What attributes do Uganda pig traders
consider to maximize returns and utility?: A
choice experiment application
Nadhem Mtimet, Emily Ouma and Derek Baker
International Livestock Research Institute
Pictures
Emily A. Ouma
e.a.ouma@cgiar.org ● Box 24384 Kampala ● +256 39-2-081154/5
Kampala Uganda ● ilri.org
This project is funded by IFAD/EU
This document is licensed for use under a Creative Commons Attribution –Non commercial-Share Alike 3.0
Unported License June 2012
September 2013
Actors in a Typical Pig Value Chain
Farmers working on the seasonal calendar
Background and rationale
 Pig production is increasingly becoming an important economic activity for
smallholder famers, especially women: about 32% of women currently
involved in pig production compared to only 15% 10 years ago (UBOS, 2009).
 They lack voice and bargaining power as they are not organised and
individually sell their pigs to traders at farm gate.
 Main market outlets include neighbor-hood butchers (60%) and live pig
traders (20%).
 Price is determined by traders based on visual estimates of carcass-weight
equivalent of the live pigs and other factors that are never clear to the
farmers. Has resulted in mistrust by the farmers who often lack capacity to
make such estimates
 Purpose: Investigate the attributes preferred by the pig traders in order to
inform farmers to produce pigs that meet the needs of the market.
Butchery traders in Gulu district
Choice experiment methodology
 Based on Lancasterian consumer framework and random utility
theory.
o Focus on attributes that a good posses
 Step 1 : 6 attributes were identified by traders as important.
o Weight and purchase price of the pig
o Apparent health
o Age
o Pig type (female, castrated male, un-castrated male)
o Pig back-fat layer
 Step 2: Different levels associated with each of the attributes
were identified.
 Step 3: Run a fractional factorial experimental design to come up
with the optimal attribute level combinations. Result was a total
of 12 choice sets each with 3 choice alternatives.
 Step 4: Choice experiment surveys administered to 42 pig traders
in Mukono and Kamuli districts between May and July 2013.
 Step 5: Modeling using conditional logit to obtain estimates of the
values of each attribute.
Pig trader participating in a choice experiment
interview in Ntenjeru in Mukono district
Attribute Coefficient Standard
error
P-values
Good apparent health 1.922 0.176 0.000
Thin fat layer 0.464 0.144 0.001
Age of the pig -0.072 0.012 0.000
Female -0.041 0.159 0.799
Un-castrated male -0.440 0.205 0.032
Price (in ‘000’) 0.016 0.008 0.041
Price2 -0.000 0.000 0.084
Log likelihood function = -262.377; Pseudo-R2 = 0.3137;
N=1044
Conditional logit model results
Results
 Preferred pig attributes:
o Apparent good health - strongly preferred.
o Thin fat layer compared to thick layer.
o Young (6-12 months compared to 24 months)
o Castrated males most preferred followed by the females
 Price linked to quality of pigs (+positive first order coefficient and –
negative quadratic form): utility associated with increasing prices up
to a point where further increment results in diminishing utility)
Next steps
 Interact choice variables with socio-demographic characteristics of
the traders

More Related Content

PDF
Factors Influencing the Choice of Promotional Practices of Agricultural Equip...
PDF
Risk assessment and health research in Vietnam: A first special issue of the ...
PDF
Pilot tool: Spatial analysis for investment targeting
PDF
ILRI in East and Southeast Asia: Summary of current profile and emerging prio...
PDF
Integrating gender equity and empowerment in the Dairy Goat and Root Crop Pro...
PDF
Highlights from impact assessments ILRI and Livestock and Fish CRP
PDF
Food safety related to pork consumption: A rapid integrated assessment in Hun...
PDF
Accelerating CBPP research towards a better vaccine through the application o...
Factors Influencing the Choice of Promotional Practices of Agricultural Equip...
Risk assessment and health research in Vietnam: A first special issue of the ...
Pilot tool: Spatial analysis for investment targeting
ILRI in East and Southeast Asia: Summary of current profile and emerging prio...
Integrating gender equity and empowerment in the Dairy Goat and Root Crop Pro...
Highlights from impact assessments ILRI and Livestock and Fish CRP
Food safety related to pork consumption: A rapid integrated assessment in Hun...
Accelerating CBPP research towards a better vaccine through the application o...

Similar to What attributes do Uganda pig traders consider to maximize returns and utility?: A choice experiment application (20)

PDF
Using choice experiments: Facilitating priority setting in provision of anima...
PPTX
Assessing sheep traders’ preferences in Kenya: A best-worst experiment from K...
PPTX
economic Traits of swine
PDF
Farmer demand and willingness-to-pay for sweetpotato silage-based diet as pig...
PPTX
More milk in Tanzania: Participation in Dairy Market Hub
PPTX
Uganda Pig Genetics
PDF
Investigation of how improved pig-feeding changes the well-being of poor Ugan...
PDF
UNIT 5- ECONOMIC TRAIT.pdf
PDF
The smallholder pig value chains development in Uganda (SPVCD) project: Where...
PPTX
Ahmed usman Research proposal final ppts.pptx
PPTX
Major economic traits of cattle and buffalo
PPTX
Uganda pig genetics
PDF
Assessing Ugandan pork butchers’ practices and their perception of customers’...
PDF
The Uganda pig value chain: Constraints and characteristics of actors
PPTX
Farmers’ preference for bundled input-output markets: Implications for adapti...
PDF
Participatory research for development to upgrade smallholder pig value chai...
PPTX
How the goat industry can benefit from NSIP
PDF
Safe Food, Fair Food in Uganda
PPTX
Profiting from pigs in Rwanda: Improving people’s lives and livelihoods thro...
PDF
Farmer-desired attributes for a peste des petits ruminants vaccination strate...
Using choice experiments: Facilitating priority setting in provision of anima...
Assessing sheep traders’ preferences in Kenya: A best-worst experiment from K...
economic Traits of swine
Farmer demand and willingness-to-pay for sweetpotato silage-based diet as pig...
More milk in Tanzania: Participation in Dairy Market Hub
Uganda Pig Genetics
Investigation of how improved pig-feeding changes the well-being of poor Ugan...
UNIT 5- ECONOMIC TRAIT.pdf
The smallholder pig value chains development in Uganda (SPVCD) project: Where...
Ahmed usman Research proposal final ppts.pptx
Major economic traits of cattle and buffalo
Uganda pig genetics
Assessing Ugandan pork butchers’ practices and their perception of customers’...
The Uganda pig value chain: Constraints and characteristics of actors
Farmers’ preference for bundled input-output markets: Implications for adapti...
Participatory research for development to upgrade smallholder pig value chai...
How the goat industry can benefit from NSIP
Safe Food, Fair Food in Uganda
Profiting from pigs in Rwanda: Improving people’s lives and livelihoods thro...
Farmer-desired attributes for a peste des petits ruminants vaccination strate...
Ad

More from ILRI (20)

PPTX
How the small-scale low biosecurity sector could be transformed into a more b...
PPTX
Small ruminant keepers’ knowledge, attitudes and practices towards peste des ...
PDF
Small ruminant keepers’ knowledge, attitudes and practices towards peste des ...
PPTX
A training, certification and marketing scheme for informal dairy vendors in ...
PDF
Milk safety and child nutrition impacts of the MoreMilk training, certificati...
PPTX
Preventing the next pandemic: a 12-slide primer on emerging zoonotic diseases
PPTX
Preventing preventable diseases: a 12-slide primer on foodborne disease
PPTX
Preventing a post-antibiotic era: a 12-slide primer on antimicrobial resistance
PPTX
Food safety research in low- and middle-income countries
PPTX
Food safety research LMIC
PPTX
The application of One Health: Observations from eastern and southern Africa
PDF
One Health in action: Perspectives from 10 years in the field
PPTX
Reservoirs of pathogenic Leptospira species in Uganda
PDF
Minyoo ya mbwa
PDF
Parasites in dogs
PDF
Assessing meat microbiological safety and associated handling practices in bu...
PDF
Ecological factors associated with abundance and distribution of mosquito vec...
PPTX
Livestock in the agrifood systems transformation
PDF
Development of a fluorescent RBL reporter system for diagnosis of porcine cys...
PDF
Practices and drivers of antibiotic use in Kenyan smallholder dairy farms
How the small-scale low biosecurity sector could be transformed into a more b...
Small ruminant keepers’ knowledge, attitudes and practices towards peste des ...
Small ruminant keepers’ knowledge, attitudes and practices towards peste des ...
A training, certification and marketing scheme for informal dairy vendors in ...
Milk safety and child nutrition impacts of the MoreMilk training, certificati...
Preventing the next pandemic: a 12-slide primer on emerging zoonotic diseases
Preventing preventable diseases: a 12-slide primer on foodborne disease
Preventing a post-antibiotic era: a 12-slide primer on antimicrobial resistance
Food safety research in low- and middle-income countries
Food safety research LMIC
The application of One Health: Observations from eastern and southern Africa
One Health in action: Perspectives from 10 years in the field
Reservoirs of pathogenic Leptospira species in Uganda
Minyoo ya mbwa
Parasites in dogs
Assessing meat microbiological safety and associated handling practices in bu...
Ecological factors associated with abundance and distribution of mosquito vec...
Livestock in the agrifood systems transformation
Development of a fluorescent RBL reporter system for diagnosis of porcine cys...
Practices and drivers of antibiotic use in Kenyan smallholder dairy farms
Ad

Recently uploaded (20)

PPTX
Internet of Everything -Basic concepts details
PPTX
AI-driven Assurance Across Your End-to-end Network With ThousandEyes
PDF
MENA-ECEONOMIC-CONTEXT-VC MENA-ECEONOMIC
PDF
5-Ways-AI-is-Revolutionizing-Telecom-Quality-Engineering.pdf
PPTX
SGT Report The Beast Plan and Cyberphysical Systems of Control
PDF
Accessing-Finance-in-Jordan-MENA 2024 2025.pdf
PDF
Planning-an-Audit-A-How-To-Guide-Checklist-WP.pdf
PDF
Produktkatalog für HOBO Datenlogger, Wetterstationen, Sensoren, Software und ...
PDF
Transform-Your-Streaming-Platform-with-AI-Driven-Quality-Engineering.pdf
PDF
LMS bot: enhanced learning management systems for improved student learning e...
PDF
Early detection and classification of bone marrow changes in lumbar vertebrae...
PDF
Convolutional neural network based encoder-decoder for efficient real-time ob...
PPTX
GROUP4NURSINGINFORMATICSREPORT-2 PRESENTATION
PDF
The-Future-of-Automotive-Quality-is-Here-AI-Driven-Engineering.pdf
PPTX
agenticai-neweraofintelligence-250529192801-1b5e6870.pptx
PDF
giants, standing on the shoulders of - by Daniel Stenberg
PDF
The-2025-Engineering-Revolution-AI-Quality-and-DevOps-Convergence.pdf
PDF
“A New Era of 3D Sensing: Transforming Industries and Creating Opportunities,...
PDF
Transform-Your-Supply-Chain-with-AI-Driven-Quality-Engineering.pdf
PPT
Galois Field Theory of Risk: A Perspective, Protocol, and Mathematical Backgr...
Internet of Everything -Basic concepts details
AI-driven Assurance Across Your End-to-end Network With ThousandEyes
MENA-ECEONOMIC-CONTEXT-VC MENA-ECEONOMIC
5-Ways-AI-is-Revolutionizing-Telecom-Quality-Engineering.pdf
SGT Report The Beast Plan and Cyberphysical Systems of Control
Accessing-Finance-in-Jordan-MENA 2024 2025.pdf
Planning-an-Audit-A-How-To-Guide-Checklist-WP.pdf
Produktkatalog für HOBO Datenlogger, Wetterstationen, Sensoren, Software und ...
Transform-Your-Streaming-Platform-with-AI-Driven-Quality-Engineering.pdf
LMS bot: enhanced learning management systems for improved student learning e...
Early detection and classification of bone marrow changes in lumbar vertebrae...
Convolutional neural network based encoder-decoder for efficient real-time ob...
GROUP4NURSINGINFORMATICSREPORT-2 PRESENTATION
The-Future-of-Automotive-Quality-is-Here-AI-Driven-Engineering.pdf
agenticai-neweraofintelligence-250529192801-1b5e6870.pptx
giants, standing on the shoulders of - by Daniel Stenberg
The-2025-Engineering-Revolution-AI-Quality-and-DevOps-Convergence.pdf
“A New Era of 3D Sensing: Transforming Industries and Creating Opportunities,...
Transform-Your-Supply-Chain-with-AI-Driven-Quality-Engineering.pdf
Galois Field Theory of Risk: A Perspective, Protocol, and Mathematical Backgr...

What attributes do Uganda pig traders consider to maximize returns and utility?: A choice experiment application

  • 1. What attributes do Uganda pig traders consider to maximize returns and utility?: A choice experiment application Nadhem Mtimet, Emily Ouma and Derek Baker International Livestock Research Institute Pictures Emily A. Ouma e.a.ouma@cgiar.org ● Box 24384 Kampala ● +256 39-2-081154/5 Kampala Uganda ● ilri.org This project is funded by IFAD/EU This document is licensed for use under a Creative Commons Attribution –Non commercial-Share Alike 3.0 Unported License June 2012 September 2013 Actors in a Typical Pig Value Chain Farmers working on the seasonal calendar Background and rationale  Pig production is increasingly becoming an important economic activity for smallholder famers, especially women: about 32% of women currently involved in pig production compared to only 15% 10 years ago (UBOS, 2009).  They lack voice and bargaining power as they are not organised and individually sell their pigs to traders at farm gate.  Main market outlets include neighbor-hood butchers (60%) and live pig traders (20%).  Price is determined by traders based on visual estimates of carcass-weight equivalent of the live pigs and other factors that are never clear to the farmers. Has resulted in mistrust by the farmers who often lack capacity to make such estimates  Purpose: Investigate the attributes preferred by the pig traders in order to inform farmers to produce pigs that meet the needs of the market. Butchery traders in Gulu district Choice experiment methodology  Based on Lancasterian consumer framework and random utility theory. o Focus on attributes that a good posses  Step 1 : 6 attributes were identified by traders as important. o Weight and purchase price of the pig o Apparent health o Age o Pig type (female, castrated male, un-castrated male) o Pig back-fat layer  Step 2: Different levels associated with each of the attributes were identified.  Step 3: Run a fractional factorial experimental design to come up with the optimal attribute level combinations. Result was a total of 12 choice sets each with 3 choice alternatives.  Step 4: Choice experiment surveys administered to 42 pig traders in Mukono and Kamuli districts between May and July 2013.  Step 5: Modeling using conditional logit to obtain estimates of the values of each attribute. Pig trader participating in a choice experiment interview in Ntenjeru in Mukono district Attribute Coefficient Standard error P-values Good apparent health 1.922 0.176 0.000 Thin fat layer 0.464 0.144 0.001 Age of the pig -0.072 0.012 0.000 Female -0.041 0.159 0.799 Un-castrated male -0.440 0.205 0.032 Price (in ‘000’) 0.016 0.008 0.041 Price2 -0.000 0.000 0.084 Log likelihood function = -262.377; Pseudo-R2 = 0.3137; N=1044 Conditional logit model results Results  Preferred pig attributes: o Apparent good health - strongly preferred. o Thin fat layer compared to thick layer. o Young (6-12 months compared to 24 months) o Castrated males most preferred followed by the females  Price linked to quality of pigs (+positive first order coefficient and – negative quadratic form): utility associated with increasing prices up to a point where further increment results in diminishing utility) Next steps  Interact choice variables with socio-demographic characteristics of the traders