| Specification | Baseline (Hours Worked) | Employees | Tonnage | |||
Model |
Public Fields Only |
Confidential Fields |
Public Fields Only |
Confidential Fields |
Public Fields Only |
Confidential Fields |
| Mine/Controller Size Units: | 100 Quarterly FTEs |
100 Quarterly FTEs |
100 Employees |
100 Employees |
Millions of Tons |
Millions of Tons |
| Union | 26.118*** | 30.248*** | 22.138*** | 25.686*** | 15.809*** | 16.070** |
| (6.96) | (8.88) | (7.56) | (9.73) | (6.06) | (7.80) | |
| Union X Mine Size | -20.991*** | -27.578*** | -24.827*** | -32.700*** | -39.289* | -46.851** |
| (7.39) | (7.02) | (9.26) | (8.93) | (21.30) | (23.40) | |
| Mine Size | 95.021*** | 104.234*** | 105.830*** | 120.333*** | 179.759*** | 173.459*** |
| (7.86) | (7.82) | (9.84) | (10.32) | (23.65) | (24.81) | |
| Log of Controller Size | 3.341*** | 2.656** | 4.968*** | 3.998*** | 8.887*** | 8.461*** |
| (1.08) | (1.08) | (1.32) | (1.42) | (0.88) | (1.12) | |
| Lost-Day Injuries in Prev. Year | 1.439*** | 1.660*** | 1.772*** | 1.955*** | 5.350*** | 5.815*** |
| (0.44) | (0.54) | (0.47) | (0.59) | (0.50) | (0.64) | |
| Penalty Pts. in Prev. Year | 9.883*** | 9.465*** | 10.314*** | 9.778*** | 12.899*** | 12.291*** |
| (0.53) | (0.46) | (0.59) | (0.50) | (0.56) | (0.54) | |
| Mine Age | 1.630*** | 1.914*** | 1.731*** | 2.051*** | 1.932*** | 2.123*** |
| (0.25) | (0.27) | (0.26) | (0.30) | (0.28) | (0.31) | |
| Productivity | 0.257 | -0.002 | 0.103 | -0.081 | -3.673*** | -4.154*** |
| (0.28) | (0.33) | (0.29) | (0.36) | (0.41) | (0.48) | |
| NIOSH Longwall Dummy | -9.549 | -9.432 | 26.641* | |||
| (13.05) | (14.59) | (15.93) | ||||
| Number of Coal Beds | 10.010 | 11.134 | 29.515** | |||
| (13.81) | (14.09) | (14.19) | ||||
| Avg. Coal Bed Thickness (yds.) | 6.828 | 3.746 | 9.221* | |||
| (4.29) | (4.67) | (4.88) | ||||
| Subsidiary Indicator | 11.463** | 11.161** | 14.155*** | |||
| (4.66) | (4.82) | (4.79) | ||||
| Pct. Captive Production | -0.364 | -1.814 | 2.537 | |||
| (5.48) | (5.64) | (6.04) | ||||
| Recoverable Reserves | -0.000*** | -0.000*** | -0.000 | |||
| (0.00) | (0.00) | (0.00) | ||||
| Pct. Continuous Mining Method | 0.091 | 0.137** | 0.199*** | |||
| (0.06) | (0.07) | (0.07) | ||||
| Pct. Conventional Mining Method | 0.212*** | 0.245*** | 0.321*** | |||
| (0.07) | (0.07) | (0.08) | ||||
| Pct. Longwall Mining Method | 0.132 | 0.110 | 0.719*** | |||
| (0.20) | (0.23) | (0.23) | ||||
| Pct. Shortwall Mining Method | 0.156 | -0.019 | 0.528** | |||
| (0.29) | (0.39) | (0.22) | ||||
| Constant | 35.676* | 14.958 | 11.379 | 1.054 | 136.533*** | 94.512*** |
| (18.60) | (24.51) | (19.86) | (25.48) | (17.99) | (27.97) | |
| Subunit Dummies | Yes | Yes | Yes | Yes | Yes | Yes |
| Quarter Dummies | Yes | Yes | Yes | Yes | Yes | Yes |
| District Dummies | Yes | Yes | Yes | Yes | Yes | Yes |
| Observations | 23,751 | 17,017 | 23,044 | 16,526 | 23,044 | 16,526 |
| # of Union Mines / # of Total Mines | 228 / 1,531 | 152 / 1,124 | 228 / 1,524 | 152 / 1,118 | 228 / 1,524 | 152 / 1,118 |
| R2 | 0.73 | 0.75 | 0.73 | 0.74 | 0.71 | 0.72 |
| Regression Date/Time | 12/2/11 16:45 | 12/2/11 16:45 | 12/2/11 16:45 | 12/2/11 16:45 | 12/2/11 16:45 | 12/2/11 16:45 |
Definitions: Significance Levels: *** 1%, ** 5%, * 10%. FTE is defined as 2,000 man-hours.
Models: All models are ordinary least squares regressions; standard errors (shown in parentheses) are clustered at the mine level. The unit of analysis for all models is the mine-quarter.
Sample: public sample is: (1==1) (underground_mine==1) (coal_dummy==1) (bituminous==1) (active==1) (first_qtr_of_production==0) inrange(year, 1995, 2009). private sample is: (1==1) (underground_mine==1) (coal_dummy==1) (bituminous==1) (active==1) (first_qtr_of_production==0) inrange(year, 1998, 2009).
Independent Variables: All models include the following regressors: union dummy, union-size interaction term, mine size measure (defined as specified in column headers), logged controller size measure (defined as specified in column headers), mine age, productivity, number of lost-work injuries (in hundreds) in the previous four quarters, total penalty points (in thousands) in the previous four quarters, a constant term, dummies indicating presence of each type of mine subunit, quarter dummies, and district dummies. In addition: "Public Fields Only" models include the NIOSH longwall dummy; and "Confidential Fields" models include number of coal beds, mean coal bed thickness (in yards), subsidiary indicator, captive production as a percentage of total production, recoverable coal reserves, and mining method percentages.
Dependent Variable: the number of regular inspection hours per mine-quarter.