting original data from a household survey and the Demographic and Health Surveys in Senegal, empirical tests show that children are strategic complements. One wife raises her fertility in response to an increase by the other wife, because children are the best claim to resources controlled by the husband. This result is the first quantitative evidence of a reproductive rivalry between co-wives. It suggests that the sustained high level of fertility in Africa does not merely reect women's lack of control over births, as is often argued, but also their incentives to have many children. This paper also contributes to the literature on household behavior as one of the few attempts to open the black box of non-nuclear families.

Journal ArticleDOI
TL;DR: In this paper, the authors study public goods provision established through new laws in German cities during the 1500s and find support for a causal interpretation of the relationship between legal change, human capital, and growth.
Abstract: What are the origins and consequences of the state as a provider of public goods? We study public goods provision established through new laws in German cities during the 1500s. Cities that adopted the laws subsequently began to differentially produce and attract human capital and to grow faster. Legal change occurred where ideological competition introduced by the Protestant Reformation interacted with local politics. We study plagues that shifted local politics in a narrow period as sources of exogenous variation in public goods institutions, and find support for a causal interpretation of the relationship between legal change, human capital, and growth.

Journal ArticleDOI
TL;DR: The authors empirically studied the effects of broadband internet diffusion on local election outcomes and on local government policies using rich data from the U.K. and found that the internet has displaced other media with greater news content (i.e. radio and newspapers), thereby decreasing voter turnout, most notably among less-educated and younger individuals.
Abstract: We empirically study the effects of broadband internet diffusion on local election outcomes and on local government policies using rich data from the U.K. Our analysis shows that the internet has displaced other media with greater news content (i.e. radio and newspapers), thereby decreasing voter turnout, most notably among less-educated and younger individuals. In turn, we find suggestive evidence that local government expenditures and taxes are lower in areas with greater broadband diffusion, particularly expenditures targeted at less-educated voters. Our findings are consistent with the idea that voters’ information plays a key role in determining electoral participation, government policies, and government size.

Journal ArticleDOI
TL;DR: In this article, the authors provide a general theoretical characterization of how firms' technology choice on a technology frontier determines the long-run elasticity of substitution between capital and labour, and show that the use of their production technology provides a good match for the short and medium-run behaviour of the U.S. labour share.
Abstract: We provide a general theoretical characterization of how firms’ technology choice on a technology frontier determines the long-run elasticity of substitution between capital and labour. We show that the shape of the frontier determines factor shares and the elasticity of substitution between capital and labour. If there are adjustment costs to technology choice, the short- and long-run elasticities differ, with the long-run always higher. If the technology frontier is log-linear, the production function becomes Cobb–Douglas in the long run but, consistent with empirical evidence, short-run dynamics are characterized by gross complementarity. The approach is easily implementable and yields a powerful way to introduce CES-type production functions in macroeconomic models. We provide an illustration within an estimated dynamic general equilibrium model and show that the use of our production technology provides a good match for the short- and medium-run behaviour of the U.S. labour share.

Journal ArticleDOI
TL;DR: The authors found that peer pressure reduces takeup of an SAT prep package virtually identically across two very different high school settings and found that the effects arise from very distinct mechanisms: a desire to hide effort in one setting and a need to hide low ability in the other.
Abstract: We model and test two school-based peer cultures: one that stigmatizes effort and one that rewards ability. The model shows that either may reduce participation in educational activities when peers can observe participation and performance. We design a field experiment that allows us to test for, and differentiate between, these two concerns. We find that peer pressure reduces takeup of an SAT prep package virtually identically across two very different high school settings. However, the effects arise from very distinct mechanisms: a desire to hide effort in one setting and a desire to hide low ability in the other.

Journal ArticleDOI
TL;DR: In this article, the authors show that a first-order bias emerges when the number of included covariates is large relative to the square root of sample size, rendering standard inference procedures invalid.
Abstract: We study the implications of including many covariates in a first-step estimate entering a two-step estimation procedure. We find that a first-order bias emerges when the number of included covariates is “large” relative to the square-root of sample size, rendering standard inference procedures invalid. We show that the jackknife is able to estimate this “many covariates” bias consistently, thereby delivering a new automatic bias-corrected two-step point estimator. The jackknife also consistently estimates the standard error of the original two-step point estimator. For inference, we develop a valid post-bias-correction bootstrap approximation that accounts for the additional variability introduced by the jackknife bias-correction. We find that the jackknife bias-corrected point estimator and the bootstrap post-bias-correction inference perform excellent in simulations, offering important improvements over conventional two-step point estimators and inference procedures, which are not robust to including many covariates. We apply our results to an array of distinct treatment effect, policy evaluation, and other applied microeconomics settings. In particular, we discuss production function and marginal treatment effect estimation in detail.

Journal ArticleDOI
TL;DR: In this paper, the authors developed a method to estimate and simulate the adoption of a network good by using transaction data from nearly the entire network of Rwandan mobile phone subscribers at the time, over 4.5 years.
Abstract: This article develops a method to estimate and simulate the adoption of a network good. I estimate demand for mobile phones as a function of individuals’ social networks, coverage, and prices, using transaction data from nearly the entire network of Rwandan mobile phone subscribers at the time, over 4.5 years. I estimate the utility of adopting a phone based on its eventual usage: subscribers pay on the margin, so calls reveal the value of communicating with each contact. I use this structural model to simulate the effects of two policies. A requirement to serve rural areas lowered operator profits but increased net social welfare. Developing countries heavily tax mobile phones, but standard metrics that neglect network effects grossly understate the true welfare cost in a growing network, which is up to 3.12 times the revenue raised. Shifting from handset to usage taxes would have increased the surplus of poorer users by at least 26%.

Journal ArticleDOI
TL;DR: In this paper, the authors study platform markets in which the information about users' preferences is dispersed and show how the dispersion of information introduces idiosyncratic uncertainty about participation decisions and how the latter shapes the elasticity of the demands and the equilibrium prices.
Abstract: We study platform markets in which the information about users’ preferences is dispersed. First, we show how the dispersion of information introduces idiosyncratic uncertainty about participation decisions and how the latter shapes the elasticity of the demands and the equilibrium prices. We then study the effects on profits, consumer surplus, and welfare of platform design, blogs, forums, conferences, advertising campaigns, post-launch disclosures, and other information management policies affecting the agents’ ability to predict participation decisions on the other side of the market.