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. 2019 Aug 16;134(4):1747–1791. doi: 10.1093/qje/qjz023

Table I.

Means of Study Variables at Baseline

Enrolled in study
Not in p- Sample
study Control Treatment value size
(1) (2) (3) (4) (5)
Panel A: Stratification variables
 Male 0.536 0.426 0.428 .902 12,459
 Age 50+ 0.430 0.323 0.327 .818 12,459
 Age 37–49 0.362 0.340 0.332 .591 12,459
 White 0.774 0.841 0.836 .648 12,459
 Salary Q1 (bottom quartile) 0.234 0.244 0.242 .881 12,459
 Salary Q2 0.189 0.255 0.259 .773 12,459
 Salary Q3 0.197 0.249 0.250 .924 12,459
 Faculty 0.298 0.196 0.201 .721 12,459
 Academic staff 0.324 0.443 0.437 .712 12,459
Panel B: 2016 survey variables
 Ever screened 0.885 0.892 .503 4,834
 Physically active 0.359 0.382 .134 4,834
 Trying to be active 0.822 0.809 .278 4,834
 Current smoker (cigarettes) 0.072 0.065 .428 4,833
 Current smoker (other) 0.085 0.085 .960 4,833
 Former smoker 0.198 0.196 .870 4,833
 Drinker 0.657 0.645 .423 4,830
 Heavy drinker 0.050 0.049 .955 4,829
 Chronic condition 0.729 0.726 .824 4,834
 Excellent or v. good health 0.586 0.602 .281 4,834
 Not poor health 0.989 0.989 .882 4,834
 Physical problems 0.392 0.388 .793 4,834
 Lots of energy 0.310 0.330 .171 4,834
 Bad emotional health 0.308 0.288 .162 4,834
 Overweight 0.545 0.533 .438 4,834
 High BP/cholesterol/glucose 0.308 0.295 .354 4,834
 Sedentary 0.545 0.542 .846 4,833
 Pharmaceutical drug utilization 0.723 0.706 .205 4,830
 Physician/ER utilization 0.772 0.748 .077 4,833
 Hospital utilization 0.038 0.027 .054 4,833
 Any sick days in past year 0.618 0.600 .232 4,828
 Worked 50+ hours/week 0.187 0.173 .234 4,831
 Very satisfied with job 0.396 0.408 .415 4,832
 Very or somewhat satisfied with job 0.836 0.845 .419 4,832
 Management priority on health/safety 0.771 0.782 .401 4,831
Sample size 7,625 1,534 3,300
Joint balance test for Panel A (p-value) 1.000 4,834
Joint balance test for Panel B (p-value) .821 4,817
(1) (2) (3) (4) (5)
Panel C: Health claims variables (2015–2016)
 Total spending (dollars/month) 579 506 465 .317 8,096
 Office spending 54 67 58 .498 8,096
 Hospital spending 345 283 259 .369 8,096
 Drug spending 105 103 101 .911 8,096
 Nonzero medical spending 0.888 0.899 0.885 .253 8,096
Panel D: Health behavior and productivity variables
 Sick leave (days/year) 5.89 6.05 6.13 .707 12,459
 Annual salary (dollars) 73,927 61,528 61,736 .840 12,221
 IL Marathon/10K/5K (2014–2016) 0.072 0.107 0.118 .257 12,459
 Campus gym visits (days/year) 6.14 7.36 6.78 .483 12,459
Sample size 7,625 1,534 3,300
Joint balance test for Panel C (p-value) .764 3,223
Joint balance test for Panel D (p-value) .752 4,770

Notes. Columns (1)–(3) report unweighted means for different, nonoverlapping subsets of university employees. Column (4) reports the p-value from a joint test of equality of the two coefficients reported in columns (2)–(3). The joint balance test rows report the p-value from jointly testing whether the variables in a particular panel predict enrollment into treatment.