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Adjusting Development
     Outcomes by Risk
Risk-Adjusted Expected Development Outcome of
       Private Sector Investment Projects

              IEG Evaluation Week
                October 24, 2011

               Hiroyuki Hatashima
           IEG Private Sector Evaluation
                                                1
Outline of the presentation

• Performance measurement vs risk
• Drivers of development outcome for
  IFC investment projects
• Model based on drivers
• Two applications of the model
   ‒ Performance assessment
   ‒ Expected development outcomes
                                       2
Performance measurement vs risk

 • Risk is measurable possibilities of
   losing or not gaining value
 • Risk-return trade-off as the basis of
   investment management
  (if you don’t want risk, don’t expect return)
 • For fair comparison, the return has to
   be compared to the risk undertaken.

                                                  3
Private Sector Development Outcome

                     Development Outcome =
               Overall effect on country’s development



  Business         Economic            Envi. & Social     Private Sector
 Performance      Performance          Performance        Development

                  Gov’t, taxpayers                          Demo. effects,
                    employees,                           linkages, corp. gov,
                                         Neighbors &
                    customers,                           investment climate
  Financiers                             Environment
                     suppliers                              & new entrants




                                                                           4
Model based on Development
   Outcome Results Drivers
DO = f        +         )+
(




                               5
Risk factors influencing
          development outcomes
                                                                   Coeff.   Signif. at
  Risk Factors                       Description                  against      5%
                                                                    DO
                     Experience, financial capacity,
Sponsor Risk         commitment and reputation of                  -0.21      Yes
                     sponsors (1=high risk, 0=low risk)
                     Business competitiveness in the
Market Risk          market, distortions (1=high risk, 0=low       -0.14      Yes
                     risk)
Changes in           Changes in Country Risk indicators
Country              between approval and evaluation (i.e.         0.009
                                                                              Yes
Business             5 years) (score @ eval – score @
Climate              approval)

                     “greenfield” (high risk) vs. expansion
Project Type                                                       -0.06       No
                     project (1=greenfield, 0=expansion)
Based on 2000-2010 XPSR Evaluation, N=655
Coefficient against DO in multiple variable regression. R2=0.09                     6
Regression results of all drivers

                     Factors                      Coefficient   Signif. at 5%
 Sponsor Risk                                        -0.11          Yes

 Market Risk                                         -0.12          Yes

 Changes in Country Business Climate                 0.005          Yes

 Project type                                        -0.07           No

 Screening, appraisal & structuring work             0.33           Yes
 quality
 Supervision & administration work quality           0.28           Yes

 IFC role and contribution                           0.46           Yes


Based on 2000-2010 XPSR Evaluation, N=655
Coef. for multiple variable regression. R2=0.37                            7
Two applications of the model

 1. Performance assessment
     • Outcomes with focus on IFC Work
       Quality, taking risks
 2. Likely outcomes
     • Based on existing risks and work
       quality scenarios


                                          8
Use of model 1:
      Performance Assessment
• Focusing on IFC controllable factors, given risks taken
• Which is the best performing region, adjusted by risk,
  focusing on WQ improvement?
   Region                           Development Outcome
                                           high %
   Southern Europe & Central Asia          87%
   Middle East & North Africa              80%
   Latin America & Caribbean               79%
   Sub-Saharan Africa                      74%
   South Asia                              72%
   East Asia & Pacific                     62%
   Central & Eastern Europe                60%
   IFC overall                             73%              9
Two Work Quality
            scenarios for comparison
        DO= f (Risks + Work Quality) +
Scenarios:             Potential                  Benchmark
WQ             Perfect WQ = 100% High       WQ ratings of previous
assumptions    WQ across the board          periods
Risks                            Actual project risks
Indicator      Model-generated maximum expected success rate
means          possible DO rating      expected to outperform,
                                       adjusted by the
                                       embedded project risk
                                       factors.
Comparison     Indicate gaps to potential   Reflecting WQ changes
with actual    based on existing risks
outcome
                                                                10
Gaps between actual and potential/benchmark =
      risk adjusted outcome indicators
         Region           Actual   Potential   Benchmark
    Southern Europe        87%       90%         85%
    & Central Asia
    Middle East &          80%       86%         59%
    North Africa
    Latin America &        79%       92%         83%
    Caribbean
    Sub-Saharan            74%       88%         56%
    Africa
    South Asia             72%       90%         62%
    East Asia & Pacific    62%       89%         55%

    Central & Eastern      60%       90%         83%
    Europe
    IFC overall            73%       89%         72%       11
MENA & AFR outcomes stood out,
 adjusted by risks/Work Quality.

                                                     MENA 25
                                        SS AFR
                                                          20

                              S Asia                        15
                        EAP                                 10




                                                                    (Benchmark-Actual)
                                       IFC                   5
 (Potential – Actual)
                                                             0
                                                     SECA
-40              -30          -20              -10           -5 0
                                         LAC
                                                            -10
                                                            -15
                  CEE                                       -20
                                                            -25
                                                                                         12
                                                            -30
INFRA (AFR/LAC/EMENA) and
FM (AFR/LAC) outcomes stood out
                                                      15
                                                       INF AFR/LAC




                                                                         (Benchmark-Actual)
            MAS Asia
                                                      10
      INF Asia
                                     INF EMENA

                             FM AFR/LAC
                                                       5
(Potential – Actual)         IFC
                                          MAS EMENA    0
-30       -25          -20     -15        -10    -5         0        5

      FM Asia      MAS AFR/LAC
                                                       -5

             FM EMENA                                 -10

                                                      -15
                                                                                              13
Use of model 2: likely outcomes

IDA – Non IDA gap in recent years: will it continue?
                  XPSR Development Outcome
            90%
            80%
            70%
            60%
            50%
DO high %




            40%
                                             Non IDA
            30%
                                             IDA
            20%
            10%
             0%



                        Evaluation Year           14
What’s behind the gap?
                    • Project Risks
                      – IDA more riskier than non IDA

                     Sponsor Risk                             Market Risk
              70%                                       90%
              60%                                       80%
              50%                                       70%
High Risk %




                                          High Risk %
              40%                                       60%
                                                        50%
              30%
                                                        40%
              20%
                                                        30%                   NonIDA
              10%
                                                        20%                   IDA
              0%
                                                        10%
                                                        0%


                          Approval Year

                                                              Approval Year


                                                                               15
What’s behind the gap?
• Changes in Country Business Climate
  - IDA lower than non IDA
                           20



                           15
Changes in IICCR s cores




                           10



                            5                        IDA
                                                     non-IDA


                            0
                                 1987
                                 1988
                                 1989
                                 1990
                                 1991
                                 1992
                                 1993
                                 1994
                                 1995
                                 1996
                                 1997
                                 1998
                                 1999
                                 2000
                                 2001
                                 2002
                                 2003
                                 2004
                                 2005
                                 2006
                                 2007
                                 2008
                                 2009
                                 2010
                            -5



                           -10                                 16
                                   Evaluation year
What’s behind the gap?
      Appraisal WQ and Roles dropped in IDA
      Appraisal Work Quality                                                                                                 Supervision Work Quality
90%                                                                                                   100%
80%
70%                                                                                                   80%
60%                                                                                                   60%
50%
40%                                                                                                   40%
30%
20%                                                                                                   20%
10%                                                                                                       0%
 0%




                                                                                                                                                                  Evaluation Year
              Evaluation Year


                                               Role and Contribution
                       100%
                        90%
                        80%
                        70%
                        60%
                        50%
                        40%
                        30%                                                                                                                                       Non IDA
                        20%                                                                                                                                       IDA
                        10%
                         0%
                                1996-98
                                          1997-99
                                                    1998-00
                                                              1999-01
                                                                        2000-02
                                                                                  2001-03
                                                                                            2002-04
                                                                                                      2003-05
                                                                                                                2004-06
                                                                                                                          2005-07
                                                                                                                                    2006-08
                                                                                                                                              2007-09
                                                                                                                                                        2008-10




                                                                                                                                                                                    17
Prospects for coming years
• Assume 08-10 XPSR WQ (IDA average)
• Actual risk of 2006-09 approvals (except
  country risk – changes so far) – what will be
  the likely results?
                    Sponsor Risk                                                          Market Risk
              70%                        90%
              60%                        80%
High Risk %




              50%                        70%
                                         60%
              40%                        50%
              30%                        40%
              20%                        30%
                                         20%                                                                                                                                     NonIDA
              10%
                                         10%
               0%                         0%                                                                                                                                     IDA


                                               1995-97
                                                         1996-98
                                                                   1997-99
                                                                             1998-00
                                                                                       1999-01
                                                                                                 2000-02
                                                                                                           2001-03
                                                                                                                     2002-04
                                                                                                                               2003-05
                                                                                                                                         2004-06
                                                                                                                                                   2005-07
                                                                                                                                                             2006-08
                                                                                                                                                                       2007-09
                         Approval Year
                                                                                       Approval Year



                                                                                                                                                                                   18
Changes in country business
                                     climate so far
                               • IDA – Not dropping sharply as non-IDA
                                    Changes in IICCR Score between approval and
                                                      evaluation
                                   (or approval and most recent score for 2006-2010
                                             approvals = 2011-15 maturity)
                         20


                         15
Changes in IICCR score




                         10


                          5                                                           IDA
                                                                                      non-IDA

                          0


                          -5


                         -10
                                               Evaluation Year (approval + 5 years)
                                                                                            19
Future prospects: IDA-non IDA
        gap will narrow
                             • If above WQ assumptions hold
                                      Development Outcome (incl. projection)
                             90%

                             80%
Development Outcome High %




                             70%

                             60%

                             50%

                             40%
                                                                               Non IDA
                             30%
                                                                               IDA
                             20%

                             10%

                              0%




                                                        Evaluation year




                             = Predicted by the model                                    20
Summary

• Project performance = need to separate
  factors controlled by institution vs risks

• Multi-factor Model can generate success
  rates that
    = can treat as benchmarks for performance
      measurement;
    = can indicate future outcomes, given risks and
      work quality assumptions


                                                      21
Adjusting Development
     Outcomes by Risk
Risk-Adjusted Expected Development Outcome of
       Private Sector Investment Projects

              IEG Evaluation Week
                October 24, 2011

                Hiroyuki Hatashima
            IEG Private Sector Evaluation       22

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Adjusting Development Outcomes by Risk (2011 Evaluation Week)

  • 1. Adjusting Development Outcomes by Risk Risk-Adjusted Expected Development Outcome of Private Sector Investment Projects IEG Evaluation Week October 24, 2011 Hiroyuki Hatashima IEG Private Sector Evaluation 1
  • 2. Outline of the presentation • Performance measurement vs risk • Drivers of development outcome for IFC investment projects • Model based on drivers • Two applications of the model ‒ Performance assessment ‒ Expected development outcomes 2
  • 3. Performance measurement vs risk • Risk is measurable possibilities of losing or not gaining value • Risk-return trade-off as the basis of investment management (if you don’t want risk, don’t expect return) • For fair comparison, the return has to be compared to the risk undertaken. 3
  • 4. Private Sector Development Outcome Development Outcome = Overall effect on country’s development Business Economic Envi. & Social Private Sector Performance Performance Performance Development Gov’t, taxpayers Demo. effects, employees, linkages, corp. gov, Neighbors & customers, investment climate Financiers Environment suppliers & new entrants 4
  • 5. Model based on Development Outcome Results Drivers DO = f + )+ ( 5
  • 6. Risk factors influencing development outcomes Coeff. Signif. at Risk Factors Description against 5% DO Experience, financial capacity, Sponsor Risk commitment and reputation of -0.21 Yes sponsors (1=high risk, 0=low risk) Business competitiveness in the Market Risk market, distortions (1=high risk, 0=low -0.14 Yes risk) Changes in Changes in Country Risk indicators Country between approval and evaluation (i.e. 0.009 Yes Business 5 years) (score @ eval – score @ Climate approval) “greenfield” (high risk) vs. expansion Project Type -0.06 No project (1=greenfield, 0=expansion) Based on 2000-2010 XPSR Evaluation, N=655 Coefficient against DO in multiple variable regression. R2=0.09 6
  • 7. Regression results of all drivers Factors Coefficient Signif. at 5% Sponsor Risk -0.11 Yes Market Risk -0.12 Yes Changes in Country Business Climate 0.005 Yes Project type -0.07 No Screening, appraisal & structuring work 0.33 Yes quality Supervision & administration work quality 0.28 Yes IFC role and contribution 0.46 Yes Based on 2000-2010 XPSR Evaluation, N=655 Coef. for multiple variable regression. R2=0.37 7
  • 8. Two applications of the model 1. Performance assessment • Outcomes with focus on IFC Work Quality, taking risks 2. Likely outcomes • Based on existing risks and work quality scenarios 8
  • 9. Use of model 1: Performance Assessment • Focusing on IFC controllable factors, given risks taken • Which is the best performing region, adjusted by risk, focusing on WQ improvement? Region Development Outcome high % Southern Europe & Central Asia 87% Middle East & North Africa 80% Latin America & Caribbean 79% Sub-Saharan Africa 74% South Asia 72% East Asia & Pacific 62% Central & Eastern Europe 60% IFC overall 73% 9
  • 10. Two Work Quality scenarios for comparison DO= f (Risks + Work Quality) + Scenarios: Potential Benchmark WQ Perfect WQ = 100% High WQ ratings of previous assumptions WQ across the board periods Risks Actual project risks Indicator Model-generated maximum expected success rate means possible DO rating expected to outperform, adjusted by the embedded project risk factors. Comparison Indicate gaps to potential Reflecting WQ changes with actual based on existing risks outcome 10
  • 11. Gaps between actual and potential/benchmark = risk adjusted outcome indicators Region Actual Potential Benchmark Southern Europe 87% 90% 85% & Central Asia Middle East & 80% 86% 59% North Africa Latin America & 79% 92% 83% Caribbean Sub-Saharan 74% 88% 56% Africa South Asia 72% 90% 62% East Asia & Pacific 62% 89% 55% Central & Eastern 60% 90% 83% Europe IFC overall 73% 89% 72% 11
  • 12. MENA & AFR outcomes stood out, adjusted by risks/Work Quality. MENA 25 SS AFR 20 S Asia 15 EAP 10 (Benchmark-Actual) IFC 5 (Potential – Actual) 0 SECA -40 -30 -20 -10 -5 0 LAC -10 -15 CEE -20 -25 12 -30
  • 13. INFRA (AFR/LAC/EMENA) and FM (AFR/LAC) outcomes stood out 15 INF AFR/LAC (Benchmark-Actual) MAS Asia 10 INF Asia INF EMENA FM AFR/LAC 5 (Potential – Actual) IFC MAS EMENA 0 -30 -25 -20 -15 -10 -5 0 5 FM Asia MAS AFR/LAC -5 FM EMENA -10 -15 13
  • 14. Use of model 2: likely outcomes IDA – Non IDA gap in recent years: will it continue? XPSR Development Outcome 90% 80% 70% 60% 50% DO high % 40% Non IDA 30% IDA 20% 10% 0% Evaluation Year 14
  • 15. What’s behind the gap? • Project Risks – IDA more riskier than non IDA Sponsor Risk Market Risk 70% 90% 60% 80% 50% 70% High Risk % High Risk % 40% 60% 50% 30% 40% 20% 30% NonIDA 10% 20% IDA 0% 10% 0% Approval Year Approval Year 15
  • 16. What’s behind the gap? • Changes in Country Business Climate - IDA lower than non IDA 20 15 Changes in IICCR s cores 10 5 IDA non-IDA 0 1987 1988 1989 1990 1991 1992 1993 1994 1995 1996 1997 1998 1999 2000 2001 2002 2003 2004 2005 2006 2007 2008 2009 2010 -5 -10 16 Evaluation year
  • 17. What’s behind the gap? Appraisal WQ and Roles dropped in IDA Appraisal Work Quality Supervision Work Quality 90% 100% 80% 70% 80% 60% 60% 50% 40% 40% 30% 20% 20% 10% 0% 0% Evaluation Year Evaluation Year Role and Contribution 100% 90% 80% 70% 60% 50% 40% 30% Non IDA 20% IDA 10% 0% 1996-98 1997-99 1998-00 1999-01 2000-02 2001-03 2002-04 2003-05 2004-06 2005-07 2006-08 2007-09 2008-10 17
  • 18. Prospects for coming years • Assume 08-10 XPSR WQ (IDA average) • Actual risk of 2006-09 approvals (except country risk – changes so far) – what will be the likely results? Sponsor Risk Market Risk 70% 90% 60% 80% High Risk % 50% 70% 60% 40% 50% 30% 40% 20% 30% 20% NonIDA 10% 10% 0% 0% IDA 1995-97 1996-98 1997-99 1998-00 1999-01 2000-02 2001-03 2002-04 2003-05 2004-06 2005-07 2006-08 2007-09 Approval Year Approval Year 18
  • 19. Changes in country business climate so far • IDA – Not dropping sharply as non-IDA Changes in IICCR Score between approval and evaluation (or approval and most recent score for 2006-2010 approvals = 2011-15 maturity) 20 15 Changes in IICCR score 10 5 IDA non-IDA 0 -5 -10 Evaluation Year (approval + 5 years) 19
  • 20. Future prospects: IDA-non IDA gap will narrow • If above WQ assumptions hold Development Outcome (incl. projection) 90% 80% Development Outcome High % 70% 60% 50% 40% Non IDA 30% IDA 20% 10% 0% Evaluation year = Predicted by the model 20
  • 21. Summary • Project performance = need to separate factors controlled by institution vs risks • Multi-factor Model can generate success rates that = can treat as benchmarks for performance measurement; = can indicate future outcomes, given risks and work quality assumptions 21
  • 22. Adjusting Development Outcomes by Risk Risk-Adjusted Expected Development Outcome of Private Sector Investment Projects IEG Evaluation Week October 24, 2011 Hiroyuki Hatashima IEG Private Sector Evaluation 22

Editor's Notes

  1. Definition: Dictionary of Fianncial and Investment termshttp://www.investopedia.com/terms/r/raroc.asp
  2. This is multiple factor model: factor model assumes return is sensitive to the movements of various factors. The model attempts to capture the major forces that systemically move the outcomes. - refers to unexplained by the model, unique or specific to the project that is uncorrelated to the factors in the model.
  3. C:\\data\\XPSR_Oct9_2011_newextract.xlsx
  4. C:\\data\\xpsr_ida_nonida.xlsx
  5. C:\\Users\\hhatashima\\Documents\\RAP2011\\RAEDO\\IICCR_countrycoded_2011_ext.xlsx
  6. C:\\data\\XPSR_Oct9_2011_newextract.xlsx