Table 6

Necessary-condition effect sizes and their sensitivity to the removal of influential observations

Condition (driver)No. of outliersd (original)p-valued (without outliers)p-valueChange
KNOW10.044<0.0010.067<0.00150.00%
OPTI30.1490.0280.314<0.001110.60%
INNOV0<0.001>0.999<0.001>0.999–
ECU20.075<0.0010.083<0.00110.20%
Condition (barrier)No. of outliersd (original)p-valued (without outliers)p-valueChange
SCEP30.0450.0140.088<0.00195.70%
INSEC0<0.001>0.999<0.001>0.999–
RISK0<0.001>0.999<0.001>0.999–
NREG0<0.001>0.999<0.001>0.999–

Note(s): d denotes the necessary-condition effect size estimated using the ceiling envelopment–free disposal hull (CE-FDH) method. Statistical significance was assessed using permutation tests with 10,000 replications. Theoretical drivers were analysed using the upper-left ceiling, whereas theoretical barriers were analysed using the upper-right ceiling

Source(s): Author’s own work

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