SlideShare a Scribd company logo
1 of 37
ETHIOPIAN DEVELOPMENT RESEARCH INSTITUTE Spatial Integration of livestock markets in Ethiopia: sheep, goats,  cocks, bulls and oxen Fantu Nisrane Bachewe and SeneshawTamiru International Food Policy Research Institute (IFPRI) (Ethiopia Strategy Support Program, ESSP-II) 9th International Conference on the Ethiopian Economy,  Ethiopian Economic Association (EEA)  Addis Ababa July 21-23 2011 1
Objectives Research Objectives: Study whether regional  livestock markets are integrated with each other and/or with the central (Addis Ababa) market. Check the level and speed of integration, if they are integrated. Methodology employed Threshold Autoregressive (TAR) model
The TAR Model Ө estimated by a grid search Assumes constant threshold/transaction cost (Ө) TCs (Ө) could vary depending on season, direction of trade, quality of roads and fuel prices
The TAR Model Following Van Campenhout (2007) The thresholds and adjustment parameters to vary with time, t.
What to expect If ρ = -1 perfect integration (100 % deviation transferred) ,[object Object]
adjustment is instantIf ρ=0 no integration  infinite half-life  The closer ρ is to -1 ,[object Object]
the lower the half-life.If ρ is positive,  ,[object Object]
not integrated,[object Object]
Results of Analysis Out of over 116 for bulls and 117 for oxen we chose some markets using three criterion,  number non-missing data unit-root tests, stationary price series dropped a reapplication of the first criteria in regions where closely situated markets are involved.  40 bulls and oxen markets selected, 780 market pairs, Only a limited number presented and discussed,  Integration with regional capitals Integration with Addis Ababa Amhara and Oromia have two bulls and oxen market clusters,
14 Results of market integration analysis: Sheep, Goats, and COCKS markets.
Generally, sheep markets are well integrated Amhara, Gambella, and Harari showing better integration Markets in Tigray and Oromiya Regions are less integrated Generally, transaction costs (as percentage of average price) declined over time
Generally, modest sheep market integration . Harari and Amhara showed relatively less intra-region sheep integration Markets in Gambella, Benishangul and Afar sowed relatively better integration Transaction cost between the Initial and Last period declined significantly
Generally, very week goat market integration between Addis Ababa and regional markets Markets in Afar, Somali, and SNNPR showed weaker integration  with Addis; while Gambella and Benishangul showing No Integration
Unlike their integration with Addis Ababa, most of the regional markets are well integrated to their regional Capital and/to others in the region Relatively weak integration in Afar, with Tigray and Oromiya showing fair level of integration Markets in Amhara didn’t show evidence of Integration
Moderate degree of Cock market integration between regional markets and Addis Ababa Transaction costs (as a %age of average price) declined significantly between the Initial and Last period
Generally, strong degree of intra-region Cock integration Market pairs in Tigray and Harari showed lesser degree of integration Transaction costs (as %age of average price) declined between the beginning and end
Summary  Sheep markets are well integrated with Addis Ababa. The speed of adjustment is fast (for most of the markets considered). Goat markets especially markets in Afar, Somali, and SNNPR showed weaker integration  with Addis; while Gambella and Benishangul showing No Integration.  The transaction costs are fairly high. Though there is strong within region goat market integration Cock markets are well integrated with a relatively high transaction costs. Generally, Bull and Oxen markets  are very well integrated both to Addis Ababa and within region.  Generally, transaction costs (as percentage of average price of market pairs) considerably declined over the beginning and end of the study period.
24 Results of market integration analysis: Bulls and oxen markets.
25
26
27
28
29
30
Summary of market integration analysis: Bulls Integration with regional capital Most selected markets integrated with respective regional capitals, Regions with larger rate of integration had relatively smaller initial thresholds (relative to average bulls price)  Among integrated markets, on average, price adjustments were instantaneous, except in two regions, Among integrated markets of Oromia and SNNP beginning thresholds exceed average bulls price, End period thresholds considerably lower, by 68 percent, relative to beginning thresholds,  ,[object Object],Distance based explanation only partly applicable.
Summary of market integration analysis: Bulls Integration with Addis Ababa Less than a third of selected markets integrated with Addis Ababa, Only 2 out of 7 in Amhara & 3 out of 10 in Oromia integrated with Addis Ababa When integrated speed of adjustment instantaneous, but Beginning threshold considerably larger than average price, End of period thresholds lower on average by 76 percent, Many large population markets integrated with Addis Ababa, irrespective of their distance ,[object Object],No market in pastoralist Afar, Somali,  & Negele integrated with Addis A. Non integrated are farther  away, but integration can not be fully explained by distance or trade route.
33
34
Summary of market integration analysis: Oxen Relatively large integration with regional capitals than with AA Prices adjust relatively fast if markets are integrated with regional capital,  Relatively smaller beginning thresholds among integrated with regional capitals, End of period thresholds were on average 70 and 75 percent lower among those integrated with regional and national capitals, resp.

More Related Content

More from essp2

More from essp2 (20)

Constrained Multiplier Analysis.pdf
Constrained Multiplier Analysis.pdfConstrained Multiplier Analysis.pdf
Constrained Multiplier Analysis.pdf
 
Unconstrained Multiplier Analysis.pptx
Unconstrained Multiplier Analysis.pptxUnconstrained Multiplier Analysis.pptx
Unconstrained Multiplier Analysis.pptx
 
1.Introduction to SAMs.pptx
1.Introduction to SAMs.pptx1.Introduction to SAMs.pptx
1.Introduction to SAMs.pptx
 
ESS Data from a Users Perspective
ESS Data from a Users Perspective ESS Data from a Users Perspective
ESS Data from a Users Perspective
 
Sustainable Food Systems
Sustainable Food Systems Sustainable Food Systems
Sustainable Food Systems
 
Impact of the PSNP (2006-2021)
Impact of the PSNP (2006-2021)Impact of the PSNP (2006-2021)
Impact of the PSNP (2006-2021)
 
Some Welfare Consequences of COVID-19 in Ethiopia
Some Welfare Consequences of COVID-19 in EthiopiaSome Welfare Consequences of COVID-19 in Ethiopia
Some Welfare Consequences of COVID-19 in Ethiopia
 
Improving evidence for better policy making in Ethiopia’s livestock sector
Improving evidence for better policy making in Ethiopia’s livestock sector Improving evidence for better policy making in Ethiopia’s livestock sector
Improving evidence for better policy making in Ethiopia’s livestock sector
 
The COVID-19 Pandemic and Food Security in Ethiopia – An Interim Analysis
The COVID-19 Pandemic and Food Security in Ethiopia – An Interim AnalysisThe COVID-19 Pandemic and Food Security in Ethiopia – An Interim Analysis
The COVID-19 Pandemic and Food Security in Ethiopia – An Interim Analysis
 
COVID-19 and its impact on Ethiopia’s agri-food system, food security, and nu...
COVID-19 and its impact on Ethiopia’s agri-food system, food security, and nu...COVID-19 and its impact on Ethiopia’s agri-food system, food security, and nu...
COVID-19 and its impact on Ethiopia’s agri-food system, food security, and nu...
 
Key Reforms in Agricultural Sector
Key Reforms in Agricultural SectorKey Reforms in Agricultural Sector
Key Reforms in Agricultural Sector
 
Parental Aspirations for Children's Education: Is There a "Girl Effect"? Expe...
Parental Aspirations for Children's Education: Is There a "Girl Effect"? Expe...Parental Aspirations for Children's Education: Is There a "Girl Effect"? Expe...
Parental Aspirations for Children's Education: Is There a "Girl Effect"? Expe...
 
AFFORDABILITY OF Nutritious foods IN ETHIOPIA
AFFORDABILITY OF Nutritious foods IN ETHIOPIAAFFORDABILITY OF Nutritious foods IN ETHIOPIA
AFFORDABILITY OF Nutritious foods IN ETHIOPIA
 
The EAT Lancet Publication: Implications for Nutrition Health and Planet
The EAT Lancet Publication: Implications for Nutrition Health and PlanetThe EAT Lancet Publication: Implications for Nutrition Health and Planet
The EAT Lancet Publication: Implications for Nutrition Health and Planet
 
Sustainable Undernutrition Reduction in Ethiopia (SURE): Evaluation studies
Sustainable Undernutrition Reduction in Ethiopia (SURE): Evaluation studies Sustainable Undernutrition Reduction in Ethiopia (SURE): Evaluation studies
Sustainable Undernutrition Reduction in Ethiopia (SURE): Evaluation studies
 
Policies and Programs on food and Nutrition in Ethiopia
Policies and Programs on food and Nutrition in EthiopiaPolicies and Programs on food and Nutrition in Ethiopia
Policies and Programs on food and Nutrition in Ethiopia
 
Integrated Use of Social and Behaviour Change Interventions Improved Compleme...
Integrated Use of Social and Behaviour Change Interventions Improved Compleme...Integrated Use of Social and Behaviour Change Interventions Improved Compleme...
Integrated Use of Social and Behaviour Change Interventions Improved Compleme...
 
Bottlenecks for healthy diets in Ethiopia
Bottlenecks for healthy diets in EthiopiaBottlenecks for healthy diets in Ethiopia
Bottlenecks for healthy diets in Ethiopia
 
Diets and stunting in Ethiopia
Diets and stunting in Ethiopia Diets and stunting in Ethiopia
Diets and stunting in Ethiopia
 
Irrigation-Nutrition Linkages
Irrigation-Nutrition LinkagesIrrigation-Nutrition Linkages
Irrigation-Nutrition Linkages
 

Recently uploaded

Call Girls From Pari Chowk Greater Noida ❤️8448577510 ⊹Best Escorts Service I...
Call Girls From Pari Chowk Greater Noida ❤️8448577510 ⊹Best Escorts Service I...Call Girls From Pari Chowk Greater Noida ❤️8448577510 ⊹Best Escorts Service I...
Call Girls From Pari Chowk Greater Noida ❤️8448577510 ⊹Best Escorts Service I...
lizamodels9
 
Call Girls Hebbal Just Call 👗 7737669865 👗 Top Class Call Girl Service Bangalore
Call Girls Hebbal Just Call 👗 7737669865 👗 Top Class Call Girl Service BangaloreCall Girls Hebbal Just Call 👗 7737669865 👗 Top Class Call Girl Service Bangalore
Call Girls Hebbal Just Call 👗 7737669865 👗 Top Class Call Girl Service Bangalore
amitlee9823
 
FULL ENJOY Call Girls In Majnu Ka Tilla, Delhi Contact Us 8377877756
FULL ENJOY Call Girls In Majnu Ka Tilla, Delhi Contact Us 8377877756FULL ENJOY Call Girls In Majnu Ka Tilla, Delhi Contact Us 8377877756
FULL ENJOY Call Girls In Majnu Ka Tilla, Delhi Contact Us 8377877756
dollysharma2066
 
Call Girls Kengeri Satellite Town Just Call 👗 7737669865 👗 Top Class Call Gir...
Call Girls Kengeri Satellite Town Just Call 👗 7737669865 👗 Top Class Call Gir...Call Girls Kengeri Satellite Town Just Call 👗 7737669865 👗 Top Class Call Gir...
Call Girls Kengeri Satellite Town Just Call 👗 7737669865 👗 Top Class Call Gir...
amitlee9823
 
Call Girls In DLf Gurgaon ➥99902@11544 ( Best price)100% Genuine Escort In 24...
Call Girls In DLf Gurgaon ➥99902@11544 ( Best price)100% Genuine Escort In 24...Call Girls In DLf Gurgaon ➥99902@11544 ( Best price)100% Genuine Escort In 24...
Call Girls In DLf Gurgaon ➥99902@11544 ( Best price)100% Genuine Escort In 24...
lizamodels9
 
FULL ENJOY Call Girls In Mahipalpur Delhi Contact Us 8377877756
FULL ENJOY Call Girls In Mahipalpur Delhi Contact Us 8377877756FULL ENJOY Call Girls In Mahipalpur Delhi Contact Us 8377877756
FULL ENJOY Call Girls In Mahipalpur Delhi Contact Us 8377877756
dollysharma2066
 
Russian Call Girls In Gurgaon ❤️8448577510 ⊹Best Escorts Service In 24/7 Delh...
Russian Call Girls In Gurgaon ❤️8448577510 ⊹Best Escorts Service In 24/7 Delh...Russian Call Girls In Gurgaon ❤️8448577510 ⊹Best Escorts Service In 24/7 Delh...
Russian Call Girls In Gurgaon ❤️8448577510 ⊹Best Escorts Service In 24/7 Delh...
lizamodels9
 
Call Girls Electronic City Just Call 👗 7737669865 👗 Top Class Call Girl Servi...
Call Girls Electronic City Just Call 👗 7737669865 👗 Top Class Call Girl Servi...Call Girls Electronic City Just Call 👗 7737669865 👗 Top Class Call Girl Servi...
Call Girls Electronic City Just Call 👗 7737669865 👗 Top Class Call Girl Servi...
amitlee9823
 

Recently uploaded (20)

Call Girls From Pari Chowk Greater Noida ❤️8448577510 ⊹Best Escorts Service I...
Call Girls From Pari Chowk Greater Noida ❤️8448577510 ⊹Best Escorts Service I...Call Girls From Pari Chowk Greater Noida ❤️8448577510 ⊹Best Escorts Service I...
Call Girls From Pari Chowk Greater Noida ❤️8448577510 ⊹Best Escorts Service I...
 
Call Girls Hebbal Just Call 👗 7737669865 👗 Top Class Call Girl Service Bangalore
Call Girls Hebbal Just Call 👗 7737669865 👗 Top Class Call Girl Service BangaloreCall Girls Hebbal Just Call 👗 7737669865 👗 Top Class Call Girl Service Bangalore
Call Girls Hebbal Just Call 👗 7737669865 👗 Top Class Call Girl Service Bangalore
 
Monthly Social Media Update April 2024 pptx.pptx
Monthly Social Media Update April 2024 pptx.pptxMonthly Social Media Update April 2024 pptx.pptx
Monthly Social Media Update April 2024 pptx.pptx
 
Value Proposition canvas- Customer needs and pains
Value Proposition canvas- Customer needs and painsValue Proposition canvas- Customer needs and pains
Value Proposition canvas- Customer needs and pains
 
FULL ENJOY Call Girls In Majnu Ka Tilla, Delhi Contact Us 8377877756
FULL ENJOY Call Girls In Majnu Ka Tilla, Delhi Contact Us 8377877756FULL ENJOY Call Girls In Majnu Ka Tilla, Delhi Contact Us 8377877756
FULL ENJOY Call Girls In Majnu Ka Tilla, Delhi Contact Us 8377877756
 
Call Girls Kengeri Satellite Town Just Call 👗 7737669865 👗 Top Class Call Gir...
Call Girls Kengeri Satellite Town Just Call 👗 7737669865 👗 Top Class Call Gir...Call Girls Kengeri Satellite Town Just Call 👗 7737669865 👗 Top Class Call Gir...
Call Girls Kengeri Satellite Town Just Call 👗 7737669865 👗 Top Class Call Gir...
 
Call Girls In DLf Gurgaon ➥99902@11544 ( Best price)100% Genuine Escort In 24...
Call Girls In DLf Gurgaon ➥99902@11544 ( Best price)100% Genuine Escort In 24...Call Girls In DLf Gurgaon ➥99902@11544 ( Best price)100% Genuine Escort In 24...
Call Girls In DLf Gurgaon ➥99902@11544 ( Best price)100% Genuine Escort In 24...
 
Call Girls Zirakpur👧 Book Now📱7837612180 📞👉Call Girl Service In Zirakpur No A...
Call Girls Zirakpur👧 Book Now📱7837612180 📞👉Call Girl Service In Zirakpur No A...Call Girls Zirakpur👧 Book Now📱7837612180 📞👉Call Girl Service In Zirakpur No A...
Call Girls Zirakpur👧 Book Now📱7837612180 📞👉Call Girl Service In Zirakpur No A...
 
FULL ENJOY Call Girls In Mahipalpur Delhi Contact Us 8377877756
FULL ENJOY Call Girls In Mahipalpur Delhi Contact Us 8377877756FULL ENJOY Call Girls In Mahipalpur Delhi Contact Us 8377877756
FULL ENJOY Call Girls In Mahipalpur Delhi Contact Us 8377877756
 
Falcon Invoice Discounting platform in india
Falcon Invoice Discounting platform in indiaFalcon Invoice Discounting platform in india
Falcon Invoice Discounting platform in india
 
Russian Call Girls In Gurgaon ❤️8448577510 ⊹Best Escorts Service In 24/7 Delh...
Russian Call Girls In Gurgaon ❤️8448577510 ⊹Best Escorts Service In 24/7 Delh...Russian Call Girls In Gurgaon ❤️8448577510 ⊹Best Escorts Service In 24/7 Delh...
Russian Call Girls In Gurgaon ❤️8448577510 ⊹Best Escorts Service In 24/7 Delh...
 
It will be International Nurses' Day on 12 May
It will be International Nurses' Day on 12 MayIt will be International Nurses' Day on 12 May
It will be International Nurses' Day on 12 May
 
(Anamika) VIP Call Girls Napur Call Now 8617697112 Napur Escorts 24x7
(Anamika) VIP Call Girls Napur Call Now 8617697112 Napur Escorts 24x7(Anamika) VIP Call Girls Napur Call Now 8617697112 Napur Escorts 24x7
(Anamika) VIP Call Girls Napur Call Now 8617697112 Napur Escorts 24x7
 
B.COM Unit – 4 ( CORPORATE SOCIAL RESPONSIBILITY ( CSR ).pptx
B.COM Unit – 4 ( CORPORATE SOCIAL RESPONSIBILITY ( CSR ).pptxB.COM Unit – 4 ( CORPORATE SOCIAL RESPONSIBILITY ( CSR ).pptx
B.COM Unit – 4 ( CORPORATE SOCIAL RESPONSIBILITY ( CSR ).pptx
 
Call Girls Electronic City Just Call 👗 7737669865 👗 Top Class Call Girl Servi...
Call Girls Electronic City Just Call 👗 7737669865 👗 Top Class Call Girl Servi...Call Girls Electronic City Just Call 👗 7737669865 👗 Top Class Call Girl Servi...
Call Girls Electronic City Just Call 👗 7737669865 👗 Top Class Call Girl Servi...
 
The Path to Product Excellence: Avoiding Common Pitfalls and Enhancing Commun...
The Path to Product Excellence: Avoiding Common Pitfalls and Enhancing Commun...The Path to Product Excellence: Avoiding Common Pitfalls and Enhancing Commun...
The Path to Product Excellence: Avoiding Common Pitfalls and Enhancing Commun...
 
VVVIP Call Girls In Greater Kailash ➡️ Delhi ➡️ 9999965857 🚀 No Advance 24HRS...
VVVIP Call Girls In Greater Kailash ➡️ Delhi ➡️ 9999965857 🚀 No Advance 24HRS...VVVIP Call Girls In Greater Kailash ➡️ Delhi ➡️ 9999965857 🚀 No Advance 24HRS...
VVVIP Call Girls In Greater Kailash ➡️ Delhi ➡️ 9999965857 🚀 No Advance 24HRS...
 
RSA Conference Exhibitor List 2024 - Exhibitors Data
RSA Conference Exhibitor List 2024 - Exhibitors DataRSA Conference Exhibitor List 2024 - Exhibitors Data
RSA Conference Exhibitor List 2024 - Exhibitors Data
 
Enhancing and Restoring Safety & Quality Cultures - Dave Litwiller - May 2024...
Enhancing and Restoring Safety & Quality Cultures - Dave Litwiller - May 2024...Enhancing and Restoring Safety & Quality Cultures - Dave Litwiller - May 2024...
Enhancing and Restoring Safety & Quality Cultures - Dave Litwiller - May 2024...
 
Famous Olympic Siblings from the 21st Century
Famous Olympic Siblings from the 21st CenturyFamous Olympic Siblings from the 21st Century
Famous Olympic Siblings from the 21st Century
 

Livestock Market Integration

  • 1. ETHIOPIAN DEVELOPMENT RESEARCH INSTITUTE Spatial Integration of livestock markets in Ethiopia: sheep, goats, cocks, bulls and oxen Fantu Nisrane Bachewe and SeneshawTamiru International Food Policy Research Institute (IFPRI) (Ethiopia Strategy Support Program, ESSP-II) 9th International Conference on the Ethiopian Economy, Ethiopian Economic Association (EEA) Addis Ababa July 21-23 2011 1
  • 2. Objectives Research Objectives: Study whether regional livestock markets are integrated with each other and/or with the central (Addis Ababa) market. Check the level and speed of integration, if they are integrated. Methodology employed Threshold Autoregressive (TAR) model
  • 3. The TAR Model Ө estimated by a grid search Assumes constant threshold/transaction cost (Ө) TCs (Ө) could vary depending on season, direction of trade, quality of roads and fuel prices
  • 4. The TAR Model Following Van Campenhout (2007) The thresholds and adjustment parameters to vary with time, t.
  • 5.
  • 6.
  • 7.
  • 8.
  • 9.
  • 10.
  • 11.
  • 12.
  • 13.
  • 14. Results of Analysis Out of over 116 for bulls and 117 for oxen we chose some markets using three criterion, number non-missing data unit-root tests, stationary price series dropped a reapplication of the first criteria in regions where closely situated markets are involved. 40 bulls and oxen markets selected, 780 market pairs, Only a limited number presented and discussed, Integration with regional capitals Integration with Addis Ababa Amhara and Oromia have two bulls and oxen market clusters,
  • 15.
  • 16. 14 Results of market integration analysis: Sheep, Goats, and COCKS markets.
  • 17. Generally, sheep markets are well integrated Amhara, Gambella, and Harari showing better integration Markets in Tigray and Oromiya Regions are less integrated Generally, transaction costs (as percentage of average price) declined over time
  • 18.
  • 19. Generally, modest sheep market integration . Harari and Amhara showed relatively less intra-region sheep integration Markets in Gambella, Benishangul and Afar sowed relatively better integration Transaction cost between the Initial and Last period declined significantly
  • 20. Generally, very week goat market integration between Addis Ababa and regional markets Markets in Afar, Somali, and SNNPR showed weaker integration with Addis; while Gambella and Benishangul showing No Integration
  • 21. Unlike their integration with Addis Ababa, most of the regional markets are well integrated to their regional Capital and/to others in the region Relatively weak integration in Afar, with Tigray and Oromiya showing fair level of integration Markets in Amhara didn’t show evidence of Integration
  • 22. Moderate degree of Cock market integration between regional markets and Addis Ababa Transaction costs (as a %age of average price) declined significantly between the Initial and Last period
  • 23. Generally, strong degree of intra-region Cock integration Market pairs in Tigray and Harari showed lesser degree of integration Transaction costs (as %age of average price) declined between the beginning and end
  • 24.
  • 25. Summary Sheep markets are well integrated with Addis Ababa. The speed of adjustment is fast (for most of the markets considered). Goat markets especially markets in Afar, Somali, and SNNPR showed weaker integration with Addis; while Gambella and Benishangul showing No Integration. The transaction costs are fairly high. Though there is strong within region goat market integration Cock markets are well integrated with a relatively high transaction costs. Generally, Bull and Oxen markets are very well integrated both to Addis Ababa and within region. Generally, transaction costs (as percentage of average price of market pairs) considerably declined over the beginning and end of the study period.
  • 26. 24 Results of market integration analysis: Bulls and oxen markets.
  • 27. 25
  • 28. 26
  • 29. 27
  • 30. 28
  • 31. 29
  • 32. 30
  • 33.
  • 34.
  • 35. 33
  • 36. 34
  • 37. Summary of market integration analysis: Oxen Relatively large integration with regional capitals than with AA Prices adjust relatively fast if markets are integrated with regional capital, Relatively smaller beginning thresholds among integrated with regional capitals, End of period thresholds were on average 70 and 75 percent lower among those integrated with regional and national capitals, resp.
  • 38. 36 Summary and Key findings
  • 39. Summary and Key findings Similarity between bulls and oxen markets: Better integration with regional capitals than with Addis Ababa, Simultaneous adjustment and larger beginning threshold if market is integrated in both cattle markets, Differences between bulls and oxen markets Among integrated with regional capitals large proportion integrated in both cattle market while among those integrated with Addis Ababa larger proportion integrated in only oxen markets, Similar with bulls markets except that speed of price adjustment is relatively fast between regional markets than with Addis Ababa Oxen market relatively more integrated with both regional capitals and Addis Ababa.

Editor's Notes

  1. Research Objectives Being part of a larger project that is aimed at examining a sector little studied this section of the study is aimed at assessing if and how regional and central markets are integrated, and Identify factors that play significant role in affecting livestock price formation and study how these factors influence livestock pricing and possibly study if and how they affect trade routesTo achieve these objectives we propose: Integration of markets is intended to be investigated using threshold autoregression model We are gathering data relevant to study price formation and surveying what econometric model to use
  2. Distance based explanation only partly applicable, for instance Awassa not integrated with closer markets while it is with bonga
  3. Many large population markets integrated with Addis Ababa, irrespective of distanceEnd of period thresholds lower on average by 76 percent than beginning
  4. Distance based explanation only partly applicable, for instance Awassa not integrated with closer markets while it is with bonga