Research

Working papers

Lia Yin

"Crime Reporting Standards and Reported Crimes"

The FBI starts publishing the Uniform Crime Report (UCR) in 1930 to understand crime trends in the United States. The UCR is published under the Summary Reporting System (SRS) until the 1990s, when the National Incident-Based Reporting System (NIBRS) is developed to collect more detailed data. The NIBRS is then converted to ``synthetic SRS" and concatenated to historical SRS data when it enters the UCR. This paper explores data discrepancies in the UCR before and after the adoption and conversion of the NIBRS. It uses a staggered event study design based on the year in which the agency switches from the SRS to the NIBRS. I find two factors that contribute to a large and statistically significant increase in reported crime for agencies that adopt the NIBRS compared with agencies that have not: the data conversion process and a change in reporting practices. When I convert the NIBRS to synthetic SRS based on published criteria, I observe a smaller and statistically insignificant increase in assault cases. However, this alternative conversion process does not improve the difference-in-differences (DiD) effects for total crime, murder, robbery, burglary, and theft, highlighting the role of a change in reporting practices.

Abby Hong and Lia Yin

Impact of Self-Defense Regulations on Crime - Evidence from the Stand Your Ground Law

This paper provides a theoretical model of what happens when governments relax self-defense regulations, and tests it with an empirical analysis of the Stand Your Ground (SYG) laws. We build a game theoretical model based on Becker (1968), showing that relaxing self-defense regulations can increase arming of both victims and perpetrators, which deters some violent crimes but encourages others. In particular, the model suggests that relaxing self-defense regulations increases crime success rates, when it encourages criminals to prepare for a stronger offense. Also, when criminals respond to victim defense with amplified aggression, they escalate less serious crimes into more serious ones. We then use a difference-in-difference (DiD) model to test these implications. We find that, consistent with the model, SYG laws in the US increased the planned murder rate by 7.6% and unplanned murders by 10.4%, on average. Also, the effect size increased over time, highlighting the persistence of the impact. The paper illustrates how interactions between victims and offenders result in unintended consequences of self-defense regulations.

Benjamin Ferri and Lia Yin

The Distinct Roles of Poverty and Wealth in Driving Crime

Does inequality lead to more crime? We develop a new model that articulates how Poverty (the lower tail of the earnings distribution) and Earnings (the upper tail) enter into equilibrium crime rates. In our model, individuals in Poverty have less to lose in the context of criminal punishment, so are less averse to committing crimes in general. The presence of high Earnings (therefore things worth stealing) heightens the expected gain to offenders per crime - but specifically in terms of financial gain, not emotional gain. We estimate our model on a comprehensive panel of U.S. Commuting Zones (1980-2016), deploying novel Shift-Share instruments to correct for reverse causality (of crime on the earnings distribution). Corroborating our hypothesis, we find that high Earnings plays a much larger role in driving crimes that yield financial gain to the offender (various forms of theft) than it does for crimes of emotional gain, while Poverty is a driving force equally across both types of crime. In each case, not accounting for reverse causality would underestimate both effects, often by more than double.

Works in progress

Lia Yin

"Ghost Gun" Regulations and Prices of Firearm Kits

"Ghost Guns" are firearms that do not have serial numbers on their frames or receivers, so they are difficult to track in criminal cases. Gunsmiths used to make them by hand, but with the development of Computerized Numerical Control (CNC) machines and 3-D printers, they are able to mass produce them. Recently, various counties, states, and the federal government have put in place regulations to ban the sales and ownership of ghost guns. Therefore, firearm sellers are incentivized to sell their kits through stores with Federal Firearm Licenses, who can serialize the frames and receivers and also conduct background checks. This paper examines the price of firearm kits before and after the regulations.

Lia Yin

Cybersecurity Regulations and Cybercrime

Recently, law enforcement agencies are seeing an increased number of cybercrimes. From 2018 to 2019, the proportion of cybercrimes in total crime increased by 55%. From 2019 to 2020, the same measure increased by 233%. U.S. states and the federal government have made legislations to curb cybercrime. According to the National Conference of State Legislatures, states have introduced or considered more than 250 bills or resolutions related to cybersecurity in 2021. This paper examines the effectiveness of state legislations on cybercrime.

7436090

Lia Yin

Cryptocurrency Regulations and Cryptocurrency Trading Volume