| 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 | 1.310 | 1.996 | 0.805 | 1.400 | -0.373 | -0.663 |
| (1.50) | (2.08) | (1.57) | (2.18) | (1.45) | (1.91) | |
| Union X Mine Size | -1.094 | -1.638 | -1.366 | -2.066 | 3.120 | 3.655 |
| (1.35) | (1.65) | (1.55) | (1.92) | (5.57) | (6.40) | |
| Mine Size | 8.261*** | 9.664*** | 9.597*** | 11.303*** | 11.029*** | 12.190*** |
| (1.20) | (1.46) | (1.34) | (1.80) | (2.90) | (3.25) | |
| Log of Controller Size | 0.497*** | 0.670** | 0.572** | 0.771** | 0.882*** | 0.978*** |
| (0.19) | (0.29) | (0.23) | (0.36) | (0.19) | (0.29) | |
| Lost-Day Injuries in Prev. Year | 0.632*** | 0.594*** | 0.645*** | 0.611*** | 1.035*** | 1.025*** |
| (0.23) | (0.22) | (0.22) | (0.22) | (0.23) | (0.21) | |
| Penalty Pts. in Prev. Year | 2.455*** | 2.236*** | 2.473*** | 2.253*** | 2.744*** | 2.501*** |
| (0.12) | (0.14) | (0.13) | (0.15) | (0.10) | (0.14) | |
| Mine Age | 0.248*** | 0.295*** | 0.260*** | 0.309*** | 0.284*** | 0.315*** |
| (0.08) | (0.09) | (0.08) | (0.09) | (0.07) | (0.08) | |
| Productivity | -0.291*** | -0.267*** | -0.296*** | -0.284*** | -0.553*** | -0.619*** |
| (0.06) | (0.09) | (0.06) | (0.09) | (0.07) | (0.09) | |
| NIOSH Longwall Dummy | 4.290 | 3.724 | 9.025*** | |||
| (3.65) | (3.80) | (3.50) | ||||
| Number of Coal Beds | 2.017 | 2.091 | 4.137 | |||
| (3.32) | (3.33) | (3.25) | ||||
| Avg. Coal Bed Thickness (yds.) | 0.783 | 0.568 | 1.205 | |||
| (1.40) | (1.45) | (1.45) | ||||
| Subsidiary Indicator | -0.640 | -0.508 | 0.362 | |||
| (1.06) | (1.16) | (1.12) | ||||
| Pct. Captive Production | -1.768* | -2.004* | -1.809* | |||
| (1.02) | (1.08) | (1.03) | ||||
| Recoverable Reserves | 0.000 | 0.000 | 0.000*** | |||
| (0.00) | (0.00) | (0.00) | ||||
| Pct. Continuous Mining Method | 0.021* | 0.032*** | 0.039*** | |||
| (0.01) | (0.01) | (0.01) | ||||
| Pct. Conventional Mining Method | 0.027** | 0.035*** | 0.043*** | |||
| (0.01) | (0.01) | (0.01) | ||||
| Pct. Longwall Mining Method | 0.005 | 0.009 | 0.083 | |||
| (0.06) | (0.06) | (0.06) | ||||
| Pct. Shortwall Mining Method | 0.545 | 0.533 | 0.598 | |||
| (0.41) | (0.40) | (0.43) | ||||
| Constant | 8.419** | 4.875 | 21.087*** | 7.248 | 29.067*** | 12.695** |
| (3.94) | (7.38) | (3.59) | (6.44) | (3.52) | (6.29) | |
| 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 | 23,380 | 16,790 | 22,704 | 16,324 | 22,704 | 16,324 |
| # of Union Mines / # of Total Mines | 227 / 1,519 | 151 / 1,114 | 227 / 1,514 | 151 / 1,109 | 227 / 1,514 | 151 / 1,109 |
| R2 | 0.62 | 0.64 | 0.62 | 0.64 | 0.61 | 0.63 |
| Regression Date/Time | 12/2/11 16:46 | 12/2/11 16:46 | 12/2/11 16:46 | 12/2/11 16:46 | 12/2/11 16:47 | 12/2/11 16:47 |
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: total number of violations per mine-quarter.