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THE ROLE OF LIVESTOCK IN THE KENYAN
              ECONOMY: A DYNAMIC CGE ANALYSIS


                             Ayele Gelan
                            Ermias Engida


                    PRESENTATION TO RESAKSS STAFF
06/07/2012




                           NAIROBI, KENYA           1

                            JUNE 28, 2011
TOPICS OF DICUSSION
                Study contexts and motivations

                Approaches and methods

                Overview of the existing model and
                 modifications

                Future extensions
06/07/2012




                                                      2
IMPORTANCE OF LIVESTOCK IN A
      DEVELOPING ECONOMY
 Livestock’s macro roles are not often recognized
  • “Livestock revolution” - Growing demand for meat and dairy
    products
  • Crop-livestock interactions (e.g., draft power, manure, crop
    residue feed, etc)
  • Livestock products and agro-processing (e.g., dairy, leather, etc)

 How high are macro multipliers from livestock
  sector growth?
  • How much income growth and poverty reduction can we
    generate with livestock sector growth?
  • General equilibrium analysis needed to capture these
POLICY AND RESEARCH PRIORITIES
 NEPAD (2006) recognized the importance of
  integrating the livestock sector into the CAADP
  framework
 Diao and Pratt (2008) conclude that “growth in
  staples is the priority for poverty reduction”
  • Combining growth in staples and livestock has high economic multipliers
    & strong poverty reduction gains in food deficit areas

 Dorosh and Thurlow (2009) - poverty-growth
  elasticities
  • Cereals have highest rural poverty reduction potential
Male
                                    Deaths

              Young               Immature               Mature                                 Other
                                                                                              economic
               male                 male                  male                                  uses
                                                                                                 +


Births                                                                                       Sale of live
                                  Off-takes                                                   animals

                                                                                                 +


              Young               Immature               Mature                Yields/         Sales of
             female                female                female                animal         products


                                                                                                  =
                                    Female
                                                                                                  TR
                                    deaths
                                                                                                     -
                                                                 costs of keeping
           costs of keeping   +      costs of keeping    +
                                                                                         =        TC
                                                                 mature animals
            young animals           immature animals
                                                                                                      =
 Production and economic flows (off-take, in-takes and others)
 Reproduction and growth (growth, births, deaths)                                            Gross margin
CURRENT STUDY – DATA ISSUES
                 Livestock module specification mostly guided by
                  available data
                 - Kenya Population Census
                 - Behnke (2012) - IGAD-LPI consultancy report
                 - FAO and ILRI documents from the web sites
                 Livestock type and product are guided by available
                  data
                      Cattle
                      Shots
                      Camel
06/07/2012




                      Two types of chicken (Ingenious and Commercial)
                                                                         6
CURRENT STUDY – DATA ISSUES……
    Livestock products
          Live cattle
          Milk (cattle, goat, camel)
          Egg


    Spatial dimensions
          8 provinces of Kenya
          3 agro-ecological zones in each province (highlands, semi-
           arid, arid)
    We tried to prepare a data set with livestock
          numbers by type, sex and age;
    - prices by type, sex and age and also prices of their
      products;
    - Birth, offtake and death rates by type, sex and
      age;
CURRENT STUDY – HERD DYNAMICS
              Herd dynamic module mostly followed the
               structure of the Ethiopian model
               • Numbers by Sex and age
               • Birth, off-takes and death rates by type, sex and age
              More data is desperately needed
               • Livestock age and sex composition
               • Prices of livestock (live) and their products
               • Factor quantities ….(labour, land, and sectoral capital output ratios)
06/07/2012




                                                                                          8
MODEL SPECIFICATION
   Milk production is estimated (in value) for each livestock type
    and egg production estimated as well for both types of chickens
    (indigenous and commercial).
   Stock change is calculated (in value terms) for each type, sex
    and age.
   Coupling the herd dynamics with the economy-wide
    model
   Integrating the biological and the economic processes

   Establishing stock-flow relationships in existing economy-wide
    models (e.g. livestock as capital and livestock products)

   Revising and improving the system of economic accounts in
    existing models (e.g., breeding stocks as capital in livestock, etc)
DYNAMIC CGE MODEL FOR KENYA
» We use Thurlow and Benin’s (2008) model
  (“Agricultural Growth and Investment Options for Poverty Reduction in
  Kenya”)
   • General equilibrium: the model represents different
     markets, all reaching equilibrium
   • Dynamic: the model is solved recursively

 Model is calibrated for Kenya using 2007 Kenyan
  Social Accounting Matrix
   • 3 AEZs, 143 AEZ specific activities, 53commodities,
     19 factors, and 45 households
SIMULATION SCENARIOS
                              Simulation             Shocks
 We simulate Total
  Factor Productivity
  (TFP) shocks to various   BASE           All Ag commodities grow at
                                           the previous trend
  subsectors
                            CEREAL         Cereals + vegetable/fruit +
 Base growth follows the                  enset grow faster
  previous years’ trend     CASH CROP      Cash crops and pulses
                                           + oilseeds grow faster
 Additional shocks will
  be applied as in          LIVESTOCK      Livestock activities grow
                                           faster
  Thurlow and Benin
  2008 (which is based on   CAADP          All Ag commodities grow
  the CAADP framework)                     faster
FUTURE EXTENSIONS
                 As we mentioned earlier the major problem in the
                  this task is getting data as detail as the model needs.
                  So future works of the model concentrate more on
                  getting those data into use

                 - By sex and age detail livestock figures for the
                  module

                 - Factor quantities for the main model
06/07/2012




                                                                            12

             And the other task is definitely dealing with the simulation
THANK YOU!
06/07/2012




                          13

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Role of livestock in the kenyan economy june 28

  • 1. THE ROLE OF LIVESTOCK IN THE KENYAN ECONOMY: A DYNAMIC CGE ANALYSIS Ayele Gelan Ermias Engida PRESENTATION TO RESAKSS STAFF 06/07/2012 NAIROBI, KENYA 1 JUNE 28, 2011
  • 2. TOPICS OF DICUSSION  Study contexts and motivations  Approaches and methods  Overview of the existing model and modifications  Future extensions 06/07/2012 2
  • 3. IMPORTANCE OF LIVESTOCK IN A DEVELOPING ECONOMY  Livestock’s macro roles are not often recognized • “Livestock revolution” - Growing demand for meat and dairy products • Crop-livestock interactions (e.g., draft power, manure, crop residue feed, etc) • Livestock products and agro-processing (e.g., dairy, leather, etc)  How high are macro multipliers from livestock sector growth? • How much income growth and poverty reduction can we generate with livestock sector growth? • General equilibrium analysis needed to capture these
  • 4. POLICY AND RESEARCH PRIORITIES  NEPAD (2006) recognized the importance of integrating the livestock sector into the CAADP framework  Diao and Pratt (2008) conclude that “growth in staples is the priority for poverty reduction” • Combining growth in staples and livestock has high economic multipliers & strong poverty reduction gains in food deficit areas  Dorosh and Thurlow (2009) - poverty-growth elasticities • Cereals have highest rural poverty reduction potential
  • 5. Male Deaths Young Immature Mature Other economic male male male uses + Births Sale of live Off-takes animals + Young Immature Mature Yields/ Sales of female female female animal products = Female TR deaths - costs of keeping costs of keeping + costs of keeping + = TC mature animals young animals immature animals = Production and economic flows (off-take, in-takes and others) Reproduction and growth (growth, births, deaths) Gross margin
  • 6. CURRENT STUDY – DATA ISSUES  Livestock module specification mostly guided by available data - Kenya Population Census - Behnke (2012) - IGAD-LPI consultancy report - FAO and ILRI documents from the web sites  Livestock type and product are guided by available data  Cattle  Shots  Camel 06/07/2012  Two types of chicken (Ingenious and Commercial) 6
  • 7. CURRENT STUDY – DATA ISSUES……  Livestock products  Live cattle  Milk (cattle, goat, camel)  Egg  Spatial dimensions  8 provinces of Kenya  3 agro-ecological zones in each province (highlands, semi- arid, arid)  We tried to prepare a data set with livestock  numbers by type, sex and age; - prices by type, sex and age and also prices of their products; - Birth, offtake and death rates by type, sex and age;
  • 8. CURRENT STUDY – HERD DYNAMICS  Herd dynamic module mostly followed the structure of the Ethiopian model • Numbers by Sex and age • Birth, off-takes and death rates by type, sex and age  More data is desperately needed • Livestock age and sex composition • Prices of livestock (live) and their products • Factor quantities ….(labour, land, and sectoral capital output ratios) 06/07/2012 8
  • 9. MODEL SPECIFICATION  Milk production is estimated (in value) for each livestock type and egg production estimated as well for both types of chickens (indigenous and commercial).  Stock change is calculated (in value terms) for each type, sex and age.  Coupling the herd dynamics with the economy-wide model  Integrating the biological and the economic processes  Establishing stock-flow relationships in existing economy-wide models (e.g. livestock as capital and livestock products)  Revising and improving the system of economic accounts in existing models (e.g., breeding stocks as capital in livestock, etc)
  • 10. DYNAMIC CGE MODEL FOR KENYA » We use Thurlow and Benin’s (2008) model (“Agricultural Growth and Investment Options for Poverty Reduction in Kenya”) • General equilibrium: the model represents different markets, all reaching equilibrium • Dynamic: the model is solved recursively  Model is calibrated for Kenya using 2007 Kenyan Social Accounting Matrix • 3 AEZs, 143 AEZ specific activities, 53commodities, 19 factors, and 45 households
  • 11. SIMULATION SCENARIOS Simulation Shocks  We simulate Total Factor Productivity (TFP) shocks to various BASE All Ag commodities grow at the previous trend subsectors CEREAL Cereals + vegetable/fruit +  Base growth follows the enset grow faster previous years’ trend CASH CROP Cash crops and pulses + oilseeds grow faster  Additional shocks will be applied as in LIVESTOCK Livestock activities grow faster Thurlow and Benin 2008 (which is based on CAADP All Ag commodities grow the CAADP framework) faster
  • 12. FUTURE EXTENSIONS  As we mentioned earlier the major problem in the this task is getting data as detail as the model needs. So future works of the model concentrate more on getting those data into use - By sex and age detail livestock figures for the module - Factor quantities for the main model 06/07/2012 12 And the other task is definitely dealing with the simulation

Editor's Notes

  1. Existing micro-understanding points to the importance of livestock in HHs livelihoods (Negassa RashidDebremehdin 2011)Coping with shocksStore of value (if missing markets for credits)Food, dairy, fuel, manure,etc.. As we have seen at the beginning of this presentation, livestock activities and products also account for a large share of macro flows But to understand livestock’s potential contribution to econ growth, we have to understand its role in productionDraft power, for example, is an essential input in production. About 80 pct of farmers use animal traction to plough their field (Benhke 2010)
  2. Diao Pratt give both production and consumption explanations for this result re: livestock:Production-wise, they point to smaller share of poor farmers’ income from livestock (this misses the linkages)Consumption-wise, they point to smaller share of livestock products in consumption compared to staplesDorosh and Thurlow (09) calculate poverty-growth elasticities: pct decrease in poverty reduction (headcount rate) from a one percent increase in AG GDP from different sourcesCereal has 1.27, export crops 1.13, livestock led 0.35Livestock performs a bit better in drought prone and, mainly, in pastoralist AEZs