Table 5. IV Regressions. Determinants of Publications, Citations, by University Type. Instruments: Math & Physics Federal R&D, Math and Physics non-federal R&D, Fall Enrollment.
Full sample | Private | Public | non-Research I | Research l | |
---|---|---|---|---|---|
Panel A-Dependent Variable: Number of Publications | |||||
L.Federally Funded R&D | 0.0190*** | 0.0587* | 0.0223*** | 0.00884** | 0.00510 |
(0.00422) | (0.0258) | (0.00466) | (0.00298) | (0.00312) | |
L.Non-Federally Funded R&D | 0.00327 | -0.0510 | 0.00781** | -0.00632 | 0.00348 |
(0.00247) | (0.0272) | (0.00258) | (0.00340) | (0.00218) | |
L.Full Time Faculty | -0.181 | -0.463 | -0.315 | 0.342* | -0.208 |
(0.152) | (0.532) | (0.231) | (0.161) | (0.173) | |
Constant | -7.493 | -148.3 | -15.78 | 14.78* | 88.22*** |
(13.83) | (131.8) | (13.85) | (6.444) | (18.58) | |
Observations | 2933 | 940 | 1993 | 1256 | 1677 |
Sargan-Hansen statistics (p-value) | 0.675(0.4114) | 0.161(0.6882) | 0.085(0.771) | 30.015(0.000) | 0.927(0.3357) |
sigma_e | 49.82 | 116.7 | 52.86 | 25.70 | 47.40 |
sigma_u | 63.76 | 196.9 | 59.25 | 42.62 | 97.35 |
rho | 0.621 | 0.740 | 0.557 | 0.733 | 0.808 |
r2_w | 0.497 | . | 0.449 | 0.488 | 0.709 |
r2_b | 0.763 | 0.749 | 0.790 | 0.203 | 0.685 |
r2_o | 0.693 | 0.612 | 0.712 | 0.295 | 0.511 |
Panel B-Dependent Variable: Number of Citations | |||||
L.Federally Funded R&D | 0.260*** | 0.700* | 0.312*** | 0.150*** | 0.132** |
(0.0565) | (0.330) | (0.0562) | (0.0403) | (0.0410) | |
L.Non-Federally Funded R&D | 0.00614 | -0.747 | 0.0703* | -0.0700 | 0.00460 |
(0.0358) | (0.387) | (0.0355) | (0.0397) | (0.0338) | |
L.Full Time Faculty | -0.620 | -7.373 | -1.167 | 3.924 | -0.661 |
(2.233) | (7.181) | (3.400) | (2.046) | (2.500) | |
Constant | -740.0*** | -1791.8 | -999.9*** | -179.1* | -107.7 |
(190.7) | (1731.2) | (184.9) | (71.94) | (269.5) | |
Observations | 2933 | 940 | 1993 | 1256 | 1677 |
Sargan-Hansen statistics (p-value) | 0.009(0.924) | 0.008(0.9295) | 0.731(0.393) | 19.157(0.000) | 1.685(0.194) |
sigma_e | 686.7 | 1532.5 | 705.7 | 286.9 | 687.7 |
sigma_u | 674.3 | 2327.9 | 705.1 | 272.8 | 854.1 |
rho | 0.491 | 0.698 | 0.500 | 0.475 | 0.607 |
r2_w | 0.271 | . | 0.191 | 0.226 | 0.554 |
r2_b | 0.730 | 0.658 | 0.778 | 0.380 | 0.633 |
r2_o | 0.621 | 0.502 | 0.645 | 0.350 | 0.572 |
Standard errors in parentheses.
* p<0.05,
** p<0.01,
*** p<0.001.