Immigration status and property crime: an application of estimators for underreported outcomes

Papadopoulos, Georgios

doi:10.1186/2193-9039-3-12

Table 4 Main results - negative binomial 2 models

From: Immigration status and property crime: an application of estimators for underreported outcomes

PROPERTY_C	NB2	NB2-Logit		NB2-Logit		NB2-Logit		ZI-NB2-Logit
	(1)	(2)		(3)		(4)		(5)
	$\tilde{δ}$	$\hat{δ}$	$\hat{η}$	$\hat{δ}$	$\hat{η}$	$\hat{δ}$	$\hat{η}$	$\hat{\hat{δ}}$	$\hat{\hat{η}}$	$\hat{\hat{ζ}}$
Immigrant	-0.440	-0.697	0.484	-0.617	0.451	-0.500	0.325	-0.745	0.109	-0.515
	(0.356)	(0.611)	(1.057)	(0.636)	(1.043)	(0.591)	(0.924)	(0.696)	(0.832)	(0.548)
Age	0.0005	-0.662***	1.007***	-0.677***	1.008***	-0.624*	0.980***	-0.683**	1.045***	0.123**
	(0.031)	(0.198)	(0.197)	(0.224)	(0.206)	(0.325)	(0.302)	(0.298)	(0.219)	(0.058)
Age ²	-0.001*	0.009***	-0.015***	0.009***	-0.015***	0.008*	-0.014***	0.010**	-0.015***	-0.001
	(0.000)	(0.003)	(0.003)	(0.003)	(0.003)	(0.005)	(0.005)	(0.004)	(0.003)	(0.001)
Male	0.669**	1.428***	-1.317*	1.457***	-1.333*	1.234***	-0.906*	0.634	-0.404	-0.960***
	(0.275)	(0.430)	(0.685)	(0.443)	(0.687)	(0.464)	(0.825)	(0.470)	(0.604)	(0.259)
White				0.196	0.638	0.276	0.638	-0.870	0.940	-1.605***
				(0.611)	(1.062)	(0.614)	(1.155)	(0.682)	(0.985)	(0.375)
South	0.504*	1.077*	-1.419*	1.024	-1.508	0.966	-1.600**	1.510**	-1.875**	0.516
	(0.284)	(0.601)	(0.814)	(0.696)	(0.937)	(0.599)	(0.786)	(0.680)	(0.759)	(0.474)
Midlands	0.593**	0.272	0.418	0.247	0.255	0.434	0.273	0.553	-0.500	0.217
	(0.272)	(0.525)	(0.880)	(0.561)	(0.954)	(0.563)	(1.105)	(0.657)	(0.857)	(0.546)
North	1.256**	1.717***	-1.527	1.676**	-1.628	1.943**	-2.266	2.715***	-2.776***	0.843*
	(0.012)	(0.594)	(0.956)	(0.662)	(1.027)	(0.864)	(1.435)	(0.894)	(0.964)	(0.470)
Deprivation						0.053	-0.175
						(0.096)	(0.163)
Truthful			-1.282***		-1.237***		-1.302***		-1.757***	0.441
			(0.482)		(0.475)		(0.437)		(0.533)	(0.373)
Constant	-1.299***	8.534***	-11.648***	8.633**	-12.253***	7.555	-10.422*	10.499**	-13.083***	-1.315
	(0.505)	(3.028)	(3.008)	(3.671)	(3.510)	(5.518)	(5.872)	(5.081)	(4.294)	(1.014)
Sample size	11,604	11,604		11,604		10,940		11,604
Log likelihood	-2,344.45	-2,315.13		-2,313.99		-2,197.14		-2257.79
$\hat{α}$	46.39***	41.66***		41.64***		41.82***		14.589***
$\hat{p}$		0.447		0.430		0.441		0.391
$\hat{ξ}$								0.636

Quasi Maximum Likelihood Standard Errors in Parentheses. *, **, *** denote 10%, 5%, 1% level of significance respectively.

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