Pathology

Business

Regional science

Autoregressive integrated moving average

Government (linguistics)

Disease

Residential property

Coronavirus disease 2019 (COVID-19)

Demographic economics

Infectious disease (medical specialty)

Criminology

Algorithm

Machine learning

Time series

Philosophy

Psychology

Economics

Geography

Computer science

Linguistics

Property crime

Violent crime

State (computer science)

Medicine

Crime Science

Confronted by rapidly growing infection rates, hospitalizations and deaths, governments around the world have introduced stringent containment measures to help reduce the spread of COVID-19. This public health response has had an unprecedented impact on people’s daily lives which, unsurprisingly, has also had widely observed implications in terms of crime and public safety. Drawing upon theories from environmental criminology, this study examines officially recorded property crime rates between March and June 2020 as reported for the state of Queensland, Australia. We use ARIMA modeling techniques to compute 6-month-ahead forecasts of property damage, shop theft, residential burglary, fraud, and motor vehicle theft rates and then compare these forecasts (and their 95% confidence intervals) with the observed data for March through to June. We conclude that, with the exception of fraud, all property offence categories declined significantly. For some offence types (shop stealing, other theft offences, and residential burglary), the decrease commenced as early as March. For other offence types, the decline was lagged and did not occur until April or May. Non-residential burglary was the only offence type to significantly increase, which it did in March, only to then decline significantly thereafter. These trends, while broadly consistent across the state’s 77 local government areas still varied in meaningful ways and we discuss possible explanations and implications.

Exploring regional variability in the short-term impact of COVID-19 on property crime in Queensland, Australia