Table 5. Regression results (heterogeneity by nonprofit type)

Nonprofit fraud Model 1(AR) Model 2(ED) Model 3(HE) Model 4(HU) Model 5(OT)
Coef.(S.E.) Coef.(S.E.) Coef.(S.E.) Coef.(S.E.) Coef.(S.E.)
Governance policies –0.090(0.185) –0.476(0.154)*** –0.295(0.184) –0.142(0.072)** –0.019(0.068)
Financial audit systems 0.042(0.550) –0.299(0.361) 0.103(0.481) –0.159(0.180) –0.337(0.167)**
Orgs. characteristics
 Board size 0.257 0.238 0.486 –0.199 –0.112
(0.428) (0.379) (0.413) (0.180) (0.127)
 Board independence 0.246 0.054 1.005 –0.584 –0.311
(1.046) (0.845) (1.125) (0.415) (0.399)
 Org. age 0.010 –0.003 0.005 0.005 0.013**
(0.021) (0.018) (0.017) (0.008) (0.006)
 Org. size –0.248 0.059 –0.058 –0.071 –0.086
(0.169) (0.110) (0.117) (0.063) (0.057)
 Employee 0.102** –0.001 0.004 –0.001 –0.007
(0.050) (0.002) (0.004) (0.003) (0.010)
 Government grant –0.073 0.895 –1.475* –0.043 0.597
(0.787) (0.592) (0.891) (0.310) (0.411)
 Donative org. –1.108 –0.588 0.067 –0.219 –0.035
(0.930) (0.661) (0.776) (0.295) (0.308)
 Debt ratio 4.365*** –0.127 1.985* 0.953** 0.897**
(1.569) (0.992) (1.065) (0.404) (0.440)
 Family relation 0.075 0.473* 0.084 0.573** 0.434
(1.020) (0.711) (1.150) (0.423) (0.366)
 Location (urban=1) –1.235 –1.896** –0.451 0.056 –0.270
(0.994) (0.863) (0.935) (0.320) (0.325)
Constant 2.116 0.656 –0.660 2.092** 1.467*
(2.194) (1.668) (2.207) (0.932) (0.871)
Observations 104 132 140 480 424
p<0.1,
p<0.05,
p<0.01.
AR, art and cultural; ED, education; HE, health related; HU, human services; OT, others.