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Evaluation Approaches, Methods and Data in a Rapidly
    Changing Context: Global Crisis Response Evaluations
                  at the World Bank Group

              Independent Evaluation Group
                 World Bank / IFC / MIGA

                    European Evaluation Society
                      Helsinki, October 2012


              Anjali Kumar, Andaleeb Alam and Ali Khadr
                        IEG World Bank Group


1
The Global Economic Crisis and the Challenge
                     to WBG
                     Rapid movement of economic events
                     during the global crisis of 2008-2009
                       Some stock markets lost 50% of value in days
                       Global growth slowdown (3.9 % to -2.1% )
                       Unprecedented scale, contagion
                       Estimated 50-64 million more poor people
                     Motivating strong response from WBG
                       117 countries received Bank loans during 2009-
                        10; tripling of IBRD lending to $100m
                       17 received crisis support during 1993–2003
                     Call for ‘real time’ evaluation of response

2
Crisis Evaluation: Nature of the Challenge

Daily data show the decline in value of the UK   Complexity of Crisis
FTSE index from 5,600 to 3,800 in weeks
                                                 Response Evaluations
                                                 Events are sudden,
                                                 unexpected and fast-evolving in
                                                 character
                                                 Evaluative lessons are needed
                                                 in a compressed time frame
                                                 Conventional evaluation
                                                 techniques that use information
                                                 based on a sequential logical
                                                 framework are of limited use
3
                                                 Uncertainty prevails
Crisis Evaluation: Nature of the Challenge

                       Scope of the present paper
                         Questions asked in crisis evaluation
                         Data usable to answer such questions
                         Use of high frequency data
                         Crisis evaluations at other IFIs / MDBs
                       Are such economic events
                       becoming more frequent?
                         ‘Black swan’ events may increase
                         because they are probabilistic outliers
                       Increased need for corresponding
4
                       evaluative techniques
Crisis Evaluation –Nature of Evaluative
                   Questions
                    Evaluative Questions – complex
                    evaluations under uncertainty
                       Skills demonstrated in dealing
                      with complexity and change
                      Speed of response; reflecting
                      information on events as they occur
                      Identification of risks involved
                      Results framework, learning:
                      Quality at entry
5
Crisis Evaluation: IEG’s Phased Response

Monthly data on emerging markets showed
                                                                                                                                                                                                                                     IEG prepared a series of ‘real time’
declines in industrial production and credit                                                                                                                                                                                         evaluations on WBG Crisis
growth not revealed in annual averages                                                                                                                                                                                               Response
                                    12%                                                                                                                                                    1.5
                                                                                                                                                                                                                                     Review of WBG Response to Past Crises
                                    10%                                                                                                                                                                                              (2009)
                                                                                                                                                                                           1.0




                                                                                                                                                                                                  Industrial Production (sd units)
    Private Credit Growth (q-o-q)




                                                                                                                                                                                                                                     17 Country Case studies – no current crisis data
                                    8%
                                                                                                                                                                                           0.5                                       Phase I Evaluation of WBG Crisis
                                    6%                                                                                                                                                                                               Response (2010)
                                    4%
                                                                                                                                                                                           0.0
                                                                                                                                                                                                                                     Real time evaluation focused on volume, speed,
                                                                                                                                                                                                                                     and early results – selective use of data to
                                    2%
                                                                                                                                                                                           -0.5
                                                                                                                                                                                                                                     benchmark Bank actions
                                    0%                                                                                                                                                     -1.0
                                                                                                                                                                                                                                     Phase II Evaluation of WBG Crisis
                                                                                                                                                                                                                                     Response (2011)
                                                                               Jan-08




                                                                                                                                                       Jan-10
                                          Jan-07




                                                                                                                   Jan-09
                                                             Jul-07




                                                                                                 Jul-08




                                                                                                                                     Jul-09




                                                                                                                                                                         Jul-10
                                                                      Oct-07




                                                                                                          Oct-08




                                                                                                                                              Oct-09




                                                                                                                                                                                  Oct-10
                                                    Apr-07




                                                                                        Apr-08




                                                                                                                                                                Apr-10
                                                                                                                            Apr-09




                                                                                                                                                                                                                                     Used high frequency data to analyze patterns of
                                                   Private Credit Growth (q-o-q)                                                     Industrial Production (sd units)                                                                Bank support relative to crisis incidence
6
1. Retrospective Evaluation - WB Response to
Past Crises – 17 case studies
                   Evaluative questions based on preceding principles
                      Focus on:
                       Scale and modality of the lending response
                       Impact on the Bank’s own balance sheet
                       Partnerships with other multilateral agencies
                   Content of the WB crisis-response operations
                       Macroeconomic trade and financial and fiscal
                   Use of Data
                       The crisis retrospective did not look at data on the
                       current crisis,
                       It did trace data on previous crises-
                           –extent of World Bank’s response relative to its
                           baseline lending,
                           –and relative to other international financial
                           institutions;
7                          –time taken to return to normal lending patterns.
2. WBG Response to the Global Crisis:
                    Phase I Evaluation
    Private Capital Flows during the crisis:   Evaluative questions :
    January 2007–December 2010                    Design aspects –readiness,
                                                  relevance, poverty focus,
                                                  Implementation aspects –
                                                  Speed, internal organization,
                                                  instruments, monitoring and
                                                  evaluation
                                                  Early Outcomes and
                                                  Prospects- Meeting Objectives,
                                                  additionality, debt sustainability
                                               Data Use:
                                                  Annual economic data used
                                                  to trace effects of crisis on Bank
                                                  borrower / client countries
8
2. WBG Response to the Global Crisis
                   Phase I Evaluation
    Alternative Scenarios – Poverty in      Phase I Example:
    Developing Countries in 2015 and 2020
                                            Data Use in Evaluation
                                              under Uncertainty:
                                               Scenario analysis
                                               Ten year projections of
                                               poverty impact of the crisis
                                               Based on a series of
                                               recent data on GDP growth,
                                               trade, capital flows and
                                               demand assumptions

9
WBG Response to the Global Crisis -Phase II
             Scope of the Evaluation

                        Utilization of high frequency data across a
                            range of economic variables
                             To track multiple dimensions of stress
                             These multiple measures of stress were
                              only partially correlated.
                             Analysed relative to other IFIs and MDBs
                        Multidimensionality of crisis
                             Exchange rate and foreign exchange
                              reserve stress
                             Financial Stress, including market, credit
                              and banking system
                             Social indicators – unemployment,
                              private consumption; and
                             Fiscal deficit and public debt as a
                              percentage of GDP)
10
WB Response to the Global Crisis
                Phase II Evaluation Methods
     Use of High Frequency data to measure multiple dimensions of stress that
       were not necessarily correlated




11
Evaluating the Lending Response relative to
                                        stress
     Incremental Lending Relative to Levels of       Simple and Composite stress measures
                  Crisis: World Bank
                                                            Simple - changes in GDP;
                                                            Composite - principal factor analysis
                             700%
                                                            Peak to trough, period average
                             600%                    Illustrative bands ranking countries according
                                                         to stress in diagram
                             500%
                                                            Are compared with the distribution of
     % Increase in Lending




                             400%
                                                              incremental lending.
                             300%
                                                     Underlying these data are regressions
                                                            That measure crisis intensity and
                             200%                             incremental Bank response on a
                             100%
                                                              continuous basis
                                                     Caveats and limitations of the analysis
                                                            Country demand, country performance,
                              0%


                                                              other IFIs
                                    Growth Decline          Controls can however be introduced for
                                                              some of these factors
12
Volume and Distribution of Support -
                                                            Other IFIs / MDBs
     Incremental Lending Relative to Levels of                                                                                      Increased WB lending patterns were also
     Crisis: Comparisons with Other Donors                                                                                             compared with other MDBs
                                               12                                            1.2
                                                                                                                                         Correlations of each institution’s
                                                                                                                                          incremental support to crisis intensity
       Increase in Other Major Donor Lending




                                                                                                                                          in client countries
                                               10                                            1




                                                                                                   Increase in World Bank Lending
                                                8                                            0.8                                         Based on data obtained from relevant
                                                                                                                                          IFIs
                    as % of GDP




                                                                                                             as % of GDP
                                                                                                                                         Comparisons undertaken at multiple
                                                6                                            0.6



                                                4                                            0.4                                          levels
                                                                                                                                         Response to changes in GDP alone, to
                                                2                                            0.2
                                                                                                                                          composite overall stress
                                                                                                                                          measures, and compared to specific
                                                                                                                                          measures of stress
                                                0                                            0



                                                                                                                                    Do not analyse other MDBs’ overall
                                                     Other Major Donors (incl. IMF)
                                                     Other Major Donors (excl. IMF/EIB/EU)
                                                                                                                                       response
                                                                                                                                         Comparisons limited to countries that
                                                     World Bank




13
                                                                                                                                          were common borrowers
Crisis Evaluation and High Frequency Data - EBRD
     EBRD’s crisis response evaluation established a three phase typology
     Based on two high frequency data series on interest rates
          European Central Bank deposit facility rate
          ‘FED funds rate




14
Crisis Evaluation and High Frequency Data -
                         EBRD
     EBRD’s evaluation then traces crisis response in each phase
          Eg: evolution of EBRD loan pricing in response to market signals




15
IMF – Evaluation of the Fund in the Run Up to
                       the Crisis
     The IMF evaluated the quality of its surveillance in the run up to the crisis
           Evolution of crisis traced also using high frequency data:
           EMBI Global Spread (Left)
           TED spread (right)




16
Conclusions and Suggestions
              Rapidly changing situations pose special challenges
                 for evaluators
                   Different questions
                   That can use high speed data for their response
                   In order to give real time feedback
              Financial and some macroeconomic data exist
                   In multiple dimensions and high frequencies
                   However more systematic monthly data on
                    GDP, fiscal deficits etc are still to be produced
              More difficult are data on social dimensions
                   Eg integrated global databases on employment or
                    consumption
              Greater global cooperation on such data would be a
                 benefit
                   To policy makers and to evaluators
17

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Global Crisis Response Evaluations at the World Bank Group

  • 1. Evaluation Approaches, Methods and Data in a Rapidly Changing Context: Global Crisis Response Evaluations at the World Bank Group Independent Evaluation Group World Bank / IFC / MIGA European Evaluation Society Helsinki, October 2012 Anjali Kumar, Andaleeb Alam and Ali Khadr IEG World Bank Group 1
  • 2. The Global Economic Crisis and the Challenge to WBG Rapid movement of economic events during the global crisis of 2008-2009  Some stock markets lost 50% of value in days  Global growth slowdown (3.9 % to -2.1% )  Unprecedented scale, contagion  Estimated 50-64 million more poor people Motivating strong response from WBG  117 countries received Bank loans during 2009- 10; tripling of IBRD lending to $100m  17 received crisis support during 1993–2003 Call for ‘real time’ evaluation of response 2
  • 3. Crisis Evaluation: Nature of the Challenge Daily data show the decline in value of the UK Complexity of Crisis FTSE index from 5,600 to 3,800 in weeks Response Evaluations Events are sudden, unexpected and fast-evolving in character Evaluative lessons are needed in a compressed time frame Conventional evaluation techniques that use information based on a sequential logical framework are of limited use 3 Uncertainty prevails
  • 4. Crisis Evaluation: Nature of the Challenge Scope of the present paper Questions asked in crisis evaluation Data usable to answer such questions Use of high frequency data Crisis evaluations at other IFIs / MDBs Are such economic events becoming more frequent? ‘Black swan’ events may increase because they are probabilistic outliers Increased need for corresponding 4 evaluative techniques
  • 5. Crisis Evaluation –Nature of Evaluative Questions Evaluative Questions – complex evaluations under uncertainty  Skills demonstrated in dealing with complexity and change Speed of response; reflecting information on events as they occur Identification of risks involved Results framework, learning: Quality at entry 5
  • 6. Crisis Evaluation: IEG’s Phased Response Monthly data on emerging markets showed IEG prepared a series of ‘real time’ declines in industrial production and credit evaluations on WBG Crisis growth not revealed in annual averages Response 12% 1.5 Review of WBG Response to Past Crises 10% (2009) 1.0 Industrial Production (sd units) Private Credit Growth (q-o-q) 17 Country Case studies – no current crisis data 8% 0.5 Phase I Evaluation of WBG Crisis 6% Response (2010) 4% 0.0 Real time evaluation focused on volume, speed, and early results – selective use of data to 2% -0.5 benchmark Bank actions 0% -1.0 Phase II Evaluation of WBG Crisis Response (2011) Jan-08 Jan-10 Jan-07 Jan-09 Jul-07 Jul-08 Jul-09 Jul-10 Oct-07 Oct-08 Oct-09 Oct-10 Apr-07 Apr-08 Apr-10 Apr-09 Used high frequency data to analyze patterns of Private Credit Growth (q-o-q) Industrial Production (sd units) Bank support relative to crisis incidence 6
  • 7. 1. Retrospective Evaluation - WB Response to Past Crises – 17 case studies Evaluative questions based on preceding principles Focus on: Scale and modality of the lending response Impact on the Bank’s own balance sheet Partnerships with other multilateral agencies Content of the WB crisis-response operations Macroeconomic trade and financial and fiscal Use of Data The crisis retrospective did not look at data on the current crisis, It did trace data on previous crises- –extent of World Bank’s response relative to its baseline lending, –and relative to other international financial institutions; 7 –time taken to return to normal lending patterns.
  • 8. 2. WBG Response to the Global Crisis: Phase I Evaluation Private Capital Flows during the crisis: Evaluative questions : January 2007–December 2010 Design aspects –readiness, relevance, poverty focus, Implementation aspects – Speed, internal organization, instruments, monitoring and evaluation Early Outcomes and Prospects- Meeting Objectives, additionality, debt sustainability Data Use: Annual economic data used to trace effects of crisis on Bank borrower / client countries 8
  • 9. 2. WBG Response to the Global Crisis Phase I Evaluation Alternative Scenarios – Poverty in Phase I Example: Developing Countries in 2015 and 2020 Data Use in Evaluation under Uncertainty: Scenario analysis Ten year projections of poverty impact of the crisis Based on a series of recent data on GDP growth, trade, capital flows and demand assumptions 9
  • 10. WBG Response to the Global Crisis -Phase II Scope of the Evaluation Utilization of high frequency data across a range of economic variables  To track multiple dimensions of stress  These multiple measures of stress were only partially correlated.  Analysed relative to other IFIs and MDBs Multidimensionality of crisis  Exchange rate and foreign exchange reserve stress  Financial Stress, including market, credit and banking system  Social indicators – unemployment, private consumption; and  Fiscal deficit and public debt as a percentage of GDP) 10
  • 11. WB Response to the Global Crisis Phase II Evaluation Methods Use of High Frequency data to measure multiple dimensions of stress that were not necessarily correlated 11
  • 12. Evaluating the Lending Response relative to stress Incremental Lending Relative to Levels of Simple and Composite stress measures Crisis: World Bank  Simple - changes in GDP;  Composite - principal factor analysis 700%  Peak to trough, period average 600% Illustrative bands ranking countries according to stress in diagram 500%  Are compared with the distribution of % Increase in Lending 400% incremental lending. 300% Underlying these data are regressions  That measure crisis intensity and 200% incremental Bank response on a 100% continuous basis Caveats and limitations of the analysis  Country demand, country performance, 0% other IFIs Growth Decline  Controls can however be introduced for some of these factors 12
  • 13. Volume and Distribution of Support - Other IFIs / MDBs Incremental Lending Relative to Levels of Increased WB lending patterns were also Crisis: Comparisons with Other Donors compared with other MDBs 12 1.2  Correlations of each institution’s incremental support to crisis intensity Increase in Other Major Donor Lending in client countries 10 1 Increase in World Bank Lending 8 0.8  Based on data obtained from relevant IFIs as % of GDP as % of GDP  Comparisons undertaken at multiple 6 0.6 4 0.4 levels  Response to changes in GDP alone, to 2 0.2 composite overall stress measures, and compared to specific measures of stress 0 0 Do not analyse other MDBs’ overall Other Major Donors (incl. IMF) Other Major Donors (excl. IMF/EIB/EU) response  Comparisons limited to countries that World Bank 13 were common borrowers
  • 14. Crisis Evaluation and High Frequency Data - EBRD EBRD’s crisis response evaluation established a three phase typology Based on two high frequency data series on interest rates  European Central Bank deposit facility rate  ‘FED funds rate 14
  • 15. Crisis Evaluation and High Frequency Data - EBRD EBRD’s evaluation then traces crisis response in each phase  Eg: evolution of EBRD loan pricing in response to market signals 15
  • 16. IMF – Evaluation of the Fund in the Run Up to the Crisis The IMF evaluated the quality of its surveillance in the run up to the crisis  Evolution of crisis traced also using high frequency data:  EMBI Global Spread (Left)  TED spread (right) 16
  • 17. Conclusions and Suggestions Rapidly changing situations pose special challenges for evaluators  Different questions  That can use high speed data for their response  In order to give real time feedback Financial and some macroeconomic data exist  In multiple dimensions and high frequencies  However more systematic monthly data on GDP, fiscal deficits etc are still to be produced More difficult are data on social dimensions  Eg integrated global databases on employment or consumption Greater global cooperation on such data would be a benefit  To policy makers and to evaluators 17

Editor's Notes

  1. The global growth slowdown (3.9 % to -2.1% ) affected advanced and developing countriesAdvanced economies: 2.6% to -3.3%Developing Bank clients: 6 % to 1 % Europe and Latin America: 7 % to – 2 %
  2.  
  3. A contribution of the analysis, from the perspective of evaluation in uncertainty, was the scenario analysis it undertook, in terms of projecting the poverty impact of the crisis, based on a series of data on GDP growth effects, trade and capital flow effects across countries, and assumptions on demand in different segments of the world economy (Figure 5).
  4. Data for selective comparisons of the Bank relative to other IFIs Comparisons with lending patterns of other IFIs was undertaken at multiple levels – the response to changes in GDP alone, to composite overall stress measures, and compared to specific measures of stress. Interviews with staff and evaluators at the European Bank for Reconstruction and Development (EBRD), International Monetary Fund (IMF), Inter-American Development Bank (IDB), Asian Development Bank (ADB), AfDB, European Investment Bank (EIB), and the European Union (EU)Evaluative evidence provided in recent internal evaluations of some of these agencies was drawn upon (ADB 2011; IMF 2011; EBRD 2010).  
  5. EBRD’s evaluation of its crisis response traced the character of response in three phases of time; the pre-crisis period (2006 to August 2007), the period of rising instability in the run-up to the crisis (September 2007 to the third quarter of 2008), and the period of the crisis itself (from the fourth quarter of 2008 to the end of 2009). The typology of the three phases was built up based on alternative data series that traced the course of the crisis, as illustrated in Figure 11 below, where use is made of two series of data on rising interest rates – the European Central Bank deposit facility rates, and the ‘FED funds rate’, rates announced by the European and US central banks that indicate their perceptions of market trends.
  6. The EMBI and the TED spread are both measures of the rise in perceptions of the risk in lending, measured against a risk free benchmark. Both are denominated in basis points. Rising indices / spreads indicates that liquidity is being withdrawn and that lenders believe the risk of default is increasing.