Search Results
Working Paper
Quantifying Deregulation and its Economic Effects: A Large Language Model Approach
We construct a news-based index of deregulation for the United States from 1960 through 2025 using AI to semantically classify newspaper articles. We distinguish articles discussing deregulation from those discussing increased regulation, assigning intensity scores that reflect both the centrality of deregulatory content and whether articles discuss advocacy, proposals, or enacted measures. Human validation confirms strong agreement between AI and human classifications. The deregulation index captures major reform episodes including transportation and telecommunications liberalization in the ...
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Does Universal Occupational Licensing Recognition Improve Patient Access? Evidence from Healthcare Utilization
Optimizing physician labor supply has been an important policy issue in healthcare in the United States. One of the proposed solutions has been the universal licensing recognition (ULR), which allows out-of-state physicians to provide healthcare services without relicensing and increases the local labor supply of physicians. There has been no empirical analysis of the effect of such regulatory relaxation on the local labor supply and subsequent improvements of consumer welfare. In this study, we use the Behavioral Risk Factor Surveillance System to investigate the effect of universal ...
Working Paper
Does Price Regulation Affect Competition? Evidence from Credit Card Solicitations
We study the unintended consequences of consumer financial regulations, focusing on the CARD Act, which restricts consumer credit card issuers? ability to raise interest rates. We estimate the competitive responsiveness-the degree to which a credit card issuer changes offered interest rates in response to changes in interest rates offered by its competitors-as a measure of competition in the credit card market. Using small business card offers, which are not subject to the Act, as a control group, we find a significant decline in the competitive responsiveness after the Act. The decline in ...
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The Origins and Evolution of Occupational Licensing in the United States
The analysis of occupational licensing has concentrated largely on its labor market and consumer welfare effects. By contrast, relatively little is known about how occupational licensing laws originated or the key factors in their evolution. In this paper, we study the determinants of U.S. licensing requirements from 1870 to 2020. We begin by developing a model where licensing arises as an endogenous political outcome and use this framework to study how market characteristics and political incentives influence regulators’ choices. Our empirical analysis draws on a novel database tracking ...
Working Paper
Information Production, Misconduct Effort, and the Duration of Financial Misrepresentation
We examine the link between information produced by auditors and analysts and fraud duration. Using a hazard model, we analyze misstatement periods related to SEC accounting and auditing enforcement releases (AAERs) between 1982 and 2012. Results suggest that misconduct is more likely to end just after firms announce an auditor switch or issue audited financial statements, particularly when the audit report contains explanatory language. Analyst following increases the fraud termination hazard. However, increases (decreases) in analyst coverage have a negative (positive) marginal impact on ...
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Shadow Insurance
Liabilities ceded by life insurers to shadow reinsurers (i.e., affiliated and less regulated off-balance-sheet entities) grew from $11 billion in 2002 to $364 billion in 2012. Life insurers using shadow insurance, which capture half of the market share, ceded 25 cents of every dollar insured to shadow reinsurers in 2012, up from 2 cents in 2002. Our adjustment for shadow insurance reduces risk-based capital by 53 percentage points (or 3 rating notches) and raises default probabilities by a factor of 3.5. We develop a structural model of the life insurance industry and estimate the impact of ...
Working Paper
Automated Credit Limit Increases and Consumer Welfare
In the United States, credit card companies frequently use machine learning algorithms to proactively raise credit limits for borrowers. In contrast, an increasing number of countries have begun to prohibit credit limit increases initiated by banks rather than consumers. In this paper, we exploit detailed regulatory micro data to examine the extent to which bank-initiated credit limit increases are directed towards individuals with revolving debt. We then develop a model that captures the costs and benefits of regulating proactive credit limit increases, which we use to quantify their ...
Working Paper
Privacy Regulation and Quality Investment
This paper analyzes whether a privacy regulation that restricts a dominant firm?s data disclosure level harms the firm?s incentives to invest in service quality and thereby harms social welfare. We study how the regulation affects the privacy and quality choices of a monopoly service provider, who derives revenues solely from disclosing user data to third parties, as well as how those choices in turn affect consumers? participation and information-sharing decisions. We show that the regulation does not always harm investment incentives; moreover, even when it does, it may still improve social ...
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Nonlinear pricing with competition: the market for settling payments
The multiple payments settlement systems available in the United States differ on several dimensions. The Fedwire Funds Service, a utility that operates a U.S. large-value payments-settlement service, offers the fastest speed of settlement. Recognizing that payments differ in the urgency with which they need to be settled, Fedwire offers banks a decreasing block-price schedule. This approach allows Fedwire to price discriminate, charging high fees for urgent payments and low fees for less urgent ones. We analyze banks? demand for Fedwire Funds given this nonlinear scheme, taking into account ...