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ETHIOPIAN DEVELOPMENT
                                       RESEARCH INSTITUTE




Structural transformation in Ethiopia:
    Evidence from cereal markets
                Bart Minten, David Stifel,
                Seneshaw Tamiru
                IFPRI ESSP-II

                Ethiopian Economic Association
                Conference
                July 19-21, 2012
                Addis Ababa



                                                               1
I. Introduction

• Food prices and market functioning of large interest in
  developing countries, especially since global food crisis
• Look in this paper at cereal market transformation and
  cereal prices in Ethiopia
• Important topic: 1/ cereals about three-quarters of area
  planted in Ethiopia and half of consumer expenditures;
  2/ Explicit purpose of government to stimulate market
  transformation



                                                              2
II. Data and methodology

• Price data: Use monthly data from the Ethiopian Grain
  Trading Enterprise (EGTE);
• Wholesale market survey: Conducted on the biggest
  wholesale markets in the country (31). Focus groups of
  transporters as well as for specific cereal crops (teff,
  sorghum, wheat, maize, barley): 71 focus groups in total




                                                             3
III. Five drivers for structural transformation
                in cereal markets

1.   Economic and income growth
2.   Urbanization and increase in commercial surplus
3.   Roads and transportation costs
4.   Access to mobile phones
5.   Cooperatives




                                                       4
Driver 1: Economic growth
• Ethiopia one of the fastest growing economies in the
  world (remarkable for Africa as no oil)
                           Figure 4: Annual GDP growth in Ethiopia
        16

        14

        12

        10

        8
                                                 GDP at constant market prices (Govt. of Ethiopia)
        6
    %




                                                 GDP per capita, PPP (constant 2005 international $) (World Bank;
        4                                        World Development Indicators)
        2

        0
             2001   2002        2003      2004      2005        2006        2007        2008         2009     2010
        -2

        -4




                                                                                                                     5
Impact of economic growth on food markets
2 factors matter:
1. Extent to which incomes of people grow and for which
    type of people (urban/rural): Some evidence of this
    (15% consumption growth between 2004/05 and
    2000/01; poverty reduction from 38% to 29% between
    2004/2005 and 2010/2011 (HICES, CSA))
2. How do consumers change consumption with
    increasing income? Demand analysis shows that people
    shift to high-value crops but also to superior
    cereals, such as teff; lower demand elasticities for
    sorghum and maize

                                                       6
Driver 2: Urbanization and increasing
                 commercial surplus
• Over 10 years: growth of urban population of 44% or 3.7
  million people; using reasonable assumptions, leading to
  500,000 tons of extra shipment of cereals to urban
  areas, or 65,000 truck loads of 7.5 tons (FSR truck), or
  650 additional cereal trucks per year (assuming 100
  complete cycles a year)
• Increasing commercial surplus of cereals confirmed by
  national statistics (from CSA): increased by 117% over the
  last ten years


                                                          7
Driver 3: Change in transportation costs
      Real transportation costs between cereal wholesale
160            markets (2011 prices; birr/quintal)
140

120

100

 80
                     mean

 60                  median

 40

 20

 0
      2001   2002   2003      2004   2005   2006   2007   2008   2009   2010   2011




                                                                                      8
Driver 4: Access to mobile phones
• Increasing access to mobile phones by traders and
  brokers
                             Start-up year of mobile phone use by brokers and traders on
                100
                              wholesale markets (Cumulative percentage over markets)
                              % of markets covered
                90
                              50% of traders use mobile
                80
                              100% of traders use mobile
                70            50% of brokers use mobile
                60
 % of markets




                              100% of brokers use mobile

                50

                40

                30

                20

                10

                  0
                      2000     2001       2002       2003   2004   2005   2006   2007   2008   2009   2010   2011




                                                                                                                    9
Increasingly commercial deals done over the
                     mobile phone
                                                           " Are mobile "Were fixed
                                                           phones used phones used
Use of phone by traders (% of traders; mean)                  to…"?       to…"?
"… inform/transmit prices"                                      86          47

"… agree on prices (plus quantity/quality) with sellers"       36           14
"… request a show-up (quantity requested but without
price agreements) with sellers"                                38           16

"… agree deals (prices and quantity) with transporters"        40           6

"… agree on prices (plus quantity/quality) with buyers"        46           19
"… follow-up payments with buyers/sellers"                     81           31



                                                                                 10
Driver 5: Cooperatives
• Agricultural cooperatives important strategy by
  government but relatively less important in cereal
  output markets; over the top now?
                   Average share of the cereals sold by cooperatives on cereal
                    wholesale markets (as reported by traders' focus groups)
     10



     8
                                                                                              teff (25 markets)
                                                                                              barley (5 markets)
     6
                                                                                              wheat (16 markets)
 %




                                                                                              sorghum (5 markets)
     4                                                                                        maize (20 markets)



     2



     0
          2000   2001   2002   2003   2004   2005   2006   2007   2008   2009   2010   2011




                                                                                                                    11
Possible impact of changes in these 4 drivers on
             cereal price behavior
 • Income growth, urbanization, and cooperatives:
   larger quantities traded, economies of scale, possibly
   leading to lower margins (for same distances
   traveled);
 • Mobile phones and transport costs changes: more
   efficient marketing system, leading to lower margins;
 • Changes in preferences because of income growth:
   possible effect on quality premiums, if supply
   changes slower than demand changes



                                                            12
Price behavior:

- Run regressions of the form:
Log(real price of cereal i) = f(year*month, market
location, quality, grain/flour, retail/wholesale)
- Test for structural change by comparing size of
coefficients in the period 2001-2005 versus 2006-2011




                                                        13
IV. Spatial price variation
• Ethiopia very diverse agro-ecologies; spatial
  specialization
• Broad generalization: Major commercial cereal
  production areas in West and South of country
  (maize/wheat/barley); cereal deficit areas in North
  (Tigray/Mekelle) and East (e.g. Dire Dawa)




                                                        14
Regression results
1. Addis biggest city but not highest price; mostly found in
   Eastern and Northern part of the country, i.e. the food
   deficit areas;
2. Price differences between markets are
   declining, especially so between receiving markets
   (Dire Dawa/Mekelle) and Addis (9 out of 10 tests
   significant)
3. Price variation between markets is declining over time:
   Difference between highest and lowest coefficient
   declined by 11%, 27%,28%, and 22% (exception is
   sorghum).
                                                           15
However, variability of ratios
                                            Real prices differences of maize between the wholesale
                              300
                                              markets of Addis compared to Mekelle and Nekemt

                              200
Birr/quintal in 2011 prices




                              100



                                0
                                     2001




                                             2002




                                                    2003




                                                           2004




                                                                  2005




                                                                         2006




                                                                                          2008




                                                                                                 2009




                                                                                                        2010




                                                                                                               2011
                              -100


                                                                                Mekelle
                              -200
                                                                                Nekemt


                              -300




                                                                                                                      16
V. Margins

• Quality premiums are significant (white cereals usually
  preferred over mixed ones; price premiums of about 8-
  15%) and higher in Addis than in rest of country; but little
  changes are seen over time;
• Retail margins declining (7 out of 10 tests show
  significant decline; all significant in Addis)




                                                             17
• Milling margins significantly declining over time; dropped
  in half in 2010 versus 2001
• 6 out of 8 tests show significant decline of flour/grain
  ratio; all significant in Addis
                      Real milling costs over time
            (costs of milling 100 kgs of cereals; CSA data)
 18
 16
 14
 12
 10
  8
  6
  4
  2
  0




                                                               18
VI. Conclusions

• Important structural changes in cereal economy in
  Ethiopia in last decade (fast economic growth;
  urbanization; drop transportation costs; universal access
  to mobile phones)
• Impact on performance indicator, as measured by prices
  (No changes in quality premiums but significant declines
  in retail, milling and spatial margins)




                                                              19
Conclusions
• Room for improvement:
 1/ Despite road improvements, Ethiopia has one of the
 lowest road densities in the world
 2/ Even with roads available, transport costs still relatively
 high and more competition would help push transport
 prices down
 3/ Access to cellphone widespread for traders and
 brokers, but penetration with farmers still relatively small
 4/Price volatility an issue, sometimes linked with ad hoc
 policy decisions


                                                                  20

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Structural transformation in ethiopia evidence from cereal market

  • 1. ETHIOPIAN DEVELOPMENT RESEARCH INSTITUTE Structural transformation in Ethiopia: Evidence from cereal markets Bart Minten, David Stifel, Seneshaw Tamiru IFPRI ESSP-II Ethiopian Economic Association Conference July 19-21, 2012 Addis Ababa 1
  • 2. I. Introduction • Food prices and market functioning of large interest in developing countries, especially since global food crisis • Look in this paper at cereal market transformation and cereal prices in Ethiopia • Important topic: 1/ cereals about three-quarters of area planted in Ethiopia and half of consumer expenditures; 2/ Explicit purpose of government to stimulate market transformation 2
  • 3. II. Data and methodology • Price data: Use monthly data from the Ethiopian Grain Trading Enterprise (EGTE); • Wholesale market survey: Conducted on the biggest wholesale markets in the country (31). Focus groups of transporters as well as for specific cereal crops (teff, sorghum, wheat, maize, barley): 71 focus groups in total 3
  • 4. III. Five drivers for structural transformation in cereal markets 1. Economic and income growth 2. Urbanization and increase in commercial surplus 3. Roads and transportation costs 4. Access to mobile phones 5. Cooperatives 4
  • 5. Driver 1: Economic growth • Ethiopia one of the fastest growing economies in the world (remarkable for Africa as no oil) Figure 4: Annual GDP growth in Ethiopia 16 14 12 10 8 GDP at constant market prices (Govt. of Ethiopia) 6 % GDP per capita, PPP (constant 2005 international $) (World Bank; 4 World Development Indicators) 2 0 2001 2002 2003 2004 2005 2006 2007 2008 2009 2010 -2 -4 5
  • 6. Impact of economic growth on food markets 2 factors matter: 1. Extent to which incomes of people grow and for which type of people (urban/rural): Some evidence of this (15% consumption growth between 2004/05 and 2000/01; poverty reduction from 38% to 29% between 2004/2005 and 2010/2011 (HICES, CSA)) 2. How do consumers change consumption with increasing income? Demand analysis shows that people shift to high-value crops but also to superior cereals, such as teff; lower demand elasticities for sorghum and maize 6
  • 7. Driver 2: Urbanization and increasing commercial surplus • Over 10 years: growth of urban population of 44% or 3.7 million people; using reasonable assumptions, leading to 500,000 tons of extra shipment of cereals to urban areas, or 65,000 truck loads of 7.5 tons (FSR truck), or 650 additional cereal trucks per year (assuming 100 complete cycles a year) • Increasing commercial surplus of cereals confirmed by national statistics (from CSA): increased by 117% over the last ten years 7
  • 8. Driver 3: Change in transportation costs Real transportation costs between cereal wholesale 160 markets (2011 prices; birr/quintal) 140 120 100 80 mean 60 median 40 20 0 2001 2002 2003 2004 2005 2006 2007 2008 2009 2010 2011 8
  • 9. Driver 4: Access to mobile phones • Increasing access to mobile phones by traders and brokers Start-up year of mobile phone use by brokers and traders on 100 wholesale markets (Cumulative percentage over markets) % of markets covered 90 50% of traders use mobile 80 100% of traders use mobile 70 50% of brokers use mobile 60 % of markets 100% of brokers use mobile 50 40 30 20 10 0 2000 2001 2002 2003 2004 2005 2006 2007 2008 2009 2010 2011 9
  • 10. Increasingly commercial deals done over the mobile phone " Are mobile "Were fixed phones used phones used Use of phone by traders (% of traders; mean) to…"? to…"? "… inform/transmit prices" 86 47 "… agree on prices (plus quantity/quality) with sellers" 36 14 "… request a show-up (quantity requested but without price agreements) with sellers" 38 16 "… agree deals (prices and quantity) with transporters" 40 6 "… agree on prices (plus quantity/quality) with buyers" 46 19 "… follow-up payments with buyers/sellers" 81 31 10
  • 11. Driver 5: Cooperatives • Agricultural cooperatives important strategy by government but relatively less important in cereal output markets; over the top now? Average share of the cereals sold by cooperatives on cereal wholesale markets (as reported by traders' focus groups) 10 8 teff (25 markets) barley (5 markets) 6 wheat (16 markets) % sorghum (5 markets) 4 maize (20 markets) 2 0 2000 2001 2002 2003 2004 2005 2006 2007 2008 2009 2010 2011 11
  • 12. Possible impact of changes in these 4 drivers on cereal price behavior • Income growth, urbanization, and cooperatives: larger quantities traded, economies of scale, possibly leading to lower margins (for same distances traveled); • Mobile phones and transport costs changes: more efficient marketing system, leading to lower margins; • Changes in preferences because of income growth: possible effect on quality premiums, if supply changes slower than demand changes 12
  • 13. Price behavior: - Run regressions of the form: Log(real price of cereal i) = f(year*month, market location, quality, grain/flour, retail/wholesale) - Test for structural change by comparing size of coefficients in the period 2001-2005 versus 2006-2011 13
  • 14. IV. Spatial price variation • Ethiopia very diverse agro-ecologies; spatial specialization • Broad generalization: Major commercial cereal production areas in West and South of country (maize/wheat/barley); cereal deficit areas in North (Tigray/Mekelle) and East (e.g. Dire Dawa) 14
  • 15. Regression results 1. Addis biggest city but not highest price; mostly found in Eastern and Northern part of the country, i.e. the food deficit areas; 2. Price differences between markets are declining, especially so between receiving markets (Dire Dawa/Mekelle) and Addis (9 out of 10 tests significant) 3. Price variation between markets is declining over time: Difference between highest and lowest coefficient declined by 11%, 27%,28%, and 22% (exception is sorghum). 15
  • 16. However, variability of ratios Real prices differences of maize between the wholesale 300 markets of Addis compared to Mekelle and Nekemt 200 Birr/quintal in 2011 prices 100 0 2001 2002 2003 2004 2005 2006 2008 2009 2010 2011 -100 Mekelle -200 Nekemt -300 16
  • 17. V. Margins • Quality premiums are significant (white cereals usually preferred over mixed ones; price premiums of about 8- 15%) and higher in Addis than in rest of country; but little changes are seen over time; • Retail margins declining (7 out of 10 tests show significant decline; all significant in Addis) 17
  • 18. • Milling margins significantly declining over time; dropped in half in 2010 versus 2001 • 6 out of 8 tests show significant decline of flour/grain ratio; all significant in Addis Real milling costs over time (costs of milling 100 kgs of cereals; CSA data) 18 16 14 12 10 8 6 4 2 0 18
  • 19. VI. Conclusions • Important structural changes in cereal economy in Ethiopia in last decade (fast economic growth; urbanization; drop transportation costs; universal access to mobile phones) • Impact on performance indicator, as measured by prices (No changes in quality premiums but significant declines in retail, milling and spatial margins) 19
  • 20. Conclusions • Room for improvement: 1/ Despite road improvements, Ethiopia has one of the lowest road densities in the world 2/ Even with roads available, transport costs still relatively high and more competition would help push transport prices down 3/ Access to cellphone widespread for traders and brokers, but penetration with farmers still relatively small 4/Price volatility an issue, sometimes linked with ad hoc policy decisions 20