Model: | I | II | III | IV | V |
Panel A: cigarette-caused fires | |||||
Effect estimate (IRR, 95% CI) | 0.83 (0.71 to 0.96) | 1.01 (0.83 to 1.23) | 1.02 (0.85 to 1.22) | 1.07 (0.87 to 1.31) | 1.00 (0.91 to 1.11) |
State effects | Yes | Yes | Yes | Yes | Yes |
Year effects | Yes | Yes | Yes | Yes | |
Time-varying covariates | Yes | Yes | Yes | ||
State-specific trends | Yes | Yes | |||
DDD | Yes | ||||
N states | 51 | 51 | 51 | 51 | 51 |
Average observations per state | 15.4 | 15.4 | 15.4 | 15.4 | 30.9 |
Valid state-years | 787 | 787 | 787 | 787 | 1574 |
Panel B: cigarette-caused fire fatalities | |||||
Effect estimate (IRR, 95% CI) | 0.66 (0.55 to 0.79) | 0.70 (0.55 to 0.88) | 0.74 (0.60 to 0.92) | 0.82 (0.66 to 1.02) | 0.92 (0.74 to 1.14) |
State effects | Yes | Yes | Yes | Yes | Yes |
Year effects | Yes | Yes | Yes | Yes | |
Time-varying covariates | Yes | Yes | Yes | ||
State-specific trends | Yes | Yes | |||
DDD | Yes | ||||
N states | 51 | 51 | 51 | 51 | 51 |
Average observations per state | 14.9 | 14.9 | 14.9 | 14.9 | 29.8 |
Valid state-years | 759 | 759 | 759 | 759 | 1518 |
Poisson regression models with clustered-robust SEs were used to estimate the effects while accounting for correlated errors within states. The dependent variable is offset by population size (per state-year) in all models. The DDD model (column V) includes two observations per state-year; one for cigarette-related events and one for (cause-determined) events unrelated to smoking materials. This model includes main effects for all states, years, time-varying covariates and state-specific trends, as well as their interactions with event type (a dummy for cigarette-caused event or event unrelated to smoking). The time-varying covariates included in models III–V are per capita disposable income, cigarette sales, ethanol consumption and the per cent of the population aged ≥65 years, as well as the proportion of events with unknown ignition source.
DDD, difference-in-difference-in-differences model.