| Literature DB >> 34173406 |
Jason Heavilin1, Hilmi Songur2.
Abstract
This study empirically examines the relation between institutional distance (ID) and Turkey's outward foreign direct investment (TODI). The empirical results use panel data from 2002 to 2016 to show that TODI is attracted to countries with better institutional quality. We also find that host country political stability, government effectiveness, control of corruption, and rule of law attract TODI. We also document that TODI is positively related to cultural distance (CD) and ID is not moderated by CD.Entities:
Keywords: Cultural distance; Economic distance; Emerging markets; Institutional distance; Outward foreign direct investment; Turkey
Year: 2020 PMID: 34173406 PMCID: PMC7378015 DOI: 10.1016/j.ribaf.2020.101299
Source DB: PubMed Journal: Res Int Bus Finance ISSN: 0275-5319
Model variables, explanations, and data sources.
| Variables | Explanations | Data source |
|---|---|---|
| FDI stock of Turkish firms in each of the host countries | CBRT | |
| Cultural dimensions | Geert Hofstede’s website | |
| Natural log of the host country’s GDP (in current USD) | World Development Indicators | |
| Natural log of the host country’s GDP (in current USD) per capita | World Development Indicators | |
| Natural log of the host country’s GDP (in current USD) growth | World Development Indicators | |
| Natural log of the host country’s ratio of ore and metal exports to merchandise exports | World Development Indicators | |
| Natural log of the host country’s inflation rate (consumer price index) | World Development Indicators | |
| Natural log of the host country’s openness to FDI (annual inward FDI flows, scaled by the GDP) | World Development Indicators | |
| Natural log of the host country’s Internet access (number of Internet users scaled by the population) | World Development Indicators | |
| Natural log of the host country’s high-technology exports (% of manufactured exports) | World Development Indicators | |
| Natural log of exports to the host country from Turkey | Turkish Statistical Institute | |
| Natural log of imports to Turkey from the host country | Turkish Statistical Institute | |
| Natural log of the annual exchange rate between host country currencies and the Turkish lira | United Nations Conference on Trade and Development | |
| Natural log of the geographic distance (distance between the host country’s capital and Ankara, the capital of Turkey) | Centre des Etudes Prospectives et d’Informations Internationales | |
| Absolute difference between the natural log of the host country’s GDP per capita and the natural log of Turkey’s GDP per capita | World Development Indicators and authors’ calculations |
Annual TODI stock by sample countries for selected years (millions of USD).
| Host country | Annual TODI stock, Turkey | |||||
|---|---|---|---|---|---|---|
| 2002 | 2006 | 2010 | 2012 | 2014 | 2016 | |
| Austria | 46 | 74 | 366 | 579 | 954 | 1250 |
| Belgium | 52 | 56 | 208 | 206 | 193 | 209 |
| Bulgaria | 39 | 52 | 76 | 84 | 87 | 261 |
| France | 99 | 104 | 138 | 19 | 106 | 48 |
| Germany | 343 | 375 | 651 | 1063 | 136 | 1347 |
| Iran | 9 | 16 | 251 | 196 | 305 | 291 |
| Ireland | 51 | 35 | 241 | 598 | 608 | 649 |
| Italy | 2 | 111 | 11 | 40 | 70 | 64 |
| Luxemburg | 146 | 160 | 748 | 773 | 1103 | 1799 |
| Malta | 25 | 104 | 1500 | 1941 | 1605 | 1633 |
| Netherlands | 2295 | 3041 | 6653 | 9588 | 11,389 | 12,467 |
| Romania | 125 | 162 | 277 | 114 | 189 | 152 |
| Russia | 154 | 180 | 362 | 470 | 306 | 272 |
| Switzerland | 64 | 68 | 368 | 391 | 445 | 150 |
| United Kingdom | 519 | 586 | 253 | 297 | 665 | 191 |
| United States | 143 | 141 | 1033 | 1301 | 1812 | 1625 |
| Sample TODI | 4112 | 5265 | 13,136 | 17,660 | 21,200 | 22,408 |
| TODI stock, all countries | 5847 | 8866 | 20,761 | 27,513 | 33,938 | 31,006 |
| Sample TODI/TODI stock, all countries | 70.33 % | 59.38 % | 63.27 % | 64.19 % | 62.47 % | 72.27 % |
Average Institutional Quality and Average ID, 2002–2016.
| Country | Average institutional quality | Average ID with Turkey |
|---|---|---|
| United States | 7.6494 | 3.7932 |
| Netherlands | 10.0522 | 4.8452 |
| United Kingdom | 8.6567 | 4.1843 |
| Germany | 8.9371 | 4.3592 |
| Russia | −4.3134 | 1.8587 |
| Romania | 0.6410 | 1.7551 |
| Italy | 3.5592 | 2.4679 |
| France | 7.2240 | 3.5976 |
| Switzerland | 10.4502 | 5.0864 |
| Bulgaria | 1.2477 | 1.7972 |
| Belgium | 7.9777 | 3.9853 |
| Ireland | 8.9478 | 4.4297 |
| Luxemburg | 10.2586 | 5.0355 |
| Malta | 6.9985 | 3.8260 |
| Iran | −5.9352 | 2.8423 |
| Austria | 9.4162 | 4.6566 |
| Turkey | −0.6926 | N.A. |
Descriptive statistics of TODI sample, 2002–2016.
| Characteristics | Mean | Median | Std. Dev. | Max. | Min. | n |
|---|---|---|---|---|---|---|
| TODI stock (106 USD) | 765.4 | 208.5 | 1,798.8 | 12,467.0 | 2.0 | 240 |
| ID | 3.6575 | 3.8945 | 1.1841 | 6.2586 | 1.1143 | 240 |
| CD | 1.3237 | 1.0004 | 1.0073 | 3.0983 | 0.0475 | 240 |
| GDP (109 USD) | 1,841.2 | 480.5 | 3,569.5 | 18,624.5 | 4.69 | 240 |
| GDP per capita (103 USD) | 37.355 | 39.890 | 25.017 | 118.824 | 1.900 | 240 |
| GDP growth (%) | 0.7663 | 0.0335 | 2.3246 | 25.1625 | −2.3077 | 240 |
| Economic distance | 1.3054 | 1.4294 | 0.6414 | 2.6584 | 0.0002 | 240 |
| Exchange rate | 1.7179 | 1.7833 | 0.9492 | 4.1556 | 0.0001 | 240 |
| Openness (%) | 16.301 | 2.937 | 49.443 | 451.716 | −15.882 | 240 |
| Geographic distance (km) | 2,115.1 | 1,924.5 | 1,652.0 | 8,070.8 | 442.1 | 240 |
| Imports from Turkey (109 USD) | 3.3956 | 2.4173 | 3.2818 | 15.1474 | 0.0127 | 240 |
| Exports to Turkey (109 USD) | 5.6174 | 3.3634 | 6.2214 | 31.3645 | 0.0205 | 240 |
| Natural resources (%) | 3.6234 | 2.8599 | 3.4655 | 20.1868 | 0.0000 | 240 |
| Inflation rate (%) | 3.6945 | 2.1108 | 5.2110 | 39.2664 | −4.4799 | 240 |
| Internet users (%) | 60.494 | 66.045 | 24.179 | 98.137 | 4.128 | 240 |
| Technology export/total exports (%) | 16.256 | 12.974 | 11.801 | 60.007 | 0.000 | 240 |
Correlation matrix of the model variables.
| ID | CD | LGDP | LORE | LERATE | LOPEN | LDIST | LXPRT | LIMPRT | LINF | LINFR | LTECH | LGDPCP | LGDPGR | EDIST | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | |||||||||||||||
| 0.566 | 1 | ||||||||||||||
| 0.077 | 0.480 | 1 | |||||||||||||
| −0.418 | −0.308 | −0.198 | 1 | ||||||||||||
| 0.647 | 0.491 | 0.115 | −0.190 | 1 | |||||||||||
| 0.159 | −0.103 | −0.465 | −0.090 | 0.151 | 1 | ||||||||||
| 0.497 | 0.479 | 0.578 | −0.458 | 0.233 | −0.030 | 1 | |||||||||
| −0.281 | 0.141 | 0.733 | −0.045 | −0.016 | −0.393 | 0.093 | 1 | ||||||||
| −0.279 | 0.122 | 0.835 | 0.050 | −0.224 | −0.549 | 0.199 | 0.839 | 1 | |||||||
| −0.479 | −0.358 | −0.088 | 0.048 | −0.765 | −0.107 | −0.124 | 0.053 | 0.174 | 1 | ||||||
| 0.659 | 0.484 | 0.284 | −0.139 | 0.745 | 0.069 | 0.353 | 0.076 | 0.006 | −0.655 | 1 | |||||
| 0.450 | 0.254 | −0.235 | −0.364 | 0.428 | 0.438 | 0.143 | −0.146 | −0.406 | −0.399 | 0.282 | 1 | ||||
| 0.795 | 0.586 | 0.312 | −0.327 | 0.777 | 0.102 | 0.535 | −0.104 | −0.083 | −0.675 | 0.831 | 0.334 | 1 | |||
| 0.181 | 0.027 | −0.120 | −0.088 | 0.253 | 0.001 | −0.052 | −0.055 | −0.184 | −0.227 | 0.257 | 0.018 | 0.092 | 1 | ||
| 0.814 | 0.559 | 0.200 | −0.305 | 0.590 | 0.040 | 0.549 | −0.326 | −0.210 | −0.499 | 0.505 | 0.250 | 0.812 | −0.032 | 1 |
Model estimations.
| (1) | (2) | (3) | (4) | (5) | ||||||
|---|---|---|---|---|---|---|---|---|---|---|
| 0.5401 | *** | 0.3609 | ** | 0.2501 | * | 0.3446 | ** | 0.2727 | * | |
| (<0.001) | (0.012) | (0.069) | (0.016) | (0.056) | ||||||
| 0.3604 | *** | 0.3963 | *** | 0.3613 | *** | −0.6043 | ||||
| (0.004) | (<0.001) | (0.003) | (0.261) | |||||||
| ID × CD | 0.2055 | |||||||||
| (0.119) | ||||||||||
| −0.2614 | −0.3712 | ** | −0.2467 | |||||||
| (0.161) | (0.038) | (0.186) | ||||||||
| 1.6615 | 4.1898 | 2.3644 | ||||||||
| (0.594) | (0.172) | (0.454) | ||||||||
| −1.1269 | ** | −1.5882 | *** | −1.1929 | *** | |||||
| (0.012) | (0.000) | (0.008) | ||||||||
| 1.4698 | *** | 1.4071 | *** | 1.5201 | *** | |||||
| (<0.001) | (0.001) | (0.000) | ||||||||
| 0.4248 | * | 0.4303 | * | 0.4078 | * | |||||
| (0.086) | (0.084) | (0.099) | ||||||||
| 0.4216 | *** | 0.5754 | *** | 0.4090 | *** | |||||
| (0.008) | (0.000) | (0.010) | ||||||||
| −0.1642 | −0.1874 | −0.1471 | ||||||||
| (0.354) | (0.292) | (0.407) | ||||||||
| 3.5434 | 5.2010 | * | 4.0431 | |||||||
| (0.216) | (0.069) | (0.161) | ||||||||
| 8.9627 | *** | 7.2907 | *** | 8.6463 | *** | |||||
| (0.000) | (0.000) | (0.000) | ||||||||
| −2.0707 | −1.7621 | −1.7165 | ||||||||
| (0.106) | (0.180) | (0.188) | ||||||||
| −0.6580 | ** | −0.5826 | ** | |||||||
| (0.014) | (0.032) | |||||||||
| 0.4612 | * | 0.3504 | ||||||||
| (0.067) | (0.169) | |||||||||
| Intercept | 17.3575 | *** | 19.5987 | *** | 13.8227 | *** | 18.1958 | *** | 18.0045 | *** |
| (<0.001) | (<0.001) | (<0.001) | (<0.001) | (<0.001) | ||||||
| R2 | 0.1617 | 0.5228 | 0.5166 | 0.5271 | 0.1842 | |||||
| n | 224 | 224 | 224 | 224 | 224 | |||||
Notes: The p-values are in parentheses; ***p < 0.01, **p < 0.05, *p < 0.1.
Individual ID measures, and normative and regulative distance.
| (1) | (2) | (3) | (4) | (5) | (6) | (7) | (8) | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0.1155 | ||||||||||||||||
| (0.727) | ||||||||||||||||
| 0.6509 | *** | |||||||||||||||
| (0.004) | ||||||||||||||||
| 0.5462 | ** | |||||||||||||||
| (0.012) | ||||||||||||||||
| −0.1014 | ||||||||||||||||
| (0.658) | ||||||||||||||||
| 1.0045 | *** | |||||||||||||||
| (0.000) | ||||||||||||||||
| 0.6388 | *** | |||||||||||||||
| (0.001) | ||||||||||||||||
| 0.4945 | *** | |||||||||||||||
| (0.004) | ||||||||||||||||
| 0.3053 | ||||||||||||||||
| (0.138) | ||||||||||||||||
| 0.4499 | *** | 0.4040 | *** | 0.4013 | *** | 0.4787 | *** | 0.3216 | *** | 0.3801 | *** | 0.3728 | *** | 0.3788 | *** | |
| (0.000) | (0.001) | (0.001) | (0.000) | (0.008) | (0.001) | (0.002) | (0.003) | |||||||||
| −0.3218 | * | −0.1534 | −0.3603 | ** | −0.3557 | * | −0.3192 | * | −0.4061 | ** | −0.2407 | −0.2877 | ||||
| (0.090) | (0.423) | (0.049) | (0.063) | (0.077) | (0.026) | (0.192) | (0.125) | |||||||||
| 1.3217 | 1.9182 | 1.3400 | 0.6138 | 1.8949 | −0.1155 | 2.2117 | 1.9284 | |||||||||
| (0.690) | (0.536) | (0.665) | (0.849) | (0.536) | (0.970) | (0.477) | (0.546) | |||||||||
| −1.1616 | ** | −1.5626 | *** | −0.9272 | ** | −1.1420 | ** | −1.1835 | *** | −0.8698 | * | −1.2537 | *** | −1.1110 | ** | |
| (0.013) | (0.001) | (0.041) | (0.012) | (0.007) | (0.053) | (0.005) | (0.014) | |||||||||
| 1.3922 | *** | 1.4511 | *** | 1.5378 | *** | 1.3537 | *** | 1.4360 | *** | 1.5435 | *** | 1.5624 | *** | 1.4250 | *** | |
| (0.001) | (0.000) | (0.000) | (0.001) | (0.000) | (0.000) | (0.000) | (0.001) | |||||||||
| 0.5202 | ** | 0.5570 | ** | 0.5025 | ** | 0.5893 | ** | 0.2650 | 0.5230 | ** | 0.4591 | * | 0.3960 | |||
| (0.043) | (0.020) | (0.037) | (0.024) | (0.287) | (0.028) | (0.057) | (0.132) | |||||||||
| 0.3495 | ** | 0.3790 | ** | 0.4065 | *** | 0.3414 | ** | 0.5109 | *** | 0.4559 | *** | 0.4188 | *** | 0.3837 | ** | |
| (0.028) | (0.015) | (0.010) | (0.031) | (0.002) | (0.004) | (0.008) | (0.017) | |||||||||
| −0.0922 | −0.1663 | −0.0825 | −0.0705 | −0.1781 | −0.0836 | −0.1468 | −0.1252 | |||||||||
| (0.609) | (0.346) | (0.637) | (0.694) | (0.308) | (0.629) | (0.403) | (0.484) | |||||||||
| 4.9041 | * | 6.5190 | ** | 4.3345 | 5.3532 | * | 2.3182 | 4.0935 | 4.7350 | * | 3.7052 | |||||
| (0.093) | (0.024) | (0.130) | (0.073) | (0.425) | (0.149) | (0.096) | (0.219) | |||||||||
| 8.9950 | *** | 8.7895 | *** | 8.5725 | *** | 8.9877 | *** | 7.8506 | *** | 8.4982 | *** | 8.6968 | *** | 8.7267 | *** | |
| (0.000) | (0.000) | (0.000) | (0.000) | (0.000) | (0.000) | (0.000) | (0.000) | |||||||||
| −1.1292 | −1.2386 | −2.0164 | −1.1198 | −3.0193 | ** | −2.7037 | ** | −1.8899 | −1.4802 | |||||||
| (0.384) | (0.330) | (0.129) | (0.387) | (0.028) | (0.047) | (0.146) | (0.260) | |||||||||
| −0.4047 | −0.6274 | ** | −0.5428 | ** | −0.3598 | −0.4700 | * | −0.6026 | ** | −0.6718 | ** | −0.4427 | * | |||
| (0.134) | (0.020) | (0.041) | (0.176) | (0.066) | (0.023) | (0.015) | (0.093) | |||||||||
| 0.3983 | 0.3536 | 0.3713 | 0.3988 | 0.3073 | 0.3513 | 0.3386 | 0.3833 | |||||||||
| (0.122) | (0.162) | (0.144) | (0.122) | (0.221) | (0.163) | (0.181) | (0.135) | |||||||||
| Intercept | 18.2828 | *** | 16.1606 | *** | 19.1344 | *** | 18.1750 | *** | 19.2628 | *** | 19.8613 | *** | 18.0885 | *** | 18.5479 | *** |
| (0.000) | (0.000) | (0.000) | (0.000) | (0.000) | (0.000) | (0.000) | (0.000) | |||||||||
| R2 | 0.5142 | 0.5334 | 0.5285 | 0.5143 | 0.5419 | 0.5372 | 0.5328 | 0.5190 | ||||||||
| n | 224 | 224 | 224 | 224 | 224 | 224 | 224 | 224 | ||||||||
Notes: The p-values are in parentheses; ***p < 0.01, **p < 0.05, *p < 0.1.
Fixed Effects.
| Variables | FEs | |
|---|---|---|
| 0.6535 | *** | |
| (0.000) | ||
| 0.2443 | * | |
| (0.074) | ||
| 3.2150 | ||
| (0.360) | ||
| −0.9539 | ** | |
| (0.054) | ||
| 1.5724 | *** | |
| (0.000) | ||
| 0.2287 | ||
| (0.181) | ||
| −0.3599 | ** | |
| (0.054) | ||
| 3.3669 | ||
| (0.309) | ||
| 7.8892 | *** | |
| (0.000) | ||
| −0.2684 | ||
| (0.836) | ||
| −0.9568 | *** | |
| (0.006) | ||
| 0.4623 | ||
| (0.150) | ||
| Intercept | 19.0829 | *** |
| (0.000) | ||
| Time FEs | Yes | |
| Country FEs | Yes | |
| R2 | 0.5263 | |
| N | 224 |
Notes: The p-values are in parentheses; ***p < 0.01, **p < 0.05, *p < 0.1.
Economic development distance.
| Variables | POLS | FEs | ||
|---|---|---|---|---|
| (1) | (2) | |||
| 0.7861 | *** | 1.0048 | *** | |
| (0.000) | (0.000) | |||
| 0.3172 | *** | |||
| (0.008) | ||||
| 0.0042 | 0.2925 | ** | ||
| (0.983) | (0.021) | |||
| 5.4240 | * | 5.1023 | ||
| (0.068) | (0.111) | |||
| −0.9292 | ** | −0.5171 | ||
| (0.029) | (0.277) | |||
| 1.2368 | *** | 1.4126 | *** | |
| (0.002) | (0.001) | |||
| 0.3138 | ||||
| (0.193) | ||||
| 0.2549 | * | 0.1129 | ||
| (0.097) | (0.468) | |||
| −0.3025 | * | −0.3591 | ** | |
| (0.081) | (0.045) | |||
| 3.0721 | 5.8587 | * | ||
| (0.271) | (0.055) | |||
| 5.8365 | *** | 7.3480 | *** | |
| (0.000) | (0.000) | |||
| −2.2714 | * | −2.3679 | * | |
| (0.074) | (0.073) | |||
| −1.4435 | *** | −2.0166 | *** | |
| (0.000) | (0.000) | |||
| 0.0919 | 0.3694 | |||
| (0.720) | (0.234) | |||
| TODIt-1 | ||||
| Intercept | 14.6106 | *** | 11.5849 | |
| (0.000) | (0.000) | |||
| Time FEs | Yes | |||
| Country FEs | Yes | |||
| R2 | 0.5550 | 0.5603 | ||
| N | 224 | 224 | ||
Notes: The p-values are in parentheses; ***p < 0.01, **p < 0.05, *p < 0.1.