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Table 2 Multivariate fixed effects models on road traffic fatalities and crash fatality ratio

From: Economic development and road traffic fatalities in Russia: analysis of federal regions 2004–2011

 

Road traffic fatalities (count)

Crash fatality ratio (fatalities per 1000 crashes)

Model 1

Model 2

Model 3

Model 4

Model 5

Model 6

ß (SD)

ß (SD)

ß (SD)

ß (SD)

ß (SD)

ß (SD)

GRP, bln RUB

−0.690***

−0.405***

0.115

−0.139***

0.010

0.007

 

[0.055]

[0.079]

[0.074]

[0.018]

[0.021]

[0.035]

Population, 1000

0.065

−0.082

0.022

0.098***

−0.019

−0.003

 

[0.059]

[0.063]

[0.053]

[0.020]

[0.020]

[0.025]

Territory, 1000 km2

0.016

0.054

−0.070

0.364

0.295

0.336

 

[0.731]

[0.582]

[0.477]

[0.526]

[0.451]

[0.455]

Year

      

 2004 (reference)

 

0.000

0.000

 

0.000

0.000

  

[0.000]

[0.000]

 

[0.000]

[0.000]

 2005

 

−2.902

1.762

 

−9.878***

−10.113***

  

[6.768]

[5.559]

 

[2.642]

[2.697]

 2006

 

−20.309***

−13.928**

 

−21.393***

−21.814***

  

[7.237]

[5.951]

 

[2.776]

[2.875]

 2007

 

−7.030

4.336

 

−25.763***

−26.145***

  

[7.807]

[6.451]

 

[2.998]

[3.109]

 2008

 

−30.853***

−7.552

 

−28.997***

−29.259***

  

[8.068]

[6.810]

 

[3.152]

[3.309]

 2009

 

−70.890***

−29.258***

 

−32.199***

−32.299***

  

[7.540]

[6.824]

 

[2.932]

[3.354]

 2010

 

−80.318***

−31.181***

 

−34.196***

−34.130***

  

[7.949]

[7.355]

 

[3.071]

[3.586]

 2011

 

−49.251***

4.712

 

−29.364***

−28.922***

  

[8.668]

[8.033]

 

[3.361]

[3.894]

Public buses, 1000

 

−3.703

−24.666***

  

−3.692

  

[8.887]

[7.431]

  

[3.408]

Physicians, 1000

 

−22.358***

−6.132

  

−0.109

  

[7.181]

[5.995]

  

[2.810]

Health budget, bln RUB

 

2.458

1.232

  

0.187

  

[1.632]

[1.341]

  

[0.614]

Private cars, 1000

  

−0.657***

  

−0.007

   

[0.046]

  

[0.022]

Constant

386.369**

791.011***

630.954***

−70.153

144.558

114.844

R 2 within

0.27

0.558

0.703

0.138

0.378

0.380

 Additive R 2 within

0.27

0.288

0.145

0.138

0.24

0.002

 Observations number

505

505

505

512

512

512

 Regions number

67

67

67

66

66

66

Ρ(Rho)

0.981

0.996

0.997

0.993

0.990

0.992

 Adjusted R 2

0.971

0.982

0.988

0.750

0.816

0.815

  1. Length of road not significant to be included in the final models
  2. ß (SD) coefficient from linear fixed effects model and its standard deviation, bln billion, RUB Russian ruble, km 2 square kilometer, km kilometer, R 2 coefficient of determination
  3. ***p < 0.001; **p < 0.01; **p < 0.01 to **p < 0.05