Econometrics Commons^™

Three Essays In Applied Econometrics: Agricultural And Energy Economics, Kuan-Ming Huang

Graduate Theses, Dissertations, and Problem Reports (ETD)

This dissertation examines three empirical issues in energy and agricultural economics using econometrics models whose titles are: 1) Do Natural Hazards in the Gulf Coast Still Matter for State-Level Natural Gas Prices in the US? Evidence After the Shale Gas Boom; 2) Do Exploitations of Marcellus and Utica Shale Formations Improve Regional Economy in Ohio, Pennsylvania, and West Virginia? A Synthetic Control Analysis; and 3) How Did Covid-19 Impact US Household Food Spending? An Analysis Six Months In.

The first essay assesses the impact of natural hazards on state-level natural gas prices and evaluates the effects of the shale gas …

Culture, Institutions & The Long Divergence, Alberto Bisin, Jared Rubin, Avner Seror, Thierry Verdier

ESI Working Papers

During the medieval and early modern periods the Middle East lost its economic advantage relative to the West. Recent explanations of this historical phenomenon— called the Long Divergence—focus on these regions’ distinct political economy choices regarding religious legitimacy and limited governance. We study these features in a political economy model of the interactions between rulers, secular and clerical elites, and civil society. The model induces a joint evolution of culture and political institutions converging to one of two distinct stationary states: a religious and a secular regime. We then map qualitatively parameters and initial conditions characterizing the West and …

A Simple Measure Of Economic Complexity, Sabiou M. Inoua

ESI Working Papers

Contrary to conventional economic growth theory, which reduces a country’s output to one aggregate variable (GDP), product diversity is central to economic development, as recent, “economic complexity”, research suggests. A country’s product diversity reflects its diversity of knowhow or “capabilities”. Researchers proposed the Economic Complexity Index (ECI) and the country Fitness index to estimate a country’s number of capabilities from international export data; these measures predict economic growth better than conventional variables such as human capital. This paper offers a simpler measure of a country’s knowhow, Log Product Diversity (or LPD, the logarithm of a country’s number of products), which …

Differences In Cognitive Reflection Mediate Gender Differences In Social Preferences, Antonio M. Espín, Valerio Capraro, Brice Corgnet, Simon Gächter, Roberto Hernán-González, Praveen Kujal, Stephen Rassenti

ESI Working Papers

Previous studies have shown that women tend to be more egalitarian and less self-interested than men whereas men tend to be more concerned with social efficiency motives. The roots of such differences, however, remain unknown. Since different cognitive styles have also been associated with different distributional social preferences, we hypothesise that gender differences in social preferences can be partially explained by differences in cognitive styles (i.e., women rely more on intuition whereas men are more reflective). We test this hypothesis meta-analytically using data from seven studies conducted in four countries (USA, Spain, India, and UK; n=6,910) where cognitive reflection and …

Strategically Revealing Intentions In General Lotto Games, Keith Paarporn, Rahul Chandan, Dan Kovenock, Mahnoosh Alizadeh, Jason R. Marden

ESI Working Papers

Strategic decision-making in uncertain and adversarial environments is crucial for the security of modern systems and infrastructures. A salient feature of many optimal decision-making policies is a level of unpredictability, or randomness, which helps to keep an adversary uncertain about the system’s behavior. This paper seeks to explore decision-making policies on the other end of the spectrum – namely, whether there are benefits in revealing one’s strategic intentions to an opponent before engaging in competition.We study these scenarios in a well-studied model of competitive resource allocation problem known as General Lotto games. In the classic formulation, two competing players simultaneously …

The Art Of Concession In General Lotto Games, Rahul Chandan, Keith Paarporn, Dan Kovenock, Mahnoosh Alizadeh, Jason R. Marden

ESI Working Papers

Success in adversarial environments often requires investment into additional resources in order to improve one’s competitive position. But, can intentionally decreasing one’s own competitiveness ever provide strategic benefits in such settings? In this paper, we focus on characterizing the role of “concessions” as a component of strategic decision making. Specifically, we investigate whether a player can gain an advantage by either conceding budgetary resources or conceding valuable prizes to an opponent. While one might na¨ıvely assume that the player cannot, our work demonstrates that – perhaps surprisingly – concessions do offer strategic benefits when made correctly. In the context of …

The Conservatism Principle And Asymmetric Preferences Over Reporting Errors, Jivas Chakravarthy, Timothy W. Shields

ESI Working Papers

At present, accounting conservatism is generally viewed from a measurement or reporting perspective. In contrast, we consider whether it relates to a moral rule of conduct. Conservatism has been described as deriving from a preference for reporting errors to be in the direction of understatement rather than overstatement. We experimentally pair Reporters who provide information with Users who rely on the information. We posit that under misaligned incentives that motivate aggressive reporting, Users view an aggressive report as reflecting Reporters’ exploitative intent and expect that a social norm prohibiting aggressive reporting applies. We predict that Users use noisy reporting errors …

A Capital Asset Pricing Model With Idiosyncratic Risk And The Sources Of The Beta Anomaly, Mark Schneider, Manuel A. Nunez

ESI Working Papers

We introduce a generalization of the classical capital asset pricing model in which market uncertainty, market sentiment, and forms of idiosyncratic volatility and idiosyncratic skewness are priced in equilibrium. We derive two versions of the model, one based on a representative agent who cares about three criteria (risk, robustness, and expected returns), and the other with a microfoundation based on three types of investors (speculators, hedgers, and arbitrageurs). We apply the resulting capital asset pricing model with idiosyncratic risk (IR-CAPM) to provide a new theoretical account of the beta anomaly, one of the most fundamental and widely studied empirical limitations …

Financial Reporting And Moral Sentiments, Radhika Lunawat, Timothy W. Shields, Gregory B. Waymire

ESI Working Papers

Dating back at least to Adam Smith (1790), philosophers and researchers expect that people will behave differently when they know their actions are observable to others. We hypothesize that financial reporting reveals managers’ actions and leads them to take different actions that are better aligned with investor interests. We posit that the reason why is the activation of our internal mental self-evaluation that Smith refers to as an “Impartial Spectator.” We test this hypothesis with an experiment in which we manipulate the availability of a financial report that makes managerial actions transparent. Our evidence shows that financial reporting leads a …

Speed Traps: Algorithmic Trader Performance Under Alternative Market Structures, Yan Peng, Jason Shachat, Lijia Wei, S. Sarah Zhang

ESI Working Papers

Using laboratory experiments, we illustrate that trading algorithms that prioritize low latency pose certain pitfalls in a variety of market structures and configurations. In hybrid double auctions markets with human traders and trading agents, we find superior performance of trading agents to human traders in balanced markets with the same number of human and Zero Intelligence Plus (ZIP) buyers and sellers only, thus providing a partial replication of Das et al. (2001). However, in unbalanced markets and extreme market structures, such as monopolies and duopolies, fast ZIP agents fall into a speed trap and both human participants and slow ZIP …

A Theory Of Cultural Revivals, Murat Iyigun, Jared Rubin, Avner Seror

ESI Working Papers

Why do some societies have political institutions that support productively inefficient outcomes? And why does the political power of elites vested in these outcomes often grow over time, even when they are unable to block more efficient modes of production? We propose an explanation centered on the interplay between political and cultural change. We build a model in which cultural values are transmitted inter-generationally. The cultural composition of society, in turn, determines public good provision as well as the future political power of elites from different cultural groups. We characterize the equilibrium of the model and provide sufficient conditions for …

Data For "An Experimental Investigation Of Health Insurance Policy And Behavior", J. Dustin Tracy, Hillard Kaplan, Kevin James, Stephen Rassenti

ESI Data Sets

We introduce a new experimental approach to measuring the effects of health insurance policy alternatives on behavior and health outcomes over the life course. Cash-motivated subjects are placed in a virtual environment where they earn income and allocate it across multi-period lives. We compare behavior across age, income and insurance plans---one priced according to an individual's expected cost and the other uniformly priced through employer-implemented cost sharing. We find that 1) subjects in the employer-implemented plan purchased insurance at higher rates; 2) the employer-based plan reduced differences due to income and age; 3) subjects in the actuarial plan engaged in …

An Experimental Investigation Of Health Insurance Policy And Behavior, J. Dustin Tracy, Hillard Kaplan, Kevin A. James, Stephen Rassenti

ESI Working Papers

We introduce a new experimental approach to measuring the effects of health insurance policy alternatives on behavior and health outcomes over the life course. Cash-motivated subjects are placed in a virtual environment where they earn income and allocate it across multi-period lives. We compare behavior across age, income and insurance plans—one priced according to an individual’s expected cost and the other uniformly priced through employer-implemented cost sharing. We find that 1) subjects in the employer-implemented plan purchased insurance at higher rates; 2) the employer-based plan reduced differences due to income and age; 3) subjects in the actuarial plan engaged in …

An Elementary Humanomics Approach To Boundedly Rational Quadratic Models, Michael J. Campbell, Vernon L. Smith

ESI Working Papers

We take a refreshing new look at boundedly rational quadratic models in economics using some elementary modeling of the principles put forward in the book Humanomics by Vernon L. Smith and Bart J. Wilson. A simple model is introduced built on the fundamental Humanomics principles of gratitude/resentment felt and the corresponding action responses of reward /punishment in the form of higher/lower payoff transfers. There are two timescales: one for strictly self-interested action, as in economic equilibrium, and another governed by feelings of gratitude/resentment. One of three timescale scenarios is investigated: one where gratitude /resentment changes much more slowly than economic …

Intertemporal Choice Experiments And Large-Stakes Behavior, Diego Aycinena, Szabolcs Blazsek, Lucas Rentschler, Charles Sprenger

ESI Working Papers

Intertemporal choice experiments are increasingly implemented to make inference about discounting and marginal utility, yet little is known about the predictive power of resulting measures. This project links standard experimental choices to a decision on the desire to smooth a large-stakes payment | around 10% of annual income | through time. In a sample of around 400 Guatemalan Conditional Cash Transfer recipients, we find that preferences over large-stakes payment plans are closely predicted by experimental measures of patience and diminishing marginal utility. These represent the first findings in the literature on the predictive content of such experimentally elicited measures of …

Menu-Dependent Food Choices And Food Waste, Hongxing Liu, Joaquín Gómez-Miñambres, Danyi Qi

ESI Working Papers

We use a combination of randomized field experiments and online surveys to test how the menu design affects food choices and food waste. In our field experiment, participants face one of two menus: a narrow menu that only displays a small portion of food, or a broad menu that also contains bigger portions. While all options are equally available in both menus, they differ in how easy and fast the different choices can be made. Our results show that, compared to the broad menu, participants in the narrow menu ordered smaller portions of food. Importantly, food intake was similar across …

A Notion Of Prominence For Games With Natural-Language Labels, Alessandro Sontuoso, Sudeep Bhatia

ESI Working Papers

We study games with natural-language labels (i.e., strategic problems where options are denoted by words), for which we propose and test a measurable characterization of prominence. We assume that – ceteris paribus – players find particularly prominent those strategies that are denoted by words more frequently used in their everyday language. To operationalize this assumption, we suggest that the prominence of a strategy-label is correlated with its frequency of occurrence in large text corpora, such as the Google Books corpus (“n-gram” frequency). In testing for the strategic use of word frequency, we consider experimental games with different incentive structures (such …

Trust And Trustworthiness In Procurement Contracts With Retainage, Matthew J. Walker, Elena Katok, Jason Shachat

ESI Working Papers

In complex procurement projects, it is difficult to write enforceable contracts that condition price upon quality. Supplier non-performance becomes an acute risk, particularly when there is intense competition for the contract. An established incentive mechanism used to mitigate the problem of supplier non-performance is retainage, in which the buyer sets aside a portion of the purchase price. After project completion, the buyer determines the amount of retainage that is released to the seller, considering any defects that arise. While generally a feasible contract form to implement, the practical difficulties in assessing completion introduce a moral hazard for the buyer. We …

The Impact Of The Covid-19 Pandemic On Economic Behaviours And Preferences: Experimental Evidence From Wuhan, Jason Shachat, Matthew J. Walker, Lijia Wei

ESI Working Papers

We examine how the emergence of Covid-19 in Wuhan, and the ramifications of associated events, influence pro-sociality, trust and attitudes towards risk and ambiguity. We assess these influences using an experiment consisting of financially incentivized economic tasks. We establish causality via the comparison of a baseline sample collected pre-epidemic with five sampling waves starting from the imposition of a stringent lock- down in Wuhan and completed six weeks later. We find significant long-term increases - measured as the difference between the baseline and final wave average responses - in altruism, cooperation, trust and risk tolerance. Participants who remained in Wuhan …

Does Free Information Provision Crowd Out Costly Information Acquisition? It’S A Matter Of Timing, Diego Aycinena, Alexander Elbittar, Andrei Gomberg, Lucas Rentschler

ESI Working Papers

We consider the issue of how timing of provision of additional information affects information-acquisition incentives. In environments with costly attention, a sufficiently confident agent may choose to act based on the prior, without incurring those costs. However, a promise of additional information in the future may be used to encourage additional attentional effort. This may be viewed as a novel empirical implication of rational inattention. In a lab experiment designed to test this theoretical prediction, we show that promise of future “free” information induces subjects to acquire information which they would not be acquiring without such a promise.

The Impact Of Taxes And Wasteful Government Spending On Giving, Roman Sheremeta, Neslihan Uler

ESI Working Papers

We examine how taxes impact charitable giving and how this relationship is affected by the degree of wasteful government spending. In our model, individuals make donations to charities knowing that the government collects a flat-rate tax on income (net of charitable donations) and redistributes part of the tax revenue. The rest of the tax revenue is wasted. The model predicts that a higher tax rate increases charitable donations. Surprisingly, the model shows that a higher degree of waste decreases donations (when the elasticity of marginal utility with respect to consumption is high enough). We test the model’s predictions using a …

The Economics Of Babysitting A Robot, Aleksandr Alekseev

ESI Working Papers

I study the welfare effect of automation on workers in a setting where technology is complementary but imperfect. Using a modified task-based framework, I argue that imperfect complementary automation can impose non-pecuniary costs on workers via a behavioral channel. The theoretical model suggests that a critical factor determining the welfare effect of imperfect complementary automation is the automatability of the production process. I confirm the model's predictions in an experiment that elicits subjects' revealed preference for automation. Increasing automatability leads to a significant increase in the demand for automation. I explore additional drivers of the demand for automation using machine …

Public Leaderboard Feedback In Sampling Competition: An Experimental Investigation, Stanton Hudja, Brian Roberson, Yaroslav Rosokha

ESI Working Papers

We investigate the role of performance feedback, in the form of a public leaderboard, in a sequential-sampling contest with costly observations. The player whose sequential random sample contains the observation with the highest value wins the contest and obtains a prize with a fixed value. We find that there exist parameter configurations such that in the subgame perfect equilibrium of contests with a fixed ending date (i.e., finite horizon), providing public performance feedback results in fewer expected observations and a lower expected value of the winning observation. We conduct a controlled laboratory experiment to test the theoretical predictions, and find …

Forecasting Skills In Experimental Markets: Illusion Or Reality?, Brice Corgnet, Cary Deck, Mark Desantis, David Porter

ESI Working Papers

Using experimental asset markets, we study the situation of a financial analyst who is trying to infer the fundamental value of an asset by observing the market’s history. We find that such capacity requires both standard cognitive skills (IQ) as well as social and emotional skills. However, forecasters with high emotional skills tend to perform worse when market mispricing is high as they tend to give too much emphasis to the noisy signals from market data. By contrast, forecasters with high social skills perform especially well in markets with high levels of mispricing in which their skills could help them …

Trust, Reciprocity, And Social History: New Pathways Of Learning When Max U (Own Reward) Fails Decisively, Vernon L. Smith

ESI Working Papers

"This evaluation begins with the BDM protocol—itself a methodological contribution—and the experimental findings. The question of the replicability and robustness of these unexpected results is addressed next in a summary of two subsequent experimental papers. We follow with a discussion of two attempts to explain qua understand the BDM findings; both, however, have methological deficiencies—Reciprocity and Social Preference explanations. Finally, we offer a brief on Adam Smith’s (1759; 1853; hereafter in the text, Sentiments) model of human sociability, based on strictly self-interested actors, that culminates in propositions that (1) account for trust game choices, and (2) predict action in new …

Strategic Problems With Risky Prospects, Alessandro Sontuoso, Cristina Bicchieri, Alexander Funcke, Einav Hart

ESI Working Papers

We study “hypothetical reasoning” in games where the impact of risky prospects (chance moves with commonly-known conditional probabilities) is compounded by strategic uncertainty. We embed such games in an environment that permits us to verify if risk-taking behavior is affected by information that reduces the extent of strategic uncertainty. We then test some implications of expected utility theory, while making minimal assumptions about individuals’ (risk or ambiguity) attitudes. Results indicate an effect of the information on behavior: this effect is triggered in some cases by a belief-revision about others’ actions, and in other cases by a reversal in risk …

Analysis Of The Causal Link Between Economic Growth And Development In Nigeria (1960-2019), Muhammad Umar

Bullion

Taking cognizant of Nigeria's recent policies toward translating growth to meaningful development, this study aimed at analysing causality amid economic growth and development using annual series from 1960-2019.The study engaged vector autoregressive method by embracing Toda and Yamamoto 1995 model. The results reveals a bidirectional causality between economic growth and dependency ratio; population growth rate and economic growth and also it reveals the evidence of uni-directional causality from dependency ratio to life expectancy and from population growth to life expectancy. But economic growth and life expectancy as well as dependency ratio and life expectancy does not present evidence of causality.

Inequality In Foraging And Farming Societies: An Experimental Approach, Antonio J. Morales, Ismael Rodriguez-Lara

ESI Working Papers

We propose two games that resemble the conditions of human societies before and after the Neolithic agricultural revolution to test the hypothesis that the modes of production affected the level of inequality. We replicate the findings that foraging societies organized themselves around social division of labour and were more egalitarian than farming societies. We also find evidence that i) the transition from foraging to farming societies was heterogeneous, with groups that quickly adopted the agricultural practice and others that never experienced it, and ii) inequality in farming societies increases as agriculture settles. Our experimental data further suggest that the transition …

Religion In Economic History: A Survey, Sascha O. Becker, Jared Rubin, Ludger Woessmann

ESI Working Papers

This chapter surveys the recent social science literature on religion in economic history, covering both socioeconomic causes and consequences of religion. Following the rapidly growing literature, it focuses on the three main monotheisms—Judaism, Christianity, and Islam—and on the period up to WWII. Works on Judaism address Jewish occupational specialization, human capital, emancipation, and the causes and consequences of Jewish persecution. One set of papers on Christianity studies the role of the Catholic Church in European economic history since the medieval period. Taking advantage of newly digitized data and advanced econometric techniques, the voluminous literature on the Protestant Reformation studies its …

Trade Facilitation And Tariff Evasion, Cosimo Beverelli, Rohit Ticku

ESI Working Papers

This paper investigates the extent to which trade facilitation measures included in the WTO Trade Facilitation Agreement affect tariff evasion. In a dataset covering 121 countries and the whole set of HS6 product categories in 2012, 2015, and 2017, the paper shows that trade facilitation measures that improve legal certainty for traders moderate tariff evasion. Holding tariff rate constant at its mean, one standard deviation improvement in trade facilitation measures related to legal certainty reduces tariff evasion, as measured by missing imports in trade statistics, by almost 12%. In a counterfactual with full trade liberalization, countries with higher scores on …