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. 2017 Nov 20;29(1):3–13. doi: 10.1177/0956797617724435

Table 2.

Response Surface Parameters Indicating Effects of Personality-Job Combinations on Annual Income

Parameter Coefficient 95% confidence interval p
Extraversion
a1 (linear effect of congruence) 0.058 [0.021, 0.096] .002
a2 (curvilinear effect of congruence) −0.009 [−0.044, 0.027] .642
a3 (linear effect of incongruence) −0.004 [−0.041, 0.034] .855
a4 (curvilinear effect of incongruence) −0.031 [−0.069, 0.006] .105
Agreeableness
a1 (linear effect of congruence) −0.008 [−0.044, 0.029] .678
a2 (curvilinear effect of congruence) −0.017 [−0.037, 0.002] .087
a3 (linear effect of incongruence) −0.059 [−0.096, −0.022] .002
a4 (curvilinear effect of incongruence) −0.031 [−0.054, −0.008] .009
Conscientiousness
a1 (linear effect of congruence) 0.106 [0.070, 0.142] < .001
a2 (curvilinear effect of congruence) 0.018 [−0.009, 0.046] .194
a3 (linear effect of incongruence) −0.102 [−0.137, −0.066] < .001
a4 (curvilinear effect of incongruence) −0.022 [−0.049, 0.005] .117
Emotional stability
a1 (linear effect of congruence) 0.092 [0.052, 0.133] < .001
a2 (curvilinear effect of congruence) 0.006 [−0.024, 0.037] .687
a3 (linear effect of incongruence) −0.013 [−0.054, 0.028] .534
a4 (curvilinear effect of incongruence) −0.019 [−0.050, 0.013] .251
Openness to experience
a1 (linear effect of congruence) 0.057 [0.018, 0.096] .004
a2 (curvilinear effect of congruence) −0.029 [−0.047, −0.010] .002
a3 (linear effect of incongruence) −0.054 [−0.094, −0.014] .009
a4 (curvilinear effect of incongruence) −0.038 [−0.063, −0.014] .002

Note: The a1 parameter (linear effect of the line of congruence) is positive when combinations of high traits and high job demands predict higher income levels. The a2 parameter (curvilinear effect of congruence) is positive when there is an income bonus for individuals whose very low or very high levels of traits are congruent with their jobs’ demands. The a3 parameter (linear effect of the line of incongruence) is positive when income is higher if people’s personality exceeds the level of job demands and negative when such combinations are associated with lower income. Finally, the a4 parameter (curvilinear effect of incongruence) is positive when individual deviations from the normative job demands are rewarded with higher income and negative when such nonfitting combinations are associated with lower income.