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. Author manuscript; available in PMC: 2024 Aug 26.
Published in final edited form as: Educ Policy (Los Altos Calif). 2019 Sep 16;36(2):247–281. doi: 10.1177/0895904819874756

Table 2.

Moderator Analyses for Full Sample of Studies.

District/county level
School level
Student level
k Coefficient SE p k Coefficient SE p k Coefficient SE p
Publication status
 Non-peer-reviewed
2 16 13
 Peer-reviewed 24 .10 .05 .10 27 .003 .06 .96 32 −.001 .001 .37
Type of competition
 Charter
4 18 17
 Private—voucher/choice program 1 −.49 .25 .12 17 .22* .08 .01 17 −.001 .001 .40
 Private—nearby private schools 11 −.19 .17 .42 2 −.06 .06 .37 4 .001 .003 .89
 Traditional public 3 −.17 .18 .44 6 −.03 .04 .57 7 .001 .003 .79
 Mixed 2 −.20 .17 .34 1 .27** .01 <.001 7 .000 .001 .99
Measure of competition
 Geographic proximity
4 16 19
 Market share 17 .06 .05 .41 21 .01 .01 .18 25 −.000 .001 .75
 Policy/law 1 .37* .03 .01 9 .12 .07 .12 6 .001 .002 .64
 Mixed 1 .14 .05 .09 9 .02 .01 .28 4 .000 .000 .65
Level of competition
 County
12 2 4
 District 12 −.004 .02 .96 9 .03 .04 .62 8 .000 .02 .98
 School 2 .03 .03 .38 36 .03 .04 .58 36 −.004 .01 .82
Outcome domain
 General
17 12 6
 Math 18 .03 .03 .34 23 .03 .06 .64 33 −.002 .002 .49
 Literacy 7 .06 .05 .29 29 .03 .06 .60 37 −.001 .002 .73
Outcome value
 Other
5 3 7
 High-stakes 19 −.01 .06 .81 40 .11 .05 .14 38 −.001 .03 .88
Research design
 Non-QED
24 20 15
 QED 3 −.02 .02 .58 29 −.00 .01 .99 35 −.01 .01 .73

Note. The top row in each category was the reference group for dummy-coded moderator variables. QED = quasi-experimental design.

*

p < .05.

**

p < .01.

***

p < .001.