Time effects = 0 [chi square] = 301.00 [chi square] = 54.68
(p-value = 0.000) (p-value = 0.000)
(5)
Dep.
Variable =
DLNY
DLNK --
DLNL --
DLNN --
TaxBurden(D) -2.5925
(-4.31)
TiexBurden(L) -1.5571
(-2.15)
[R.sup.2] 0.528
SIC 1043.76
AICc 1156.85
Observations 288
Hypothesis Tests
State effects = 0 [chi square] = 60.99
(p-value = 0.083)
Time effects = 0 [chi square] = 194.79
(p-value = 0.000)
Note: Coefficients are estimated using OLS. t-statistics are
reported in parentheses and are calculated using White
heteroscedasticity-robust standard errors. All equations include
state and time fixed effects. AICc denotes the "corrected" version
of the AIC. Summary statistics for each of the variables are
reported in the Appendix.
TABLE 2
LIST OF POTENTIAL CONTROL VARIABLES
Selected Studies Which
Have Used This or a
Variable Description Related Variable
Education Percent of population Wasylenko and McGuire
(aged 25 and up) who (1985); Garcia-Mila and
have completed college McGuire (1992); Crown and
(source: Census) Wheat (1995); Phillips
and Goss (1995);
Dalenberg and Partridge
(1995); Partridge and
Rickman (1996); Clark and
Murphy (1996); Ciccone
and Hall (1996); Crain
and Lee (1999)
Working Percent of population Wasylenko and McGuire
population between 20 and 64 years (1985); Mofidi and Stone
of age (source: Census) (1990); Dalenberg and
Partridge (1995); Crain
and Lee (1999)
Nonwhite Percent of population Mofidi and Stone (1990);
that is nonwhite (source: Partridge and Rickman
Census) (1996); Crain and Lee
(1999)
Female Percent of population Mofidi and Stone (1990);
that is female (source: Partridge and Rickman
Census) (1996); Clark and Murphy
(1996)
Population Log of total population Ciccone and Hall (1996);
(source: Census) Alm and Rogers (2005)
Population Population density Wasylenko and McGuire
density (source: Census) (1985); Carroll and
Wasyenko (1994); Clark
and Murphy (1996);
Ciccone and Hall (1996);
Crain and Lee (1999)
Urban Percent of population Holtz-Eakin (1993);
living in urban areas Partridge and Rickman
(source: Census) (1996); Crain and Lee
(1999)
Agriculture Share of total earnings Crown and Wheat (1995);
earned in "Farm" and Caselli and Coleman
"Other Agriculture" (2001)
industries (source: BEA)
Manufacturing Share of total earnings Crown and Wheat (1995);
earned in "Manufacturing" Crain and Lee (1999);
industries (source: BEA) Caselli and Coleman
(2001); Stansel (2005)
Service Share of total earnings Clark and Murphy (1996)
earned in "Service"
industries (source: BEA)
Mining Share of total earnings Holtz-Eakin (1993); Crown
earned in "Mining" and Wheat (1995); Clark
industries (source: BEA) and Murphy (1996);
Mitchener and McLean
(2003)
Union Percent of Plaut and Pluta (1983);
nonagricultural wage and Mofidi and Stone (1990);
salary employees who are Dalenberg and Partridge
union members (source: (1995); Phillips and Goss
Hirsch, McPherson, and (1995); Partridge and
Vroman, 2001) Rickman (1996); Clark
and Murphy (1996)
Diversity A measure of industrial Mofidi and Stone (1990);
diversity, Garcia-Mila and McGuire
(1993); Partridge and
Diversity = [summation Rickman (1996); Crain
over (i)][(Earnings and Lee (1999)
[Industry.sub.i]/Total
Earnings).sup.2]
(source: BEA)
Note: This table is excerpted from Reed (2008).
TABLE 3
ROBUSTNESS CHECK ACROSS ALTERNATIVE SPECIFICATIONS
(1) (2) (3)
All Best SIC Best AICc
Variable Name (1) D/L Variables Specification Specification
Tax burden D -0.4240 -0.5470 -0.5368
(-2.58) (-3.59) (-3.36)
L -0.5838 -0.6905 -0.7045
(-2.87) (-3.20) (-3.39)
Education D 1.2504 1.4766 1.1673
(1.99) (2.44) (2.00)
L 1.2759 1.1221 1.2004
(6.84) (8.65) (7.06)
Working population D 1.3235 1.6503 1.3508
(3.51) (4.75) (4.21)
L 0.9789 1.1264 1.0405
(4.42) (5.66) (4.89)
Nonwhite D 1.1447 1.2900 1.0064
(2.27) (2.87) (2.20)
L -0.2699 -- -0.3633
(-1.77) (-2.83)
Female D -2.7097 -3.4947 -3.463
(-1.97) (-2.92) (-2.92)
L 0.3608 -- --
(0.46)
Population L 2.8954 4.0213 --
(1.50) (3.19)
Population density D 0.0300 -- --
(0.74)
L 0.0217 -- 0.0269
(1.64) (2.39)
Urban D -0.1486 -- --
(-1.32)
L (0.0674 -- --
(-0.94)
Agriculture D 0.5333 0.5365 0.5272
(4.19) (5.82) (5.08)
L 0.3413 0.3881 0.4084
(3.03) (5.54) (6.03)
Manufacturing D -0.0218 -- --
(-0.13)
L -0.0304 -- --
(-0.25)
Service D 0.0397 -- --
(0.16)
L -0.3083 -- -0.2956
(-1.90) (-2.57)
Mining D -0.6314 -0.5724 -0.5032
(-2.72) (-2.95) (-2.50)
L -0.3006 -- --
(-1.58)
Union D 0.1240 0.1143 0.1251
(1.86) (2.10) (2.37)
L 0.0182 -- --
(0.27)
Diversity D 0.2591 -- 0.3241
(1.00) (1.57)
L -0.2144 -0.3495 --
(-1.02) (-2.26)
LNY_1 -41.857 -39.783 -44.085
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