5 ms·
Do you know if they controlled for daytime population? As in weekdays vs weekends?
by chippy 7y ago
Do you know if they controlled for daytime population? As in weekdays vs weekends?
- nkassis 7y agoSeasons
- dTal 7y agoThat was my immediate thought. More people = more pollution, and also more crime. The authors are aware of this and attempt to control, mainly by assuming that all confounding effects are either constant or cyclical: "We include county-by-year-by-month-by-day of the week fixed effects to control for county level unobservables that are either constant over time, such as state and county-level policies, or that are time-variant, such as changes in population density, demographic composition, seasonal variation in pollution or crime, or changes in state and county-level policies that limit pollution or crime enforcement. These fixed effects also control for cyclical within-week, within-county variation in pollution and crime. Thus, our data allows us to compare for example, the effect of changes in pollution within a series of Mondays within a given county within a given month. We argue that changes in pollution across a series of Mondays within a county-month, conditional on weather controls, is random and thus exogenous to crime." I'm not at all convinced this holds true, however - lots of systems with humans in it are chaotic rather than cyclical. I imagine if you did a plot of population over time, it would be very noisy. All it takes is a bit of aperiodic noise in the population, and tight correlations between population/crime and population/pollution, and their effect is rendered void.
- PeterStuer 7y agoYes, they did.