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. Author manuscript; available in PMC: 2018 Jul 17.
Published in final edited form as: Econ Educ Rev. 2015 Dec 4;50:45–62. doi: 10.1016/j.econedurev.2015.11.004

Table 2.

The effect of cutoff change on demographic, economic condition and education policy variables

Mean (1)FE (2)FE (3)FE (4)FE N
Sex ratio 0.512 −0.0001 −0.0001 −0.0002 −0.0002 1,451
(0.004) (0.001) (0.001) (0.0004) (0.0004)
Father’s age at birth 29.19 0.142 0.044 0.124 0.035 1,451
(1.11) (0.088) (0.044) (0.095) (0.042)
Mother’s age at birth 27.73 0.400 −0.201 0.577 −0.241 1,451
(9.67) (0.309) (0.127) (0.487) (0.203)
Average birth weight (grams) 3329.3 4.171 −0.472 2.202 −1.804 1,451
(47.91) (3.218) (2.209) (2.370) (1.556)
Average gestation (weeks) 39.16 0.014 0.004 0.010 0.004 1,451
(0.336) (0.009) (0.010) (0.009) (0.010)
Ratio of white father 0.844 −0.010*** −0.003 −0.012*** −0.003 1,451
(0.082) (0.003) (0.002) (0.004) (0.002)
Ratio of black father 0.126 0.008** 0.001 0.010** 0.002 1,451
(0.078) (0.003) (0.002) (0.004) (0.002)
Ratio of white mother 0.807 −0.010** −0.002 −0.012** −0.003 1,451
(0.102) (0.004) (0.002) (0.005) (0.002)
Ratio of black mother 0.160 0.007* 0.001 0.009* 0.002 1,451
(0.106) (0.004) (0.001) (0.005) (0.001)
Mother’s years of education 12.49 0.016 0.015 0.024 0.010 1,451
(0.475) (0.032) (0.014) (0.031) (0.016)
Unemployment rate 0.061 −0.126 −0.174 −0.216 −0.259 1,331
(0.019) (0.172) (0.191) (0.195) (0.199)
Personal income per capita 33057.2 259.6 −12.44 427.7 97.7 1,042
(6084.7) (416.7) (208.2) (493.5) (248.8)
Expenditures per pupil in public elementary and secondary schools 8992.2 3.184 −91.093 2.838 −103.2 958
(2180.3) (111.8) (81.37) (114.7) (118.0)
Elementary school size 506.3 −4.946 −1.428 −4.529 0.435 829
(117.1) (3.228) (2.561) (2.756) (3.118)
Secondary school size 795.3 6.782 11.6** 14.62 15.0** 829
(232.4) (12.225) (5.508) (13.49) (5.866)
The number of pupils per staff 8.90 0.033 0.121 0.022 0.136 829
(1.59) (0.191) (0.190) (0.220) (0.187)
The number of pupils per teacher 17.19 0.118 0.149 0.127 0.164 829
(2.777) (0.190) (0.140) (0.247) (0.174)
Average salary of teachers 52264.7 −760.9 −192.0 −561.7 −173.4 829
(8215.7) (653.6) (317.4) (504.4) (319.5)
Cohort size 64700.3 −7,094.2* −3,683.3 −12,232.4* −13,651.7* 1,451
(81310.4) (3,791.6) (2,570.3) (6,217.9) (7,081.1)
Weight N N Y Y
Linear Time Trend N Y N Y

Notes:

*

p<0.1;

**

p<0.05;

***

p<0.01.

Standard errors are in parentheses. Standard errors are clustered by state.

The cutoff change variable is defined by a dummy variable that is 1 if cutoff change occurs in school entry year and 0 otherwise.

Specification (1)–(4) include state and time fixed effects and specification (2) and (4) add state-specific linear time trends. Specification (3) and (4) are weighted by square root of state population by year.