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. Author manuscript; available in PMC: 2016 Sep 1.
Published in final edited form as: J Reg Sci. 2014 Oct 7;55(4):560–584. doi: 10.1111/jors.12157

Table 8.

Full Entrepreneurial Information Results. Dependent variable is the employment growth rate, 2000–2007. Coefficients with one, two, and three stars are significant at the 10%, 5%, and 1% levels, respectively, using a two-tailed test. See the Table 1 and the data appendix for details on the variables. The weak instrument-robust p-value is for the Anderson-Wald F test statistic; the weak instrument test is the Cragg-Donald Wald F statistic. The test for the endogeneity of entrepreneurship (i.e., the birth rate) is the GMM distance measure; the test for the endogeneity of the instrument is the Hansen’s J statistic.

Birth Rate, 1998 4.73*** (0.56) 5.2*** (0.75) 5.37*** (0.75) 7.74* (4.32) 7.31* (4.35)
Death Rate, 1998 −1.84*** (0.5) −3.2*** (0.84) −2.97*** (0.84) −9.44* (5.07) −6.11 (4.64)
Births×Deaths, 1998 0.17 (0.19) 0.71** (0.28) 0.49** (0.22) 1.99** (0.94) 1.05 (0.84)
Predicted Employment Growth, 2000–07 0.67*** (0.11) 0.83*** (0.18) 0.68*** (0.16) 0.93*** (0.18) 0.64*** (0.12)
Lagged Employment Growth, 1990–2000 0.19*** (0.038) 0.24*** (0.032) 0.26*** (0.032) 0.15** (0.07) 0.16** (0.07)
Log Employment, 2000 −0.31 (0.42) −0.11 (0.49) −0.08 (0.51) −0.35 (0.49) −0.15 (0.45)
Log Income, 2000 −12.5*** (3.39) −14.7*** (4.01) −16.2*** (3.51) −16.1*** (4.66) −15.2*** (4.13)
Density, 2000 0.1*** (0.035) 0.11** (0.042) 0.06 (0.04) 0.13*** (0.043) 0.06 (0.039)
HC Share, 2000 0.81*** (0.28) 0.63** (0.31) 0.45* (0.25) 1.26*** (0.31) 0.92*** (0.3)
Arts Share, 2000 −1.83** (0.89) −1.22 (1.06) 0.54 (0.96) −2.01** (1.02) −0.43 (0.9)
BA Share, 2000 −0.41*** (0.14) −0.35* (0.18) −0.3** (0.14) −0.67*** (0.17) −0.52*** (0.14)
Pop Growth, 1950–1960 0.67 (0.84) −0.48 (0.83) −0.013 (0.77) 0.7 (0.99) 0.25 (0.85)
Median Age, 2000 −0.5*** (0.1) −0.36*** (0.13) −0.53*** (0.13) −0.33** (0.16) −0.62*** (0.12)
Amenity Score 0.15 (0.14) 0.17 (0.15) −0.22 (0.27) 0.47** (0.18) −0.16 (0.25)
Distance to MSA −0.017* (0.009) 0.06*** (0.023) −0.048** (0.022) 0.000 (0.005) −0.005 (0.01)
Marginal distance to MSA > 250k −0.003 (0.004) −0.008 (0.005) −0.02** (0.008) −0.004 (0.005) −0.011* (0.006)
Marginal distance to MSA > 500k −0.004 (0.004) 0.000 (0.005) 0.005 (0.007) 0.005 (0.005) −0.001 (0.005)
Marginal distance to MSA > 1M 0.004 (0.003) 0.006 (0.004) 0.003 (0.005) 0.408 (0.422) 0.006 (0.005)
Constant 132*** (32.5) 150*** (37.8) 176*** (33.7) 175*** (45.3) −173*** (40.2)

N 3072 825 825 3072 3072
R2 0.56 0.65 0.74 0.44 0.6
F 59.8 50.6 30.7 41.5 35.6

Counties All Metro Metro All All
Fixed Effects No No No No Yes
Regression OLS OLS OLS IV IV

Weak ID F -test 5.98 7.86
Weak IV-Robust P-value 0.046 0.13
Endogeneity of Entrepreneurship P-value 0.5 0.99
Endogeneity of IVs P-value 0.99 0.9