Table 9.
Wind and PM 2.5 IV — Regressions over alternative outcomes: Hospitalizations, use of ICUs, and use of ventilators .
| (1) | (2) | (3) | (4) | (5) | |
|---|---|---|---|---|---|
| Same-day | Same-day | Same-day | 3-day | 7-day | |
| Hospitalizations | |||||
| Weighted PM 2.5 | 13.18*** | 10.15*** | 16.41*** | 22.31** | 22.27 |
| (3.495) | (3.672) | (4.902) | (10.08) | (25.15) | |
| F Stat | 9.65 | 9.88 | 9.98 | 9.60 | 9.59 |
| Dep Var Mean | 1646.36 | 1647.19 | 1647.18 | 4962.06 | 1.2e+04 |
| Pct change mean | 0.800 | 0.616 | 0.996 | 0.450 | 0.191 |
| Controls | ✓ | ✓ | ✓ | ✓ | ✓ |
| County & State-by-week FEs | ✓ | ✓ | ✓ | ||
| County and MSA-by-week FEs | ✓ | ||||
| County and CBSA-by-week FEs | ✓ | ||||
| Observations | 70,875 | 70,823 | 70,801 | 70,757 | 70,587 |
| Intensive care units | |||||
| Weighted PM 2.5 | 3.260** | 3.192** | 4.433*** | 3.892 | 9.823 |
| (1.430) | (1.446) | (1.641) | (3.914) | (7.771) | |
| F Stat | 13.09 | 13.14 | 13.06 | 13.05 | 13.03 |
| Dep Var Mean | 639.95 | 640.08 | 640.22 | 1925.66 | 4507.23 |
| Pct change mean | 0.509 | 0.499 | 0.692 | 0.202 | 0.218 |
| Controls | ✓ | ✓ | ✓ | ✓ | ✓ |
| County & State-by-week FEs | ✓ | ✓ | ✓ | ||
| County and MSA-by-week FEs | ✓ | ||||
| County and CBSA-by-week FEs | ✓ | ||||
| Observations | 42,307 | 42,276 | 42,266 | 42,207 | 42,064 |
| Ventilators | |||||
| Weighted PM 2.5 | −0.0993 | 0.333 | 0.0985 | 0.0935 | 2.396 |
| (0.477) | (0.581) | (0.556) | (1.190) | (2.617) | |
| F Stat | 18.07 | 17.40 | 17.54 | 18.43 | 17.84 |
| Dep Var Mean | 207.99 | 207.99 | 208.00 | 615.11 | 1392.01 |
| Pct change mean | −0.048 | 0.160 | 0.047 | 0.015 | 0.172 |
| Controls | ✓ | ✓ | ✓ | ✓ | ✓ |
| County & State-by-week FEs | ✓ | ✓ | ✓ | ||
| County and MSA-by-week FEs | ✓ | ||||
| County and CBSA-by-week FEs | ✓ | ||||
| Observations | 30,614 | 30,591 | 30,580 | 30,561 | 30,484 |
, , . Standard errors clustered at the county level in parentheses. Controls include state-level and county-level policy adoption, wind speed, minimum and maximum daily temperature, precipitation, prior two-week social distancing behavior, day-of-week, and two lagged wind direction-by-monitor cluster interactions. The table displays regressions over three different outcomes: hospitalizations, use of Intensive Care Units (ICU), and use of ventilators, at the state-day level. All outcomes represent the number of patients using these healthcare resources on a given day. Columns (1) through (3) analyze these outcomes on the same day over three types of geography-by-week fixed effects. Column (4) and column (5) display the relationship between fine particulate matter and summed daily outcomes over three days and seven days, respectively. Regressions employ county population weights. F-statistics of the relevance test are computed assuming first-stage standard errors are not serially correlated.