Econometrics Commons^™

Rhode Island Current Conditions Index -- October 2020, Leonard Lardaro

The Rhode Island Current Conditions Index

No abstract provided.

Forecasting Large Covariance Matrix With High-Frequency Data: A Factor Approach For The Correlation Matrix, Yingjie Dong, Yiu Kuen Tse

Research Collection School Of Economics

We apply the factor approach to the correlation matrix to forecast large covariance matrix of asset returns using high-frequency data, using the principal component method to model the underlying latent factors of the correlation matrix. The realized variances are separately forecasted using the Heterogeneous Autoregressive model. The forecasted variances and correlations are then combined to forecast large covariance matrix. Our proposed method is found to perform better in reporting smaller forecast errors than some selected competitors. Empirical application to a portfolio of 100 NYSE and NASDAQ stocks shows that our method provides lower out-of-sample realized variance in selecting global minimum …

Unconditional Quantile Regression With High-Dimensional Data, Yuya Sasaki, Takuya Ura, Yichong Zhang

Research Collection School Of Economics

Credible counterfactual analysis requires high-dimensional controls. This paper considers estimation and inference for heterogeneous counterfactual effects with high-dimensional data. We propose a novel doubly robust score for double/debiased estimation and inference for the unconditional quantile regression (Firpo, Fortin, and Lemieux, 2009) as a measure of heterogeneous counterfactual marginal effects. We propose a multiplier bootstrap inference for the Lasso double/debiased estimator, and develop asymptotic theories to guarantee that the bootstrap works. Simulation studies support our theories. Applying the proposed method to Job Corps survey data, we find that i) marginal effects of counterfactually extending the duration of the exposure to the …

Consistent Regional Commodity-By-Industry Input-Output Accounts, Randall Jackson, Péter Járosi

Regional Research Institute Working Papers

A long-standing regional science problem domain focuses on the identification of structural economic change. One of several approaches relies on the use of historical final demand series and a comparison of observed industry output to an estimate of what output would have been were economic structure static. However, these methods were first developed before the introduction of today’s commonly used commodity-by-industry (CxI)input-output (IO) accounting frameworks, and before the application of these methods to regional economies. Correctly formulating the supporting accounting structures for these analyses is essential, but can be challenging even for experienced an- alysts. Related textbook and journal articles …

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 …

Adaptive Utility: Observing The Rate Of Adaptation In Happiness As Short Run Shifts Revert To Long Run Averages, Cameron Bellamoroso

Honors Thesis

In economics, human decision-making models are based on the utility, or happiness, a person experiences from the choices they make. Individual happiness is closely tied to societal and global well-being, a common political and and research goal. Psychological studies on happiness show that people generally return to an average level of happiness after experiencing a significant positive or negative change in their life, a process known as the ``hedonic treadmill.'' Empirically, it is often difficult for people to predict the specific utility they will experience from a given choice, leading them to maintain constant preferences for only frequently experienced options. …

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 …

Rhode Island Current Conditions Index -- September 2020, Leonard Lardaro

The Rhode Island Current Conditions Index

No abstract provided.

Analysis Of The Determinants Of Money Demand In South Africa: 1990-2019, Ali Kole, Hassan N. Wali, Alhassan M. Idris, Ismail H. Sanusi

Bullion

This study estimates real intermediate money demand (RM2) and real broad money demand (RM3) for South Africa from 1990 Q1 to 2019 Q4. The main objective of the study was to explore the relationship between money demand and its determinants in South Africa with specific emphasis on the long-run relationship and stability between RM2, RM3,and their determinants. Auto-regressive Distributed Lag (ARDL) bound test for cointegration model developed by Pesaran (2001) was employed. The results found that both RM2 and RM3 are cointegrated with inflation rate, interest rate, exchange rate,real GDP, and credit to the private sector in South Africa. Credit …

Universal Minimum Wage Is Not Suitable For Singapore, Zhengxiao Wu

Research Collection School Of Economics

In a commentary, SMU Senior Lecturer of Statistics Wu Zhengxiao examined the concept of a universal minimum wage, and discussed how it is not suitable for Singapore.

Essays On The Short-Term Impact Of Minimum Unit Pricing Policy In Scotland, Irena P. Xhurxhi

Dissertations, Theses, and Capstone Projects

This dissertation consists of two chapters, and it evaluates the short-term impact of Scotland’s Minimum Unit Pricing (MUP) policy on a variety of outcome measures. Excessive alcohol consumption has long been considered one of Scotland’s greatest public health challenges, and in an attempt to change this harmful relationship with alcohol, the Scottish Government proposed an alcohol strategy comprising of over 40 measures, a central part of which was the introduction of a statutory minimum price of 50 pence per unit (10ml/8gr) of alcohol known as Minimum Unit Pricing (MUP). This policy aims to reduce alcohol consumption, and in turn, alcohol …

Essays On Paid Sick Leave In The United States, Shaoying Ma

Dissertations, Theses, and Capstone Projects

This dissertation consists of two chapters.

Chapter 1 This study estimates the causal effect of access to paid sick leave on worker mobility, by exploiting variation in the implementation of local paid sick leave mandates over time in the U.S. I use May 2004 - June 2019 Current Population Survey (CPS) basic monthly data, and by taking a Difference-in-Differences approach, I find that the local mandates significantly reduce private sector employees' monthly job turnover. This study is, to the best of my knowledge, the first to present the effect of local paid sick leave mandates in the U.S. on worker …

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 …

Maximum Likelihood Estimation For The Fractional Vasicek Model, Katsuto Tanaka, Weilin Xiao, Jun Yu

Research Collection School Of Economics

This paper estimates the drift parameters in the fractional Vasicek model from a continuous record of observations via maximum likelihood (ML). The asymptotic theory for the ML estimates (MLE) is established in the stationary case, the explosive case, and the boundary case for the entire range of the Hurst parameter, providing a complete treatment of asymptotic analysis. It is shown that changing the sign of the persistence parameter changes the asymptotic theory for the MLE, including the rate of convergence and the limiting distribution. It is also found that the asymptotic theory depends on the value of the Hurst parameter.

Estimation Of Conditional Average Treatment Effects With High-Dimensional Data, Qingliang Fan, Yu-Chin Hsu, Robert P. Lieli, Yichong Zhang

Research Collection School Of Economics

Given the unconfoundedness assumption, we propose new nonparametric estimators for the reduced dimensional conditional average treatment effect (CATE) function. In the first stage, the nuisance functions necessary for identifying CATE are estimated by machine learning methods, allowing the number of covariates to be comparable to or larger than the sample size. This is a key feature since identification is generally more credible if the full vector of conditioning variables, including possible transformations, is high-dimensional. The second stage consists of a low-dimensional kernel regression, reducing CATE to a function of the covariate(s) of interest. We consider two variants of the estimator …

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 Effects Of Admission To Jail On Crime Rate In Mclean County, Illinois, Derek Conley

Student Research – Stevenson Center

The relationship between crime and incarceration is growing in interest in the United States. The United States incarceration rate is often double or triple the rate of other Organization for Economic Co-operation and Development (OECD) countries. The hardline approach the United States has taken on crime has many citizens and academics questioning its effectiveness on achieving safer communities. Traditional theory suggests incarcerating individuals for deviant behavior reduces the crime rate through the mechanisms of incapacitation, deterrence, rehabilitation, and retribution. However, some scholars believe concentration of incarceration in neighborhoods disrupts the social fabric of the neighborhood and produces the opposite of …

Rhode Island Current Conditions Index -- August 2020, Leonard Lardaro

The Rhode Island Current Conditions Index

No abstract provided.

Changing Faces, Changing Places: Understanding Immigration, Housing Market And Native Out-Migration In Established And New Destinations In The United States., Anqi Xu

Electronic Theses and Dissertations

This dissertation concerns residential incorporation and the socioeconomic impact of immigrants primarily from Latin America and Asia with their rapid geographical dispersal in the U.S. I adopt econometrics methodologies and GIS techniques to examine how immigration affects housing price changes and white out-mobility in established and new destinations, utilizing datasets from the U.S. Census Bureau and the Panel Study of Income Dynamics (PSID). The first part examines the effects of immigration into the U.S. established and new immigrant destinations on housing prices using county-level data that span 2011 to 2017. Using the global and local Moran’s I statistics, I demonstrate …

A Covid-19 Teaching Example: Pooled Testing With Microsoft Excel, Humberto Barreto

Economics and Management Faculty publications

This paper uses pooled testing as a teaching example for undergraduate statistics, econometrics, or quantitative methods courses. It offers step-by-step instructions to create an Excel spreadsheet that uses Monte Carlo simulation to find the optimal group size for a given infection rate. A completed version of the spreadsheet, along with readings, questions, and analytical solution is available at tiny.cc/pooledtesting.

Activation Of Trpa1 Nociceptor Promotes Systemic Adult Mammalian Skin Regeneration, Jenny J. Wei, Hali S. Kim, Casey A. Spencer, Donna Brennan-Crispi, Ying Zheng, Nicolette M. Johnson, Misha Rosenbach, Christopher Miller, Denis H. Y. Leung, George Cotsarelis, Thomas H. Leung

Research Collection School Of Economics

Adult mammalian wounds, with rare exception, heal with fibrotic scars that severely disrupt tissue architecture and function. Regenerative medicine seeks methods to avoid scar formation and restore the original tissue structures. We show in three adult mouse models that pharmacologic activation of the nociceptor TRPA1 on cutaneous sensory neurons reduces scar formation and can also promote tissue regeneration. Local activation of TRPA1 induces tissue regeneration on distant untreated areas of injury, demonstrating a systemic effect. Activated TRPA1 stimulates local production of interleukin-23 (IL-23) by dermal dendritic cells, leading to activation of circulating dermal IL-17–producing γδ T cells. Genetic ablation of …

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 …

Rhode Island Current Conditions Index -- July 2020, Leonard Lardaro

The Rhode Island Current Conditions Index

No abstract provided.

How Can Econometrics Help Fight The Covid'19 Pandemic?, Kevin Alvarez, Vladik Kreinovich

Departmental Technical Reports (CS)

The current pandemic is difficult to model -- and thus, difficult to control. In contrast to the previous epidemics whose dynamics was smooth and well described by the existing models, the statistics of the current pandemic is highly oscillating. In this paper, we show that these oscillations can be explained if we take into account the disease's long incubation period -- as a result of which our control measures are determined by outdated data, showing number of infected people two weeks ago. To better control the pandemic, we propose to use the experience of economics, where also the effect of …

Spatial Panel Data Models With Temporal Heterogeneity, Yuhong Xu

Dissertations and Theses Collection (Open Access)

This dissertation studies the fixed effects (FE) spatial panel data (SPD) models with temporal heterogeneity (TH), where the regression coefficients and spatial coefficients are allowed to change with time. The FE-SPD model with time-varying coefficients renders the usual transformation method in dealing with the fixed effects inapplicable, and an adjusted quasi score (AQS) method is proposed, which adjusts the concentrated quasi score function with the fixed effects being concentrated out. AQS tests for the lack of temporal heterogeneity (TH) in slope and spatial parameters are first proposed. Then, a set of AQS estimation and inference methods for the FE-SPD model …