| 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 | 0.228*** | 0.240** | 0.184** | 0.207** | 0.135* | 0.090 |
| (0.08) | (0.10) | (0.09) | (0.10) | (0.07) | (0.09) | |
| Union X Mine Size | -0.113* | -0.170*** | -0.119 | -0.196*** | -0.180 | -0.242* |
| (0.07) | (0.05) | (0.08) | (0.06) | (0.15) | (0.13) | |
| Mine Size | 0.301*** | 0.378*** | 0.326*** | 0.435*** | 0.495*** | 0.624*** |
| (0.05) | (0.06) | (0.07) | (0.07) | (0.12) | (0.16) | |
| Log of Controller Size | 0.111*** | 0.102*** | 0.134*** | 0.123*** | 0.123*** | 0.112*** |
| (0.01) | (0.02) | (0.02) | (0.02) | (0.01) | (0.02) | |
| Lost-Day Injuries in Prev. Year | 0.026*** | 0.029*** | 0.026*** | 0.029*** | 0.037*** | 0.041*** |
| (0.01) | (0.01) | (0.01) | (0.01) | (0.01) | (0.00) | |
| Penalty Pts. in Prev. Year | 0.065*** | 0.060*** | 0.066*** | 0.060*** | 0.075*** | 0.069*** |
| (0.01) | (0.01) | (0.01) | (0.01) | (0.01) | (0.01) | |
| Mine Age | 0.011*** | 0.012*** | 0.011*** | 0.012*** | 0.012*** | 0.012*** |
| (0.00) | (0.00) | (0.00) | (0.00) | (0.00) | (0.00) | |
| Productivity | -0.014*** | -0.014*** | -0.017*** | -0.017*** | -0.032*** | -0.034*** |
| (0.00) | (0.00) | (0.00) | (0.00) | (0.00) | (0.01) | |
| NIOSH Longwall Dummy | 0.143 | 0.134 | 0.277* | |||
| (0.15) | (0.15) | (0.14) | ||||
| Number of Coal Beds | -0.071 | -0.078 | -0.017 | |||
| (0.13) | (0.13) | (0.13) | ||||
| Avg. Coal Bed Thickness (yds.) | 0.014 | 0.008 | 0.025 | |||
| (0.05) | (0.05) | (0.05) | ||||
| Subsidiary Indicator | 0.130** | 0.105* | 0.151** | |||
| (0.06) | (0.06) | (0.06) | ||||
| Pct. Captive Production | -0.039 | -0.040 | -0.019 | |||
| (0.06) | (0.06) | (0.06) | ||||
| Recoverable Reserves | -0.000*** | -0.000** | -0.000* | |||
| (0.00) | (0.00) | (0.00) | ||||
| Pct. Continuous Mining Method | 0.004*** | 0.005*** | 0.005*** | |||
| (0.00) | (0.00) | (0.00) | ||||
| Pct. Conventional Mining Method | 0.006*** | 0.006*** | 0.006*** | |||
| (0.00) | (0.00) | (0.00) | ||||
| Pct. Longwall Mining Method | 0.005** | 0.005** | 0.007*** | |||
| (0.00) | (0.00) | (0.00) | ||||
| Pct. Shortwall Mining Method | 0.012** | 0.012** | 0.013** | |||
| (0.01) | (0.01) | (0.01) | ||||
| Constant | 8.331*** | 7.978*** | 7.120*** | 7.939*** | 7.709*** | 8.437*** |
| (0.19) | (0.24) | (0.20) | (0.24) | (0.23) | (0.27) | |
| 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 | 23,349 | 16,767 | 22,679 | 16,305 | 22,679 | 16,305 |
| # of Union Mines / # of Total Mines | 227 / 1,517 | 151 / 1,113 | 227 / 1,512 | 151 / 1,108 | 227 / 1,512 | 151 / 1,108 |
| R2 | 0.53 | 0.56 | 0.54 | 0.56 | 0.53 | 0.55 |
| Regression Date/Time | 12/2/11 16:50 | 12/2/11 16:50 | 12/2/11 16:50 | 12/2/11 16:50 | 12/2/11 16:50 | 12/2/11 16:50 |
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 log of total proposed penalties per mine-quarter.