I have a question about time dummies and time trend, I hope someone can help.
I have panel data set consists of T=27 and N=42
I am using fixed effects, random effects, ivreg2 with and without cluster errors.
Here “X” is my main explanatory variable and rest are controls. As I use only country dummies with other control variables then results are significantly negative (which is favorable), but when I also add time dummies then coefficients on my main variable becomes insignificant, yet using time-trend dummy with country dummies again provide favorable results.
I have used alternates for both dependent variable and my main explanatory variable but found similar pattern of results. My question is, can I use time trend as an alternate to time-dummies? I have searched for literature in similar topic area and found that they have either used time dummies or country dummies or even some of them did not used both time and country dummies, I did not found any paper (in similar area) where they have used both time and country dummies simultaneously. would it be reasonable to proceed with results obtained from only country dummies or with country dummies and time-trend?
Thanks a lot!
Results estimation with country dummies
Code:
(1) | (2) | (3) | (4) | |
Fixed effects | Random effects | IVREG2 | IVREG2(cluster err.) | |
X | -0.013*** | -0.013*** | -0.064*** | -0.064*** |
(0.0021) | (0.0021) | (0.0058) | (0.0188) | |
lnpn_w | 0.618*** | 0.618*** | 0.723*** | 0.723*** |
(0.0208) | (0.0208) | (0.0276) | (0.1127) | |
pse_w | -0.013*** | -0.013*** | -0.013*** | -0.013*** |
(0.0008) | (0.0008) | (0.0010) | (0.0035) | |
religion | 0.000 | -1.013*** | -1.060*** | -1.060** |
(0.0000) | (0.1503) | (0.1835) | (0.4129) | |
L.polity2 | -0.014*** | -0.014*** | -0.017*** | -0.017 |
(0.0041) | (0.0041) | (0.0050) | (0.0123) | |
L.gdpg_w | -0.004 | -0.004 | -0.006* | -0.006 |
(0.0027) | (0.0027) | (0.0033) | (0.0042) | |
popd_w | -0.002*** | -0.002*** | 0.003*** | 0.003 |
(0.0006) | (0.0006) | (0.0009) | (0.0036) | |
indep | 0.012 | 0.044*** | 0.044*** | |
(0.0072) | (0.0094) | (0.0134) | ||
2.colonyg | -0.595*** | 1.360*** | 1.360 | |
(0.1984) | (0.3138) | (1.0563) | ||
3.colonyg | -0.515** | 0.813** | 0.813 | |
(0.2484) | (0.3321) | (1.1266) | ||
4.colonyg | -1.044*** | 1.011*** | 1.011 | |
(0.2528) | (0.3730) | (1.1353) | ||
5.colonyg | -0.959*** | 0.320 | 0.320 | |
(0.2522) | (0.3344) | (1.1388) | ||
6.colonyg | -1.616*** | 0.078 | 0.078 | |
(0.2307) | (0.3305) | (1.2015) | ||
2.ccode | -0.526*** | -1.158*** | -1.158*** | |
(0.1711) | (0.2185) | (0.3720) | ||
3.ccode | -0.283** | 0.506*** | 0.506 | |
(0.1128) | (0.1595) | (0.3354) | ||
4.ccode | -0.582*** | -0.672*** | -0.672 | |
(0.2020) | (0.2468) | (0.5241) | ||
5.ccode | -1.148*** | -0.650*** | -0.650** | |
(0.1197) | (0.1548) | (0.2894) | ||
6.ccode | -0.677*** | 0.779*** | 0.779 | |
(0.1632) | (0.2485) | (0.6407) | ||
7.ccode | 0.119 | -0.306** | -0.306 | |
(0.1192) | (0.1519) | (0.2231) | ||
8.ccode | -1.126*** | -1.469*** | -1.469*** | |
(0.1260) | (0.1578) | (0.2405) | ||
9.ccode | 0.047 | -0.357 | -0.357 | |
(0.2101) | (0.2597) | (0.5217) | ||
10.ccode | -1.885*** | -2.900*** | -2.900*** | |
(0.2793) | (0.3564) | (0.8709) | ||
11.ccode | -1.180*** | -0.036 | -0.036 | |
(0.2259) | (0.2995) | (1.0262) | ||
12.ccode | -0.224 | -0.540** | -0.540 | |
(0.1957) | (0.2411) | (0.6245) | ||
13.ccode | -0.240** | -0.386*** | -0.386 | |
(0.1218) | (0.1494) | (0.2503) | ||
15.ccode | -0.134 | 0.144 | 0.144 | |
(0.1187) | (0.1477) | (0.2148) | ||
17.ccode | -0.625*** | -0.634*** | -0.634 | |
(0.1276) | (0.1557) | (0.3943) | ||
18.ccode | -0.174 | -0.474*** | -0.474* | |
(0.1220) | (0.1520) | (0.2539) | ||
19.ccode | -0.135 | -0.049 | -0.049 | |
(0.1497) | (0.1829) | (0.2412) | ||
20.ccode | 0.141 | -0.271 | -0.271 | |
(0.1916) | (0.2376) | (0.4312) | ||
21.ccode | -0.631*** | -0.768*** | -0.768*** | |
(0.1173) | (0.1439) | (0.2395) | ||
22.ccode | 0.622*** | 1.249*** | 1.249*** | |
(0.1174) | (0.1569) | (0.2829) | ||
23.ccode | 0.189* | 0.317** | 0.317 | |
(0.1114) | (0.1366) | (0.2080) | ||
24.ccode | -0.225* | -0.243 | -0.243 | |
(0.1288) | (0.1572) | (0.3998) | ||
25.ccode | 0.769*** | 0.127 | 0.127 | |
(0.1293) | (0.1709) | (0.4158) | ||
26.ccode | 0.249 | 0.449* | 0.449 | |
(0.2107) | (0.2581) | (0.5582) | ||
27.ccode | -2.795*** | -1.676*** | -1.676** | |
(0.1507) | (0.2165) | (0.6721) | ||
28.ccode | 0.138 | 0.632 | 0.632 | |
(0.4002) | (0.4911) | (1.6173) | ||
29.ccode | 0.941*** | 0.926*** | 0.926*** | |
(0.1174) | (0.1433) | (0.2457) | ||
30.ccode | -0.027 | 1.241*** | 1.241** | |
(0.1820) | (0.2571) | (0.6151) | ||
31.ccode | -0.612*** | -0.707*** | -0.707 | |
(0.2067) | (0.2525) | (0.4854) | ||
32.ccode | 2.086*** | 1.563*** | 1.563** | |
(0.1497) | (0.1904) | (0.6354) | ||
34.ccode | -3.169*** | -2.065*** | -2.065** | |
(0.2357) | (0.3090) | (0.9537) | ||
35.ccode | 0.192 | 0.349 | 0.349 | |
(0.1912) | (0.2340) | (0.4164) | ||
37.ccode | 1.548*** | 3.249*** | 3.249*** | |
(0.2013) | (0.3008) | (0.7142) | ||
39.ccode | -0.082 | -0.141 | -0.141 | |
(0.1302) | (0.1590) | (0.1996) | ||
41.ccode | 0.465*** | -0.115 | -0.115 | |
(0.1445) | (0.1861) | (0.4616) | ||
_cons | 3.719*** | 4.015*** | -0.407 | -0.407 |
(0.2201) | (0.5093) | (0.7682) | (1.9079) | |
N | 1134 | 1134 | 1134 | 1134 |
r2 | 0.494 | 0.968 | 0.968 | |
r2_a | 0.47 | 0.97 | 0.97 |
Code:
(1) | (2) | (3) | (4) | |
Fixed effects | Random effects | IVREG2 | IVREG2(cluster err.) | |
X | 0.001 | 0.001 | 0.012 | 0.012 |
(0.0020) | (0.0020) | (0.0145) | (0.0468) | |
lnpn_w | 0.828*** | 0.828*** | 0.818*** | 0.818*** |
(0.0222) | (0.0222) | (0.0258) | (0.0993) | |
pse_w | -0.007*** | -0.007*** | -0.006*** | -0.006* |
(0.0008) | (0.0008) | (0.0012) | (0.0036) | |
religion | 0.000 | -0.265* | -0.234* | -0.234 |
(0.0000) | (0.1371) | (0.1402) | (0.3485) | |
L.polity2 | 0.007** | 0.007** | 0.009** | 0.009 |
(0.0037) | (0.0037) | (0.0043) | (0.0111) | |
L.gdpg_w | -0.002 | -0.002 | -0.002 | -0.002 |
(0.0024) | (0.0024) | (0.0023) | (0.0028) | |
popd_w | 0.002*** | 0.002*** | 0.002** | 0.002 |
(0.0006) | (0.0006) | (0.0008) | (0.0040) | |
indep | -0.004 | -0.012 | -0.012 | |
(0.0062) | (0.0119) | (0.0315) | ||
1992.year | -0.077 | -0.077 | -0.077 | -0.077*** |
(0.0732) | (0.0732) | (0.0719) | (0.0288) | |
1993.year | -0.146** | -0.146** | -0.145** | -0.145*** |
(0.0743) | (0.0743) | (0.0730) | (0.0479) | |
1994.year | -0.206*** | -0.206*** | -0.201*** | -0.201*** |
(0.0754) | (0.0754) | (0.0743) | (0.0641) | |
1995.year | -0.244*** | -0.244*** | -0.238*** | -0.238*** |
(0.0763) | (0.0763) | (0.0754) | (0.0769) | |
1996.year | -0.291*** | -0.291*** | -0.276*** | -0.276** |
(0.0775) | (0.0775) | (0.0783) | (0.1084) | |
1997.year | -0.332*** | -0.332*** | -0.325*** | -0.325*** |
(0.0785) | (0.0785) | (0.0777) | (0.1061) | |
1998.year | -0.395*** | -0.395*** | -0.391*** | -0.391*** |
(0.0792) | (0.0792) | (0.0779) | (0.1109) | |
1999.year | -0.462*** | -0.462*** | -0.458*** | -0.458*** |
(0.0800) | (0.0800) | (0.0787) | (0.1256) | |
2000.year | -0.496*** | -0.496*** | -0.494*** | -0.494*** |
(0.0811) | (0.0811) | (0.0796) | (0.1330) | |
2001.year | -0.538*** | -0.538*** | -0.538*** | -0.538*** |
(0.0822) | (0.0822) | (0.0807) | (0.1377) | |
2002.year | -0.607*** | -0.607*** | -0.620*** | -0.620*** |
(0.0834) | (0.0834) | (0.0834) | (0.1417) | |
2003.year | -0.700*** | -0.700*** | -0.717*** | -0.717*** |
(0.0845) | (0.0845) | (0.0858) | (0.1515) | |
2004.year | -0.779*** | -0.779*** | -0.787*** | -0.787*** |
(0.0849) | (0.0849) | (0.0839) | (0.1656) | |
2005.year | -0.842*** | -0.842*** | -0.854*** | -0.854*** |
(0.0859) | (0.0859) | (0.0857) | (0.1691) | |
2006.year | -0.881*** | -0.881*** | -0.899*** | -0.899*** |
(0.0865) | (0.0865) | (0.0878) | (0.1689) | |
2007.year | -0.928*** | -0.928*** | -0.961*** | -0.961*** |
(0.0873) | (0.0873) | (0.0957) | (0.1781) | |
2008.year | -0.988*** | -0.988*** | -1.035*** | -1.035*** |
(0.0880) | (0.0880) | (0.1053) | (0.2027) | |
2009.year | -1.051*** | -1.051*** | -1.109*** | -1.109*** |
(0.0883) | (0.0883) | (0.1140) | (0.2317) | |
2010.year | -1.101*** | -1.101*** | -1.163*** | -1.163*** |
(0.0886) | (0.0886) | (0.1181) | (0.2455) | |
2011.year | -1.114*** | -1.114*** | -1.188*** | -1.188*** |
(0.0899) | (0.0899) | (0.1292) | (0.2804) | |
2012.year | -1.138*** | -1.138*** | -1.219*** | -1.219*** |
(0.0907) | (0.0907) | (0.1368) | (0.3047) | |
2013.year | -1.164*** | -1.164*** | -1.252*** | -1.252*** |
(0.0911) | (0.0911) | (0.1442) | (0.3287) | |
2014.year | -1.200*** | -1.200*** | -1.294*** | -1.294*** |
(0.0919) | (0.0919) | (0.1505) | (0.3496) | |
2015.year | -1.242*** | -1.242*** | -1.346*** | -1.346*** |
(0.0929) | (0.0929) | (0.1618) | (0.3858) | |
2016.year | -1.290*** | -1.290*** | -1.389*** | -1.389*** |
(0.0933) | (0.0933) | (0.1569) | (0.3697) | |
2017.year | -1.352*** | -1.352*** | -1.441*** | -1.441*** |
(0.0934) | (0.0934) | (0.1467) | (0.3365) | |
2.colonyg | 0.501*** | 0.247 | 0.247 | |
(0.1759) | (0.3683) | (1.4945) | ||
3.colonyg | 0.755*** | 0.679*** | 0.679 | |
(0.2207) | (0.2375) | (1.1131) | ||
4.colonyg | -0.255 | -0.528 | -0.528 | |
(0.2173) | (0.4110) | (1.5514) | ||
5.colonyg | 1.177*** | 1.166*** | 1.166 | |
(0.2362) | (0.2322) | (1.0290) | ||
6.colonyg | 0.757*** | 0.666*** | 0.666 | |
(0.2254) | (0.2503) | (1.2043) | ||
2.ccode | 0.076 | 0.262 | 0.262 | |
(0.1481) | (0.2795) | (0.7095) | ||
3.ccode | -0.250*** | -0.409* | -0.409 | |
(0.0966) | (0.2247) | (0.7145) | ||
4.ccode | -0.731*** | -0.665*** | -0.665 | |
(0.1781) | (0.1948) | (0.4904) | ||
5.ccode | -0.817*** | -0.874*** | -0.874** | |
(0.1025) | (0.1242) | (0.3553) | ||
6.ccode | -1.314*** | -1.690*** | -1.690 | |
(0.1470) | (0.5042) | (1.5754) | ||
7.ccode | 0.474*** | 0.609*** | 0.609 | |
(0.1038) | (0.2007) | (0.5474) | ||
8.ccode | -0.344*** | -0.185 | -0.185 | |
(0.1140) | (0.2327) | (0.6072) | ||
9.ccode | 0.228 | 0.388 | 0.388 | |
(0.1854) | (0.2739) | (0.7441) | ||
10.ccode | -1.723*** | -1.560*** | -1.560* | |
(0.2378) | (0.3132) | (0.9248) | ||
11.ccode | 0.434** | 0.411** | 0.411 | |
(0.2067) | (0.2049) | (0.9647) | ||
12.ccode | 0.710*** | 0.842*** | 0.842 | |
(0.1719) | (0.2398) | (0.5624) | ||
13.ccode | -0.118 | -0.052 | -0.052 | |
(0.1054) | (0.1336) | (0.3153) | ||
15.ccode | 0.222** | 0.166 | 0.166 | |
(0.1066) | (0.1268) | (0.2893) | ||
17.ccode | 0.073 | 0.138 | 0.138 | |
(0.1131) | (0.1385) | (0.3430) | ||
18.ccode | -0.274*** | -0.244** | -0.244 | |
(0.1037) | (0.1092) | (0.2738) | ||
19.ccode | -0.365*** | -0.425*** | -0.425 | |
(0.1281) | (0.1476) | (0.2907) | ||
20.ccode | 0.282* | 0.429* | 0.429 | |
(0.1683) | (0.2510) | (0.6651) | ||
21.ccode | -0.560*** | -0.545*** | -0.545*** | |
(0.0999) | (0.1001) | (0.1767) | ||
22.ccode | 0.032 | -0.146 | -0.146 | |
(0.1032) | (0.2494) | (0.6940) | ||
23.ccode | 0.086 | 0.032 | 0.032 | |
(0.0957) | (0.1171) | (0.2659) | ||
24.ccode | 0.482*** | 0.545*** | 0.545* | |
(0.1142) | (0.1385) | (0.3048) | ||
25.ccode | -0.028 | 0.006 | 0.006 | |
(0.1156) | (0.1217) | (0.4222) | ||
26.ccode | 0.239 | 0.266 | 0.266 | |
(0.1848) | (0.1846) | (0.4793) | ||
27.ccode | -1.159*** | -1.258*** | -1.258* | |
(0.1547) | (0.1980) | (0.7526) | ||
28.ccode | -1.893*** | -2.307*** | -2.307 | |
(0.3651) | (0.6419) | (2.0185) | ||
29.ccode | 0.165 | 0.123 | 0.123 | |
(0.1085) | (0.1190) | (0.2280) | ||
30.ccode | 0.159 | -0.078 | -0.078 | |
(0.1557) | (0.3404) | (1.1152) | ||
31.ccode | -0.281 | -0.171 | -0.171 | |
(0.1816) | (0.2271) | (0.5612) | ||
32.ccode | 0.502*** | 0.495*** | 0.495 | |
(0.1523) | (0.1497) | (0.4660) | ||
34.ccode | -2.716*** | -2.986*** | -2.986** | |
(0.2187) | (0.4077) | (1.3239) | ||
35.ccode | 0.035 | 0.042 | 0.042 | |
(0.1665) | (0.1637) | (0.3526) | ||
37.ccode | 0.708*** | 0.323 | 0.323 | |
(0.1752) | (0.5241) | (1.6380) | ||
39.ccode | -0.193* | -0.195* | -0.195 | |
(0.1102) | (0.1082) | (0.1289) | ||
41.ccode | -0.141 | -0.102 | -0.102 | |
(0.1257) | (0.1331) | (0.4565) | ||
_cons | 0.794*** | 0.709 | 1.309 | 1.309 |
(0.2426) | (0.4683) | (0.8978) | (3.1182) | |
N | 1134 | 1134 | 1134 | 1134 |
r2 | 0.647 | 0.985 | 0.985 | |
r2_a | 0.62 | 0.98 | 0.98 |
Code:
(1) | (2) | (3) | (4) | |
Fixed effects | Random effects | IVREG2 | IVREG2(cluster err.) | |
X | -0.004* | -0.004* | -0.038*** | -0.038* |
(0.0020) | (0.0020) | (0.0075) | (0.0208) | |
lnpn_w | 0.671*** | 0.671*** | 0.712*** | 0.712*** |
(0.0195) | (0.0195) | (0.0230) | (0.0897) | |
pse_w | -0.010*** | -0.010*** | -0.011*** | -0.011*** |
(0.0008) | (0.0008) | (0.0010) | (0.0029) | |
religion | 0.000 | -0.826*** | -0.929*** | -0.929** |
(0.0000) | (0.1389) | (0.1539) | (0.3698) | |
L.polity2 | -0.007* | -0.007* | -0.011*** | -0.011 |
(0.0038) | (0.0038) | (0.0043) | (0.0097) | |
L.gdpg_w | -0.003 | -0.003 | -0.005* | -0.005 |
(0.0025) | (0.0025) | (0.0028) | (0.0035) | |
popd_w | -0.000 | -0.000 | 0.002** | 0.002 |
(0.0006) | (0.0006) | (0.0008) | (0.0035) | |
indep | 0.001 | 0.024*** | 0.024* | |
(0.0067) | (0.0088) | (0.0148) | ||
Time trend dummy | -0.446*** | -0.446*** | -0.266*** | -0.266*** |
(0.0317) | (0.0317) | (0.0512) | (0.1023) | |
2.colonyg | -0.135 | 0.831*** | 0.831 | |
(0.1855) | (0.2867) | (1.0396) | ||
3.colonyg | 0.219 | 0.705** | 0.705 | |
(0.2344) | (0.2765) | (1.0840) | ||
4.colonyg | -0.607*** | 0.427 | 0.427 | |
(0.2346) | (0.3361) | (1.1372) | ||
5.colonyg | 0.093 | 0.422 | 0.422 | |
(0.2438) | (0.2762) | (1.0750) | ||
6.colonyg | -0.572** | 0.005 | 0.005 | |
(0.2249) | (0.2746) | (1.1259) | ||
2.ccode | -0.172 | -0.687*** | -0.687* | |
(0.1594) | (0.2054) | (0.3829) | ||
3.ccode | -0.359*** | 0.137 | 0.137 | |
(0.1039) | (0.1541) | (0.3210) | ||
4.ccode | -0.398** | -0.525** | -0.525 | |
(0.1863) | (0.2062) | (0.4466) | ||
5.ccode | -0.974*** | -0.750*** | -0.750*** | |
(0.1109) | (0.1303) | (0.2654) | ||
6.ccode | -1.209*** | -0.136 | -0.136 | |
(0.1548) | (0.2812) | (0.6198) | ||
7.ccode | 0.389*** | 0.029 | 0.029 | |
(0.1114) | (0.1434) | (0.2223) | ||
8.ccode | -0.648*** | -1.043*** | -1.043*** | |
(0.1208) | (0.1562) | (0.2652) | ||
9.ccode | 0.397** | 0.018 | 0.018 | |
(0.1949) | (0.2280) | (0.4679) | ||
10.ccode | -1.925*** | -2.507*** | -2.507*** | |
(0.2570) | (0.3071) | (0.8275) | ||
11.ccode | -0.317 | 0.009 | 0.009 | |
(0.2167) | (0.2474) | (0.9913) | ||
12.ccode | 0.149 | -0.188 | -0.188 | |
(0.1820) | (0.2117) | (0.5493) | ||
13.ccode | -0.054 | -0.215* | -0.215 | |
(0.1128) | (0.1283) | (0.2028) | ||
15.ccode | -0.122 | 0.037 | 0.037 | |
(0.1093) | (0.1244) | (0.1798) | ||
17.ccode | -0.330*** | -0.454*** | -0.454 | |
(0.1192) | (0.1334) | (0.3566) | ||
18.ccode | -0.264** | -0.405*** | -0.405* | |
(0.1124) | (0.1268) | (0.2462) | ||
19.ccode | -0.322** | -0.196 | -0.196 | |
(0.1384) | (0.1541) | (0.2312) | ||
20.ccode | 0.440** | 0.076 | 0.076 | |
(0.1775) | (0.2091) | (0.3849) | ||
21.ccode | -0.656*** | -0.727*** | -0.727*** | |
(0.1079) | (0.1193) | (0.2092) | ||
22.ccode | 0.309*** | 0.805*** | 0.805** | |
(0.1103) | (0.1593) | (0.3147) | ||
23.ccode | 0.051 | 0.182 | 0.182 | |
(0.1030) | (0.1162) | (0.1748) | ||
24.ccode | 0.074 | -0.057 | -0.057 | |
(0.1204) | (0.1349) | (0.3463) | ||
25.ccode | 0.367*** | 0.151 | 0.151 | |
(0.1224) | (0.1417) | (0.3966) | ||
26.ccode | 0.486** | 0.508** | 0.508 | |
(0.1946) | (0.2136) | (0.5079) | ||
27.ccode | -2.225*** | -1.796*** | -1.796*** | |
(0.1444) | (0.1821) | (0.5761) | ||
28.ccode | -1.286*** | -0.420 | -0.420 | |
(0.3818) | (0.4563) | (1.5422) | ||
29.ccode | 0.684*** | 0.779*** | 0.779*** | |
(0.1095) | (0.1218) | (0.2174) | ||
30.ccode | -0.064 | 0.698*** | 0.698 | |
(0.1675) | (0.2431) | (0.5562) | ||
31.ccode | -0.210 | -0.429** | -0.429 | |
(0.1923) | (0.2159) | (0.4373) | ||
32.ccode | 1.527*** | 1.445*** | 1.445*** | |
(0.1433) | (0.1582) | (0.5266) | ||
34.ccode | -3.406*** | -2.660*** | -2.660*** | |
(0.2175) | (0.2851) | (0.7795) | ||
35.ccode | 0.307* | 0.353* | 0.353 | |
(0.1761) | (0.1935) | (0.3771) | ||
37.ccode | 1.137*** | 2.305*** | 2.305*** | |
(0.1875) | (0.3192) | (0.7490) | ||
39.ccode | -0.133 | -0.148 | -0.148 | |
(0.1198) | (0.1315) | (0.1643) | ||
41.ccode | 0.155 | -0.062 | -0.062 | |
(0.1348) | (0.1547) | (0.4277) | ||
_cons | 2.591*** | 2.907*** | 0.748 | 0.748 |
(0.2178) | (0.4751) | (0.6893) | (1.8020) | |
N | 1134 | 1134 | 1134 | 1134 |
r2 | 0.572 | 0.978 | 0.978 | |
r2_a | 0.55 | 0.98 | 0.98 |
0 Response to Time dummies or Time trend?
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