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The Livestock Geo-Wiki: 
Manure management module 
Timothy Robinson 
Global Agenda for Sustainable Livestock, 5TH Multi-stakeholder Platform Meeting 
Cali, Colombia, 7-10 October 2014
http://www.livestock.geo-wiki.org
Acknowledgements 
• Jeroen Dijkman 
• Pierre Gerber 
• Giulia Conchedda 
• Giuseppina 
• Steffen Fritz 
• Martina Duerauer 
• Philip Thornton 
• Theun Vellinger 
• Eddy Teenstra 
• Catherine Pfeifer 
• Marius Gilbert 
• Gaëlle Nicolas 
• Thomas van Boeckel 
• William Wint 
• Simon Hay
Overview 
• The global livestock sector 
• Livestock Geo-Wiki 
• Livestock distributions and production 
systems 
• Some examples of thematic maps 
• Manure management and mapping 
• Developments to date and future plans
The global livestock sector 
• Livestock numbers (FAOSTAT 2012) 
• 1.8 billion cattle and buffalo 
• 2.5 billion sheep and goats 
• 1.5 billion pigs 
• 30.6 billion poultry 
• Sector accounts for 30% of the land 
surface 
• 70% of all agricultural land 
• 8% of human water use
The global livestock sector 
Health and 
nutrition 
Poverty 
and 
growth 
Climate and 
natural 
resource use 
Livestock 
production
The global livestock sector 
Health and 
nutrition 
Poverty 
and 
growth 
Climate and 
natural 
resource use 
Livestock 
production 
Policies and institutional 
change 
Economi 
c growth 
Trade & marketing 
Changing 
diets 
Energy prices
Surface temperature projections 
Source: IPCC's Fifth Assessment Report
World population projection (UN 2012) 
Source: Gerland et al. 2014 
Year 
Total population (billions) 
7 Billion 
9.5 Billion 
11 Billion
Continental population projection 
Source: Gerland et al. 2014 
Year 
Total population (billions)
Urbanisation 
Projections 
90,000 
80,000 
70,000 
60,000 
50,000 
40,000 
30,000 
20,000 
10,000 
- 
Human population in thousands 
Urban 
Rural
GDP projections 
Year 
Gross Domestic Product (US$ Bn)
Livestock to 2030 – demand growth 
Meat consumption is increasing faster in developing 
countries than in developed countries 
Millions of tonnes 
Year 
Developing 
Developed
The changing livestock sector 
• Demographic and social drivers 
• Population: + 32% or 9.6 billion people by 2050 
• Income growth: + 2% per year by 2050 
• Urbanization: 70% will live in cities by 2050 
➜ Growth in demand for animal source foods 
• + 70% by 2050 
• + 200 million tonnes of meat 
➜ Structural changes in the livestock sector 
• Shift from ruminant to monogastric 
• Intensification of production 
➜ Impinges on global public goods 
• Poverty and growth 
• Climate and natural resources 
• Health and nutrition 
• Integrated approach to socially desirable livestock 
sector development 
• Need reliable data and information to guide policy
Livestock Geo-Wiki 
International Livestock 
Research Institute 
Food and Agriculture 
Organisation of the UN 
International Institute for 
Applied Systems Analysis 
Université Libre 
de Bruxelles 
Wageningen University 
University of Oxford 
• Raising awareness 
• Data visualisation 
• Data dissemination 
• Open access 
• Data validation 
• Crowdsourcing 
• Field studies (CGIAR) 
• Impact assessment 
• Scaling up interventions 
• Analytical tools 
• Production models 
• Lifecycle assessment (LCA) 
• Risk models
Livestock Geo-Wiki 
• Livestock densities 
• Livestock production systems 
• Feed resources and rations 
• Livestock production 
• Poverty and livestock ownership 
• Food security 
• Marketing and trade 
• Land degradation 
• Carbon sequestration 
• Manure management 
• Greenhouse gas emissions 
• Consumption of ASF 
• Antimicrobial use 
• Aflatoxins 
• Disease distribution 
• Disease risk maps
Livestock distribution and production 
Data collection, cleaning 
and geo-registration 
Livestock distribution 
modelling 
Global livestock 
maps 
Livestock maps by 
production system 
Livestock production 
estimates 
Production systems 
modelling 
Sub-national 
Livestock data 
Herd / production 
modelling
Livestock distributions 
Source: Robinson et al (2014) 
Pigs 
Chickens 
Ducks 
• Updated sub-national statistics 
• 1km MODIS data (2001-2008) 
• Standardised to FAOSTAT 2006 
• New, improved modelling 
approach 
• Accuracy estimates (internal) 
• Cluster computing (SIB)
Cattle distribution (2006) 
Source: Robinson et al. (2014)
Livestock production systems 
Ruminant systems: 
• Based on land use and agro-ecological 
potential 
• No actual livestock data 
Monogastric systems: 
• Based on scale and intensification 
• Use livestock densities 
Robinson et al. (2011)
Ruminant production systems 
Rangeland 
Land cover (GLC 2000, Africover) 
Cropland 
Tree cover 
Artificial 
surfaces 
Rain-fed Irrigated 
Arid & Semi-arid LGA MRA MIA 
Other 
Urban 
Humid and Sub-humid 
LGH MRH MIH 
Temperate or 
Tropical highland LGT MRH MIH 
Agro-ecology 
(LGP, temperature, elevation)
Ruminant production systems (v5)
Monogastric production systems 
Mapped based on 
rural population 
Difference 
(total – extensive) 
% backyard 
Livestock 
distribution 
% intensive 
Extensive 
production 
Intensive 
production
Chicken systems 
Output / input ratio (log kg-1 stock-1 year-1) 
Log per-capita GDP (US$/person/year) 
From World Bank data
Chicken systems 
Log per-capita GDP (US$/person/year) 
From World Bank data 
Proportion of extensively raised chickens
Chicken systems 
Extensive chicken 
production 
Intensive chicken 
production
Predicting future livestock systems 
Log per-capita GDP (US$/person/year) 
From World Bank data 
Proportion of extensively raised chickens 
Chicken production 
in China 
2000 
log GDP per capita c. $ 2.9 
% extensive c. 83 % 
2000 
2030 
2030 
log GDP per capita c. $ 3.8 
% extensive c. 18 %
Antimicrobial resistance 
Source: Van Boeckel et al. (under submission) 
Global antimicrobial use in food animals 
(mg per 10km pixel)
H7N9 risk 
Gilbert et al. (2014) Predicting the risk of avian influenza A 
H7N9 infection in live-poultry markets across Asia. Nature 
Communications DOI: 10.1038/ncomms5116 
infection risk (market level) 
infection risk (pixel level) infection risk (pixel level) 
Observed cases 
• 8,943 live-poultry markets 
• Boosted regression tree models 
• Local density of live-poultry markets is the 
most important predictor of H7N9 infection 
risk in markets 
• This underscores their key role in the spatial 
epidemiology of H7N9
Poor farmers 
AfriPop 
Population 
Rural Population 
Agricultural population 
Poor farmers
Poor livestck keepers 
Robinson et al. (2011)
GHG emission intensity 
Source: Gerber et al. 2013
Available N (all livestock species) 
Available N 
(kg/yr/ha) 
200 
0 
Available N = total N produced - losses
Available N (all livestock species) 
Asia Latin America
Estimating manure production 
Herd model 
Herd parameters 
Feed rations 
Breeds 
Livestock densities 
Production systems 
GLEAM 
Lifecycle 
Assessment 
Manure management 
Outputs 
Production 
amount 
Excreted 
nutrients 
GHG 
emissions
Manure management (pigs) 
• Lagoon 
• Slurry (no digestion) 
• Solid storage 
• Digester 
• Pasture 
• Burned
Manure management (int. pigs) 
Dry lot 
Lagoon 
Liquid/slurry 
Pit Solid storage 
Proportion of 
manure managed 
in the five main 
systems 
100% 
0%
Livestock Geo-Wiki
Looking forward 
• Build the Livestock Geo-Wiki 
infrastructure (completed) 
• Incorporate new livestock and systems 
maps (completed) 
• Design and implement the manure 
management module for the pig sector 
(by end of 2014) 
• Expand to cover all livestock species (by 
end of 2015) 
• Establish links to CCAC regional networks 
for ground-truthing (by end of 2015) 
• Search for funding to continue 
development of the manure management 
module

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The Livestock Geo-Wiki: Manure management module

  • 1. The Livestock Geo-Wiki: Manure management module Timothy Robinson Global Agenda for Sustainable Livestock, 5TH Multi-stakeholder Platform Meeting Cali, Colombia, 7-10 October 2014
  • 3. Acknowledgements • Jeroen Dijkman • Pierre Gerber • Giulia Conchedda • Giuseppina • Steffen Fritz • Martina Duerauer • Philip Thornton • Theun Vellinger • Eddy Teenstra • Catherine Pfeifer • Marius Gilbert • Gaëlle Nicolas • Thomas van Boeckel • William Wint • Simon Hay
  • 4. Overview • The global livestock sector • Livestock Geo-Wiki • Livestock distributions and production systems • Some examples of thematic maps • Manure management and mapping • Developments to date and future plans
  • 5. The global livestock sector • Livestock numbers (FAOSTAT 2012) • 1.8 billion cattle and buffalo • 2.5 billion sheep and goats • 1.5 billion pigs • 30.6 billion poultry • Sector accounts for 30% of the land surface • 70% of all agricultural land • 8% of human water use
  • 6. The global livestock sector Health and nutrition Poverty and growth Climate and natural resource use Livestock production
  • 7. The global livestock sector Health and nutrition Poverty and growth Climate and natural resource use Livestock production Policies and institutional change Economi c growth Trade & marketing Changing diets Energy prices
  • 8. Surface temperature projections Source: IPCC's Fifth Assessment Report
  • 9. World population projection (UN 2012) Source: Gerland et al. 2014 Year Total population (billions) 7 Billion 9.5 Billion 11 Billion
  • 10. Continental population projection Source: Gerland et al. 2014 Year Total population (billions)
  • 11. Urbanisation Projections 90,000 80,000 70,000 60,000 50,000 40,000 30,000 20,000 10,000 - Human population in thousands Urban Rural
  • 12. GDP projections Year Gross Domestic Product (US$ Bn)
  • 13. Livestock to 2030 – demand growth Meat consumption is increasing faster in developing countries than in developed countries Millions of tonnes Year Developing Developed
  • 14. The changing livestock sector • Demographic and social drivers • Population: + 32% or 9.6 billion people by 2050 • Income growth: + 2% per year by 2050 • Urbanization: 70% will live in cities by 2050 ➜ Growth in demand for animal source foods • + 70% by 2050 • + 200 million tonnes of meat ➜ Structural changes in the livestock sector • Shift from ruminant to monogastric • Intensification of production ➜ Impinges on global public goods • Poverty and growth • Climate and natural resources • Health and nutrition • Integrated approach to socially desirable livestock sector development • Need reliable data and information to guide policy
  • 15. Livestock Geo-Wiki International Livestock Research Institute Food and Agriculture Organisation of the UN International Institute for Applied Systems Analysis Université Libre de Bruxelles Wageningen University University of Oxford • Raising awareness • Data visualisation • Data dissemination • Open access • Data validation • Crowdsourcing • Field studies (CGIAR) • Impact assessment • Scaling up interventions • Analytical tools • Production models • Lifecycle assessment (LCA) • Risk models
  • 16. Livestock Geo-Wiki • Livestock densities • Livestock production systems • Feed resources and rations • Livestock production • Poverty and livestock ownership • Food security • Marketing and trade • Land degradation • Carbon sequestration • Manure management • Greenhouse gas emissions • Consumption of ASF • Antimicrobial use • Aflatoxins • Disease distribution • Disease risk maps
  • 17. Livestock distribution and production Data collection, cleaning and geo-registration Livestock distribution modelling Global livestock maps Livestock maps by production system Livestock production estimates Production systems modelling Sub-national Livestock data Herd / production modelling
  • 18. Livestock distributions Source: Robinson et al (2014) Pigs Chickens Ducks • Updated sub-national statistics • 1km MODIS data (2001-2008) • Standardised to FAOSTAT 2006 • New, improved modelling approach • Accuracy estimates (internal) • Cluster computing (SIB)
  • 19. Cattle distribution (2006) Source: Robinson et al. (2014)
  • 20. Livestock production systems Ruminant systems: • Based on land use and agro-ecological potential • No actual livestock data Monogastric systems: • Based on scale and intensification • Use livestock densities Robinson et al. (2011)
  • 21. Ruminant production systems Rangeland Land cover (GLC 2000, Africover) Cropland Tree cover Artificial surfaces Rain-fed Irrigated Arid & Semi-arid LGA MRA MIA Other Urban Humid and Sub-humid LGH MRH MIH Temperate or Tropical highland LGT MRH MIH Agro-ecology (LGP, temperature, elevation)
  • 23. Monogastric production systems Mapped based on rural population Difference (total – extensive) % backyard Livestock distribution % intensive Extensive production Intensive production
  • 24. Chicken systems Output / input ratio (log kg-1 stock-1 year-1) Log per-capita GDP (US$/person/year) From World Bank data
  • 25. Chicken systems Log per-capita GDP (US$/person/year) From World Bank data Proportion of extensively raised chickens
  • 26. Chicken systems Extensive chicken production Intensive chicken production
  • 27. Predicting future livestock systems Log per-capita GDP (US$/person/year) From World Bank data Proportion of extensively raised chickens Chicken production in China 2000 log GDP per capita c. $ 2.9 % extensive c. 83 % 2000 2030 2030 log GDP per capita c. $ 3.8 % extensive c. 18 %
  • 28. Antimicrobial resistance Source: Van Boeckel et al. (under submission) Global antimicrobial use in food animals (mg per 10km pixel)
  • 29. H7N9 risk Gilbert et al. (2014) Predicting the risk of avian influenza A H7N9 infection in live-poultry markets across Asia. Nature Communications DOI: 10.1038/ncomms5116 infection risk (market level) infection risk (pixel level) infection risk (pixel level) Observed cases • 8,943 live-poultry markets • Boosted regression tree models • Local density of live-poultry markets is the most important predictor of H7N9 infection risk in markets • This underscores their key role in the spatial epidemiology of H7N9
  • 30. Poor farmers AfriPop Population Rural Population Agricultural population Poor farmers
  • 31. Poor livestck keepers Robinson et al. (2011)
  • 32. GHG emission intensity Source: Gerber et al. 2013
  • 33. Available N (all livestock species) Available N (kg/yr/ha) 200 0 Available N = total N produced - losses
  • 34. Available N (all livestock species) Asia Latin America
  • 35. Estimating manure production Herd model Herd parameters Feed rations Breeds Livestock densities Production systems GLEAM Lifecycle Assessment Manure management Outputs Production amount Excreted nutrients GHG emissions
  • 36. Manure management (pigs) • Lagoon • Slurry (no digestion) • Solid storage • Digester • Pasture • Burned
  • 37. Manure management (int. pigs) Dry lot Lagoon Liquid/slurry Pit Solid storage Proportion of manure managed in the five main systems 100% 0%
  • 39. Looking forward • Build the Livestock Geo-Wiki infrastructure (completed) • Incorporate new livestock and systems maps (completed) • Design and implement the manure management module for the pig sector (by end of 2014) • Expand to cover all livestock species (by end of 2015) • Establish links to CCAC regional networks for ground-truthing (by end of 2015) • Search for funding to continue development of the manure management module