online appendix the effects of foreign aid on refugee flows · - 1 - online appendix the effects of...

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ONLINE APPENDIX

The Effects of Foreign Aid on Refugee Flows

Axel Dreher, Andreas Fuchs, and Sarah Langlotz

European Economic Review

Contents

Appendix A List of Countries (in alphabetic order)

Appendix B Variables, Definitions and Sources

Appendix C Descriptive Statistics

Appendix D Additional Figures

Appendix E Additional Tables

Table E.1 Refugee Flows and Official Development Assistance (timing, OLS, 1976/79-2013)

Table E.2 Refugee Flows Worldwide and Official Development Assistance (robustness tests, 2SLS, 1976-2013)

Table E.3 Refugee Flows Worldwide and Official Development Assistance (robustness tests, 2SLS, 1976-2013)

Table E.4 Refugee Flows Worldwide and Official Development Assistance (robustness tests, 2SLS)

Appendix F World Maps

Figure F.1 Refugee Flows

Figure F.2 Aid as a share of GDP

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Appendix A: List of Countries (in alphabetic order)

Recipient countries (origin countries)

1 Afghanistan 37 Cuba 73 Lebanon 109 Senegal 2 Albania 38 Cyprus 74 Lesotho 110 Seychelles 3 Algeria 39 Cote d‘Ivoire 75 Liberia 111 Sierra Leone 4 Angola 40 Djibouti 76 Libya 112 Singapore 5 Antigua and Barbuda 41 Dominican Rep.

77 Macedonia 113 Solomon Islands 6 Argentina 42 Ecuador 78 Madagascar 114 South Africa 7 Armenia 43 Egypt 79 Malawi 115 Sri Lanka 8 Azerbaijan 44 El Salvador 80 Malaysia 116 St Lucia 9 Bahamas 45 Equatorial Guinea 81 Maldives 117 St Vincent & Gren. 10 Bahrain 46 Eritrea 82 Mali 118 Sudan 11 Bangladesh 47 Ethiopia 83 Malta 119 Suriname 12 Barbados 48 Fiji 84 Mauritania 120 Swaziland 13 Belarus 49 Gabon 85 Mauritius 121 Tajikistan 14 Belize 50 Gambia 86 Mexico 122 Tanzania 15 Benin 51 Georgia 87 Micronesia 123 Thailand 16 Bhutan 52 Ghana 88 Moldova 124 Timor-Leste 17 Bolivia 53 Grenada 89 Mongolia 125 Togo 18 Bosnia and Herzegovina 54 Guatemala 90 Morocco 126 Tonga 19 Botswana 55 Guinea 91 Mozambique 127 Trinidad and Tobago 20 Brazil 56 Guinea-Bissau 92 Namibia 128 Tunisia 21 Brunei 57 Guyana 93 Nepal 129 Turkey 22 Burkina Faso 58 Haiti 94 Nicaragua 130 Turkmenistan 23 Burundi 59 Honduras 95 Niger 131 Uganda 24 Cambodia 60 India 96 Nigeria 132 Ukraine 25 Cameroon 61 Indonesia 97 Oman 133 United Arab Emirates 26 Cape Verde 62 Iran 98 Pakistan 134 Uruguay 27 Central African Republic 63 Iraq 99 Panama 135 Uzbekistan 28 Chad 64 Israel 100 Papua New Guinea 136 Vanuatu 29 Chile 65 Jamaica 101 Paraguay 137 Venezuela 30 China 66 Jordan 102 Peru 138 Vietnam 31 Colombia 67 Kazakhstan 103 Philippines 139 Yemen 32 Comoros 68 Kenya 104 Qatar 140 Zambia 33 Congo, Dem. Rep. 69 Kiribati 105 Rwanda 141 Zimbabwe 34 Congo, Rep. 70 Kuwait 106 Samoa 35 Costa Rica 71 Kyrgyz Rep. 107 Sao Tome and Principe 36 Croatia 72 Laos 108 Saudi Arabia

Donor countries (host countries) Australia France Korea Slovak Republic Austria Germany Luxembourg Slovenia Belgium Greece Netherlands Spain Canada Iceland New Zealand Sweden Czech Republic Ireland Norway Switzerland Denmark Italy Poland United Kingdom Finland Japan Portugal United States

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Appendix B: Variables, Definitions and Sources

Variable name Description Data source (log) Total Refugee Stock Log of worldwide refugee stock of the recipient country.1 Refugees are

persons that are recognized as such under the 1951 UN Convention/1967 Protocol, the 1969 OAU Convention, in accordance with the UNHCR Statute, as well as persons granted a complementary form or temporary protection.

UN/UNHCR (2015)

(log) Refugee Flows Worldwide

Log of net refugee flows (difference between refugee stock in t and t-1) of the recipient country into the world.

UN/UNHCR (2015)

(log) Refugee Flows OECD Log of net refugee flows (difference between refugee stock in t and t-1) of the recipient country into OECD-DAC donor countries.

UN/UNHCR (2015)

(log) Refugee Flows Transit Countries

Log of net refugee flows (difference between refugee stock in t and t-1) of the recipient country to transit countries, which are defined based on the occurrence of human trafficking over the 1996-2003 period (cross-section). Transit countries with high or very high incidences of reporting trafficking are listed at the bottom of Table 5.

UNDC (2006), UN/UNHCR (2015)

(log) Refugee Flows Neighbors

Log of net refugee flows (difference between refugee stock in t and t-1) of the recipient country to countries neighboring the aid-recipient country are defined according to CEPII.

UN/UNHCR (2015), and CEPII (Mayer and Zignago 2011)

Refugee Flows per 100,000 Inhabitants

Net refugee flows (difference between refugee stock in t and t-1 in OECD-DAC donor countries) as a share of 100,000 inhabitants of the country of origin.

UN/UNHCR (2015)

(log) Asylum Seeker Flows Worldwide

Log of net flows of asylum seekers (difference between stock in t and t-1) of the recipient country into the world. OECD data are based on data provided by the UNHCR by country of origin, and combine initial applications and appeals. Chapter VII of the 2006 UNHCR statistical yearbook provides details for each country.

OECD (2016b)

(log) Refugee+Asylum Log of net flows of refugees and asylum seekers (difference between stock in t UN/UNHCR (2015), OECD

1 Note that we have added a value of one prior to taking logs for all variables that include zero values (in order to avoid losing them).

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Seeker Flows Worldwide and t-1) of the recipient country into the world. (2016b) (log) Flows Internally Displaced

Log of the flow of people displaced within their country of origin. Internal displacement is defined as forced movement in the context of conflict, violence, development projects, disasters and climate change, among others.

Marshall et al. (n.d.) [download 2010]

Aid/GDP Total net bilateral Official Development Assistance (ODA) by all OECD-DAC donor countries in current prices (USD) divided by recipient GDP in current prices. ODA is provided by official agencies and is concessional–with a grant element of at least 25 percent–as well as primarily aimed at promoting the recipient’s economic development and welfare.

OECD (2016a) [Table DAC2a], WDI (World Bank 2014)

Mean Neighbor Aid/GDP Average of Aid/GDP of a recipient’s neighboring countries. Own construction based on data from OECD (2016a) [Table DAC2a], WDI (World Bank 2014), and CEPII (Mayer and Zignago 2011)

Probability over all Periods The share of years a recipient received aid from donor j within the sample period (1976-2013).

Own construction based on ODA data from OECD (2016a)

Donor-government Fractionalization (Frac)

Probability that two deputies picked at random from among the government parties will be from different parties, at the donor level.

Database of Political Institutions, version 2015 (Beck et al. 2001, Cruz et al. 2016)

Conflict/War Takes the value of 1 in case there is a conflict and/or war with more than 25 battle-related deaths in the recipient country.

UCDP/PRIO Armed Conflict Dataset, version 2014 (Gleditsch et al. 2002)

Democracy Takes the value of 1 in case the recipient country’s regime is democratic. A regime is democratic if both executive and legislative are filled by competitive elections.

Cheibub et al. (2010), updated by Bjørnskov and Rode and (2018)

(log) Disaster Affected Log of the number of total people affected by disasters in the recipient country. People affected are those who require immediate assistance during an emergency, such as food, water, shelter, sanitation and immediate medical assistance. This definition further includes people whose home has been destroyed or who have been injured.

EM-DAT (Guha-Sapir et al. 2016)

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Donor Entry Restrictiveness Index of entry restrictiveness. We calculate the index at the donor level in the following way: Zero for all observations in the base year 1976. The index increases (decreases) by one if the entry restrictiveness of all laws increases (decreases) in a year. We use the mean over all donor countries.

Own construction based on DEMIG (2016)

Economic Freedom Average chain-linked economic freedom rating that measures the degree to which the policies and institutions are supportive of economic freedom, where higher values indicate a larger degree of economic freedom in a recipient country.

Economic Freedom of the World (Gwartney et al. 2015)

Emigration Policy Takes the value of 1 in case the origin-country government has policies in place to reduce emigration.

UN (2017)

(log) GDP p.c. Log of the recipient country’s GDP per capita (constant 2010 US$). WDI (World Bank 2016) GDP p.c. Growth Annual percentage growth rate of GDP per capita of the country of origin. WDI (World Bank 2017) Human Rights Mean of the Latent Human Rights Protection Score that accounts for

systematic changes to the human rights country reports published by the US Department of State and Amnesty International, where higher values indicate a better human-rights situation in a recipient country (on a scale of around -3 to 3).

Fariss (2014), Schnakenberg and Fariss (2014) [download 2016]

(log) Population Log of the recipient country’s total population size. WDI (World Bank 2016) Return Policy Takes the value of 1 in case the origin-country government has policies to

encourage citizens to return. UN (2017)

Share Humanitarian Total net bilateral humanitarian aid (CRS sector: 700 – VIII. Humanitarian Aid, Total) divided by total net bilateral ODA.

OECD (2017) [Creditor Reporting System CRS]

Share of Young Population Population aged between 0 and 14 in the country of origin as a share of the recipient country’s total population size.

WDI (World Bank 2016)

Trade/GDP Sum of the recipient country’s bilateral exports to and imports from all OECD-DAC donor countries as a share of recipient GDP.

DOTS (IMF 2015) [own calculation], WDI (World Bank 2014)

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Appendix C: Descriptive Statistics

Variable name Count Mean SD Min Max Share zero Dependent variables Total Refugee Stock 1386 38509.78 141162.81 0.00 2128767.00 0.203 (log) Total Refugee Stock 1386 5.54 4.23 0.00 14.57 0.203 Refugee Flows Worldwide 1386 8614.44 47982.26 0.00 1076545.75 0.463 (log) Refugee Flows Worldwide 1386 3.06 3.75 0.00 13.89 0.463 Refugee Flows OECD 1304 1365.84 6402.56 0.00 127166.34 0.381 (log) Refugee Flows OECD 1304 2.97 3.18 0.00 11.75 0.381 Refugee Flows Transit Countries 1386 14912.20 98522.68 0.00 2215892.00 0.520 (log) Refugee Flows Transit Countries 1386 3.31 3.99 0.00 14.61 0.520 Refugee Flows Neighbors 1386 7017.62 46661.45 0.00 1069502.25 0.750 (log) Refugee Flows Neighbors 1386 1.48 3.24 0.00 13.88 0.750 Refugee Flows Worldwide per 100,000 Inhabitants 1386 6.87 1348.05 -20406.80 19056.15 0.199 Refugee+Asylum Seeker Flows Worldwide 1135 9940.57 52439.74 0.00 1077172.38 0.394 (log) Refugee+Asylum Seeker Flows Worldwide 1135 3.60 3.85 0.00 13.89 0.394 Asylum Seeker Flows Worldwide 1135 503.39 2093.63 0.00 41272.67 0.505 (log) Asylum Seeker Flows Worldwide 1135 2.41 2.95 0.00 10.63 0.505 Flows Internally Displaced 1218 36.69 187.84 0.00 3523.33 0.866 (log) Flows Internally Displaced 1218 0.61 1.67 0.00 8.17 0.866 Variables of interest Aid/GDP 1385 4.01 5.86 -0.46 47.75 0.022 Mean Neighbor Aid/GDP 1380 2.93 3.57 -0.08 28.79 0.191 Control variables (in alphabetic order) Conflict/War 1386 0.17 0.34 0.00 1.00 Democracy 1386 0.43 0.48 0.00 1.00 Disaster Affected 1386 1391528.39 10884756.23 0.00 1.82e+08 (log) Disaster Affected 1386 7.24 5.35 0.00 19.02 Donor Entry Restrictiveness 1386 -0.03 0.14 -0.18 0.21 Economic Freedom 1330 5.77 0.81 3.27 8.70 Emigration Policy 1386 0.07 0.16 0.00 0.67

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GDP p.c. 1386 5281.23 9342.32 120.71 109586.38 (log) GDP p.c. 1386 7.73 1.28 4.79 11.60 GDP p.c. Growth 1386 1.73 4.69 -26.26 60.06 Human Rights 1386 0.05 1.12 -2.80 3.56 Population 1386 38919709.72 1.49e+08 62137.00 1.36e+09 (log) Population 1386 15.59 1.92 11.04 21.03 Return Policy 1337 0.27 0.42 0.00 1.00 Share Humanitarian 1386 0.02 0.07 0.00 0.68 Share of Young Population 1386 37.62 8.31 13.59 51.30 Trade/GDP 1385 42.63 104.91 0.00 2855.53

Notes: Based on observations from the sample of columns 1-4 in Table 1.

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Appendix D: Additional Figures

Figure D.1: Availability of Destination Countries in UNHCR Data

P2 P3 P4 P5 P6 P7 P8 P9 P10 P11 P12 P13 P14

3-year periods Notes: Shows the number of destination countries that report data on refugees in the three-year periods of our sample (where “2” refers to the 1976-1978 period and “14” is the 2012-2013 period). Data from UN/UNHCR (2015).

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Figure D.2: Fractionalization and Central Government Expenditures, 1974-2009

Notes: The figure shows the partial leverage plot for fractionalization based on a regression with annual central government expenditure as a share of GDP for 28 donor countries over the 1974-2009 period as the dependent variable, and controlling for a number of key determinants (log population, trade openness, population share > 64, log GDP per capita, closed lists, total seats, presidential system). The estimated effect of an increase in fractionalization from zero to one in the regression reported in Dreher and Langlotz (2017) is in the range of a 0.85-2.8 percentage point increase in central government expenditures (with a sample average of 32.30 percent).

Source: Dreher and Langlotz (2017, Figure 2).

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- 10 -

Figure D.3: Central Government Expenditures and Aid Budgets, 1970-2009

Notes: The figure shows the partial leverage plot for central government expenditures based on a regression with aid budgets for 28 donor countries over the 1974-2009 period as the dependent variable, and controlling for a number of key determinants (lagged aid budget, log GDP per capita, aid agency, log colony). An increase in central government expenditures by one percentage point increases governments’ aid budgets by 0.003 percentage points, at the one-percent level of significance. According to the regressions in Dreher and Langlotz (2017), for the average country, the maximum increase in the government’s aid budget is 1.5 percent. The figure suggests that an outlying observation (representing Italy over the 1974-1977 period) potentially affects the result. Removing this observation does not change the results in a significant way.

Source: Dreher and Langlotz (2017, Figure 3).

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-.2-.1

0.1

.2

-20 -10 0 10

Aid

Budg

et|X

Central Government Expenditures|Xcoef = .00226887, (robust) se = .00012657, t = 17.93

- 11 -

Figure D.4: Refugee Flows Worldwide and Official Development Assistance (drop one period at the time, 2SLS, 1976-2013)

Notes: The figure summarizes the regression results of 13 regressions with (log) Refugee Flows Worldwide as the dependent variable. Each point in the figure represents the coefficient on Aid/GDP, t-1 of regressions where we replicate the specification in column 2 of Table 1 but drop one period at the time, starting with 1976-1978 (P2) and ending with 2012-2013 (P14). Kleibergen-Paap F statistics are above 14 in all regressions. Detailed regression results are available on request.

-.20

.2.4

.6.8

Coe

ffic

ient

with

90

and

95%

CI

P2 P3 P4 P5 P6 P7 P8 P9 P10 P11 P12 P13 P14

- 12 -

Figure D.5: Refugee Flows Worldwide and Official Development Assistance (drop one recipient country at the time, 2SLS, 1976-2013)

Notes: The figure summarizes the results of 141 regressions with (log) Refugee Flows Worldwide as the dependent variable. Each point in the figure represents the coefficient on Aid/GDP, t-1 of regressions where we replicate the specification in column 2 of Table 1 but drop one country at the time, starting with Afghanistan (C1) and ending with Zimbabwe (C141). We provide a list of countries indicating the respective country numbers in Appendix A. Kleibergen-Paap F statistics are above 16 in all regressions. Detailed regression results are available on request.

-.20

.2.4

.6.8

Coef

ficie

nt w

ith 9

0 an

d 95

% C

I

C1C2

C3C4

C5C6

C7C8

C9C10

C11C12

C13C14

C15C16

C17C18

C19C20

C21C22

C23C24

County-ID: 1 to 24

-.20

.2.4

.6.8

Coe

ffic

ient

with

90

and

95%

CI

C25C26

C27C28

C29C30

C31C32

C33C34

C35C36

C37C38

C39C40

C41C42

C43C44

C45C46

C47

County-ID: 25 to 47

-.20

.2.4

.6.8

Coe

ffic

ient

with

90

and

95%

CI

C48C49

C50C51

C52C53

C54C55

C56C57

C58C59

C60C61

C62C63

C64C65

C66C67

C68C69

C70C71

County-ID: 48 to 71

-.20

.2.4

.6.8

Coe

ffic

ient

with

90

and

95%

CI

C72C73

C74C75

C76C77

C78C79

C80C81

C82C83

C84C85

C86C87

C88C89

C90C91

C92C93

C94

County-ID: 72 to 94

-.20

.2.4

.6.8

Coe

ffic

ient

with

90

and

95%

CI

C95C96

C97C98

C99C100

C101C102

C103C104

C105C106

C107C108

C109C110

C111C112

C113C114

C115C116

C117C118

County-ID: 95 to 118

-.20

.2.4

.6.8

Coe

ffic

ient

with

90

and

95%

CI

C119C120

C121C122

C123C124

C125C126

C127C128

C129C130

C131C132

C133C134

C135C136

C137C138

C139C140

C141

County-ID: 119 to 141

- 13 -

Figure D.6: Refugee Flows Worldwide and Official Development Assistance (winsorized (log) Refugee Flows, 2SLS, 1976-2013)

Notes: The figure summarizes the results of 10 regressions. The dependent variable is (log) Refugee Flows Worldwide in all panels. Each point in the figure represents the coefficient on Aid/GDP, t-z where we replicate Table 2 at the period-level, starting with z=1 (L1) and ending with z=5 (L5). The dependent variable is winsorized at the 99th percentile in panel A, and the 95th percentile in panel B. Kleibergen-Paap F statistics are above 13.13 in all regressions. Detailed regression results are available on request.

-1-.5

0.5

Coe

ffic

ient

with

90%

CI

L1 L2 L3 L4 L5

Panel A. Winsorizing at 99%

-1-.5

0.5

Coe

ffic

ient

with

90%

CI

L1 L2 L3 L4 L5

Panel B. Winsorizing at 95%

- 14 -

Figure D.7: Refugee Flows Worldwide and Official Development Assistance (winsorized Aid/GDP, 2SLS, 1976-2013)

Notes: The figure summarizes the results of 10 regressions. The dependent variable is (log) Refugee Flows Worldwide in all panels. Each point in the figure represents the coefficient on Aid/GDP, t-z where we replicate Table 2 at the period-level, starting with z=1 (L1) and ending with z=5 (L5). Aid/GDP is winsorized at the 99th percentile in panel A, and the 95th percentile in panel B. Kleibergen-Paap F statistics are above 13.43 in all regressions. Detailed regression results are available on request.

-1-.5

0.5

1C

oeff

icie

nt w

ith 9

0% C

I

L1 L2 L3 L4 L5

Panel A. Winsorizing at 99%

-1-.5

0.5

1C

oeff

icie

nt w

ith 9

0% C

I

L1 L2 L3 L4 L5

Panel B. Winsorizing at 95%

- 15 -

Appendix E: Additional Tables

Table E.1: Refugee Flows and Official Development Assistance (timing, OLS, 1976/79-

2013)

(1) (2) (3) (4) (5)

Panel A. (log) Refugee Flows Worldwide

1-period 2-period 3-period 4-period 5-period

Aid/GDP, t-z -0.111** -0.081* -0.043 -0.062* -0.027

(0.043) (0.041) (0.040) (0.036) (0.036)

Observations 1386 1271 1149 1021 890

Panel B. (log) Refugee Flows OECD

1-period 2-period 3-period 4-period 5-period

Aid/GDP, t-z 0.008 -0.007 0.015 -0.010 0.026

(0.024) (0.025) (0.020) (0.034) (0.032)

Observations 1304 1271 1149 1021 890

Notes: The dependent variable is (log) Refugee Flows Worldwide in panel A and (log)

Refugee Flows OECD in panel B. Standard errors (clustered at the recipient-country level) in

parentheses; period-fixed effects and recipient-fixed effects included; significance levels: *

0.10, ** 0.05, and *** 0.01.

- 16 -

Table E.2: Refugee Flows Worldwide and Official Development Assistance (robustness tests,

2SLS, 1976-2013)

(1) (2) (3) (4) (5) 1-period 2-period 3-period 4-period 5-period

Panel A. Alternative IV for UK and France

Aid/GDP, t-z 0.317 0.044 -0.084 -0.324* -0.322 (0.222) (0.173) (0.188) (0.176) (0.196) Observations 1386 1271 1149 1021 890 Kleibergen-Paap F stat. 17.332 20.697 14.173 16.444 18.110

Panel B. Drop US and Canada

Aid/GDP, t-z 0.272 0.025 -0.067 -0.358* -0.395* (0.211) (0.174) (0.194) (0.187) (0.213) Observations 1386 1271 1149 1021 890 Kleibergen-Paap F stat. 19.395 20.930 12.778 15.436 15.905

Panel C. Drop US, Canada, UK, and France

Aid/GDP, t-z 0.271 0.002 -0.067 -0.348* -0.421** (0.195) (0.164) (0.186) (0.185) (0.212) Observations 1386 1271 1149 1021 890 Kleibergen-Paap F stat. 20.243 23.105 14.088 15.922 16.359

Panel D. (log) Refugees+Asylum Seeker Flows

Aid/GDP, t-z -0.088 -0.415* -0.211 -0.460** -0.366* (0.267) (0.229) (0.201) (0.200) (0.192) Observations 1135 1104 1065 937 806 Kleibergen-Paap F stat. 10.090 18.341 13.520 17.180 20.065

Panel E. (log) Asylum Seeker Flows

Aid/GDP, t-z -0.169 -0.001 0.218 -0.200 -0.178 (0.216) (0.132) (0.139) (0.134) (0.118) Observations 1130 1102 1062 933 790 Kleibergen-Paap F stat. 10.090 18.341 13.520 17.180 20.065

Panel F. Squared Aid Terms

Aid/GDP, t-z 0.289 0.135 0.149 -0.153 -0.340* (0.203) (0.191) (0.222) (0.173) (0.177) Aid/GDP squared, t-z -0.000 -0.004 -0.007* -0.006** -0.000

(0.002) (0.003) (0.004) (0.003) (0.003)

Observations 1386 1271 1149 1021 890 K.-P. F stat. linear 19.206 20.545 13.126 16.337 17.422 K.-P. F stat. squared 6.887 14.206 13.819 19.208 24.455

Notes: The dependent variable is (log) Refugee Flows Worldwide in panels A-C and F, (log) Asylum Seeker Flows Worldwide in panel D, and (log) Refugees+Asylum Seeker Flows Worldwide in panel E. Standard errors (clustered at the recipient-country level) in parentheses; period-fixed effects and recipient-fixed effects included; significance levels: * 0.10, ** 0.05, and *** 0.01.

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Table E.3: Refugee Flows Worldwide and Official Development Assistance (robustness tests,

2SLS, 1976-2013)

(1) (2) (3) (4) (5) 1-period 2-period 3-period 4-period 5-period

Panel A. Inverse Hyperbolic Sine

Aid/GDP, t-z 0.265 -0.001 -0.117 -0.400** -0.413* (0.222) (0.188) (0.209) (0.196) (0.225) Observations 1386 1271 1149 1021 890 Kleibergen-Paap F stat. 19.206 20.545 13.126 16.337 17.422

Panel B. Inverse Hyperbolic Sine (including negative values)

Aid/GDP, t-z 0.187 -0.331 -0.466 -0.714* -0.528 (0.335) (0.301) (0.386) (0.372) (0.359) Observations 1386 1271 1149 1021 890 Kleibergen-Paap F stat. 19.206 20.545 13.126 16.337 17.422

Panel C. Poisson (control function approach)

Aid/GDP, t-z 0.052 0.391 0.062 -0.454 -0.980*** (0.514) (0.408) (0.425) (0.328) (0.373) Observations 1369 1253 1132 997 872

Panel D. Poisson (control function approach) Positive + Absolute Negative Flows

Aid/GDP, t-z -0.055 0.059 -0.098 -0.136 -0.813** (0.539) (0.423) (0.309) (0.277) (0.360) Observations 1374 1260 1139 1012 883

Panel E. Refugees Flows per 100,000 Inhabitants

Aid/GDP, t-z -29.036 -19.574 -62.503 -86.522* -88.665 (38.340) (48.784) (64.900) (51.687) (60.773) Observations 1386 1271 1149 1021 890 Kleibergen-Paap F stat. 19.206 20.545 13.126 16.337 17.422

Panel F. Exclude Countries with Few Refugees

Aid/GDP, t-z 0.280 0.011 -0.137 -0.480* -0.424* (0.249) (0.210) (0.255) (0.255) (0.251) Observations 1310 1200 1083 961 838 Kleibergen-Paap F stat. 16.247 16.266 8.452 9.533 12.601

Notes: The dependent variable is Refugee Flows Worldwide in panels A-D. Panels A and B transform the dependent variable x as ln (𝑥 + √𝑥2 + 1). While panel A sets negative values to zero, panel B keeps them as they are. Panel D sums positive flows between countries i and j and the absolute value of the negative flow from j to i (Beine and Parsons 2015). The dependent variable is Refugees Flows per 100,000 Inhabitants in panel E and (log) Refugee Flows Worldwide in panel F. Panel F excludes countries with less than 50 refugees over the sample period. Standard errors (clustered at the recipient-country level) in parentheses; period-fixed effects and recipient-fixed effects included; significance levels: * 0.10, ** 0.05, and *** 0.01.

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Table E.4: Refugee Flows Worldwide and Official Development Assistance (robustness tests, 2SLS)

(1) (2) (3) (4) (5) (6)

1988-2013 1991-2013 1994-2013

4-period 5-period 4-period 5-period 4-period 5-period

Aid/GDP, t-z -0.410* -0.348* -0.727** -0.595*** -0.906 -0.538* (0.212) (0.199) (0.341) (0.214) (0.868) (0.291) Observations 933 890 841 801 737 708 Kleibergen-Paap F stat. 18.792 17.422 10.309 22.706 2.744 12.369

Notes: The dependent variable is (log) Refugee Flows Worldwide. The sample period is indicated in the header of the columns. We do not report results for shorter lags of aid given the insufficiently low first-stage F-statistics. Standard errors (clustered at the recipient-country level) in parentheses; period-fixed effects and recipient-fixed effects included; significance levels: * 0.10, ** 0.05, and *** 0.01.

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Appendix F: World Maps

Figure F.1: Refugee Flows

Notes: The world map displays the mean of (log) Refugee Flows Worldwide by recipient country over the 1976-2013 period.

(5.5,7.5](4,5.5](2.5,4](1.5,2.5](1,1.5][0,1]No data

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Figure F.2: Aid as a share of GDP

Notes: The world map displays the mean of Aid/GDP by recipient country over the 1976-2013 period.

(10,30](5,10](2.5,5](.5,2.5](.05,.5][0,.05]No data

online appendix the effects of foreign aid on refugee flows · - 1 - online appendix the effects of...

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