Table 4 Estimation of probit models on the funding propensity as PI or Co-PI.

From: The value of research funding for knowledge creation and dissemination: A study of SNSF Research Grants

 

1. articles

2. RCR

3. FCR

4. altmetrics

 

(All Fields)

(Life Sciences)

(All Fields)

(All since 2010)

 

Coef.

SE

P > z

Coef.

SE

P > z

Coef.

SE

P > z

Coef.

SE

P > z

ln(pre-sample articles)

0.053

0.012

<0.001

0.050

0.020

0.012

0.029

0.014

0.038

−0.013

0.018

0.484

ln(pre-sample preprints)

0.006

0.028

0.840

0.164

0.159

0.300

−0.003

0.030

0.930

0.060

0.037

0.100

ln(pre-sample av. citations)

0.034

0.008

<0.001

      

0.067

0.013

<0.001

ln(pre-sample RCR)

   

0.051

0.021

0.013

      

ln(pre-sample FCR)

      

0.040

0.009

<0.001

   

ln(pre-sample altmetrics)

         

−0.089

0.012

<0.001

Eval.score

0.815

0.007

<0.001

0.760

0.010

<0.001

0.798

0.008

<0.001

0.800

0.010

<0.001

Male researcher

0.120

0.016

<0.001

0.135

0.027

<0.001

0.111

0.019

<0.001

0.102

0.026

<0.001

ln(age)

1.703

0.038

<0.001

2.041

0.068

<0.001

1.891

0.045

<0.001

1.972

0.062

<0.001

ETH Domain

0.066

0.020

<0.001

0.156

0.041

<0.001

0.047

0.023

0.038

0.059

0.030

0.050

UAS/UTE/Other

−0.271

0.018

<0.001

−0.243

0.033

<0.001

−0.294

0.024

<0.001

−0.268

0.032

<0.001

Unclassified

−0.521

0.021

<0.001

−0.406

0.034

<0.001

−0.580

0.023

<0.001

−0.635

0.029

<0.001

STEM

−0.138

0.019

<0.001

   

−0.098

0.021

<0.001

−0.118

0.027

<0.001

SSH

0.019

0.019

0.307

   

0.053

0.023

0.023

0.114

0.033

<0.001

JS Inst. types

889.44

 

<0.001

212.92

 

<0.001

802.72

 

<0.001

890.49

 

<0.001

JS fields

71.42

 

<0.001

   

39.26

 

<0.001

72.62

 

<0.001

JS years

1,469.08

 

<0.001

797.32

 

<0.001

11,95.22

 

<0.001

1,551.61

 

<0.001

# observations

63,680

  

22,999

  

48,729

  

30,360

  

Log pseudolikelihood

−24,863.80

  

−9,369.45

  

−18,226.64

  

−10,896.19

  

Pseudo R2

0.361

  

0.341

  

0.363

  

0.367

  
  1. The models contain a constant and year dummies (not reported). JS stands for chi2-test of joint significance of the respective factor. For the institution type University serves as reference category, for the fields it is Life Sciences. The specification for preprints is identical to model 1, but for observations since the year 2010 only (n = 52,410 pseudo-R2 = 38.8).