All Years, Year FE

Police Officers

## 
## ===========================================================================================
##                                               Dependent variable:                          
##                     -----------------------------------------------------------------------
##                                                      lemp                                  
##                            (1)               (2)               (3)               (4)       
## -------------------------------------------------------------------------------------------
## linc                      0.083                                               0.437***     
##                          (0.094)                                               (0.037)     
##                                                                                            
## lpop                                      0.863***                            0.195***     
##                                            (0.014)                             (0.028)     
##                                                                                            
## log_tot_crime                                               0.849***          0.699***     
##                                                              (0.012)           (0.027)     
##                                                                                            
## -------------------------------------------------------------------------------------------
## Year FE                    Yes               Yes               Yes               Yes       
## County FE                  No                No                No                No        
## Observations              1,098             1,098             1,091             1,091      
## R2                        0.021             0.785             0.836             0.868      
## Adjusted R2               0.015             0.783             0.835             0.867      
## Residual Std. Error 0.520 (df = 1090) 0.244 (df = 1090) 0.213 (df = 1083) 0.191 (df = 1081)
## ===========================================================================================
## Note:                                                           *p<0.1; **p<0.05; ***p<0.01
## 
## ===========================================================================================
##                                               Dependent variable:                          
##                     -----------------------------------------------------------------------
##                                                      lemp                                  
##                            (1)               (2)               (3)               (4)       
## -------------------------------------------------------------------------------------------
## linc                    -0.642***                                             0.517***     
##                          (0.115)                                               (0.048)     
##                                                                                            
## lpop                                      0.839***                            0.096***     
##                                            (0.016)                             (0.027)     
##                                                                                            
## log_tot_crime                                               0.868***          0.828***     
##                                                              (0.012)           (0.027)     
##                                                                                            
## -------------------------------------------------------------------------------------------
## Year FE                    Yes               Yes               Yes               Yes       
## County FE                  Yes               Yes               Yes               Yes       
## Observations              1,098             1,098             1,091             1,091      
## R2                        0.352             0.813             0.890             0.903      
## Adjusted R2               0.317             0.803             0.884             0.898      
## Residual Std. Error 0.433 (df = 1040) 0.232 (df = 1040) 0.179 (df = 1033) 0.167 (df = 1031)
## ===========================================================================================
## Note:                                                           *p<0.1; **p<0.05; ***p<0.01
## 
## ===============================================================================================================
##                                                         Dependent variable:                                    
##                     -------------------------------------------------------------------------------------------
##                                                              total_pay                                         
##                              (1)                    (2)                    (3)                    (4)          
## ---------------------------------------------------------------------------------------------------------------
## linc                    67,321.000***                                                        78,426.000***     
##                          (3,552.000)                                                          (3,310.000)      
##                                                                                                                
## lpop                                           15,627.000***                                 -6,782.000***     
##                                                 (1,204.000)                                   (2,494.000)      
##                                                                                                                
## log_tot_crime                                                         14,104.000***          23,398.000***     
##                                                                        (1,158.000)            (2,398.000)      
##                                                                                                                
## ---------------------------------------------------------------------------------------------------------------
## Year FE                      Yes                    Yes                    Yes                    Yes          
## County FE                     No                     No                     No                     No          
## Observations                1,098                  1,098                  1,091                  1,091         
## R2                          0.312                  0.207                  0.192                  0.476         
## Adjusted R2                 0.307                  0.202                  0.187                  0.472         
## Residual Std. Error 19,714.000 (df = 1090) 21,156.000 (df = 1090) 21,277.000 (df = 1083) 17,149.000 (df = 1081)
## ===============================================================================================================
## Note:                                                                               *p<0.1; **p<0.05; ***p<0.01
## 
## ===============================================================================================================
##                                                         Dependent variable:                                    
##                     -------------------------------------------------------------------------------------------
##                                                              total_pay                                         
##                              (1)                    (2)                    (3)                    (4)          
## ---------------------------------------------------------------------------------------------------------------
## linc                      6,285.000                                                          26,621.000***     
##                          (3,918.000)                                                          (3,843.000)      
##                                                                                                                
## lpop                                           10,244.000***                                 -8,089.000***     
##                                                  (977.000)                                    (2,127.000)      
##                                                                                                                
## log_tot_crime                                                         11,996.000***          21,124.000***     
##                                                                         (919.000)             (2,113.000)      
##                                                                                                                
## ---------------------------------------------------------------------------------------------------------------
## Year FE                      Yes                    Yes                    Yes                    Yes          
## County FE                    Yes                    Yes                    Yes                    Yes          
## Observations                1,098                  1,098                  1,091                  1,091         
## R2                          0.635                  0.669                  0.684                  0.700         
## Adjusted R2                 0.615                  0.651                  0.667                  0.683         
## Residual Std. Error 14,702.000 (df = 1040) 13,999.000 (df = 1040) 13,624.000 (df = 1033) 13,292.000 (df = 1031)
## ===============================================================================================================
## Note:                                                                               *p<0.1; **p<0.05; ***p<0.01
## 
## ===============================================================================================================
##                                                         Dependent variable:                                    
##                     -------------------------------------------------------------------------------------------
##                                                              base_pay                                          
##                              (1)                    (2)                    (3)                    (4)          
## ---------------------------------------------------------------------------------------------------------------
## linc                    61,963.000***                                                        70,213.000***     
##                          (2,626.000)                                                          (2,454.000)      
##                                                                                                                
## lpop                                           11,425.000***                                 -5,047.000***     
##                                                  (959.000)                                    (1,849.000)      
##                                                                                                                
## log_tot_crime                                                          9,780.000***          17,213.000***     
##                                                                         (927.000)             (1,778.000)      
##                                                                                                                
## ---------------------------------------------------------------------------------------------------------------
## Year FE                      Yes                    Yes                    Yes                    Yes          
## County FE                     No                     No                     No                     No          
## Observations                1,098                  1,098                  1,091                  1,091         
## R2                          0.398                  0.196                  0.173                  0.540         
## Adjusted R2                 0.395                  0.191                  0.168                  0.536         
## Residual Std. Error 14,573.000 (df = 1090) 16,850.000 (df = 1090) 17,030.000 (df = 1083) 12,714.000 (df = 1081)
## ===============================================================================================================
## Note:                                                                               *p<0.1; **p<0.05; ***p<0.01
## 
## ==============================================================================================================
##                                                        Dependent variable:                                    
##                     ------------------------------------------------------------------------------------------
##                                                              base_pay                                         
##                              (1)                    (2)                    (3)                    (4)         
## --------------------------------------------------------------------------------------------------------------
## linc                    14,906.000***                                                        30,024.000***    
##                          (2,819.000)                                                          (2,751.000)     
##                                                                                                               
## lpop                                            7,200.000***                                 -5,315.000***    
##                                                  (714.000)                                    (1,522.000)     
##                                                                                                               
## log_tot_crime                                                          8,059.000***          15,085.000***    
##                                                                         (678.000)             (1,512.000)     
##                                                                                                               
## --------------------------------------------------------------------------------------------------------------
## Year FE                      Yes                    Yes                    Yes                    Yes         
## County FE                    Yes                    Yes                    Yes                    Yes         
## Observations                1,098                  1,098                  1,091                  1,091        
## R2                          0.698                  0.717                  0.726                  0.754        
## Adjusted R2                 0.681                  0.702                  0.710                  0.740        
## Residual Std. Error 10,577.000 (df = 1040) 10,230.000 (df = 1040) 10,046.000 (df = 1033) 9,513.000 (df = 1031)
## ==============================================================================================================
## Note:                                                                              *p<0.1; **p<0.05; ***p<0.01
## 
## ===========================================================================================================
##                                                       Dependent variable:                                  
##                     ---------------------------------------------------------------------------------------
##                                                          overtime_pay                                      
##                              (1)                   (2)                   (3)                   (4)         
## -----------------------------------------------------------------------------------------------------------
## linc                    5,358.000***                                                      8,212.000***     
##                          (1,639.000)                                                       (1,687.000)     
##                                                                                                            
## lpop                                          4,202.000***                                 -1,735.000      
##                                                 (505.000)                                  (1,271.000)     
##                                                                                                            
## log_tot_crime                                                       4,324.000***          6,185.000***     
##                                                                       (480.000)            (1,222.000)     
##                                                                                                            
## -----------------------------------------------------------------------------------------------------------
## Year FE                      Yes                   Yes                   Yes                   Yes         
## County FE                    No                    No                    No                    No          
## Observations                1,098                 1,098                 1,091                 1,091        
## R2                          0.042                 0.090                 0.099                 0.118        
## Adjusted R2                 0.036                 0.084                 0.093                 0.111        
## Residual Std. Error 9,098.000 (df = 1090) 8,865.000 (df = 1090) 8,828.000 (df = 1083) 8,740.000 (df = 1081)
## ===========================================================================================================
## Note:                                                                           *p<0.1; **p<0.05; ***p<0.01
## 
## ===========================================================================================================
##                                                       Dependent variable:                                  
##                     ---------------------------------------------------------------------------------------
##                                                          overtime_pay                                      
##                              (1)                   (2)                   (3)                   (4)         
## -----------------------------------------------------------------------------------------------------------
## linc                    -8,620.000***                                                      -3,402.000      
##                          (2,168.000)                                                       (2,308.000)     
##                                                                                                            
## lpop                                          3,044.000***                                -2,774.000**     
##                                                 (564.000)                                  (1,277.000)     
##                                                                                                            
## log_tot_crime                                                       3,937.000***          6,039.000***     
##                                                                       (540.000)            (1,269.000)     
##                                                                                                            
## -----------------------------------------------------------------------------------------------------------
## Year FE                      Yes                   Yes                   Yes                   Yes         
## County FE                    Yes                   Yes                   Yes                   Yes         
## Observations                1,098                 1,098                 1,091                 1,091        
## R2                          0.269                 0.278                 0.293                 0.299        
## Adjusted R2                 0.229                 0.238                 0.254                 0.259        
## Residual Std. Error 8,136.000 (df = 1040) 8,085.000 (df = 1040) 8,005.000 (df = 1033) 7,980.000 (df = 1031)
## ===========================================================================================================
## Note:                                                                           *p<0.1; **p<0.05; ***p<0.01
## 
## ===============================================================================================================
##                                                         Dependent variable:                                    
##                     -------------------------------------------------------------------------------------------
##                                                            total_pay_25                                        
##                              (1)                    (2)                    (3)                    (4)          
## ---------------------------------------------------------------------------------------------------------------
## linc                    64,819.000***                                                        73,189.000***     
##                          (2,997.000)                                                          (2,924.000)      
##                                                                                                                
## lpop                                           10,716.000***                                 -6,421.000***     
##                                                 (1,084.000)                                   (2,203.000)      
##                                                                                                                
## log_tot_crime                                                          9,158.000***          17,911.000***     
##                                                                        (1,043.000)            (2,118.000)      
##                                                                                                                
## ---------------------------------------------------------------------------------------------------------------
## Year FE                      Yes                    Yes                    Yes                    Yes          
## County FE                     No                     No                     No                     No          
## Observations                1,098                  1,098                  1,091                  1,091         
## R2                          0.361                  0.161                  0.144                  0.467         
## Adjusted R2                 0.356                  0.156                  0.139                  0.462         
## Residual Std. Error 16,636.000 (df = 1090) 19,052.000 (df = 1090) 19,172.000 (df = 1083) 15,148.000 (df = 1081)
## ===============================================================================================================
## Note:                                                                               *p<0.1; **p<0.05; ***p<0.01
## 
## ===============================================================================================================
##                                                         Dependent variable:                                    
##                     -------------------------------------------------------------------------------------------
##                                                            total_pay_25                                        
##                              (1)                    (2)                    (3)                    (4)          
## ---------------------------------------------------------------------------------------------------------------
## linc                    13,351.000***                                                        26,825.000***     
##                          (3,314.000)                                                          (3,390.000)      
##                                                                                                                
## lpop                                            5,772.000***                                 -6,950.000***     
##                                                  (856.000)                                    (1,876.000)      
##                                                                                                                
## log_tot_crime                                                          6,937.000***          15,105.000***     
##                                                                         (816.000)             (1,864.000)      
##                                                                                                                
## ---------------------------------------------------------------------------------------------------------------
## Year FE                      Yes                    Yes                    Yes                    Yes          
## County FE                    Yes                    Yes                    Yes                    Yes          
## Observations                1,098                  1,098                  1,091                  1,091         
## R2                          0.659                  0.668                  0.675                  0.695         
## Adjusted R2                 0.641                  0.650                  0.657                  0.678         
## Residual Std. Error 12,434.000 (df = 1040) 12,265.000 (df = 1040) 12,091.000 (df = 1033) 11,726.000 (df = 1031)
## ===============================================================================================================
## Note:                                                                               *p<0.1; **p<0.05; ***p<0.01
## 
## ===============================================================================================================
##                                                         Dependent variable:                                    
##                     -------------------------------------------------------------------------------------------
##                                                            total_pay_75                                        
##                              (1)                    (2)                    (3)                    (4)          
## ---------------------------------------------------------------------------------------------------------------
## linc                    67,539.000***                                                        80,327.000***     
##                          (4,052.000)                                                          (3,713.000)      
##                                                                                                                
## lpop                                           19,018.000***                                  -6,657.000**     
##                                                 (1,313.000)                                   (2,797.000)      
##                                                                                                                
## log_tot_crime                                                         17,532.000***          26,801.000***     
##                                                                        (1,261.000)            (2,690.000)      
##                                                                                                                
## ---------------------------------------------------------------------------------------------------------------
## Year FE                      Yes                    Yes                    Yes                    Yes          
## County FE                     No                     No                     No                     No          
## Observations                1,098                  1,098                  1,091                  1,091         
## R2                          0.267                  0.228                  0.217                  0.461         
## Adjusted R2                 0.262                  0.223                  0.212                  0.457         
## Residual Std. Error 22,489.000 (df = 1090) 23,070.000 (df = 1090) 23,167.000 (df = 1083) 19,236.000 (df = 1081)
## ===============================================================================================================
## Note:                                                                               *p<0.1; **p<0.05; ***p<0.01
## 
## ===============================================================================================================
##                                                         Dependent variable:                                    
##                     -------------------------------------------------------------------------------------------
##                                                            total_pay_75                                        
##                              (1)                    (2)                    (3)                    (4)          
## ---------------------------------------------------------------------------------------------------------------
## linc                       -410.000                                                          24,338.000***     
##                          (4,563.000)                                                          (4,419.000)      
##                                                                                                                
## lpop                                           13,439.000***                                 -8,398.000***     
##                                                 (1,120.000)                                   (2,446.000)      
##                                                                                                                
## log_tot_crime                                                         15,576.000***          24,783.000***     
##                                                                        (1,048.000)            (2,430.000)      
##                                                                                                                
## ---------------------------------------------------------------------------------------------------------------
## Year FE                      Yes                    Yes                    Yes                    Yes          
## County FE                    Yes                    Yes                    Yes                    Yes          
## Observations                1,098                  1,098                  1,091                  1,091         
## R2                          0.595                  0.644                  0.664                  0.676         
## Adjusted R2                 0.572                  0.624                  0.646                  0.657         
## Residual Std. Error 17,121.000 (df = 1040) 16,046.000 (df = 1040) 15,533.000 (df = 1033) 15,283.000 (df = 1031)
## ===============================================================================================================
## Note:                                                                               *p<0.1; **p<0.05; ***p<0.01

Firefighters

## 
## =======================================================================================
##                                             Dependent variable:                        
##                     -------------------------------------------------------------------
##                                                    lemp                                
##                           (1)              (2)              (3)              (4)       
## ---------------------------------------------------------------------------------------
## linc                     0.088                                             0.734***    
##                         (0.140)                                            (0.078)     
##                                                                                        
## lpop                                     0.764***                          0.170***    
##                                          (0.022)                           (0.050)     
##                                                                                        
## log_tot_crime                                             0.774***         0.669***    
##                                                           (0.022)          (0.050)     
##                                                                                        
## ---------------------------------------------------------------------------------------
## Year FE                   Yes              Yes              Yes              Yes       
## County FE                  No               No               No               No       
## Observations              639              639              632              632       
## R2                       0.006            0.653            0.675            0.731      
## Adjusted R2              -0.005           0.649            0.671            0.727      
## Residual Std. Error 0.498 (df = 631) 0.294 (df = 631) 0.282 (df = 624) 0.257 (df = 622)
## =======================================================================================
## Note:                                                       *p<0.1; **p<0.05; ***p<0.01
## 
## =======================================================================================
##                                             Dependent variable:                        
##                     -------------------------------------------------------------------
##                                                    lemp                                
##                           (1)              (2)              (3)              (4)       
## ---------------------------------------------------------------------------------------
## linc                   -0.986***                                           0.291***    
##                         (0.170)                                            (0.089)     
##                                                                                        
## lpop                                     0.747***                           0.052      
##                                          (0.022)                           (0.044)     
##                                                                                        
## log_tot_crime                                             0.819***         0.792***    
##                                                           (0.018)          (0.046)     
##                                                                                        
## ---------------------------------------------------------------------------------------
## Year FE                   Yes              Yes              Yes              Yes       
## County FE                 Yes              Yes              Yes              Yes       
## Observations              639              639              632              632       
## R2                       0.285            0.747            0.824            0.828      
## Adjusted R2              0.231            0.727            0.810            0.814      
## Residual Std. Error 0.435 (df = 593) 0.259 (df = 593) 0.214 (df = 587) 0.212 (df = 585)
## =======================================================================================
## Note:                                                       *p<0.1; **p<0.05; ***p<0.01
## 
## ===========================================================================================================
##                                                       Dependent variable:                                  
##                     ---------------------------------------------------------------------------------------
##                                                            total_pay                                       
##                              (1)                   (2)                   (3)                   (4)         
## -----------------------------------------------------------------------------------------------------------
## linc                   110,323.000***                                                    128,485.000***    
##                          (7,395.000)                                                       (7,242.000)     
##                                                                                                            
## lpop                                          14,661.000***                                -8,314.000*     
##                                                (2,245.000)                                 (4,613.000)     
##                                                                                                            
## log_tot_crime                                                       12,287.000***         28,163.000***    
##                                                                      (2,255.000)           (4,695.000)     
##                                                                                                            
## -----------------------------------------------------------------------------------------------------------
## Year FE                      Yes                   Yes                   Yes                   Yes         
## County FE                    No                    No                    No                    No          
## Observations                 639                   639                   632                   632         
## R2                          0.319                 0.137                 0.121                 0.423        
## Adjusted R2                 0.311                 0.127                 0.111                 0.415        
## Residual Std. Error 26,369.000 (df = 631) 29,683.000 (df = 631) 29,452.000 (df = 624) 23,906.000 (df = 622)
## ===========================================================================================================
## Note:                                                                           *p<0.1; **p<0.05; ***p<0.01
## 
## ===========================================================================================================
##                                                       Dependent variable:                                  
##                     ---------------------------------------------------------------------------------------
##                                                            total_pay                                       
##                              (1)                   (2)                   (3)                   (4)         
## -----------------------------------------------------------------------------------------------------------
## linc                    51,095.000***                                                     76,065.000***    
##                          (7,811.000)                                                       (7,776.000)     
##                                                                                                            
## lpop                                          10,435.000***                                -1,541.000      
##                                                (1,691.000)                                 (3,865.000)     
##                                                                                                            
## log_tot_crime                                                       11,160.000***         18,190.000***    
##                                                                      (1,718.000)           (4,049.000)     
##                                                                                                            
## -----------------------------------------------------------------------------------------------------------
## Year FE                      Yes                   Yes                   Yes                   Yes         
## County FE                    Yes                   Yes                   Yes                   Yes         
## Observations                 639                   639                   632                   632         
## R2                          0.630                 0.627                 0.618                 0.672        
## Adjusted R2                 0.602                 0.599                 0.589                 0.646        
## Residual Std. Error 20,044.000 (df = 593) 20,119.000 (df = 593) 20,021.000 (df = 587) 18,577.000 (df = 585)
## ===========================================================================================================
## Note:                                                                           *p<0.1; **p<0.05; ***p<0.01
## 
## ===========================================================================================================
##                                                       Dependent variable:                                  
##                     ---------------------------------------------------------------------------------------
##                                                            base_pay                                        
##                              (1)                   (2)                   (3)                   (4)         
## -----------------------------------------------------------------------------------------------------------
## linc                    69,712.000***                                                     81,706.000***    
##                          (4,202.000)                                                       (4,174.000)     
##                                                                                                            
## lpop                                          7,019.000***                                -7,907.000***    
##                                                (1,329.000)                                 (2,658.000)     
##                                                                                                            
## log_tot_crime                                                       5,802.000***          18,266.000***    
##                                                                      (1,343.000)           (2,706.000)     
##                                                                                                            
## -----------------------------------------------------------------------------------------------------------
## Year FE                      Yes                   Yes                   Yes                   Yes         
## County FE                    No                    No                    No                    No          
## Observations                 639                   639                   632                   632         
## R2                          0.347                 0.102                 0.088                 0.439        
## Adjusted R2                 0.340                 0.092                 0.078                 0.431        
## Residual Std. Error 14,985.000 (df = 631) 17,573.000 (df = 631) 17,543.000 (df = 624) 13,778.000 (df = 622)
## ===========================================================================================================
## Note:                                                                           *p<0.1; **p<0.05; ***p<0.01
## 
## ===========================================================================================================
##                                                       Dependent variable:                                  
##                     ---------------------------------------------------------------------------------------
##                                                            base_pay                                        
##                              (1)                   (2)                   (3)                   (4)         
## -----------------------------------------------------------------------------------------------------------
## linc                    28,826.000***                                                     44,918.000***    
##                          (4,621.000)                                                       (4,638.000)     
##                                                                                                            
## lpop                                          5,097.000***                                -6,088.000***    
##                                                (1,007.000)                                 (2,305.000)     
##                                                                                                            
## log_tot_crime                                                       6,229.000***          15,196.000***    
##                                                                      (1,024.000)           (2,415.000)     
##                                                                                                            
## -----------------------------------------------------------------------------------------------------------
## Year FE                      Yes                   Yes                   Yes                   Yes         
## County FE                    Yes                   Yes                   Yes                   Yes         
## Observations                 639                   639                   632                   632         
## R2                          0.616                 0.608                 0.603                 0.659        
## Adjusted R2                 0.587                 0.578                 0.574                 0.632        
## Residual Std. Error 11,858.000 (df = 593) 11,985.000 (df = 593) 11,928.000 (df = 587) 11,080.000 (df = 585)
## ===========================================================================================================
## Note:                                                                           *p<0.1; **p<0.05; ***p<0.01
## 
## ===========================================================================================================
##                                                       Dependent variable:                                  
##                     ---------------------------------------------------------------------------------------
##                                                          overtime_pay                                      
##                              (1)                   (2)                   (3)                   (4)         
## -----------------------------------------------------------------------------------------------------------
## linc                    40,611.000***                                                     46,779.000***    
##                          (4,988.000)                                                       (5,145.000)     
##                                                                                                            
## lpop                                          7,643.000***                                  -407.000       
##                                                (1,381.000)                                 (3,277.000)     
##                                                                                                            
## log_tot_crime                                                       6,485.000***          9,897.000***     
##                                                                      (1,388.000)           (3,335.000)     
##                                                                                                            
## -----------------------------------------------------------------------------------------------------------
## Year FE                      Yes                   Yes                   Yes                   Yes         
## County FE                    No                    No                    No                    No          
## Observations                 639                   639                   632                   632         
## R2                          0.150                 0.104                 0.095                 0.208        
## Adjusted R2                 0.141                 0.094                 0.084                 0.196        
## Residual Std. Error 17,785.000 (df = 631) 18,259.000 (df = 631) 18,127.000 (df = 624) 16,984.000 (df = 622)
## ===========================================================================================================
## Note:                                                                           *p<0.1; **p<0.05; ***p<0.01
## 
## ===========================================================================================================
##                                                       Dependent variable:                                  
##                     ---------------------------------------------------------------------------------------
##                                                          overtime_pay                                      
##                              (1)                   (2)                   (3)                   (4)         
## -----------------------------------------------------------------------------------------------------------
## linc                    22,269.000***                                                     31,146.000***    
##                          (5,493.000)                                                       (5,696.000)     
##                                                                                                            
## lpop                                          5,338.000***                                  4,547.000      
##                                                (1,181.000)                                 (2,831.000)     
##                                                                                                            
## log_tot_crime                                                       4,930.000***            2,994.000      
##                                                                      (1,201.000)           (2,965.000)     
##                                                                                                            
## -----------------------------------------------------------------------------------------------------------
## Year FE                      Yes                   Yes                   Yes                   Yes         
## County FE                    Yes                   Yes                   Yes                   Yes         
## Observations                 639                   639                   632                   632         
## R2                          0.498                 0.502                 0.492                 0.522        
## Adjusted R2                 0.460                 0.464                 0.454                 0.484        
## Residual Std. Error 14,096.000 (df = 593) 14,050.000 (df = 593) 13,994.000 (df = 587) 13,607.000 (df = 585)
## ===========================================================================================================
## Note:                                                                           *p<0.1; **p<0.05; ***p<0.01
## 
## ===========================================================================================================
##                                                       Dependent variable:                                  
##                     ---------------------------------------------------------------------------------------
##                                                          total_pay_25                                      
##                              (1)                   (2)                   (3)                   (4)         
## -----------------------------------------------------------------------------------------------------------
## linc                    99,038.000***                                                    109,875.000***    
##                          (6,505.000)                                                       (6,686.000)     
##                                                                                                            
## lpop                                          7,158.000***                                -8,988.000**     
##                                                (2,032.000)                                 (4,258.000)     
##                                                                                                            
## log_tot_crime                                                        4,858.000**          20,132.000***    
##                                                                      (2,028.000)           (4,334.000)     
##                                                                                                            
## -----------------------------------------------------------------------------------------------------------
## Year FE                      Yes                   Yes                   Yes                   Yes         
## County FE                    No                    No                    No                    No          
## Observations                 639                   639                   632                   632         
## R2                          0.323                 0.092                 0.085                 0.366        
## Adjusted R2                 0.315                 0.082                 0.074                 0.357        
## Residual Std. Error 23,197.000 (df = 631) 26,862.000 (df = 631) 26,481.000 (df = 624) 22,068.000 (df = 622)
## ===========================================================================================================
## Note:                                                                           *p<0.1; **p<0.05; ***p<0.01
## 
## ===========================================================================================================
##                                                       Dependent variable:                                  
##                     ---------------------------------------------------------------------------------------
##                                                          total_pay_25                                      
##                              (1)                   (2)                   (3)                   (4)         
## -----------------------------------------------------------------------------------------------------------
## linc                    51,300.000***                                                     62,849.000***    
##                          (6,926.000)                                                       (7,264.000)     
##                                                                                                            
## lpop                                           3,218.000**                                 -1,952.000      
##                                                (1,556.000)                                 (3,610.000)     
##                                                                                                            
## log_tot_crime                                                        3,357.000**          9,797.000***     
##                                                                      (1,579.000)           (3,782.000)     
##                                                                                                            
## -----------------------------------------------------------------------------------------------------------
## Year FE                      Yes                   Yes                   Yes                   Yes         
## County FE                    Yes                   Yes                   Yes                   Yes         
## Observations                 639                   639                   632                   632         
## R2                          0.626                 0.595                 0.584                 0.632        
## Adjusted R2                 0.598                 0.564                 0.553                 0.603        
## Residual Std. Error 17,773.000 (df = 593) 18,510.000 (df = 593) 18,406.000 (df = 587) 17,353.000 (df = 585)
## ===========================================================================================================
## Note:                                                                           *p<0.1; **p<0.05; ***p<0.01
## 
## ===========================================================================================================
##                                                       Dependent variable:                                  
##                     ---------------------------------------------------------------------------------------
##                                                          total_pay_75                                      
##                              (1)                   (2)                   (3)                   (4)         
## -----------------------------------------------------------------------------------------------------------
## linc                   119,511.000***                                                    142,995.000***    
##                          (8,472.000)                                                       (8,092.000)     
##                                                                                                            
## lpop                                          19,933.000***                                -8,132.000      
##                                                (2,498.000)                                 (5,154.000)     
##                                                                                                            
## log_tot_crime                                                       17,479.000***         34,135.000***    
##                                                                      (2,519.000)           (5,246.000)     
##                                                                                                            
## -----------------------------------------------------------------------------------------------------------
## Year FE                      Yes                   Yes                   Yes                   Yes         
## County FE                    No                    No                    No                    No          
## Observations                 639                   639                   632                   632         
## R2                          0.300                 0.163                 0.145                 0.438        
## Adjusted R2                 0.292                 0.154                 0.135                 0.430        
## Residual Std. Error 30,210.000 (df = 631) 33,021.000 (df = 631) 32,891.000 (df = 624) 26,712.000 (df = 622)
## ===========================================================================================================
## Note:                                                                           *p<0.1; **p<0.05; ***p<0.01
## 
## ===========================================================================================================
##                                                       Dependent variable:                                  
##                     ---------------------------------------------------------------------------------------
##                                                          total_pay_75                                      
##                              (1)                   (2)                   (3)                   (4)         
## -----------------------------------------------------------------------------------------------------------
## linc                    52,428.000***                                                     87,157.000***    
##                          (9,118.000)                                                       (8,804.000)     
##                                                                                                            
## lpop                                          15,489.000***                                -1,577.000      
##                                                (1,918.000)                                 (4,375.000)     
##                                                                                                            
## log_tot_crime                                                       16,642.000***         24,522.000***    
##                                                                      (1,948.000)           (4,584.000)     
##                                                                                                            
## -----------------------------------------------------------------------------------------------------------
## Year FE                      Yes                   Yes                   Yes                   Yes         
## County FE                    Yes                   Yes                   Yes                   Yes         
## Observations                 639                   639                   632                   632         
## R2                          0.605                 0.624                 0.617                 0.672        
## Adjusted R2                 0.575                 0.596                 0.588                 0.646        
## Residual Std. Error 23,398.000 (df = 593) 22,819.000 (df = 593) 22,707.000 (df = 587) 21,032.000 (df = 585)
## ===========================================================================================================
## Note:                                                                           *p<0.1; **p<0.05; ***p<0.01

Police Managers

## 
## ===========================================================================================
##                                               Dependent variable:                          
##                     -----------------------------------------------------------------------
##                                                      lemp                                  
##                            (1)               (2)               (3)               (4)       
## -------------------------------------------------------------------------------------------
## linc                    0.496***                                              0.600***     
##                          (0.089)                                               (0.061)     
##                                                                                            
## lpop                                      0.660***                            0.129***     
##                                            (0.019)                             (0.046)     
##                                                                                            
## log_tot_crime                                               0.645***          0.545***     
##                                                              (0.018)           (0.044)     
##                                                                                            
## -------------------------------------------------------------------------------------------
## Year FE                    Yes               Yes               Yes               Yes       
## County FE                  No                No                No                No        
## Observations              1,074             1,074             1,066             1,066      
## R2                        0.043             0.529             0.548             0.599      
## Adjusted R2               0.036             0.526             0.545             0.596      
## Residual Std. Error 0.485 (df = 1066) 0.340 (df = 1066) 0.332 (df = 1058) 0.313 (df = 1056)
## ===========================================================================================
## Note:                                                           *p<0.1; **p<0.05; ***p<0.01
## 
## ===========================================================================================
##                                               Dependent variable:                          
##                     -----------------------------------------------------------------------
##                                                      lemp                                  
##                            (1)               (2)               (3)               (4)       
## -------------------------------------------------------------------------------------------
## linc                    -0.354***                                             0.335***     
##                          (0.112)                                               (0.086)     
##                                                                                            
## lpop                                      0.587***                              0.050      
##                                            (0.023)                             (0.048)     
##                                                                                            
## log_tot_crime                                               0.609***          0.589***     
##                                                              (0.021)           (0.048)     
##                                                                                            
## -------------------------------------------------------------------------------------------
## Year FE                    Yes               Yes               Yes               Yes       
## County FE                  Yes               Yes               Yes               Yes       
## Observations              1,074             1,074             1,066             1,066      
## R2                        0.342             0.601             0.646             0.652      
## Adjusted R2               0.305             0.579             0.626             0.632      
## Residual Std. Error 0.412 (df = 1016) 0.320 (df = 1016) 0.301 (df = 1008) 0.299 (df = 1006)
## ===========================================================================================
## Note:                                                           *p<0.1; **p<0.05; ***p<0.01
## 
## ===============================================================================================================
##                                                         Dependent variable:                                    
##                     -------------------------------------------------------------------------------------------
##                                                              total_pay                                         
##                              (1)                    (2)                    (3)                    (4)          
## ---------------------------------------------------------------------------------------------------------------
## linc                    83,991.000***                                                        91,910.000***     
##                          (4,826.000)                                                          (4,505.000)      
##                                                                                                                
## lpop                                           22,057.000***                                   -4,754.000      
##                                                 (1,563.000)                                   (3,426.000)      
##                                                                                                                
## log_tot_crime                                                         20,595.000***          26,807.000***     
##                                                                        (1,523.000)            (3,302.000)      
##                                                                                                                
## ---------------------------------------------------------------------------------------------------------------
## Year FE                      Yes                    Yes                    Yes                    Yes          
## County FE                     No                     No                     No                     No          
## Observations                1,074                  1,074                  1,066                  1,066         
## R2                          0.294                  0.236                  0.226                  0.454         
## Adjusted R2                 0.289                  0.231                  0.221                  0.449         
## Residual Std. Error 26,440.000 (df = 1066) 27,501.000 (df = 1066) 27,712.000 (df = 1058) 23,301.000 (df = 1056)
## ===============================================================================================================
## Note:                                                                               *p<0.1; **p<0.05; ***p<0.01
## 
## ===============================================================================================================
##                                                         Dependent variable:                                    
##                     -------------------------------------------------------------------------------------------
##                                                              total_pay                                         
##                              (1)                    (2)                    (3)                    (4)          
## ---------------------------------------------------------------------------------------------------------------
## linc                    16,343.000***                                                        38,871.000***     
##                          (5,741.000)                                                          (5,667.000)      
##                                                                                                                
## lpop                                           14,151.000***                                   -3,400.000      
##                                                 (1,429.000)                                   (3,174.000)      
##                                                                                                                
## log_tot_crime                                                         15,603.000***          21,324.000***     
##                                                                        (1,370.000)            (3,149.000)      
##                                                                                                                
## ---------------------------------------------------------------------------------------------------------------
## Year FE                      Yes                    Yes                    Yes                    Yes          
## County FE                    Yes                    Yes                    Yes                    Yes          
## Observations                1,074                  1,074                  1,066                  1,066         
## R2                          0.569                  0.603                  0.615                  0.632         
## Adjusted R2                 0.544                  0.581                  0.593                  0.610         
## Residual Std. Error 21,171.000 (df = 1016) 20,298.000 (df = 1016) 20,029.000 (df = 1008) 19,596.000 (df = 1006)
## ===============================================================================================================
## Note:                                                                               *p<0.1; **p<0.05; ***p<0.01
## 
## ===============================================================================================================
##                                                         Dependent variable:                                    
##                     -------------------------------------------------------------------------------------------
##                                                              base_pay                                          
##                              (1)                    (2)                    (3)                    (4)          
## ---------------------------------------------------------------------------------------------------------------
## linc                    73,226.000***                                                        79,968.000***     
##                          (4,496.000)                                                          (4,390.000)      
##                                                                                                                
## lpop                                           16,522.000***                                   -4,677.000      
##                                                 (1,480.000)                                   (3,339.000)      
##                                                                                                                
## log_tot_crime                                                         15,379.000***          21,259.000***     
##                                                                        (1,439.000)            (3,218.000)      
##                                                                                                                
## ---------------------------------------------------------------------------------------------------------------
## Year FE                      Yes                    Yes                    Yes                    Yes          
## County FE                     No                     No                     No                     No          
## Observations                1,074                  1,074                  1,066                  1,066         
## R2                          0.265                  0.178                  0.172                  0.378         
## Adjusted R2                 0.260                  0.173                  0.166                  0.372         
## Residual Std. Error 24,632.000 (df = 1066) 26,046.000 (df = 1066) 26,174.000 (df = 1058) 22,708.000 (df = 1056)
## ===============================================================================================================
## Note:                                                                               *p<0.1; **p<0.05; ***p<0.01
## 
## ===============================================================================================================
##                                                         Dependent variable:                                    
##                     -------------------------------------------------------------------------------------------
##                                                              base_pay                                          
##                              (1)                    (2)                    (3)                    (4)          
## ---------------------------------------------------------------------------------------------------------------
## linc                    20,800.000***                                                        39,428.000***     
##                          (5,810.000)                                                          (5,889.000)      
##                                                                                                                
## lpop                                           10,614.000***                                   -3,427.000      
##                                                 (1,481.000)                                   (3,299.000)      
##                                                                                                                
## log_tot_crime                                                         11,976.000***          17,761.000***     
##                                                                        (1,423.000)            (3,273.000)      
##                                                                                                                
## ---------------------------------------------------------------------------------------------------------------
## Year FE                      Yes                    Yes                    Yes                    Yes          
## County FE                    Yes                    Yes                    Yes                    Yes          
## Observations                1,074                  1,074                  1,066                  1,066         
## R2                          0.470                  0.489                  0.502                  0.523         
## Adjusted R2                 0.440                  0.460                  0.474                  0.495         
## Residual Std. Error 21,425.000 (df = 1016) 21,034.000 (df = 1016) 20,795.000 (df = 1008) 20,367.000 (df = 1006)
## ===============================================================================================================
## Note:                                                                               *p<0.1; **p<0.05; ***p<0.01
## 
## ===============================================================================================================
##                                                         Dependent variable:                                    
##                     -------------------------------------------------------------------------------------------
##                                                            overtime_pay                                        
##                              (1)                    (2)                    (3)                    (4)          
## ---------------------------------------------------------------------------------------------------------------
## linc                    10,765.000***                                                        11,942.000***     
##                          (2,079.000)                                                          (2,122.000)      
##                                                                                                                
## lpop                                            5,535.000***                                    -77.000        
##                                                  (633.000)                                    (1,614.000)      
##                                                                                                                
## log_tot_crime                                                          5,216.000***           5,548.000***     
##                                                                         (613.000)             (1,556.000)      
##                                                                                                                
## ---------------------------------------------------------------------------------------------------------------
## Year FE                      Yes                    Yes                    Yes                    Yes          
## County FE                     No                     No                     No                     No          
## Observations                1,074                  1,074                  1,066                  1,066         
## R2                          0.043                  0.084                  0.080                  0.109         
## Adjusted R2                 0.037                  0.078                  0.074                  0.102         
## Residual Std. Error 11,391.000 (df = 1066) 11,141.000 (df = 1066) 11,146.000 (df = 1058) 10,978.000 (df = 1056)
## ===============================================================================================================
## Note:                                                                               *p<0.1; **p<0.05; ***p<0.01
## 
## ===============================================================================================================
##                                                         Dependent variable:                                    
##                     -------------------------------------------------------------------------------------------
##                                                            overtime_pay                                        
##                              (1)                    (2)                    (3)                    (4)          
## ---------------------------------------------------------------------------------------------------------------
## linc                      -4,457.000                                                            -557.000       
##                          (2,832.000)                                                          (2,984.000)      
##                                                                                                                
## lpop                                            3,536.000***                                     27.600        
##                                                  (728.000)                                    (1,672.000)      
##                                                                                                                
## log_tot_crime                                                          3,627.000***           3,563.000**      
##                                                                         (705.000)             (1,659.000)      
##                                                                                                                
## ---------------------------------------------------------------------------------------------------------------
## Year FE                      Yes                    Yes                    Yes                    Yes          
## County FE                    Yes                    Yes                    Yes                    Yes          
## Observations                1,074                  1,074                  1,066                  1,066         
## R2                          0.233                  0.249                  0.250                  0.250         
## Adjusted R2                 0.190                  0.207                  0.208                  0.206         
## Residual Std. Error 10,442.000 (df = 1016) 10,336.000 (df = 1016) 10,310.000 (df = 1008) 10,320.000 (df = 1006)
## ===============================================================================================================
## Note:                                                                               *p<0.1; **p<0.05; ***p<0.01
## 
## ===============================================================================================================
##                                                         Dependent variable:                                    
##                     -------------------------------------------------------------------------------------------
##                                                            total_pay_25                                        
##                              (1)                    (2)                    (3)                    (4)          
## ---------------------------------------------------------------------------------------------------------------
## linc                    72,736.000***                                                        78,736.000***     
##                          (4,614.000)                                                          (4,555.000)      
##                                                                                                                
## lpop                                           16,246.000***                                   -3,556.000      
##                                                 (1,515.000)                                   (3,465.000)      
##                                                                                                                
## log_tot_crime                                                         14,860.000***          19,728.000***     
##                                                                        (1,476.000)            (3,340.000)      
##                                                                                                                
## ---------------------------------------------------------------------------------------------------------------
## Year FE                      Yes                    Yes                    Yes                    Yes          
## County FE                     No                     No                     No                     No          
## Observations                1,074                  1,074                  1,066                  1,066         
## R2                          0.252                  0.168                  0.158                  0.353         
## Adjusted R2                 0.248                  0.162                  0.153                  0.347         
## Residual Std. Error 25,277.000 (df = 1066) 26,668.000 (df = 1066) 26,848.000 (df = 1058) 23,564.000 (df = 1056)
## ===============================================================================================================
## Note:                                                                               *p<0.1; **p<0.05; ***p<0.01
## 
## ===============================================================================================================
##                                                         Dependent variable:                                    
##                     -------------------------------------------------------------------------------------------
##                                                            total_pay_25                                        
##                              (1)                    (2)                    (3)                    (4)          
## ---------------------------------------------------------------------------------------------------------------
## linc                    15,817.000***                                                        31,620.000***     
##                          (5,772.000)                                                          (5,931.000)      
##                                                                                                                
## lpop                                            9,698.000***                                   -1,745.000      
##                                                 (1,473.000)                                   (3,322.000)      
##                                                                                                                
## log_tot_crime                                                         10,656.000***          14,426.000***     
##                                                                        (1,422.000)            (3,296.000)      
##                                                                                                                
## ---------------------------------------------------------------------------------------------------------------
## Year FE                      Yes                    Yes                    Yes                    Yes          
## County FE                    Yes                    Yes                    Yes                    Yes          
## Observations                1,074                  1,074                  1,066                  1,066         
## R2                          0.495                  0.512                  0.520                  0.533         
## Adjusted R2                 0.467                  0.485                  0.492                  0.506         
## Residual Std. Error 21,283.000 (df = 1016) 20,920.000 (df = 1016) 20,780.000 (df = 1008) 20,511.000 (df = 1006)
## ===============================================================================================================
## Note:                                                                               *p<0.1; **p<0.05; ***p<0.01
## 
## ===============================================================================================================
##                                                         Dependent variable:                                    
##                     -------------------------------------------------------------------------------------------
##                                                            total_pay_75                                        
##                              (1)                    (2)                    (3)                    (4)          
## ---------------------------------------------------------------------------------------------------------------
## linc                    91,968.000***                                                        100,811.000***    
##                          (5,316.000)                                                          (4,824.000)      
##                                                                                                                
## lpop                                           26,617.000***                                   -4,670.000      
##                                                 (1,686.000)                                   (3,670.000)      
##                                                                                                                
## log_tot_crime                                                         24,964.000***          31,299.000***     
##                                                                        (1,644.000)            (3,537.000)      
##                                                                                                                
## ---------------------------------------------------------------------------------------------------------------
## Year FE                      Yes                    Yes                    Yes                    Yes          
## County FE                     No                     No                     No                     No          
## Observations                1,074                  1,074                  1,066                  1,066         
## R2                          0.293                  0.267                  0.255                  0.482         
## Adjusted R2                 0.289                  0.262                  0.250                  0.478         
## Residual Std. Error 29,122.000 (df = 1066) 29,671.000 (df = 1066) 29,909.000 (df = 1058) 24,956.000 (df = 1056)
## ===============================================================================================================
## Note:                                                                               *p<0.1; **p<0.05; ***p<0.01
## 
## ===============================================================================================================
##                                                         Dependent variable:                                    
##                     -------------------------------------------------------------------------------------------
##                                                            total_pay_75                                        
##                              (1)                    (2)                    (3)                    (4)          
## ---------------------------------------------------------------------------------------------------------------
## linc                    16,403.000***                                                        43,302.000***     
##                          (6,234.000)                                                          (6,023.000)      
##                                                                                                                
## lpop                                           17,725.000***                                   -3,298.000      
##                                                 (1,525.000)                                   (3,374.000)      
##                                                                                                                
## log_tot_crime                                                         19,296.000***          25,245.000***     
##                                                                        (1,460.000)            (3,347.000)      
##                                                                                                                
## ---------------------------------------------------------------------------------------------------------------
## Year FE                      Yes                    Yes                    Yes                    Yes          
## County FE                    Yes                    Yes                    Yes                    Yes          
## Observations                1,074                  1,074                  1,066                  1,066         
## R2                          0.580                  0.627                  0.639                  0.657         
## Adjusted R2                 0.557                  0.606                  0.618                  0.636         
## Residual Std. Error 22,987.000 (df = 1016) 21,670.000 (df = 1016) 21,337.000 (df = 1008) 20,829.000 (df = 1006)
## ===============================================================================================================
## Note:                                                                               *p<0.1; **p<0.05; ***p<0.01

Fire Managers

## 
## =======================================================================================
##                                             Dependent variable:                        
##                     -------------------------------------------------------------------
##                                                    lemp                                
##                           (1)              (2)              (3)              (4)       
## ---------------------------------------------------------------------------------------
## linc                     0.139                                             0.575***    
##                         (0.123)                                            (0.054)     
##                                                                                        
## lpop                                     0.740***                          0.116***    
##                                          (0.016)                           (0.035)     
##                                                                                        
## log_tot_crime                                             0.731***         0.653***    
##                                                           (0.014)          (0.034)     
##                                                                                        
## ---------------------------------------------------------------------------------------
## Year FE                   Yes              Yes              Yes              Yes       
## County FE                  No               No               No               No       
## Observations              713              713              705              705       
## R2                       0.020            0.748            0.794            0.833      
## Adjusted R2              0.010            0.745            0.792            0.831      
## Residual Std. Error 0.472 (df = 705) 0.239 (df = 705) 0.212 (df = 697) 0.191 (df = 695)
## =======================================================================================
## Note:                                                       *p<0.1; **p<0.05; ***p<0.01
## 
## =======================================================================================
##                                             Dependent variable:                        
##                     -------------------------------------------------------------------
##                                                    lemp                                
##                           (1)              (2)              (3)              (4)       
## ---------------------------------------------------------------------------------------
## linc                   -0.934***                                           0.385***    
##                         (0.154)                                            (0.069)     
##                                                                                        
## lpop                                     0.712***                           0.025      
##                                          (0.017)                           (0.034)     
##                                                                                        
## log_tot_crime                                             0.738***         0.743***    
##                                                           (0.013)          (0.034)     
##                                                                                        
## ---------------------------------------------------------------------------------------
## Year FE                   Yes              Yes              Yes              Yes       
## County FE                 Yes              Yes              Yes              Yes       
## Observations              713              713              705              705       
## R2                       0.308            0.793            0.870            0.876      
## Adjusted R2              0.256            0.777            0.860            0.867      
## Residual Std. Error 0.409 (df = 662) 0.224 (df = 662) 0.174 (df = 655) 0.170 (df = 653)
## =======================================================================================
## Note:                                                       *p<0.1; **p<0.05; ***p<0.01
## 
## ===========================================================================================================
##                                                       Dependent variable:                                  
##                     ---------------------------------------------------------------------------------------
##                                                            total_pay                                       
##                              (1)                   (2)                   (3)                   (4)         
## -----------------------------------------------------------------------------------------------------------
## linc                   115,923.000***                                                    145,535.000***    
##                          (9,020.000)                                                       (8,121.000)     
##                                                                                                            
## lpop                                          26,911.000***                              -18,883.000***    
##                                                (2,422.000)                                 (5,331.000)     
##                                                                                                            
## log_tot_crime                                                       25,971.000***         48,906.000***    
##                                                                      (2,354.000)           (5,221.000)     
##                                                                                                            
## -----------------------------------------------------------------------------------------------------------
## Year FE                      Yes                   Yes                   Yes                   Yes         
## County FE                    No                    No                    No                    No          
## Observations                 713                   713                   705                   705         
## R2                          0.280                 0.244                 0.244                 0.485        
## Adjusted R2                 0.273                 0.236                 0.236                 0.478        
## Residual Std. Error 34,530.000 (df = 705) 35,390.000 (df = 705) 35,070.000 (df = 697) 28,987.000 (df = 695)
## ===========================================================================================================
## Note:                                                                           *p<0.1; **p<0.05; ***p<0.01
## 
## ===========================================================================================================
##                                                       Dependent variable:                                  
##                     ---------------------------------------------------------------------------------------
##                                                            total_pay                                       
##                              (1)                   (2)                   (3)                   (4)         
## -----------------------------------------------------------------------------------------------------------
## linc                    33,200.000***                                                     84,912.000***    
##                         (10,042.000)                                                       (9,203.000)     
##                                                                                                            
## lpop                                          20,081.000***                              -13,187.000***    
##                                                (1,939.000)                                 (4,519.000)     
##                                                                                                            
## log_tot_crime                                                       21,753.000***         39,431.000***    
##                                                                      (1,834.000)           (4,516.000)     
##                                                                                                            
## -----------------------------------------------------------------------------------------------------------
## Year FE                      Yes                   Yes                   Yes                   Yes         
## County FE                    Yes                   Yes                   Yes                   Yes         
## Observations                 713                   713                   705                   705         
## R2                          0.597                 0.648                 0.665                 0.705        
## Adjusted R2                 0.567                 0.621                 0.640                 0.682        
## Residual Std. Error 26,656.000 (df = 662) 24,932.000 (df = 662) 24,069.000 (df = 655) 22,636.000 (df = 653)
## ===========================================================================================================
## Note:                                                                           *p<0.1; **p<0.05; ***p<0.01
## 
## ===========================================================================================================
##                                                       Dependent variable:                                  
##                     ---------------------------------------------------------------------------------------
##                                                            base_pay                                        
##                              (1)                   (2)                   (3)                   (4)         
## -----------------------------------------------------------------------------------------------------------
## linc                    74,772.000***                                                     92,092.000***    
##                          (5,604.000)                                                       (5,434.000)     
##                                                                                                            
## lpop                                          12,034.000***                              -12,867.000***    
##                                                (1,580.000)                                 (3,567.000)     
##                                                                                                            
## log_tot_crime                                                       11,553.000***         26,880.000***    
##                                                                      (1,548.000)           (3,494.000)     
##                                                                                                            
## -----------------------------------------------------------------------------------------------------------
## Year FE                      Yes                   Yes                   Yes                   Yes         
## County FE                    No                    No                    No                    No          
## Observations                 713                   713                   705                   705         
## R2                          0.268                 0.152                 0.150                 0.400        
## Adjusted R2                 0.260                 0.144                 0.141                 0.392        
## Residual Std. Error 21,452.000 (df = 705) 23,078.000 (df = 705) 23,056.000 (df = 697) 19,396.000 (df = 695)
## ===========================================================================================================
## Note:                                                                           *p<0.1; **p<0.05; ***p<0.01
## 
## ===========================================================================================================
##                                                       Dependent variable:                                  
##                     ---------------------------------------------------------------------------------------
##                                                            base_pay                                        
##                              (1)                   (2)                   (3)                   (4)         
## -----------------------------------------------------------------------------------------------------------
## linc                    31,633.000***                                                     58,525.000***    
##                          (6,729.000)                                                       (6,659.000)     
##                                                                                                            
## lpop                                          9,347.000***                                -7,972.000**     
##                                                (1,365.000)                                 (3,270.000)     
##                                                                                                            
## log_tot_crime                                                       10,066.000***         21,255.000***    
##                                                                      (1,319.000)           (3,268.000)     
##                                                                                                            
## -----------------------------------------------------------------------------------------------------------
## Year FE                      Yes                   Yes                   Yes                   Yes         
## County FE                    Yes                   Yes                   Yes                   Yes         
## Observations                 713                   713                   705                   705         
## R2                          0.523                 0.540                 0.550                 0.598        
## Adjusted R2                 0.487                 0.505                 0.516                 0.567        
## Residual Std. Error 17,860.000 (df = 662) 17,545.000 (df = 662) 17,310.000 (df = 655) 16,379.000 (df = 653)
## ===========================================================================================================
## Note:                                                                           *p<0.1; **p<0.05; ***p<0.01
## 
## ===========================================================================================================
##                                                       Dependent variable:                                  
##                     ---------------------------------------------------------------------------------------
##                                                          overtime_pay                                      
##                              (1)                   (2)                   (3)                   (4)         
## -----------------------------------------------------------------------------------------------------------
## linc                    41,151.000***                                                     53,443.000***    
##                          (5,580.000)                                                       (5,314.000)     
##                                                                                                            
## lpop                                          14,877.000***                                -6,016.000*     
##                                                (1,410.000)                                 (3,488.000)     
##                                                                                                            
## log_tot_crime                                                       14,418.000***         22,026.000***    
##                                                                      (1,363.000)           (3,416.000)     
##                                                                                                            
## -----------------------------------------------------------------------------------------------------------
## Year FE                      Yes                   Yes                   Yes                   Yes         
## County FE                    No                    No                    No                    No          
## Observations                 713                   713                   705                   705         
## R2                          0.156                 0.215                 0.217                 0.318        
## Adjusted R2                 0.148                 0.207                 0.209                 0.309        
## Residual Std. Error 21,360.000 (df = 705) 20,602.000 (df = 705) 20,297.000 (df = 697) 18,967.000 (df = 695)
## ===========================================================================================================
## Note:                                                                           *p<0.1; **p<0.05; ***p<0.01
## 
## ===========================================================================================================
##                                                       Dependent variable:                                  
##                     ---------------------------------------------------------------------------------------
##                                                          overtime_pay                                      
##                              (1)                   (2)                   (3)                   (4)         
## -----------------------------------------------------------------------------------------------------------
## linc                      1,567.000                                                       26,387.000***    
##                          (6,585.000)                                                       (6,528.000)     
##                                                                                                            
## lpop                                          10,734.000***                                -5,215.000      
##                                                (1,294.000)                                 (3,206.000)     
##                                                                                                            
## log_tot_crime                                                       11,687.000***         18,176.000***    
##                                                                      (1,238.000)           (3,204.000)     
##                                                                                                            
## -----------------------------------------------------------------------------------------------------------
## Year FE                      Yes                   Yes                   Yes                   Yes         
## County FE                    Yes                   Yes                   Yes                   Yes         
## Observations                 713                   713                   705                   705         
## R2                          0.469                 0.519                 0.529                 0.541        
## Adjusted R2                 0.429                 0.483                 0.493                 0.505        
## Residual Std. Error 17,479.000 (df = 662) 16,636.000 (df = 662) 16,245.000 (df = 655) 16,057.000 (df = 653)
## ===========================================================================================================
## Note:                                                                           *p<0.1; **p<0.05; ***p<0.01
## 
## ===========================================================================================================
##                                                       Dependent variable:                                  
##                     ---------------------------------------------------------------------------------------
##                                                          total_pay_25                                      
##                              (1)                   (2)                   (3)                   (4)         
## -----------------------------------------------------------------------------------------------------------
## linc                   105,349.000***                                                    127,946.000***    
##                          (7,840.000)                                                       (7,513.000)     
##                                                                                                            
## lpop                                          17,990.000***                              -17,505.000***    
##                                                (2,200.000)                                 (4,932.000)     
##                                                                                                            
## log_tot_crime                                                       16,983.000***         37,948.000***    
##                                                                      (2,143.000)           (4,830.000)     
##                                                                                                            
## -----------------------------------------------------------------------------------------------------------
## Year FE                      Yes                   Yes                   Yes                   Yes         
## County FE                    No                    No                    No                    No          
## Observations                 713                   713                   705                   705         
## R2                          0.273                 0.165                 0.162                 0.410        
## Adjusted R2                 0.265                 0.157                 0.154                 0.403        
## Residual Std. Error 30,013.000 (df = 705) 32,148.000 (df = 705) 31,926.000 (df = 697) 26,815.000 (df = 695)
## ===========================================================================================================
## Note:                                                                           *p<0.1; **p<0.05; ***p<0.01
## 
## ===========================================================================================================
##                                                       Dependent variable:                                  
##                     ---------------------------------------------------------------------------------------
##                                                          total_pay_25                                      
##                              (1)                   (2)                   (3)                   (4)         
## -----------------------------------------------------------------------------------------------------------
## linc                    39,018.000***                                                     74,837.000***    
##                          (8,898.000)                                                       (8,724.000)     
##                                                                                                            
## lpop                                          11,962.000***                              -12,782.000***    
##                                                (1,805.000)                                 (4,284.000)     
##                                                                                                            
## log_tot_crime                                                       13,312.000***         29,926.000***    
##                                                                      (1,726.000)           (4,281.000)     
##                                                                                                            
## -----------------------------------------------------------------------------------------------------------
## Year FE                      Yes                   Yes                   Yes                   Yes         
## County FE                    Yes                   Yes                   Yes                   Yes         
## Observations                 713                   713                   705                   705         
## R2                          0.577                 0.592                 0.604                 0.645        
## Adjusted R2                 0.545                 0.561                 0.574                 0.618        
## Residual Std. Error 23,619.000 (df = 662) 23,202.000 (df = 662) 22,646.000 (df = 655) 21,458.000 (df = 653)
## ===========================================================================================================
## Note:                                                                           *p<0.1; **p<0.05; ***p<0.01
## 
## ===========================================================================================================
##                                                       Dependent variable:                                  
##                     ---------------------------------------------------------------------------------------
##                                                          total_pay_75                                      
##                              (1)                   (2)                   (3)                   (4)         
## -----------------------------------------------------------------------------------------------------------
## linc                   125,585.000***                                                    161,155.000***    
##                         (10,442.000)                                                       (9,173.000)     
##                                                                                                            
## lpop                                          33,841.000***                              -20,433.000***    
##                                                (2,720.000)                                 (6,021.000)     
##                                                                                                            
## log_tot_crime                                                       32,904.000***         57,878.000***    
##                                                                      (2,643.000)           (5,897.000)     
##                                                                                                            
## -----------------------------------------------------------------------------------------------------------
## Year FE                      Yes                   Yes                   Yes                   Yes         
## County FE                    No                    No                    No                    No          
## Observations                 713                   713                   705                   705         
## R2                          0.266                 0.275                 0.276                 0.501        
## Adjusted R2                 0.259                 0.268                 0.269                 0.495        
## Residual Std. Error 39,976.000 (df = 705) 39,740.000 (df = 705) 39,371.000 (df = 697) 32,740.000 (df = 695)
## ===========================================================================================================
## Note:                                                                           *p<0.1; **p<0.05; ***p<0.01
## 
## ===========================================================================================================
##                                                       Dependent variable:                                  
##                     ---------------------------------------------------------------------------------------
##                                                          total_pay_75                                      
##                              (1)                   (2)                   (3)                   (4)         
## -----------------------------------------------------------------------------------------------------------
## linc                    26,500.000**                                                      91,190.000***    
##                         (11,717.000)                                                      (10,473.000)     
##                                                                                                            
## lpop                                          26,542.000***                              -14,217.000***    
##                                                (2,198.000)                                 (5,143.000)     
##                                                                                                            
## log_tot_crime                                                       28,574.000***         47,607.000***    
##                                                                      (2,074.000)           (5,139.000)     
##                                                                                                            
## -----------------------------------------------------------------------------------------------------------
## Year FE                      Yes                   Yes                   Yes                   Yes         
## County FE                    Yes                   Yes                   Yes                   Yes         
## Observations                 713                   713                   705                   705         
## R2                          0.583                 0.656                 0.675                 0.710        
## Adjusted R2                 0.551                 0.630                 0.651                 0.687        
## Residual Std. Error 31,101.000 (df = 662) 28,264.000 (df = 662) 27,214.000 (df = 655) 25,760.000 (df = 653)
## ===========================================================================================================
## Note:                                                                           *p<0.1; **p<0.05; ***p<0.01