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Economic analysis for different 
levels of decision making 
Henk Hogeveen
Who am I 
 Born on a dairy farm (1966) 
 Animal science at Wageningen University 
● Epidemiology (simulation model of management 
regarding cystic ovaries) 
● Economics (long term effects of herd health 
management programs) 
 PhD at Fac. Veterinary Medicine (AI to diagnose mastitis) 
 Professor in Animal health management 
In between Wageningen University and Faculty of Vet. Med. 
(since 2001) 
@henkhogeveen 
animal-health-management.blogspot.com
Outline 
 Decision making on animal health 
● The decision problem 
● The levels of decision making 
 Some examples of analyses 
● Dry cow therapy 
● Q fever outbreak 
● Slaughterhouse measures to reduce the BSE load 
 Final words
Economic effects of animal disease 
Output 
Milk 
Meat 
Eggs 
Draft power 
……. 
Human 
benefit 
(utility) 
After: McInerney, 1996 
Input 
Land 
Labour 
Capital
The field: Economic effects of animal 
disease 
Most economic work 
Output 
Milk 
Meat 
Eggs 
Draft power 
……. 
Disease 
1. Lower efficiency 
2. Lower suitability for 
consumption 
3. Lower human well-being 
Human 
benefit 
(utility) 
After: McInerney, 1996 
Input 
Land 
Labour 
Capital 
1. 
2. 3.
Types of animal diseases 
 Production diseases 
● On-farm optimization 
● Externalities 
● E.g., mastitis, lameness, APP 
 Endemic contagious diseases 
● On-farm control decision 
● Interaction between farms 
● E.g., BVD, Aujeszky’s disease 
 Notifiable contagious diseases 
● Regional control decisions (eradication) 
● Surveillance 
● E.g., FMD, AI, rabies, BSE
The management problem 
Veterinary knowledge of diseases 
Consequences 
animal health 
Epidemiological 
consequences
The management problem 
Consequences 
animal welfare 
Consequences 
human health 
Consequences 
animal health 
Epidemiological 
consequences 
Knowledge about externalities
The management problem 
Consequences 
animal welfare 
Consequences 
human health 
Costs of 
intervention 
Consequences 
animal health 
Epidemiological 
consequences
Decisons become increasingly complex 
Decision maker 
Objectives 
Available resources 
Consequences 
animal welfare 
Consequences 
human health 
Costs of 
intervention 
Consequences 
animal health 
Epidemiological 
consequences
Outline 
 Decision making on animal health 
● The decision problem 
● The levels of decision making 
 Some examples of analyses 
● Dry cow therapy 
● Q fever outbreak 
● Slaughterhouse measures to reduce the BSE load 
 Final words
Levels of decision making 
 Individual animals 
● Treatment 
● Culling 
● Interaction 
 Groups of animals (herd/farm) 
● Prevention 
● Eradication 
 Sector 
● Control 
● Eradication 
 Region 
● Control 
● Eradication
Levels of decision making 
 Individual animals 
● Treatment 
● Culling 
● Interaction 
 Groups of animals (herd/farm) 
● Prevention 
● Eradication 
 Sector 
● Control 
● Eradication 
 Region 
● Control 
● Eradication 
Type of disease 
Production diseases 
& 
Endemic contagious 
diseases 
Contagious nofiable 
diseases
Levels of decision making 
 Individual animals 
● Treatment 
● Culling 
● Interaction 
 Groups of animals (herd/farm) 
● Prevention 
● Eradication 
 Sector 
● Control 
● Eradication 
 Region 
● Control 
● Eradication 
Decision maker 
Farmer, supported by 
advisor 
Farmer’s organisation 
Processors 
Government
Basic approach 
 Normative modelling 
● Relate costs of intervention 
with animal health and 
epidemiological consequences 
● Cost-benefit analysis (alternative: cost effective or 
cost utility analysis) 
● Assuming profit maximising behaviour of farmers 
● Basis for on-farm decision support tools 
 Empirical modelling 
● Use data to compare farms/animals/groups of 
animals with and without intervention 
● Experiments or existing datasets (accountancy data)
Challenges Handle multiple objectives 
 Handle multiple objectives 
● Internal (farmer) 
● External (societal, chain) 
● On-farm decision support models 
● Capturing complexity 
● Useful for farm-specific modelling
Outline 
 Decision making on animal health 
● The decision problem 
● The levels of decision making 
 Some examples of analyses 
● Dry cow therapy 
● Q fever outbreak 
● Slaughterhouse measures to reduce the BSE load 
 Final words
Dry cow therapy 
 Individual cow decision 
 Two modes of action: 
● Cure of existing (chronic) intramammary infections 
● Prevention of new infections during dry period 
 Often herd decision (blanket dry cow therapy) 
 Debate on selective vs blanket dry cow therapy
Stochastic model (Huijps et al., 2007) 
 Cow as basic unit 
 Dynamic around dry period 
 Results summarized for whole herd 
 Accounting for differences between pathogens 
 Dutch circumstances
Selective dry cow treatment cheapest 
Blanket Selective No 
IMIdo (%) 15 (7.7, 23.1) 15 (7.7, 23.1) 15 (7.7, 23.1) 
Treatment (%) 100 35 (23, 46) 0 
IMI at calving 7.5 (3.1, 12.3) 12.3 (6.2, 20) 19.3 (12.3, 27.7) 
Clinical mastitis (%) 1.8 (0, 4.6) 3.2 (0, 7.7) 5.1 (1.5, 10.8) 
Treatment costs (€/cow) 10.1 (10.1, 10.1) 3.5 (2.3, 4.7) 0 
Production losses (€/cow) 1.3 (0.5, 2.2) 2.1 (1.0, 3.4) 3.3 (2.0, 4.7) 
Clinical mastitis (€/cow) 4.2 (0, 14.6) 8.1 (0, 22.9) 14.7 (2.0, 38.5) 
Total costs (€/cow) 15.6 (10.6, 26.6) 13.7 (4.9, 29.4) 18.0 (4.1, 42.6)
New discussion on 
antibiotic resistance 
 Resistance of mastitis pathogens 
● Self-interest 
● No increase seen (Hogan, IDF-factsheet) 
 Antibiotic resistance in humans 
● Externality 
● Dairy cattle has very minor contribution (Oliver et al., 2011) 
 Decision of government 
 In the Netherlands (self) regulation 
● Maximum amount of antibiotics to be used (< 50 %)
Optimizing: linear programming 
(Maas, 2014, MSc thesis) 
 Farm level 
 Cows with high SCC are treated 
● Primiparous > 150.000 cells/ml 
● Multiparous > 250.000 cells/ml 
 Other cows selective 
 Categorized at SCC level 
 Optimization to minimize total costs of treatment and 
mastitis around dry period 
Based on: Maas, 2014, MSc thesis, in 
preparation
We’re also interested in amount of AB
Constraining antibiotic use has economic 
effects 
€53 
€51 
€49 
€47 
€45 
€43 
€41 
€39 
Costs per lo w SCC cow 
Percentage allowed antibiotics (%) 
Average farm 
Low BTSCC farm 
High BTSCC farm
Outline 
 Decision making on animal health 
● The decision problem 
● The levels of decision making 
 Some examples of analyses 
● Dry cow therapy 
● Q fever outbreak 
● Slaughterhouse measures to reduce the BSE load 
 Final words
Q fever outbreak 
 In 2005 Coxiella burnetii diagnosed in the 
Netherlands as cause of abortion problems on a 
dairy goat farm 
 In 2007 the first Q fever outbreak in humans was 
diagnosed 
 Since then thousands of people got infected, 
which reached a climax in 2009 
Year and week of notification
Source: 
www.eurosurveillance.org
Roest et al., 2011
Government involved 
Control measures 
• Vaccination programme 
• Culling of (pregnant) goats from infected 
farms 
• Animal movement restrictions 
• Breeding ban 
• Bulk milk monitoring -> no good confirmation 
• Extra hygiene programmes 
Around 62,500 dairy goats were culled  
significant drop in milk production
Economic impact (Gonggrijp et al., 2014) 
 How large was the negative economic impact for 
affected farmers? 
 Were other actors of the industry also negatively 
affected by the control measures? 
 Were the relations of the actors and their 
behaviour in the industry still the same? 
Objective: 
Study the impact of Q fever control measures on 
the Dutch dairy goat industry with the use of a 
quantified value chain analysis
Value chain analysis 
 Mapping the value chain 
 Governance in the value chain 
 Upgrading in the value chain 
 Distribution of value in the value chain
Value chain analysis 
 Information on the structure, the trade flows and all 
the relations between the involved actors of a 
livestock sector 
 Often qualitative and descriptive 
 In this value chain analysis focus on quantification
Preliminary map of the value chain
Final map of the value chain
The distribution of goat milk and milk equivalents 2009
Gross margins of the Dutch dairy goat 
industry in 2009 - 2010 
100 
90 
80 
70 
60 
50 
40 
30 
20 
10 
0 
Goat farmers Milk collectors Prim. dairy 
processors 
Second. dairy 
processors 
(Feed) suppliers Meat 
processing 
Retail Total 
2009 
2010 
Euro (€) x 10⁶
Gross margin results 
 Decrease of gross margins in 2010 of the total 
industry of -12% and -23% for farmers compared 
to 2009 
 Enormous difference in decrease between affected 
farmers (-53%) and non-affected farmers (-12%) 
 Primary dairy processors, meat processing and 
retail not negatively affected
Outline 
 Decision making on animal health 
● The decision problem 
● The levels of decision making 
 Some examples of analyses 
● Dry cow therapy 
● Q fever outbreak 
● Slaughterhouse measures to reduce the BSE 
load 
 Final words
BSE 
 1986 first described 
 1996 -> link with Creutzveldt Jacobs Disease (vCJD) 
 Since August 1989 measures against BSE in the 
Netherlands 
● Since 1990 feed ban (no animal protein) 
● Since 2000 dead cattle older than 30 m tested 
● Since 2001 slaughtered cattle older than 30 m 
tested 
● Disposal of BSE risk materials 
● Culling of cohort of detected animal 
 Incidence of BSE is decreasing
Are preventive measures cost-effective? 
(Benedictus et al., 2009) 
 Simulation modelling 
● Static 
● Stochastic 
● Simulation 
 Monte carlo model 
● 1 iteration = 1 year 
● Baseline: no intervention 
● Alternative: one or more interventions
Model 
 3 types of BSE 
● Clinically affected 
● Test detectable 
● Non detectable (3 for every detectable) 
 Per BSE type of BSE load (from different organs) of the 
food supply was calculated 
 Based on Infectious doses, risk of vCJD 
 Prevented case of vCJD -> life years saved (most likely 
51) 
 Comparison: do nothing vs intervention
Costs 
 Removal of specific risk material (~60 kg): €/kg 
slaughtered weight 
 Transport of specific risk material 
 Post mortem testing: € 90 per head 
 Costs of cohort culling
Results - retrospective 
Year 2002 2005 
Number of BSE cases (total, at slaughter) 24, 12 3, 2 
BSE load of the food supply Mean 5th – 95th Mean 5th – 95th. 
Baseline scenario 34,857 30,213-39,602 5,502 3,592-7,620 
SRM removal 2,330 2,020-2,648 368 240-509 
Post-mortem testing (PMT) 7,455 4,846-10,306 939 198-2,091 
PMT and cohort culling 7,059 4,505-9,865 939 197-2088 
SRM removal and PMT 498 324-689 63 13-140 
SRM removal and PMT and cohort culling 472 301-659 63 13-139 
Food risk (life years lost) Mean 5th – 95tb Mean 5th – 95th pct. 
Baseline scenario 16.98 8.66-26.70 2.69 1.25-4.61 
SRM removal 1.14 0.58-1.79 0.18 0.08-0.31 
Post-mortem testing (PMT) 3.63 1.67-6.27 0.46 0.08-1.11 
PMT and cohort culling 3.44 1.56-5.94 0.46 0.08-1.11 
SRM removal and PMT 0.24 0.11-0.42 0.03 0.005-0.07 
SRM removal and PMT and cohort culling 0.23 0.10-0.40 0.03 0.005-0.07
Costs (mln €) 
Year 
2002 2003 2004 2005 
SRM removal 
19.22 18.27 19.29 19.82 
Post-mortem testing 
38.16 29.56 26.57 21.12 
Cohort culling 
6.97 4.80 3.41 2.43 
Total costs 
64.34 52.64 49.27 43.37
Cost-effectiveness
Cost-effectiveness 2002-2005
Outline 
 Decision making on animal health 
● The decision problem 
● The levels of decision making 
 Some examples of analyses 
● Dry cow therapy 
● Q fever outbreak 
● Slaughterhouse measures to reduce the BSE load 
 Final words
Take home message 
 Animal health management decisions are taken daily 
 Economics are useful/necessary to support decisions 
 A first step are “cost of disease” studies 
● General interest 
● Supporting stakeholders (negotiations) 
● Start for “economics of intervention” studies 
Cost-effectivity, cost-utility and cost-benefit 
 Choose appropriate method for level of decision making 
 More importantly: choose appriate approach in model: 
animal vs farm vs sector vs society 
 Combine economic modelling knowledge with domain knowledge
Thank you for 
your attention

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Economic analysis for different levels of decision making

  • 1. Economic analysis for different levels of decision making Henk Hogeveen
  • 2. Who am I  Born on a dairy farm (1966)  Animal science at Wageningen University ● Epidemiology (simulation model of management regarding cystic ovaries) ● Economics (long term effects of herd health management programs)  PhD at Fac. Veterinary Medicine (AI to diagnose mastitis)  Professor in Animal health management In between Wageningen University and Faculty of Vet. Med. (since 2001) @henkhogeveen animal-health-management.blogspot.com
  • 3. Outline  Decision making on animal health ● The decision problem ● The levels of decision making  Some examples of analyses ● Dry cow therapy ● Q fever outbreak ● Slaughterhouse measures to reduce the BSE load  Final words
  • 4. Economic effects of animal disease Output Milk Meat Eggs Draft power ……. Human benefit (utility) After: McInerney, 1996 Input Land Labour Capital
  • 5. The field: Economic effects of animal disease Most economic work Output Milk Meat Eggs Draft power ……. Disease 1. Lower efficiency 2. Lower suitability for consumption 3. Lower human well-being Human benefit (utility) After: McInerney, 1996 Input Land Labour Capital 1. 2. 3.
  • 6. Types of animal diseases  Production diseases ● On-farm optimization ● Externalities ● E.g., mastitis, lameness, APP  Endemic contagious diseases ● On-farm control decision ● Interaction between farms ● E.g., BVD, Aujeszky’s disease  Notifiable contagious diseases ● Regional control decisions (eradication) ● Surveillance ● E.g., FMD, AI, rabies, BSE
  • 7. The management problem Veterinary knowledge of diseases Consequences animal health Epidemiological consequences
  • 8. The management problem Consequences animal welfare Consequences human health Consequences animal health Epidemiological consequences Knowledge about externalities
  • 9. The management problem Consequences animal welfare Consequences human health Costs of intervention Consequences animal health Epidemiological consequences
  • 10. Decisons become increasingly complex Decision maker Objectives Available resources Consequences animal welfare Consequences human health Costs of intervention Consequences animal health Epidemiological consequences
  • 11. Outline  Decision making on animal health ● The decision problem ● The levels of decision making  Some examples of analyses ● Dry cow therapy ● Q fever outbreak ● Slaughterhouse measures to reduce the BSE load  Final words
  • 12. Levels of decision making  Individual animals ● Treatment ● Culling ● Interaction  Groups of animals (herd/farm) ● Prevention ● Eradication  Sector ● Control ● Eradication  Region ● Control ● Eradication
  • 13. Levels of decision making  Individual animals ● Treatment ● Culling ● Interaction  Groups of animals (herd/farm) ● Prevention ● Eradication  Sector ● Control ● Eradication  Region ● Control ● Eradication Type of disease Production diseases & Endemic contagious diseases Contagious nofiable diseases
  • 14. Levels of decision making  Individual animals ● Treatment ● Culling ● Interaction  Groups of animals (herd/farm) ● Prevention ● Eradication  Sector ● Control ● Eradication  Region ● Control ● Eradication Decision maker Farmer, supported by advisor Farmer’s organisation Processors Government
  • 15. Basic approach  Normative modelling ● Relate costs of intervention with animal health and epidemiological consequences ● Cost-benefit analysis (alternative: cost effective or cost utility analysis) ● Assuming profit maximising behaviour of farmers ● Basis for on-farm decision support tools  Empirical modelling ● Use data to compare farms/animals/groups of animals with and without intervention ● Experiments or existing datasets (accountancy data)
  • 16. Challenges Handle multiple objectives  Handle multiple objectives ● Internal (farmer) ● External (societal, chain) ● On-farm decision support models ● Capturing complexity ● Useful for farm-specific modelling
  • 17. Outline  Decision making on animal health ● The decision problem ● The levels of decision making  Some examples of analyses ● Dry cow therapy ● Q fever outbreak ● Slaughterhouse measures to reduce the BSE load  Final words
  • 18. Dry cow therapy  Individual cow decision  Two modes of action: ● Cure of existing (chronic) intramammary infections ● Prevention of new infections during dry period  Often herd decision (blanket dry cow therapy)  Debate on selective vs blanket dry cow therapy
  • 19. Stochastic model (Huijps et al., 2007)  Cow as basic unit  Dynamic around dry period  Results summarized for whole herd  Accounting for differences between pathogens  Dutch circumstances
  • 20.
  • 21. Selective dry cow treatment cheapest Blanket Selective No IMIdo (%) 15 (7.7, 23.1) 15 (7.7, 23.1) 15 (7.7, 23.1) Treatment (%) 100 35 (23, 46) 0 IMI at calving 7.5 (3.1, 12.3) 12.3 (6.2, 20) 19.3 (12.3, 27.7) Clinical mastitis (%) 1.8 (0, 4.6) 3.2 (0, 7.7) 5.1 (1.5, 10.8) Treatment costs (€/cow) 10.1 (10.1, 10.1) 3.5 (2.3, 4.7) 0 Production losses (€/cow) 1.3 (0.5, 2.2) 2.1 (1.0, 3.4) 3.3 (2.0, 4.7) Clinical mastitis (€/cow) 4.2 (0, 14.6) 8.1 (0, 22.9) 14.7 (2.0, 38.5) Total costs (€/cow) 15.6 (10.6, 26.6) 13.7 (4.9, 29.4) 18.0 (4.1, 42.6)
  • 22. New discussion on antibiotic resistance  Resistance of mastitis pathogens ● Self-interest ● No increase seen (Hogan, IDF-factsheet)  Antibiotic resistance in humans ● Externality ● Dairy cattle has very minor contribution (Oliver et al., 2011)  Decision of government  In the Netherlands (self) regulation ● Maximum amount of antibiotics to be used (< 50 %)
  • 23. Optimizing: linear programming (Maas, 2014, MSc thesis)  Farm level  Cows with high SCC are treated ● Primiparous > 150.000 cells/ml ● Multiparous > 250.000 cells/ml  Other cows selective  Categorized at SCC level  Optimization to minimize total costs of treatment and mastitis around dry period Based on: Maas, 2014, MSc thesis, in preparation
  • 24. We’re also interested in amount of AB
  • 25. Constraining antibiotic use has economic effects €53 €51 €49 €47 €45 €43 €41 €39 Costs per lo w SCC cow Percentage allowed antibiotics (%) Average farm Low BTSCC farm High BTSCC farm
  • 26. Outline  Decision making on animal health ● The decision problem ● The levels of decision making  Some examples of analyses ● Dry cow therapy ● Q fever outbreak ● Slaughterhouse measures to reduce the BSE load  Final words
  • 27. Q fever outbreak  In 2005 Coxiella burnetii diagnosed in the Netherlands as cause of abortion problems on a dairy goat farm  In 2007 the first Q fever outbreak in humans was diagnosed  Since then thousands of people got infected, which reached a climax in 2009 Year and week of notification
  • 30. Government involved Control measures • Vaccination programme • Culling of (pregnant) goats from infected farms • Animal movement restrictions • Breeding ban • Bulk milk monitoring -> no good confirmation • Extra hygiene programmes Around 62,500 dairy goats were culled  significant drop in milk production
  • 31. Economic impact (Gonggrijp et al., 2014)  How large was the negative economic impact for affected farmers?  Were other actors of the industry also negatively affected by the control measures?  Were the relations of the actors and their behaviour in the industry still the same? Objective: Study the impact of Q fever control measures on the Dutch dairy goat industry with the use of a quantified value chain analysis
  • 32. Value chain analysis  Mapping the value chain  Governance in the value chain  Upgrading in the value chain  Distribution of value in the value chain
  • 33. Value chain analysis  Information on the structure, the trade flows and all the relations between the involved actors of a livestock sector  Often qualitative and descriptive  In this value chain analysis focus on quantification
  • 34. Preliminary map of the value chain
  • 35. Final map of the value chain
  • 36. The distribution of goat milk and milk equivalents 2009
  • 37. Gross margins of the Dutch dairy goat industry in 2009 - 2010 100 90 80 70 60 50 40 30 20 10 0 Goat farmers Milk collectors Prim. dairy processors Second. dairy processors (Feed) suppliers Meat processing Retail Total 2009 2010 Euro (€) x 10⁶
  • 38. Gross margin results  Decrease of gross margins in 2010 of the total industry of -12% and -23% for farmers compared to 2009  Enormous difference in decrease between affected farmers (-53%) and non-affected farmers (-12%)  Primary dairy processors, meat processing and retail not negatively affected
  • 39. Outline  Decision making on animal health ● The decision problem ● The levels of decision making  Some examples of analyses ● Dry cow therapy ● Q fever outbreak ● Slaughterhouse measures to reduce the BSE load  Final words
  • 40. BSE  1986 first described  1996 -> link with Creutzveldt Jacobs Disease (vCJD)  Since August 1989 measures against BSE in the Netherlands ● Since 1990 feed ban (no animal protein) ● Since 2000 dead cattle older than 30 m tested ● Since 2001 slaughtered cattle older than 30 m tested ● Disposal of BSE risk materials ● Culling of cohort of detected animal  Incidence of BSE is decreasing
  • 41. Are preventive measures cost-effective? (Benedictus et al., 2009)  Simulation modelling ● Static ● Stochastic ● Simulation  Monte carlo model ● 1 iteration = 1 year ● Baseline: no intervention ● Alternative: one or more interventions
  • 42. Model  3 types of BSE ● Clinically affected ● Test detectable ● Non detectable (3 for every detectable)  Per BSE type of BSE load (from different organs) of the food supply was calculated  Based on Infectious doses, risk of vCJD  Prevented case of vCJD -> life years saved (most likely 51)  Comparison: do nothing vs intervention
  • 43. Costs  Removal of specific risk material (~60 kg): €/kg slaughtered weight  Transport of specific risk material  Post mortem testing: € 90 per head  Costs of cohort culling
  • 44. Results - retrospective Year 2002 2005 Number of BSE cases (total, at slaughter) 24, 12 3, 2 BSE load of the food supply Mean 5th – 95th Mean 5th – 95th. Baseline scenario 34,857 30,213-39,602 5,502 3,592-7,620 SRM removal 2,330 2,020-2,648 368 240-509 Post-mortem testing (PMT) 7,455 4,846-10,306 939 198-2,091 PMT and cohort culling 7,059 4,505-9,865 939 197-2088 SRM removal and PMT 498 324-689 63 13-140 SRM removal and PMT and cohort culling 472 301-659 63 13-139 Food risk (life years lost) Mean 5th – 95tb Mean 5th – 95th pct. Baseline scenario 16.98 8.66-26.70 2.69 1.25-4.61 SRM removal 1.14 0.58-1.79 0.18 0.08-0.31 Post-mortem testing (PMT) 3.63 1.67-6.27 0.46 0.08-1.11 PMT and cohort culling 3.44 1.56-5.94 0.46 0.08-1.11 SRM removal and PMT 0.24 0.11-0.42 0.03 0.005-0.07 SRM removal and PMT and cohort culling 0.23 0.10-0.40 0.03 0.005-0.07
  • 45. Costs (mln €) Year 2002 2003 2004 2005 SRM removal 19.22 18.27 19.29 19.82 Post-mortem testing 38.16 29.56 26.57 21.12 Cohort culling 6.97 4.80 3.41 2.43 Total costs 64.34 52.64 49.27 43.37
  • 48. Outline  Decision making on animal health ● The decision problem ● The levels of decision making  Some examples of analyses ● Dry cow therapy ● Q fever outbreak ● Slaughterhouse measures to reduce the BSE load  Final words
  • 49. Take home message  Animal health management decisions are taken daily  Economics are useful/necessary to support decisions  A first step are “cost of disease” studies ● General interest ● Supporting stakeholders (negotiations) ● Start for “economics of intervention” studies Cost-effectivity, cost-utility and cost-benefit  Choose appropriate method for level of decision making  More importantly: choose appriate approach in model: animal vs farm vs sector vs society  Combine economic modelling knowledge with domain knowledge
  • 50. Thank you for your attention

Notas del editor

  1. Minder woorden
  2. Study the socio-economic impact