Is Perceived Gender Related to Contributions and Standing in Open-Source Software Projects?

— Regression Results

Back to home

Table 1. Results of the multiple linear regression for all projects with the coreness values derived from the co-change networks using the eigenvector centrality. The values represent the estimates for each factor and a * means that the result is statistically significant with a significance level of 5%. Also we present the standardized beta coefficient of the factors in the linear regression model and a Spearman correlation coefficient between the factors and the coreness of developers.
Linear Regression Beta Coefficients Spearman Correlation
Project Active Time Number of
Contributions
Gender R-Squared Active Time Number of
Contributions
Gender Active Time Number of
Contributions
Gender
Angular0.0050.997*0.033*0.4990.0080.7020.0550.506*0.716*0.027
Atom0.200*1.281*-0.0080.5470.1610.691-0.0080.368*0.648*0.035
Bootstrap0.547*1.497*0.0060.6980.3490.6630.0040.619*0.640*-0.121*
Cookiecutter-0.0941.312*0.0940.314-0.0880.5610.0640.0890.514*0.003
dbatools-0.0150.542*0.0020.283-0.0400.5380.0060.362*0.614*0.069
Deno0.109*1.397*0.0040.8220.1490.8350.0070.578*0.683*0.058
Electron0.270*1.316*0.047*0.6560.2440.7120.0630.570*0.702*0.021
Ghost0.055*1.087*-0.0150.4980.0790.700-0.0250.312*0.729*0.187*
Keras0.179*1.441*0.026*0.6970.1690.7500.0560.535*0.499*0.057*
Moby0.088*1.527*-0.0060.5670.1050.725-0.0120.474*0.658*0.010
Next.js0.0031.147*0.0000.8210.0040.9050.0000.334*0.337*0.024
Nextcloud0.0090.392*0.0040.1560.0180.3890.0060.192*0.280*-0.049
React0.040*2.022*0.0000.5420.0680.7210.0000.280*0.565*0.050*
Redux0.492*1.734*-0.0400.3300.3190.446-0.0240.354*0.433*-0.023
Reveal.js0.868*1.115*-0.0200.7640.5380.457-0.0130.463*0.537*-0.047
TensorFlow-0.012*1.245*-0.0010.797-0.0350.898-0.0040.431*0.741*0.051*
Three.js0.090*1.645*0.0070.7120.1100.7980.0090.312*0.458*0.025
TypeScript0.126*1.287*-0.032*0.6560.1390.753-0.0430.570*0.723*0.080*
VS Code-0.042*0.635*-0.0030.517-0.0870.758-0.0080.546*0.642*-0.001
Vue0.217*1.761*0.0030.6200.2110.7340.0030.328*0.510*-0.054
Table 2. Results of the multiple linear regression for all projects with the coreness values derived from the co-change networks using the hierarchy centrality. The values represent the estimates for each factor and a * means that the result is statistically significant with a significance level of 5%. Also we present the standardized beta coefficient of the factors in the linear regression model and a Spearman correlation coefficient between the factors and the coreness of developers.
Linear Regression Beta Coefficients Spearman Correlation
Project Active Time Number of
Contributions
Gender R-Squared Active Time Number of
Contributions
Gender Active Time Number of
Contributions
Gender
Angular-0.0140.812*0.032*0.399-0.0220.6380.0580.436*0.785*0.029
Atom0.154*1.127*-0.0160.4640.1290.644-0.0180.378*0.769*0.031
Bootstrap0.337*1.482*0.0120.6380.2290.7000.0080.457*0.709*-0.114*
Cookiecutter-0.140*1.216*0.197*0.355-0.1400.5810.143-0.0090.570*0.100
dbatools-0.032*0.488*-0.0150.230-0.0840.487-0.0490.241*0.641*0.041
Deno-0.0061.248*-0.0210.688-0.0100.834-0.0370.412*0.773*0.048
Electron0.167*1.269*0.029*0.5900.1600.7110.0410.497*0.778*0.050
Ghost0.0140.980*-0.0100.4610.0220.680-0.0170.300*0.815*0.227*
Keras0.143*1.379*0.039*0.7110.1430.7580.0890.262*0.528*0.051
Moby0.056*1.126*-0.0080.4110.0770.621-0.0170.375*0.720*0.038*
Next.js-0.032*1.042*0.0010.771-0.0440.8880.0020.221*0.431*-0.003
Nextcloud0.0270.628*0.0070.3360.0490.5600.0090.468*0.693*-0.062
React0.0131.813*-0.0090.4860.0230.692-0.0130.385*0.647*0.053*
Redux0.521*1.665*-0.0100.3300.3130.457-0.0070.224*0.453*0.015
Reveal.js0.965*1.058*-0.0110.8220.5650.449-0.0070.271*0.561*-0.103
TensorFlow-0.025*1.078*-0.0030.524-0.0690.732-0.0130.358*0.852*0.083*
Three.js0.090*1.633*0.0070.6950.1090.7880.0090.244*0.579*-0.013
TypeScript0.057*0.828*-0.033*0.4480.0830.638-0.0590.500*0.781*0.094*
VS Code-0.064*0.636*-0.0040.488-0.1300.754-0.0080.410*0.737*-0.030
Vue0.422*1.697*0.0100.6590.2940.7060.0110.226*0.547*-0.020
Table 3. Results of the multiple linear regression for all projects with the coreness values derived from the issue networks using the eigenvector centrality. The values represent the estimates for each factor and a * means that the result is statistically significant with a significance level of 5%. Also we present the standardized beta coefficient of the factors in the linear regression model and a Spearman correlation coefficient between the factors and the coreness of developers.
Linear Regression Beta Coefficients Spearman Correlation
Project Active Time Number of
Contributions
Gender R-Squared Active Time Number of
Contributions
Gender Active Time Number of
Contributions
Gender
Angular0.006*1.283*0.004*0.4600.0290.6720.0210.154*0.515*0.007
Atom0.011*0.727*0.0000.1880.0400.427-0.0020.131*0.381*-0.009
Bootstrap0.004*0.957*0.0000.6320.0200.7930.0010.176*0.432*-0.013*
Cookiecutter0.0071.230*-0.0040.4680.0200.683-0.0090.419*0.399*0.059*
dbatools-0.0020.696*0.014*0.386-0.0100.6180.0580.159*0.585*0.060*
Deno-0.011*1.028*-0.004*0.744-0.0410.871-0.0190.180*0.638*-0.034*
Electron0.0010.944*-0.002*0.5180.0040.720-0.0160.142*0.484*0.013*
Ghost0.005*1.218*0.017*0.4130.0260.6230.0820.496*0.432*0.032*
Keras0.007*1.044*0.001*0.4950.0280.7000.0110.160*0.429*-0.020*
Moby0.005*1.124*-0.0010.5180.0270.717-0.0050.169*0.513*0.009*
Next.js-0.002*0.984*0.0000.643-0.0140.8030.0000.172*0.498*-0.023*
Nextcloud0.002*1.539*-0.0010.5680.0110.752-0.0070.263*0.588*0.032*
React0.001*1.521*-0.003*0.6690.0070.817-0.0160.316*0.458*-0.003
Redux0.080*1.882*0.0010.4200.1420.6110.0030.173*0.394*-0.024*
Reveal.js0.088*1.019*-0.0010.3430.1220.550-0.0020.141*0.269*-0.013
TensorFlow0.004*0.083*0.0000.0070.0380.070-0.0040.194*0.454*-0.004
Three.js0.0011.211*0.0010.6880.0030.8290.0040.199*0.557*-0.038*
TypeScript0.009*1.400*0.001*0.1240.0570.3430.0100.172*0.492*-0.005
VS Code-0.001*1.070*0.0000.510-0.0170.716-0.0020.157*0.409*0.003
Vue0.008*0.597*-0.0010.2510.0370.495-0.0040.069*0.344*0.005
Table 4. Results of the multiple linear regression for all projects with the coreness values derived from the issue networks using the hierarchy centrality. The values represent the estimates for each factor and a * means that the result is statistically significant with a significance level of 5%. Also we present the standardized beta coefficient of the factors in the linear regression model and a Spearman correlation coefficient between the factors and the coreness of developers.
Linear Regression Beta Coefficients Spearman Correlation
Project Active Time Number of
Contributions
Gender R-Squared Active Time Number of
Contributions
Gender Active Time Number of
Contributions
Gender
Angular0.003*0.824*0.006*0.2660.0150.5100.0380.113*0.524*-0.001
Atom0.012*0.707*-0.0010.1520.0370.385-0.0040.141*0.418*-0.031*
Bootstrap0.002*0.712*0.0000.3530.0130.5930.0040.131*0.471*-0.009*
Cookiecutter-0.0041.063*-0.0060.352-0.0100.594-0.0130.275*0.512*0.031
dbatools-0.007*0.326*0.012*0.163-0.0420.3990.0720.147*0.602*0.039
Deno-0.015*0.945*-0.006*0.663-0.0580.825-0.0300.142*0.591*-0.030*
Electron-0.004*0.683*-0.003*0.340-0.0180.586-0.0200.145*0.513*0.006
Ghost0.0010.999*0.015*0.3160.0050.5440.0780.309*0.533*0.055*
Keras0.006*0.879*0.002*0.3450.0230.5830.0170.135*0.481*-0.010
Moby0.001*0.754*-0.0010.2920.0070.540-0.0050.125*0.524*-0.001
Next.js-0.002*0.766*0.0000.406-0.0110.6380.0000.117*0.503*-0.023*
Nextcloud-0.0011.200*-0.0010.434-0.0040.660-0.0070.253*0.586*0.027*
React-0.0011.152*-0.003*0.432-0.0080.658-0.0200.236*0.499*-0.015*
Redux0.051*1.451*0.0010.2810.0980.5060.0030.180*0.430*-0.039*
Reveal.js0.103*0.926*0.0000.3170.1480.516-0.0010.202*0.377*-0.020
TensorFlow0.003*0.043*0.0000.0030.0340.037-0.0030.172*0.524*-0.001
Three.js-0.0011.036*0.002*0.650-0.0030.8070.0100.210*0.588*-0.047*
TypeScript0.005*1.089*0.002*0.0820.0330.2820.0150.180*0.534*-0.007
VS Code-0.002*0.878*0.0000.362-0.0240.604-0.0020.133*0.422*-0.004
Vue0.007*0.543*-0.0010.2070.0340.449-0.0050.120*0.440*-0.027*