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

                             Ayele Gelan, ILRI
                         Ermias Engida, IFPRI/ESSP
                          Stefano Caria, DRMFSS


               Taking Stock of the Economics of The Livestock
07/11/2011




                  Sector in Ethiopia, Addis Ababa, Ethiopia     1


                              November 4, 2011
TOPICS OF DICUSSION
                Study contexts and motivations

                Approaches and methods

                Overview of existing model and its
                 modifications

                Simulation results

             
07/11/2011




                 Concluding remarks and future research   2
IMPORTANCE OF LIVESTOCK IN A
     DEVELOPING ECONOMY
 Livestock’s macro roles are not often recognized
  • 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
CURRENT STUDY - APPROACHES
                Developing a herd dynamic module
                Coupling/integrating the herd dynamics module
                 with the economy-wide model
                Nesting 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., draft power as
07/11/2011




                 capital in cropping, breeding stocks as capital in
                                                                      5
                 livestock, etc)
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
Condensed and adapted SAM for Ethiopia
 (ETH birr million, 2005)




                                                                                                              Live Pro (P-1)
                                                                                                                               Poultry (P-2)




                                                                                                                                                                                      Institutions
                                                                                                                                               Milk (P-3)
                                                                                                Non-ag-C
                                                                             Nonag-A




                                                                                                                                                                        oth facts
                                                                                                                                                              Liv cap
                                                                   Oag-A




                                                                                        Oag-C
                          AEZ-1

                                  AEZ-2

                                          AEZ-3

                                                  AEZ-4

                                                          AEZ-5




                                                                                                                                                                                                              Total
                                                                                                                                                                                                      S-I
          AEZ-1             0       0       0       0       0        0          0         0        0         114                     6         71                0          0              0           0     191

Livestock AEZ-2             0       0       0       0       0        0          0         0        0        5553 180 1907                                        0          0              0           0    7640
activities AEZ-3            0       0       0       0       0        0          0         0        0         983 26 754                                          0          0              0           0    1763
by AEZs
           AEZ-4            0       0       0       0       0        0          0         0        0        3372 128 942                                         0          0              0           0    4442
          AEZ-5             0       0       0       0       0        0          0         0        0         745 18 3205                                         0          0              0           0    3968
          Oag-A             0       0       0       0       0        0          0 46974         19                  0                0              0            0          0              0           0 46993
          Nonag-A           0       0       0       0       0        0          0      234 121985                   0                0         99                0          0              0           0 122318
          Oag-C             0       0       0       0       0 2791         4610           0        0                0                0              0            0          0 48984                  -173 56213
          Non-ag-C          4 171         39 100          87 3025 52861                   0        0                0                0              0            0          0 104730 31295 192314
          Live Pro (P-
          1)                0       0       0       0       0        0      940           0        0                0                0              0            0          0       7969 2229 11138
Livestock
products Poultry (P-2)      0       0       0       0       0        0       32           0        0                0                0              0            0          0        343               8     383
          Milk (P-3)        0       0       0       0       0        0      430           0        0                0                0              0            0          0       7042               0    7473
          Liv cap         59 2313 540 1352 1210                   880           0         0        0                0                0              0            0          0              0           0    6353
Factors
          oth facts      128 5155 1184 2990 2671 40297 63444                              0        0                0                0              0            0          0        453               0 116323
          Institutions      0       0       0       0       0        0          0 9005 70309                 371 25 495                                     6353 116323 37153                          0 240036
          S-I               0       0       0       0       0        0          0         0        0                0                0              0            0          0 33360 2945 36305
          Total          191 7640 1763 4442 3968 46993 122318 56213 192314                                 11138 383 7473                                   6353 116323 240036 36305
DYNAMIC CGE MODEL FOR ETHIOPIA
 We use Dorosh and Thurlow’s (2009)
  model
  • General equilibrium: the model represents different
    markets, all reaching equilibrium
  • Dynamic: the model is solved recursively

 Model is calibrated for Ethiopia using
  2005/06 EDRI Social Accounting
  Matrix
  • 5 AEZs, 97 activities, 66 commodities, 27 factors
SIMULATION SCENARIOS
                               Simulation             Shocks
 We simulate Total
  Factor Productivity
                             BASE           All Ag commodities grow at
  (TFP) shocks to various                   98-07 trend
  subsectors                 CEREAL         Cereals + vegetable/fruit +
                             (38%)          enset grow faster
 Base growth follows
  1998-2007 trend            CASH CROP      Cash crops and pulses
                             (29%)          + oilseeds grow faster

 Additional shocks as in    LIVESTOCK      Livestock activities grow
  Dorosh Thurlow 2009        (33%)          faster

  (obtained in discussions   CAADP          All Ag commodities grow
  with MoA and CAADP)                       faster
… AGRI. SUB-SECTORS
                                                Weighted average of TFP shocks
                  Size of sub-sector in 2005            to subsectors
               22,000
                                                                              Percentage
               20,000                                           0.0%      2.0%          4.0%      6.0%


               18,000                                                            2.2%
                                                  Cereal only
Million Birr




                                                                                               4.3%
               16,000


               14,000                                                  0.6%
                                               Cash crop only
                                                                                 2.4%
               12,000

                                                                       0.5%
               10,000                          Livestock only
                                                                                    3.1%

                                                        Base           Accerelated
90000



               85000



               80000
Million Birr




               75000



               70000



               65000



               60000
                        2006   2007   2008   2009   2010   2011   2012   2013   2014   2015

                       Base       Cereal only       Cash crop only       Livestock only

                                 Agricultural GDP 2006-2015
INTERSECTORAL LINKAGE EFFECTS
                                           • CEREAL has the highest
       Average growth rates 2009-15          sub-sector growth
           Sub-sector Ag sector GDP    GDP
BASE                            3.7%   6.4%
CEREAL          6.4%            4.6%   6.6% • But about the same
                                              aggregate agri. and GDP
CASH CROP       4.1%            4.2%   6.5%
                                              growth effects
LIVESTOCK       5.5%            4.5%   6.7%
CAADP                           5.9%   7.0%
                                           • Different economic
                                             linkages at wor
LIVESTOCK AND EXPORT
             PERFORMANCE
  Shares of agricultural export
             value                              2005-15 % change in total
               1%                               export and real exchange
                                                          rate
         15%                                   10.5%
                                               10.4%
                                                                             -1.0%
                                                                             -0.9%
                                               10.3%                         -0.8%




                                  Percentage




                                                                                     Percentage
                                               10.2%                         -0.7%
                                               10.1%                         -0.6%
CEREAL                                         10.0%                         -0.5%
                                                9.9%                         -0.4%
                                                9.8%                         -0.3%
                                                9.7%                         -0.2%
CASH CROP                                       9.6%                         -0.1%
                                                9.5%                         0.0%

LIVESTOCK

                    84%

                                                  Export pct change
                                                  Real EXR pct change (right axis)
RELATIVE FACTOR INCOME EFFECTS
                                                  % increase 2009-15 in factor
                                                       income: poor HH
       Factor income of the poor                                  Percentage
                 0% 20% 40% 60% 80% 100%               0%   10%   20%    30%     40%   50%


humid lowland
                                             Labour
 humid cereal


  humid enset                                  Land

drought prone

                                           Livestock
   pastoralist


           Land      Labour   Livestock         CEREAL       CASH CROP         LIVESTOCK
REAL CONSUMPTION EFFECTS
 The evolution of poor HHs            Average growth rate 2009-15 of
                                      rural poor HHs food consumption
  consumption similar for                                       Percentage

  each simulation                               0.00%   1.00%   2.00%   3.00%   4.00%   5.00%



                                        BASE                                    3.58%
 Price effects more than
  compensate lower income              CEREAL                                           4.36%

  effect of CEREAL
                                   CASH CROPS                                     3.89%
  • Cereals about 25pct of whole
    consumption basket
                                    LIVESTOCK                                      4.02%
  • Rural poor HHs consumption
    thus grows faster
KEY FINDINGS
 Livestock has important economic linkages, esp.
  when we take into account complementarities
  with crop production
 Livestock growth increases incomes of the
  poor, particularly labor and land
 Livestock has marginally smaller
  consumption effects and with smaller
  productivity shocks, which means livestock
  needs to be taken seriously in food security
  policies
FUTURE EXTENSIONS
                By far the most important extension (in both
                 modelling contexts) - strengthening crop-livestock
                 interactions (e.g. crop residue)
                From social accounting to environmental accounting
                 (i.e., a third level nesting: biological => economic =>
                 environment)
                Livestock-environment interactions (the “long
                 shadow” story)
                Livestock-demographic-economic relationships (the
07/11/2011




                 livestock revolution story)                               20
THANK YOU!
07/11/2011




                          21

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

  • 1. THE ROLE OF LIVESTOCK IN THE ETHIOPIAN ECONOMY: A DYNAMIC CGE ANALYSIS Ayele Gelan, ILRI Ermias Engida, IFPRI/ESSP Stefano Caria, DRMFSS Taking Stock of the Economics of The Livestock 07/11/2011 Sector in Ethiopia, Addis Ababa, Ethiopia 1 November 4, 2011
  • 2. TOPICS OF DICUSSION  Study contexts and motivations  Approaches and methods  Overview of existing model and its modifications  Simulation results  07/11/2011 Concluding remarks and future research 2
  • 3. IMPORTANCE OF LIVESTOCK IN A DEVELOPING ECONOMY  Livestock’s macro roles are not often recognized • 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. CURRENT STUDY - APPROACHES  Developing a herd dynamic module  Coupling/integrating the herd dynamics module with the economy-wide model  Nesting 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., draft power as 07/11/2011 capital in cropping, breeding stocks as capital in 5 livestock, etc)
  • 6. 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
  • 7. Condensed and adapted SAM for Ethiopia (ETH birr million, 2005) Live Pro (P-1) Poultry (P-2) Institutions Milk (P-3) Non-ag-C Nonag-A oth facts Liv cap Oag-A Oag-C AEZ-1 AEZ-2 AEZ-3 AEZ-4 AEZ-5 Total S-I AEZ-1 0 0 0 0 0 0 0 0 0 114 6 71 0 0 0 0 191 Livestock AEZ-2 0 0 0 0 0 0 0 0 0 5553 180 1907 0 0 0 0 7640 activities AEZ-3 0 0 0 0 0 0 0 0 0 983 26 754 0 0 0 0 1763 by AEZs AEZ-4 0 0 0 0 0 0 0 0 0 3372 128 942 0 0 0 0 4442 AEZ-5 0 0 0 0 0 0 0 0 0 745 18 3205 0 0 0 0 3968 Oag-A 0 0 0 0 0 0 0 46974 19 0 0 0 0 0 0 0 46993 Nonag-A 0 0 0 0 0 0 0 234 121985 0 0 99 0 0 0 0 122318 Oag-C 0 0 0 0 0 2791 4610 0 0 0 0 0 0 0 48984 -173 56213 Non-ag-C 4 171 39 100 87 3025 52861 0 0 0 0 0 0 0 104730 31295 192314 Live Pro (P- 1) 0 0 0 0 0 0 940 0 0 0 0 0 0 0 7969 2229 11138 Livestock products Poultry (P-2) 0 0 0 0 0 0 32 0 0 0 0 0 0 0 343 8 383 Milk (P-3) 0 0 0 0 0 0 430 0 0 0 0 0 0 0 7042 0 7473 Liv cap 59 2313 540 1352 1210 880 0 0 0 0 0 0 0 0 0 0 6353 Factors oth facts 128 5155 1184 2990 2671 40297 63444 0 0 0 0 0 0 0 453 0 116323 Institutions 0 0 0 0 0 0 0 9005 70309 371 25 495 6353 116323 37153 0 240036 S-I 0 0 0 0 0 0 0 0 0 0 0 0 0 0 33360 2945 36305 Total 191 7640 1763 4442 3968 46993 122318 56213 192314 11138 383 7473 6353 116323 240036 36305
  • 8.
  • 9. DYNAMIC CGE MODEL FOR ETHIOPIA  We use Dorosh and Thurlow’s (2009) model • General equilibrium: the model represents different markets, all reaching equilibrium • Dynamic: the model is solved recursively  Model is calibrated for Ethiopia using 2005/06 EDRI Social Accounting Matrix • 5 AEZs, 97 activities, 66 commodities, 27 factors
  • 10. SIMULATION SCENARIOS Simulation Shocks  We simulate Total Factor Productivity BASE All Ag commodities grow at (TFP) shocks to various 98-07 trend subsectors CEREAL Cereals + vegetable/fruit + (38%) enset grow faster  Base growth follows 1998-2007 trend CASH CROP Cash crops and pulses (29%) + oilseeds grow faster  Additional shocks as in LIVESTOCK Livestock activities grow Dorosh Thurlow 2009 (33%) faster (obtained in discussions CAADP All Ag commodities grow with MoA and CAADP) faster
  • 11. … AGRI. SUB-SECTORS Weighted average of TFP shocks Size of sub-sector in 2005 to subsectors 22,000 Percentage 20,000 0.0% 2.0% 4.0% 6.0% 18,000 2.2% Cereal only Million Birr 4.3% 16,000 14,000 0.6% Cash crop only 2.4% 12,000 0.5% 10,000 Livestock only 3.1% Base Accerelated
  • 12.
  • 13. 90000 85000 80000 Million Birr 75000 70000 65000 60000 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 Base Cereal only Cash crop only Livestock only Agricultural GDP 2006-2015
  • 14. INTERSECTORAL LINKAGE EFFECTS • CEREAL has the highest Average growth rates 2009-15 sub-sector growth Sub-sector Ag sector GDP GDP BASE 3.7% 6.4% CEREAL 6.4% 4.6% 6.6% • But about the same aggregate agri. and GDP CASH CROP 4.1% 4.2% 6.5% growth effects LIVESTOCK 5.5% 4.5% 6.7% CAADP 5.9% 7.0% • Different economic linkages at wor
  • 15. LIVESTOCK AND EXPORT PERFORMANCE Shares of agricultural export value 2005-15 % change in total 1% export and real exchange rate 15% 10.5% 10.4% -1.0% -0.9% 10.3% -0.8% Percentage Percentage 10.2% -0.7% 10.1% -0.6% CEREAL 10.0% -0.5% 9.9% -0.4% 9.8% -0.3% 9.7% -0.2% CASH CROP 9.6% -0.1% 9.5% 0.0% LIVESTOCK 84% Export pct change Real EXR pct change (right axis)
  • 16. RELATIVE FACTOR INCOME EFFECTS % increase 2009-15 in factor income: poor HH Factor income of the poor Percentage 0% 20% 40% 60% 80% 100% 0% 10% 20% 30% 40% 50% humid lowland Labour humid cereal humid enset Land drought prone Livestock pastoralist Land Labour Livestock CEREAL CASH CROP LIVESTOCK
  • 17. REAL CONSUMPTION EFFECTS  The evolution of poor HHs Average growth rate 2009-15 of rural poor HHs food consumption consumption similar for Percentage each simulation 0.00% 1.00% 2.00% 3.00% 4.00% 5.00% BASE 3.58%  Price effects more than compensate lower income CEREAL 4.36% effect of CEREAL CASH CROPS 3.89% • Cereals about 25pct of whole consumption basket LIVESTOCK 4.02% • Rural poor HHs consumption thus grows faster
  • 18.
  • 19. KEY FINDINGS  Livestock has important economic linkages, esp. when we take into account complementarities with crop production  Livestock growth increases incomes of the poor, particularly labor and land  Livestock has marginally smaller consumption effects and with smaller productivity shocks, which means livestock needs to be taken seriously in food security policies
  • 20. FUTURE EXTENSIONS  By far the most important extension (in both modelling contexts) - strengthening crop-livestock interactions (e.g. crop residue)  From social accounting to environmental accounting (i.e., a third level nesting: biological => economic => environment)  Livestock-environment interactions (the “long shadow” story)  Livestock-demographic-economic relationships (the 07/11/2011 livestock revolution story) 20

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
  3. To answer these questions we analyse different sub-sector growth scenarios, using a dynamic CGE model for Ethiopia
  4. LIVESTOCK and CEREAL superior in pushing Ag GDP upDifferences though are small (same applies to overall GDP)Even if cereal had largest push and largest initial size…
  5. Livestock sub sector accounts for 15 pct of all export value (probably under-estimated)Yet, strongest export response under LIVESTOCK simulationReal EXR has a role in this: under LIVESTOCK it suffers the lowest real appreciation across simulation
  6. Livestock accounts for about 10 pct of factor ownership in 4 AEZs. The poor’s asset in hl, hc, ho and dp AEZs is predominatly labour. Land has a slightly smaller weight than livestockIn pastoralist areas, it accounts for more than 40 pctYet TFP increases stimulate economic linkages that raise income from labor and land the mostFrom a food security perspective, notice that CEREAL is still the simulation which is most effective at raising consumption of cereals of the poor. Although CEREAL has a smaller income effect, it also produces the lowest cereal prices across the simulations. The latter effect more than compensates for the formerNotice that the same dynamic would apply to income of ALL HHs as well.Also, notice that this translates in total income gains
  7. A dynamic general equilibrium model, adapted to better capture the livestock sector shows th