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Agriculture Public Expenditure Workshop 
8. October 2014, Golden Peacock Hotel 
Lilongwe, Malawi 
Unpacking the ‘Black Box’ of Public 
Expenditure Statistics 
Lessons from a Diagnostic Analysis of 
Agricultural Sector Public Expenditures
Objective of this Research Programme 
• Several major policy initiatives requiring measurement 
and tracking of public expenditures in support of the 
agriculture sector (e.g. CAADP, country strategies, IDPs) 
• However, how to measure the quantity of agricultural 
expenditures? 
• Inconsistencies: Different reports and databases report different 
figures (for the same country and year) 
• Non-transparent aggregates: Not always clear what “ingredients 
went into the soup” 
• This research programme seeks to offer approaches for 
country analysts to quantify agPEs in a consistent and 
transparent way 
• 4 country cases: Ghana, Kenya, Malawi, Mozambique
Tracking Aggregate Ag. PE over Time 
– Growth of Funds or of Coverage? 
11 
10 
9 
8 
7 
6 
5 
4 
3 
2 
1 
0 
2000 
2001 
2002 
2003 
Ghana 
2004 
2005 
2006 
2007 
2008 
2009 
Ag pub. exp. as % 
of total pub exp. 
CAADP guideline: 10 % ag 
spending share 
• Data in earlier years didn’t include public expenditures 
related to cocoa, debt servicing; subsequently included 
• Most recent data started including local government 
funds, and feeder roads
What the Research Programme Is Not 
• What this IFPRI programme is not primarily about: 
• Econometric analysis of the returns to and impact of public 
expenditures in agriculture 
 other longstanding research on this in IFPRI and elsewhere 
• A database or dataset of public expenditures in agriculture 
 several initiatives have generated such datasets (especially 
cross-country), by IFPRI, IMF, FAO, OECD, etc. 
• Descriptive review of trends and patterns of agricultural 
expenditures 
 other well established work on this through World Bank 
AgPERs, and through other initiatives (however, 
complementary, and Malawi AgPER to be presented here)
Agriculture Public Expenditure Workshop 
8. October 2014, Golden Peacock Hotel 
Lilongwe, Malawi 
Unpacking the ‘Black Box’ of Public 
Expenditures in Agriculture: 
A Case Study of Mozambique 
Tewodaj Mogues, Senior Research Fellow, IFPRI, Washington DC 
(Collaboration w/ Leonardo Caceres, Francisco Fernandes, Mariam Umarji)
Different figures in different reports 
World Bank AgPER: 
PE in Ag. 2007 
3,281 MMT 
2,773 MMT (excluding OILL)
Different figures in different reports 
IMF Article IV Consultation: PE in Ag. & Rural Dev’t 2007 
2,067 MMT
Proposal to undertake a “DIY” approach, using 
the existing government public accounts 
Step 1: 
Decide on the scope of expenditures to fall 
under “agriculture”
Step 2: 
Understand nature of expenditure data along 
the budget process
Understanding expenditure data along the 
budget process
Step 3: 
Understand the types and quality of the 
classification systems in use
A multiplicity of classification systems: 
Too much of a good thing?
Functional classification: 
COFOG (IMF GFSM 2001) 
COFOG Level 1
Functional classification: 
COFOG (IMF GFSM 2001) 
COFOG Level 2 COFOG Level 3 No int’l coding for Level 4 
Not
Functional classification: 
COFOG (IMF GFSM 2001)
Functional classification: 
COFOG (IMF GFSM 2001)
Functional classification: 
COFOG (IMF GFSM 2001)
Functional classification: Great in principle … 
but limited usefulness as practiced 
Mozambique applies Level 4 codes 
Not used in the budget data, but only in the execution and 
actual expenditure data
Administrative classification: Detailed, and of 
relevance to government for its operations 
However, changing coding system over time, and no dedicated 
codes for units within a ministry
Programmatic classification 
Useful, though not a comprehensive system
Step 4: 
Reconstruction of agricultural public 
expenditures using the most appropriate 
classification system(s)
Illustration of reconstruction using 
administrative and programmatic classification
Illustration of reconstruction using 
administrative and programmatic classification
Illustration of reconstruction using 
administrative and programmatic classification
Step 5: 
Accounting for domestic and donor spending 
that is not captured in the public accounts
Comparison with international and national 
expenditure data sources (2010)
Comparison with international and national 
expenditure data sources (2011)
Some key take-aways 
• Analysts and others wanting to obtain time-consistent 
information on how much PE is going to 
agriculture need to work with the appropriate 
classification and coding systems of government 
accounts 
• The administrative system of classification tends to 
be most versatile for reconstruction of agPE 
• But coding system should be more detailed, follow a 
clear logic, and be consistent over time 
• IDPs should be aware of capacity constraints, and 
asking for too many classification systems reduces 
their quality
Agriculture Public Expenditure Workshop 
8. October 2014, Golden Peacock Hotel 
Lilongwe, Malawi 
Unpacking the ‘Black Box’ of Public 
Expenditures in Agriculture: 
A Case Study of Mozambique 
Presented by: 
Tewodaj Mogues, Senior Research Fellow, IFPRI, Washington DC

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Unpacking the ‘Black Box’ of Public Expenditure Statistics by Tewodaj Mogues

  • 1. Agriculture Public Expenditure Workshop 8. October 2014, Golden Peacock Hotel Lilongwe, Malawi Unpacking the ‘Black Box’ of Public Expenditure Statistics Lessons from a Diagnostic Analysis of Agricultural Sector Public Expenditures
  • 2. Objective of this Research Programme • Several major policy initiatives requiring measurement and tracking of public expenditures in support of the agriculture sector (e.g. CAADP, country strategies, IDPs) • However, how to measure the quantity of agricultural expenditures? • Inconsistencies: Different reports and databases report different figures (for the same country and year) • Non-transparent aggregates: Not always clear what “ingredients went into the soup” • This research programme seeks to offer approaches for country analysts to quantify agPEs in a consistent and transparent way • 4 country cases: Ghana, Kenya, Malawi, Mozambique
  • 3. Tracking Aggregate Ag. PE over Time – Growth of Funds or of Coverage? 11 10 9 8 7 6 5 4 3 2 1 0 2000 2001 2002 2003 Ghana 2004 2005 2006 2007 2008 2009 Ag pub. exp. as % of total pub exp. CAADP guideline: 10 % ag spending share • Data in earlier years didn’t include public expenditures related to cocoa, debt servicing; subsequently included • Most recent data started including local government funds, and feeder roads
  • 4. What the Research Programme Is Not • What this IFPRI programme is not primarily about: • Econometric analysis of the returns to and impact of public expenditures in agriculture  other longstanding research on this in IFPRI and elsewhere • A database or dataset of public expenditures in agriculture  several initiatives have generated such datasets (especially cross-country), by IFPRI, IMF, FAO, OECD, etc. • Descriptive review of trends and patterns of agricultural expenditures  other well established work on this through World Bank AgPERs, and through other initiatives (however, complementary, and Malawi AgPER to be presented here)
  • 5. Agriculture Public Expenditure Workshop 8. October 2014, Golden Peacock Hotel Lilongwe, Malawi Unpacking the ‘Black Box’ of Public Expenditures in Agriculture: A Case Study of Mozambique Tewodaj Mogues, Senior Research Fellow, IFPRI, Washington DC (Collaboration w/ Leonardo Caceres, Francisco Fernandes, Mariam Umarji)
  • 6. Different figures in different reports World Bank AgPER: PE in Ag. 2007 3,281 MMT 2,773 MMT (excluding OILL)
  • 7. Different figures in different reports IMF Article IV Consultation: PE in Ag. & Rural Dev’t 2007 2,067 MMT
  • 8. Proposal to undertake a “DIY” approach, using the existing government public accounts Step 1: Decide on the scope of expenditures to fall under “agriculture”
  • 9. Step 2: Understand nature of expenditure data along the budget process
  • 10. Understanding expenditure data along the budget process
  • 11. Step 3: Understand the types and quality of the classification systems in use
  • 12. A multiplicity of classification systems: Too much of a good thing?
  • 13. Functional classification: COFOG (IMF GFSM 2001) COFOG Level 1
  • 14. Functional classification: COFOG (IMF GFSM 2001) COFOG Level 2 COFOG Level 3 No int’l coding for Level 4 Not
  • 18. Functional classification: Great in principle … but limited usefulness as practiced Mozambique applies Level 4 codes Not used in the budget data, but only in the execution and actual expenditure data
  • 19. Administrative classification: Detailed, and of relevance to government for its operations However, changing coding system over time, and no dedicated codes for units within a ministry
  • 20. Programmatic classification Useful, though not a comprehensive system
  • 21. Step 4: Reconstruction of agricultural public expenditures using the most appropriate classification system(s)
  • 22. Illustration of reconstruction using administrative and programmatic classification
  • 23. Illustration of reconstruction using administrative and programmatic classification
  • 24. Illustration of reconstruction using administrative and programmatic classification
  • 25. Step 5: Accounting for domestic and donor spending that is not captured in the public accounts
  • 26. Comparison with international and national expenditure data sources (2010)
  • 27. Comparison with international and national expenditure data sources (2011)
  • 28. Some key take-aways • Analysts and others wanting to obtain time-consistent information on how much PE is going to agriculture need to work with the appropriate classification and coding systems of government accounts • The administrative system of classification tends to be most versatile for reconstruction of agPE • But coding system should be more detailed, follow a clear logic, and be consistent over time • IDPs should be aware of capacity constraints, and asking for too many classification systems reduces their quality
  • 29. Agriculture Public Expenditure Workshop 8. October 2014, Golden Peacock Hotel Lilongwe, Malawi Unpacking the ‘Black Box’ of Public Expenditures in Agriculture: A Case Study of Mozambique Presented by: Tewodaj Mogues, Senior Research Fellow, IFPRI, Washington DC