Blocked-Error-R 2: A Conceptually Improved Definition of the Proportion of Explained Variance in Models Containing Loops or Correlated Residuals

Bentler and Raykov (2000, Journal of Applied Psychology 85: 125–131), and Jöreskog (1999a, http://www.ssicentral.com/lisrel/column3.htm, 1999b http://www.ssicentral. com/lisrel/column5.htm) proposed procedures for calculating R ² for dependent variables involved in loops or possessing correlated errors. This article demonstrates that Bentler and Raykov’s procedure can not be routinely interpreted as a “proportion” of explained variance, while Jöreskog’s reduced-form calculation is unnecessarily restrictive. The new blocked-error-R ² (beR ²) uses a minimal hypothetical causal intervention to resolve the variance-partitioning ambiguities created by loops and correlated errors. Hayduk (1996) discussed how stabilising feedback models – models capable of counteracting external perturbations – can result in an acceptable error variance which exceeds the variance of the dependent variable to which that error is attached. For variables included within loops, whether stabilising or not, beR ² provides the same value as Hayduk’s (1996) loop-adjusted-R ². For variables not involved in loops and not displaying correlated residuals, beR ² reports the same value as the traditional regression R ². Thus, beR ² provides a conceptualisation of the proportion of explained variance that spans both recursive and nonrecursive structural equation models. A procedure for calculating beR ² in any SEM program is provided.     

Gender gap in self‐employment: The role of risk attitudes

This paper examines the link between the willingness to take risk and the gender gap in self‐employment in the transition economy, where for decades entrepreneurship was considered a crime. Using rich data on risk preferences and entrepreneurial activities, we show that male–female risk tolerance differential is the main determinant of the gender gap in self‐employment in Ukraine. The decomposition results indicate that up to 38% of the gap can be attributed to this factor. Robustness tests support the validity of the baseline findings by suggesting that the results are not confounded by such factors as being unemployed before starting a current job, having a self‐employed household member, or living in a relatively wealthy household before transitioning to self‐employment.     

Sport,fitness, and lifestyle entrepreneurship

International Entrepreneurship and Management Journal -