Damian Kozbur, Inference in additively separable models with a high-dimensional set of conditioning variables, In: Working paper series / Department of Economics, No. 284, 2018. (Working Paper)
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This paper studies nonparametric series estimation and inference for the effect of a single variable of interest x on an outcome y in the presence of potentially high-dimensional conditioning variables z. The context is an additively separable model E[y|x, z] = g0(x) + h0(z). The model is high-dimensional in the sense that the series of approximating functions for h0(z) can have more terms than the sample size, thereby allowing z to have potentially very many measured characteristics. The model is required to be approximately sparse: h0(z) can be approximated using only a small subset of series terms whose identities are unknown. This paper proposes an estimation and inference method for g0(x) called Post-Nonparametric Double Selection which is a generalization of Post-Double Selection. Standard rates of convergence and asymptotic normality for the estimator are shown to hold uniformly over a large class of sparse data generating processes. A simulation study illustrates finite sample estimation properties of the proposed estimator and coverage properties of the corresponding confidence intervals. Finally, an empirical application estimating convergence in GDP in a country-level crosssection demonstrates the practical implementation of the proposed method. |
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Arnd Heinrich Klein, Armin Schmutzler, Optimal effort incentives in dynamic tournaments, In: Working paper series / Department of Economics, No. 175, 2014. (Working Paper)
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This paper analyzes two-stage rank-order tournaments. A principal decides (i) how to spread prize money across the two periods, (ii) how to weigh performance in the two periods when awarding the second-period prize, and (iii) whether to reveal performance after the first period. The information revelation policy depends exclusively on properties of the effort cost function. The principal always puts a positive weight on first-period performance in the second period. The size of the weight and the optimal prizes depend on properties of the observation error distribution; they should be chosen so as to strike a balance between the competitiveness of first- and second-period tournaments. In particular, the principal sets no first-period prize unless the observations in period one are considerably more precise than in period two. |
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David Autor, David Dorn, Gordon Hanson, Untangling trade and technology: Evidence from local labor markets, In: NBER Working Paper Series, No. 18938, 2013. (Working Paper)
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We juxtapose the effects of trade and technology on employment in U.S. local labor markets between 1990 and 2007. Labor markets whose initial industry composition exposes them to rising Chinese import competition experience significant falls in employment, particularly in manufacturing and among non-college workers. Labor markets susceptible to computerization due to specialization in routine task-intensive activities experience significant occupational polarization within manufacturing and nonmanufacturing but no net employment decline. Trade impacts rise in the 2000s as imports accelerate, while the effect of technology appears to shift from automation of production activities in manufacturing towards computerization of information-processing tasks in non manufacturing. |
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Lea Cassar, Job mission as a substitute for monetary incentives: experimental evidence, In: Working paper series / Department of Economics, No. 177, 2014. (Working Paper)
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Are monetary and non-monetary incentives used as substitutes in motivating effort? I address this question in a laboratory experiment in which the choice of the job characteristics (i.e., the mission) is part of the compensation package that principals can use to influence agents' effort. Principals offer contracts that specify a piece rate and a charity - which can be either the preferred charity of the agent, or the one of the principal. The agents then exert a level of effort that generates a profit to the principal and a donation to the specified charity. My results show that the agents exert more effort than the level that maximizes their own pecuniary payoff in order to benefit the charity, especially their preferred one. The principals take advantage of this intrinsic motivation by offering lower piece rates and by using the choice of the charity as a substitute to motivate effort. However, I also find that because of fairness considerations, the majority of principals are reluctant to lower the piece rate below a fair threshold, making the substitution between monetary and non-monetary incentives imperfect. These findings have implications for the design of incentives in mission-oriented organizations and contribute to our understanding of job satisfaction and wage differentials across organizations and sectors. |
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Michael D König, Diffusion of behavior in dynamic networks, In: Working paper series / Department of Economics, No. 222, 2017. (Working Paper)
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We analyze binary choice models in communication networks, in which both, the formation of links in the network as well as the action choices are endogenous. We provide a complete characterization of the equilibrium action choices and networks, where agents choose their strategies – actions and links – according to a perturbed best response update rule. We show that a threshold exists in the linking cost and the conformity parameter, giving rise to either a sparse or a densely connected communication network. Moreover, we show how the theoretical model can be efficiently estimated using cross sectional data on agents choices and their network of interactions. |
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Michael D König, Technology cycles in dynamic R&D networks, In: Working paper series / Department of Economics, No. 178, 2014. (Working Paper)
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In this paper we study the coevolutionary dynamics of knowledge creation, diffusion and the formation of R&D collaboration networks. Differently to previous works, knowledge is not treated as an abstract scalar variable but represented by a portfolio of ideas that changes over time through innovations and knowledge spillovers between collaborating firms. The collaborations between firms, in turn, are dynamically adjusted based on the firms' expectations of learning a new technology from their collaboration partners. We analyze the behavior of this dynamic process and its convergence to a stationary state, in relation to the rates at which innovations and costly R&D collaboration opportunities arrive, and the rate of creative destruction leading to the obsolescence of existing tech- nologies. We quantify the innovation gains from collaborations, and show that there exists a critical level for the technology learning success probability in collaborations below which an economy with weak in-house R&D capabilities does not innovate even in the presence of R&D collaborations. More- over, we show that the interplay between knowledge diffusion and network formation can give rise to a cyclical pattern in the collaboration intensity, which can be described as a damped oscillation. We confirm this novel observation using an empirical sample of a large R&D collaboration network over the years 1985 to 2011. We then study the efficient network structure, compare it to the decentralized equilibrium structures generated, and design an optimal network policy to maximize welfare in the economy. Our efficiency analysis further allows us to study the effect of competition on innovation in R&D intensive industries where R&D collaborations between firms are commonly observed. |
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Amalia R Miller, Carmit Segal, Do female officers improve law enforcement quality? Effects on crime reporting and domestic violence escalation, In: UBS Center Working Paper Series, No. 9, 2014. (Working Paper)
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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. |
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Michelle Rendall, Franziska J Weiss, Employment polarization and the role of the apprenticeship system, In: UBS Center Working Paper Series, No. 10, 2014. (Working Paper)
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This paper studies the effects of the apprenticeship system on innovation and labor market polarization. A stylized model with two key features is developed: (1) apprentices are more productive due to industry-specific training, but (2) from the firm’s perspective, when training apprentices, technological innovation is costly since training becomes obsolete. Thus, apprentices correlate with slower adoption of skill-replacing technologies, but also less employment polarization. We test this hypothesis on German regions given local variation in apprenticeship systems until 1976. The results shows no employment polarization related to apprentices, but similar displacement of non-apprentices as in the US. |
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Daniel R Burghart, Thomas Epper, Ernst Fehr, The two faces of independence: betweenness and homotheticity, In: Working paper series / Department of Economics, No. 179, 2014. (Working Paper)
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Many studies document failures of expected utility’s key assumption, the independence axiom. Here, we show that independence can be decomposed into two distinct axioms – betweenness and homotheticity – and that these two axioms are necessary and sufficient for independence. Thus, independence can fail because homotheticity, betweenness, or both are violated. Most research has focused on models that assume subjects will violate both axioms or models that assume subjects will satisfy betweenness but violate homotheticity. Our decomposition of independence into betweenness and homotheticity allows us to show, however, that a significant share of subjects obey homotheticity but violate betweenness. Using data from a revealed preference experiment, and without making any parametric assumptions, we show that 1/3 of participants belong in the neglected class of preferences that violate independence but satisfy homotheticity, indicating that betweenness is violated. Another 1/3 of participants satisfy independence. The remaining 1/3 fail both independence and homotheticity and may also fail betweenness. Our results provide useful constraints on future modeling attempts by highlighting, in a non-parametric way, an empirically relevant class of preferences. |
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Björn Bartling, Florian Engl, Roberto A. Weber, Game form misconceptions are not necessary for a willingness-to-pay vs. willingness-to-accept gap, In: Working paper series / Department of Economics, No. 180, 2015. (Working Paper)
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Cason and Plott (2014) show that subjects' misconception about the incentive properties of the Becker-DeGroot-Marschak (BDM) value elicitation procedure can generate data patterns that look like - and might thus be misinterpreted as evidence for - preferences constructed from endowments or reference points. We test whether game form misconceptions are necessary to produce willingness-to-pay (WTP) vs. willingness-to-accept (WTA) gaps in a valuation experiment in which subjects are randomly assigned to the role of either buyer or seller. We employ a design that allows us to identify whether a subject understood the incentive properties of a price-list version of the BDM mechanism. We find a robust WTP-WTA gap, even among subjects whose elicited valuations for a good of induced and known monetary value and whose ability to identify the payoffs resulting from their choices indicate an understanding of the incentive properties of the BDM mechanism. We conclude that game form misconceptions are not a necessary condition for the emergence of WTP-WTA gaps. |
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Stefan Bruder, Comparing several methods to compute joint prediction regions for path forecasts generated by vector autoregressions, In: Working paper series / Department of Economics, No. 181, 2015. (Working Paper)
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Path forecasts, defined as sequences of individual forecasts, generated by vector autoregressions are widely used in applied work. It has been recognized that a profound econometric analysis often requires, besides the path forecast, a joint prediction region that contains the whole future path with a prespecified coverage probability. The forecasting literature offers several different methods for computing joint prediction regions, where the existing methods are either bootstrap based or rely on asymptotic results. The aim of this paper is to investigate the finite-sample performance of three methods for constructing joint prediction regions in various scenarios via Monte Carlo simulations. |
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Andreas Beerli, Ronald Indergand, Which factors drive the skill-mix of migrants in the long-run?, In: Working paper series / Department of Economics, No. 182, 2014. (Working Paper)
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A pervasive, yet little acknowledged feature of international migration to developed countries is that newly arriving immigrants are increasingly highly skilled since the 1980s. This paper analyses the determinants of changes in the skill composition of immigrants using a framework suggested by Grogger & Hanson (2011). We focus on Switzerland, which continuously showed very high immigration rates and dramatic changes in the skill composition of immigrants. In addition, the recent integration of Switzerland into the European labour market in 2002 serves as a policy experiment which allows analysing the influence of a reduction on immigration restrictions on immigrants from European countries in comparison to those from other countries. Our findings suggest that changes of education supply in origin countries and shifts to the relative demand for education groups stand out as the two most important drivers. Yet, while supply alone predicts only a modest increase in the case of highly educated workers and a large increase of middle educated workers, one particular demand channel, the polarisation of labour demand induced by the adoption of computer capital, is crucial to explain the sharp increase in highly educated workers and the mere stabilisation of the share of middle educated immigrant workers. The abolition of quotas for EU residents played a smaller role, yet may have slightly reduced the high skill share among immigrants relative to immigrants from other countries. |
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Mathias Hoffmann, Iryna Stewen, Holes in the dike: the global savings glut, U.S. house prices and the long shadow of banking deregulation, In: Working paper series / Department of Economics, No. 183, 2014. (Working Paper)
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We explore empirically how capital inflows into the US and financial deregulation within the United States interacted in driving the run-up (and subsequent decline) in US housing prices over the period 1990-2010. To obtain an ex ante measure of financial liberalization, we focus on the history of interstate-banking deregulation during the 1980s, i.e. prior to the large net capital inflows into the US from China and other emerging economies. Our re- sults suggest a long shadow of deregulation: in states that opened their banking markets to out-of-state banks earlier, house prices were more sensitive to capital inflows. We provide evidence that global imbalances were a major positive funding shock for US wide banks: different from local banks, these banks held a geographically diversified portfolio of mort- gages which allowed them to tap the global demand for safe assets by issuing private-label safe assets backed by the country-wide US housing market. This, in turn, allowed them to expand mortgage lending and lower interest rates, driving up housing prices. |
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Christian Ewerhart, An envelope approach to tournament design, In: Working paper series / Department of Economics, No. 184, 2015. (Working Paper)
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Optimal rank-order tournaments have traditionally been studied using a first-order approach. The present analysis relies instead on the construction of an "upper envelope" over all incentive compatibility conditions. lt turns out that the first-order approach is not innocuous. For example, in contrast to the traditional understanding, tournaments may be dominated by piece rates even if workers are risk-neutral. The paper also offers a strikingly simple characterization of the optimal tournament for quadratic costs and CARA utility, as well as an extension to large tournaments. |
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Peter H Kriss, Roberto A. Weber, Erte Xiao, Turning a blind eye, but not the other cheek: on the robustness of costly punishment, In: Working paper series / Department of Economics, No. 185, 2015. (Working Paper)
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Prior research demonstrates a willingness to incur costs to punish norm violators. But, how strong are the motives underlying such acts? Will people rely on "excuses" to avoid acting on costly punishment intentions, as with other costly pro-social acts? In a laboratory experiment, we find that third parties punish reluctantly: they state a preference to punish, but avoid the opportunity when doing so does not reveal this as their preference. In contrast, second parties - those directly wronged - are resolute punishers: they actively seek out the opportunity to punish. Our findings highlight important differences in motives underlying second- and third-party punishment. |
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Daron Acemoglu, David Autor, David Dorn, Gordon H Hanson, Import competition and the great U.S. employment sag of the 2000s, In: NBER Working Papers, No. 20395, 2014. (Working Paper)
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Even before the Great Recession, U.S. employment growth was unimpressive. Between 2000 and 2007, the economy gave back the considerable gains in employment rates it had achieved during the 1990s, with major contractions in manufacturing employment being a prime contributor to the slump. The U.S. employment "sag" of the 2000s is widely recognized but poorly understood. In this paper, we explore the contribution of the swift rise of import competition from China to sluggish U.S. employment growth. We find that the increase in U.S. imports from China, which accelerated after 2000, was a major force behind recent reductions in U.S. manufacturing employment and that, through input-output linkages and other general equilibrium effects, it appears to have significantly suppressed overall U.S. job growth. We apply industry-level and local labor market-level approaches to estimate the size of (a) employment losses in directly exposed manufacturing industries, (b) employment effects in indirectly exposed upstream and downstream industries inside and outside manufacturing, and (c) the net effects of conventional labor reallocation, which should raise employment in non-exposed sectors, and Keynesian multipliers, which should reduce employment in non-exposed sectors. Our central estimates suggest net job losses of 2.0 to 2.4 million stemming from the rise in import competition from China over the period 1999 to 2011. The estimated employment effects are larger in magnitude at the local labor market level, consistent with local general equilibrium effects that amplify the impact of import competition. |
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Rafael Lalive, Armin Schmutzler, Auctions vs negotiations in public procurement: which works better?, In: CEPR Discussion Papers, No. 8538, 2011. (Working Paper)
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Public agencies rely on two key modes to procure goods and services: auctions and direct negotiations. The relative advantages of these two modes are still imperfectly understood. This paper therefore studies public procurement of regional passenger railway services in Germany, where regional agencies can use auctions and negotiations to procure regional passenger rail services. This offers the unique opportunity to assess the two procurement modes within the same institutional and legal framework. We first characterize the decisions of the agency in a simple reduced form framework of negotiations and auctions. This analysis suggests accounting for the endogeneity of the choice of procurement mode by estimating the mode of procurement, quantity and price simultaneously. We then test this framework using information on lines that were auctioned and lines that were directly negotiated with the former monopolist. Results indicate (i) endogeneity of procurement choice can be fully characterized by observed line characteristics;(ii) frequency of service is 16 percent higher on lines that were auctioned compared to lines that were negotiated, and (iii) the procurement price is 25 percent lower on auctioned lines than on those with direct negotiations. Taken together, these results indicate a significant efficiency enhancing effect of auctions. |
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Christian Ewerhart, Contests with small noise and the robustness of the all-pay auction, In: Working paper series / Department of Economics, No. 186, 2017. (Working Paper)
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This paper considers all-pay contests in which the relationship between bids and allocations reflects a small amount of noise. Prior work had focused on one particular equilibrium. However, there may be other equilibria. To address this issue, we introduce a new and intuitive measure for the proximity to the all-pay auction. This allows, in particular, to provide simple conditions under which actually any equilibrium of the contest is both payoff equivalent and revenue equivalent to the unique equilibrium of the corresponding all-pay auction. The results are shown to have powerful implications for monopoly licensing, political lobbying, electoral competition, optimally biased contests, the empirical analysis of rent-seeking, and dynamic contests. |
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Fatih Guvenen, Michelle Rendall, Women's emancipation through education: a macroeconomic analysis, In: SSRN, No. 2250521, 2013. (Working Paper)
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In this paper, we study the role of education as insurance against a bad marriage. Historically, due to disparities in earning power and education across genders, married women often found themselves in an economically vulnerable position, and had to suffer one of two fates in a bad marriage: either they get divorced (assuming it is available) and struggle as low-income single mothers, or they remain trapped in the marriage. In both cases, education can provide a route to emancipation for women. To investigate this idea, we build and estimate an equilibrium search model with education, marriage/divorce/remarriage, and household labor supply decisions. A key feature of the model is that women bear a larger share of the divorce burden, mainly because they are more closely tied to their children relative to men. Our focus on education is motivated by the fact that divorce laws typically allow spouses to keep the future returns from their human capital upon divorce (unlike their physical assets), making education a good insurance against divorce risk. However, as women further their education, the earnings gap between spouses shrinks, leading to more unstable marriages and, in turn, further increasing demand for education. The framework generates powerful amplification mechanisms, which lead to a large rise in divorce rates and a decline in marriage rates (similar to those observed in the US data) from relatively modest exogenous driving forces. Further, in the model, women overtake men in college attainment during the 1990s, a feature of the data that has proved challenging to explain. Our counterfactual experiments indicate that the divorce law reform of the 1970s played an important role in all of these trends, explaining more than one-quarter of college attainment rate of women post-1970s and one-half of the rise in labor supply for married women. |
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Hans-Joachim Voth, Fear, folly, and financial crises: some policy lessons from history, In: UBS Center Public Paper Series, No. 2, 2014. (Working Paper)
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Since the world financial crisis of 2007 / 2008, it has become clear that financial crises and the major economic downturns they cause happen neither just in distant countries nor in the distant past. They are part of the economic realities of developed countries in the present. In the second Public Paper, the author presents the latest academic insights into the history of financial crises. What can we learn from the past when it comes to defining strategies and policies for dealing with financial crises? Why is the optimal number of financial crises not zero? You will receive the answers to these and related questions from Prof. Joachim Voth, a leading specialist in financial and economic history. |
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