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MILITARY AID AND
Economic Growth
Identifying Transmission
Mechanisms in Sub-Saharan Africa
Joshua M. Weinberg
International and Development Economics
University of San Francisco
How does Military Development
   effect Economic Development?
Military as Institution

Sovereignty and Security
  External Threats and Internal Rebellions
  Humanitarian Disasters
  Internal Local Security
  Border Security
Military as Institution

Challenges to Development
  Professionalism and Capacity
  Sectional and Political Interests
  Civilian Oversight
  Economic Resources
  Human Rights
Role of Military Aid
Positive
   Transfer institutional qualities
   Build professionalism
   Increase security

Negative
   Increase military expenditure
   Grow bad institutions
   Increase conflict/insecurity
Military Aid
International Military Training and Education (IMET)

  Military training provided by the US for select
  foreign nation personnel in the US and overseas

  Training is both…
   •Tactical (war fighting)
   •Institutional (professional development)
Military Aid
International Military Training and Education (IMET)

  Military training provided by the US for select
  foreign nation personnel in the US and overseas

  Training is both…
   •Tactical (war fighting)
   •Institutional (professional development)
Military Aid
IMET Stated Goals
  Defense relationship/Interoperability
  Institutional capacity/self-sufficiency
  Exposing foreign civilian and military officials to:
   • Democratic values
   • Role of the military in a civilian-led government
   • Military professionalism
   • International norms of human rights
Military Aid
IMET Stated Goals
  Defense relationship/interoperability
  Institutional capacity/self-sufficiency
  Exposing foreign civilian and military officials to:
   • Democratic values
   • Role of the military in a civilian-led government
   • Military professionalism
   • International norms of human rights
Military Aid
Foreign Military Finance (FMF)

  Grants and loans to foreign nations for acquisition of:
   • Military equipment (e.g. weapons, vehicles)
   • Military services (e.g. logistical support)
   • Military training (tactical and institutional)
Military Aid

FMF Stated Goals
  Support regional stability
  Interoperability with US and coalition forces
  Enable allies to improve defense capabilities
Military Aid Funding
Budget Request
  (President)
              Appropriation
               (Congress)
                               Allocation
                              (State Dept.)
                                          Implementation
                                         (Dept. of Defense)
Military Aid Funding
Panel Data
1995-2007
   Military Aid data limitation
   Structural change in Military Aid since Cold War


Sub-Saharan Africa (SSA)
   45 Countries
   Unique Characteristics
Methodology Literature
Growth Empirics Literature
    “Aid and Growth in Sub-Saharan Africa”
      • Gormanee, Girma and Morrissey (2005)
    “Regime Change, Economic Policies and the Effect of
    Aid on Economic Growth”
      • Islam (2005)
Military Aid Literature
    “The Fiscal Impact of US Military Assistance Program”
      • Stein, Ishimatsu and Stoll (1985)
Transmission Mechanisms



Military Aid
Transmission Mechanisms


                Institutions
Military Aid     Conflict
               Fiscal Policy
Transmission Mechanisms


                Institutions
                                  Economic
Military Aid     Conflict
                                   Growth
               Fiscal Policy
Transmission Mechanisms


                Institutions
                                  Economic
Military Aid     Conflict
                                   Growth
               Fiscal Policy
Residual Instruments – Formal Model


Y = μX + γ ( X − X ) + U
         *             *
Residual Instruments – Formal Model


Y = μX + γ ( X − X ) + U
          *               *


 Y ≈ Growth
 X ≈ Transmission Mechanism
  Z ≈ Covariates (including Military Aid)
Residual Instruments – Formal Model
                                      Part of X explained by
                                        factors other than Z

            Y = μX + γ ( X − X ) + U
                             *               *




Y ≈ Growth
X ≈ Transmission Mechanism
Z ≈ Covariates (incl. Military Aid)
Residual Instruments – Formal Model


            Y = μX + γ ( X − X ) + U
                             *        *


                X = X + η = ωZ + η
                                 *



Y ≈ Growth
X ≈ Transmission Mechanism
Z ≈ Covariates (incl. Military Aid)
Residual Instruments – Formal Model


            Y = μX + γ ( X − X ) + U
                             *                   *


                X = X + η = ωZ + η
                                 *

                          Strength of link between X and Z
Y ≈ Growth
X ≈ Transmission Mechanism
Z ≈ Covariates (incl. Military Aid)
Residual Instruments – Formal Model

Trans. Mechanism = X = κ1 + κ 2 MilAid
Residual Instruments – Formal Model

Trans. Mechanism = X = κ1 + κ 2 MilAid

     Part of the Transmission Mechanism that
          is not attributed to Military Aid
Residual Instruments – Formal Model

Trans. Mechanism = X = κ1 + κ 2 MilAid

   Estimated from the residual of regressing the
      Transmission Mechanism on Military Aid
Residual Instruments – Formal Model
                            ′
  g = β1 X + β 2 MilAid + β Z z + U
Residual Instruments – Formal Model
                             ′
   g = β1 X + β 2 MilAid + β Z z + U
 Growth
Residual Instruments – Formal Model
                            ′
  g = β1 X + β 2 MilAid + β Z z + U
 Transmission Mechanism
Residual Instruments – Formal Model
                            ′
  g = β1 X + β 2 MilAid + β Z z + U
                Military Aid
Residual Instruments – Formal Model
                            ′
  g = β1 X + β 2 MilAid + β Z z + U
                     Vector of covariates
Residual Instruments – Formal Model
                            ′
  g = β1 X + β 2 MilAid + β Z z + U
          substitute…
      X = κ1 + κ 2 MilAid
Residual Instruments – Formal Model
                            ′
  g = β1 X + β 2 MilAid + β Z z + U
            substitute…
        X = κ1 + κ 2 MilAid
   Residual from first stage equation
Residual Instruments – Formal Model
                                         ′
               g = β1 X + β 2 MilAid + β Z z + U

                    X = κ1 + κ 2 MilAid

g = β1 ( X − κ 2 MilAid ) + β1 (κ 2 MilAid ) + β 2 MilAid + β Z z + U
                                                              ′
Residual Instruments – Formal Model
                                         ′
               g = β1 X + β 2 MilAid + β Z z + U

                    X = κ1 + κ 2 MilAid

g = β1 ( X − κ 2 MilAid ) + β1 (κ 2 MilAid ) + β 2 MilAid + β Z z + U
                                                              ′

         g = β1κ1 + ( β1κ 2 + β 2 ) MilAid + β Z z + U
                                               ′
Residual Instruments – Formal Model
                                         ′
               g = β1 X + β 2 MilAid + β Z z + U

                    X = κ1 + κ 2 MilAid

g = β1 ( X − κ 2 MilAid ) + β1 (κ 2 MilAid ) + β 2 MilAid + β Z z + U
                                                              ′

         g = β1κ1 + ( β1κ 2 + β 2 ) MilAid + β Z z + U
                                               ′
Residual Instruments – Formal Model
                                         ′
               g = β1 X + β 2 MilAid + β Z z + U

                    X = κ1 + κ 2 MilAid

g = β1 ( X − κ 2 MilAid ) + β1 (κ 2 MilAid ) + β 2 MilAid + β Z z + U
                                                              ′

         g = β1κ1 + ( β1κ 2 + β 2 ) MilAid + β Z z + U
                                               ′

   Effect of Transmission Mechanism (no change in coefficient)
Residual Instruments – Formal Model
                                         ′
               g = β1 X + β 2 MilAid + β Z z + U

                    X = κ1 + κ 2 MilAid

g = β1 ( X − κ 2 MilAid ) + β1 (κ 2 MilAid ) + β 2 MilAid + β Z z + U
                                                              ′

         g = β1κ1 + ( β1κ 2 + β 2 ) MilAid + β Z z + U
                                               ′

               Only changes the coefficient on Military Aid
             (includes effect via Transmission Mechanism)
Residual Instruments – Interpretation
If effect of Transmission Mechanism on Growth is.....       +
…and effect of Military Aid on Transmission Mechanism is…   +
…therefore, change in Military Aid coefficient will be…     +
If effect of Transmission Mechanism on Growth is…           -
…and effect of Military Aid on Transmission Mechanism is…   +
…therefore, change in Military Aid coefficient will be…     -
Institutions
Institutions Index based on six indicators:
   Voice and Accountability
   Political Stability and Absence of Violence
   Government Effectiveness
   Regulatory Quality
   Rule of Law
   Control of Corruption
Principle Component Analysis
Institutions
Adapted Islam (2005) Institutions Equation:
Institutions
Adapted Islam (2005) Institutions Equation:
   Growth:
    • Gross Domestic Product (GDP) per capita (% annual change)
Institutions
Adapted Islam (2005) Institutions Equation:
   Growth:
    • Gross Domestic Product (GDP) per capita (% annual change
   Military Aid:
    • Log Transformed Moving Average (3 year window)
Institutions
Adapted Islam (2005) Institutions Equation:
   Growth:
    • Gross Domestic Product (GDP) per capita (% annual change
   Military Aid:
    • Log Transformed Moving Average (3 year window)
Fixed Effects
Institutions
Adapted Islam (2005) Institutions Equation:
   Growth:
    • Gross Domestic Product (GDP) per capita (% annual change
   Military Aid:
    • Log Transformed Moving Average (3 year window)
Fixed Effects
Year Dummies
Fiscal Policy
Adapted Stein et al. (1985) Policy Equation

Possible effects of Military Aid
  Additive
  Stimulative
  Substitutive
Fiscal Policy

Variables Considered
  Domestic Military Expenditure
  Social Programs
  Government Consumption
  Tax Revenue
  Public Investment
Fiscal Policy

Variables Considered
  Domestic Military Expenditure
  Social Programs
  Government Consumption
  Tax Revenue
  Public Investment
Growth Regression

Potential Problems
  Endogeniety
   • Instrumentation Strategies
  Single Years vs. Multi-Year Blocks
Growth Regression

Adapted Islam (2005) Growth Equation
  Policy Index
   • Inflation
   • Trade (% GDP)
   • Trade Openness Rating
  Financial Depth
   • M2/GDP
Residual Instruments – Interpretation
If effect of Transmission Mechanism on Growth is.....       +
…and effect of Military Aid on Transmission Mechanism is…   +
…therefore, change in Military Aid coefficient will be…     +
If effect of Transmission Mechanism on Growth is…           -
…and effect of Military Aid on Transmission Mechanism is…   +
…therefore, change in Military Aid coefficient will be…     -
Residual Instruments – Results
Further Research

Individual Country Case Studies
Military Institutional Index
    Possible Indicators
Thank You

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Master\'s Thesis Slides

  • 1. MILITARY AID AND Economic Growth Identifying Transmission Mechanisms in Sub-Saharan Africa Joshua M. Weinberg International and Development Economics University of San Francisco
  • 2. How does Military Development effect Economic Development?
  • 3. Military as Institution Sovereignty and Security External Threats and Internal Rebellions Humanitarian Disasters Internal Local Security Border Security
  • 4. Military as Institution Challenges to Development Professionalism and Capacity Sectional and Political Interests Civilian Oversight Economic Resources Human Rights
  • 5. Role of Military Aid Positive Transfer institutional qualities Build professionalism Increase security Negative Increase military expenditure Grow bad institutions Increase conflict/insecurity
  • 6. Military Aid International Military Training and Education (IMET) Military training provided by the US for select foreign nation personnel in the US and overseas Training is both… •Tactical (war fighting) •Institutional (professional development)
  • 7. Military Aid International Military Training and Education (IMET) Military training provided by the US for select foreign nation personnel in the US and overseas Training is both… •Tactical (war fighting) •Institutional (professional development)
  • 8. Military Aid IMET Stated Goals Defense relationship/Interoperability Institutional capacity/self-sufficiency Exposing foreign civilian and military officials to: • Democratic values • Role of the military in a civilian-led government • Military professionalism • International norms of human rights
  • 9. Military Aid IMET Stated Goals Defense relationship/interoperability Institutional capacity/self-sufficiency Exposing foreign civilian and military officials to: • Democratic values • Role of the military in a civilian-led government • Military professionalism • International norms of human rights
  • 10. Military Aid Foreign Military Finance (FMF) Grants and loans to foreign nations for acquisition of: • Military equipment (e.g. weapons, vehicles) • Military services (e.g. logistical support) • Military training (tactical and institutional)
  • 11. Military Aid FMF Stated Goals Support regional stability Interoperability with US and coalition forces Enable allies to improve defense capabilities
  • 12. Military Aid Funding Budget Request (President) Appropriation (Congress) Allocation (State Dept.) Implementation (Dept. of Defense)
  • 14. Panel Data 1995-2007 Military Aid data limitation Structural change in Military Aid since Cold War Sub-Saharan Africa (SSA) 45 Countries Unique Characteristics
  • 15. Methodology Literature Growth Empirics Literature “Aid and Growth in Sub-Saharan Africa” • Gormanee, Girma and Morrissey (2005) “Regime Change, Economic Policies and the Effect of Aid on Economic Growth” • Islam (2005) Military Aid Literature “The Fiscal Impact of US Military Assistance Program” • Stein, Ishimatsu and Stoll (1985)
  • 17. Transmission Mechanisms Institutions Military Aid Conflict Fiscal Policy
  • 18. Transmission Mechanisms Institutions Economic Military Aid Conflict Growth Fiscal Policy
  • 19. Transmission Mechanisms Institutions Economic Military Aid Conflict Growth Fiscal Policy
  • 20. Residual Instruments – Formal Model Y = μX + γ ( X − X ) + U * *
  • 21. Residual Instruments – Formal Model Y = μX + γ ( X − X ) + U * * Y ≈ Growth X ≈ Transmission Mechanism Z ≈ Covariates (including Military Aid)
  • 22. Residual Instruments – Formal Model Part of X explained by factors other than Z Y = μX + γ ( X − X ) + U * * Y ≈ Growth X ≈ Transmission Mechanism Z ≈ Covariates (incl. Military Aid)
  • 23. Residual Instruments – Formal Model Y = μX + γ ( X − X ) + U * * X = X + η = ωZ + η * Y ≈ Growth X ≈ Transmission Mechanism Z ≈ Covariates (incl. Military Aid)
  • 24. Residual Instruments – Formal Model Y = μX + γ ( X − X ) + U * * X = X + η = ωZ + η * Strength of link between X and Z Y ≈ Growth X ≈ Transmission Mechanism Z ≈ Covariates (incl. Military Aid)
  • 25. Residual Instruments – Formal Model Trans. Mechanism = X = κ1 + κ 2 MilAid
  • 26. Residual Instruments – Formal Model Trans. Mechanism = X = κ1 + κ 2 MilAid Part of the Transmission Mechanism that is not attributed to Military Aid
  • 27. Residual Instruments – Formal Model Trans. Mechanism = X = κ1 + κ 2 MilAid Estimated from the residual of regressing the Transmission Mechanism on Military Aid
  • 28. Residual Instruments – Formal Model ′ g = β1 X + β 2 MilAid + β Z z + U
  • 29. Residual Instruments – Formal Model ′ g = β1 X + β 2 MilAid + β Z z + U Growth
  • 30. Residual Instruments – Formal Model ′ g = β1 X + β 2 MilAid + β Z z + U Transmission Mechanism
  • 31. Residual Instruments – Formal Model ′ g = β1 X + β 2 MilAid + β Z z + U Military Aid
  • 32. Residual Instruments – Formal Model ′ g = β1 X + β 2 MilAid + β Z z + U Vector of covariates
  • 33. Residual Instruments – Formal Model ′ g = β1 X + β 2 MilAid + β Z z + U substitute… X = κ1 + κ 2 MilAid
  • 34. Residual Instruments – Formal Model ′ g = β1 X + β 2 MilAid + β Z z + U substitute… X = κ1 + κ 2 MilAid Residual from first stage equation
  • 35. Residual Instruments – Formal Model ′ g = β1 X + β 2 MilAid + β Z z + U X = κ1 + κ 2 MilAid g = β1 ( X − κ 2 MilAid ) + β1 (κ 2 MilAid ) + β 2 MilAid + β Z z + U ′
  • 36. Residual Instruments – Formal Model ′ g = β1 X + β 2 MilAid + β Z z + U X = κ1 + κ 2 MilAid g = β1 ( X − κ 2 MilAid ) + β1 (κ 2 MilAid ) + β 2 MilAid + β Z z + U ′ g = β1κ1 + ( β1κ 2 + β 2 ) MilAid + β Z z + U ′
  • 37. Residual Instruments – Formal Model ′ g = β1 X + β 2 MilAid + β Z z + U X = κ1 + κ 2 MilAid g = β1 ( X − κ 2 MilAid ) + β1 (κ 2 MilAid ) + β 2 MilAid + β Z z + U ′ g = β1κ1 + ( β1κ 2 + β 2 ) MilAid + β Z z + U ′
  • 38. Residual Instruments – Formal Model ′ g = β1 X + β 2 MilAid + β Z z + U X = κ1 + κ 2 MilAid g = β1 ( X − κ 2 MilAid ) + β1 (κ 2 MilAid ) + β 2 MilAid + β Z z + U ′ g = β1κ1 + ( β1κ 2 + β 2 ) MilAid + β Z z + U ′ Effect of Transmission Mechanism (no change in coefficient)
  • 39. Residual Instruments – Formal Model ′ g = β1 X + β 2 MilAid + β Z z + U X = κ1 + κ 2 MilAid g = β1 ( X − κ 2 MilAid ) + β1 (κ 2 MilAid ) + β 2 MilAid + β Z z + U ′ g = β1κ1 + ( β1κ 2 + β 2 ) MilAid + β Z z + U ′ Only changes the coefficient on Military Aid (includes effect via Transmission Mechanism)
  • 40. Residual Instruments – Interpretation If effect of Transmission Mechanism on Growth is..... + …and effect of Military Aid on Transmission Mechanism is… + …therefore, change in Military Aid coefficient will be… + If effect of Transmission Mechanism on Growth is… - …and effect of Military Aid on Transmission Mechanism is… + …therefore, change in Military Aid coefficient will be… -
  • 41. Institutions Institutions Index based on six indicators: Voice and Accountability Political Stability and Absence of Violence Government Effectiveness Regulatory Quality Rule of Law Control of Corruption Principle Component Analysis
  • 42. Institutions Adapted Islam (2005) Institutions Equation:
  • 43. Institutions Adapted Islam (2005) Institutions Equation: Growth: • Gross Domestic Product (GDP) per capita (% annual change)
  • 44. Institutions Adapted Islam (2005) Institutions Equation: Growth: • Gross Domestic Product (GDP) per capita (% annual change Military Aid: • Log Transformed Moving Average (3 year window)
  • 45. Institutions Adapted Islam (2005) Institutions Equation: Growth: • Gross Domestic Product (GDP) per capita (% annual change Military Aid: • Log Transformed Moving Average (3 year window) Fixed Effects
  • 46. Institutions Adapted Islam (2005) Institutions Equation: Growth: • Gross Domestic Product (GDP) per capita (% annual change Military Aid: • Log Transformed Moving Average (3 year window) Fixed Effects Year Dummies
  • 47.
  • 48.
  • 49.
  • 50.
  • 51.
  • 52.
  • 53.
  • 54.
  • 55. Fiscal Policy Adapted Stein et al. (1985) Policy Equation Possible effects of Military Aid Additive Stimulative Substitutive
  • 56. Fiscal Policy Variables Considered Domestic Military Expenditure Social Programs Government Consumption Tax Revenue Public Investment
  • 57. Fiscal Policy Variables Considered Domestic Military Expenditure Social Programs Government Consumption Tax Revenue Public Investment
  • 58.
  • 59.
  • 60.
  • 61.
  • 62.
  • 63.
  • 64.
  • 65. Growth Regression Potential Problems Endogeniety • Instrumentation Strategies Single Years vs. Multi-Year Blocks
  • 66. Growth Regression Adapted Islam (2005) Growth Equation Policy Index • Inflation • Trade (% GDP) • Trade Openness Rating Financial Depth • M2/GDP
  • 67.
  • 68.
  • 69.
  • 70.
  • 71.
  • 72.
  • 73.
  • 74.
  • 75. Residual Instruments – Interpretation If effect of Transmission Mechanism on Growth is..... + …and effect of Military Aid on Transmission Mechanism is… + …therefore, change in Military Aid coefficient will be… + If effect of Transmission Mechanism on Growth is… - …and effect of Military Aid on Transmission Mechanism is… + …therefore, change in Military Aid coefficient will be… -
  • 77.
  • 78.
  • 79.
  • 80.
  • 81.
  • 82.
  • 83.
  • 84. Further Research Individual Country Case Studies Military Institutional Index Possible Indicators