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INTERNATIONAL FOOD POLICY RESEARCH INSTITUTE
The economics of agriculture and
nutrition: Theory, Evidence and
Policy Implications
Derek D. Headey
Poverty, Health and Nutrition Division, IFPRI
Washington DC
Outline
1. Introduction
2. Theory & evidence on 6 causal pathways
3. Policy implications
2
1. Introduction
I’ll skip motivations, but outline a few key points
First, economists have been working on nutrition for
some time, but with limited focus on agriculture
Second, much of this research was done prior to the
more recent evidence on the 1000 days and the
importance of dietary diversity, etc
e.g. large literature using calorie availability
Third, there are plenty of methodological caveats to
consider (internal validity; external validity), which
clearly qualify the evidence base for policymaking
3
1. Introduction
Finally, my review will also have its caveats
focus on economics more than nutrition or agronomics
drawing substantively on literature from India,
particularly a systematic review of Indian context and
paper on ag-nutrition linkages in India (TANDI)
recent draft papers for a planned special issue on
agriculture and nutrition at the farm level
Focus is mostly on chronic child malnutrition (stunting)
4
2. Theory
Many nutrition frameworks, but in TANDI we focused
on 6 ag-nutrition pathways
1. Agriculture → income → expenditure → nutri.on
2. Agriculture → diets→ nutri.on
3. Agriculture → food prices→ diets→ nutri.on
4. Agriculture → maternal care prac.ces→ nutri.on
5. Agriculture → maternal health→ nutri.on
6. Agriculture → maternal empowerment→ nutri.on
(Let’s define “agriculture” broadly: productivity, farm
assets, agro-processing, markets, policies, institutions)
5
Pathway 1 → Income effects
Large literature documenting that agricultural growth
tends to be pro-poor (World Bank 2008)
In a recent paper I revisit earlier cross-country evidence
on this and find it to be robust:
Elasticity between poverty and growth is 4→6 .mes
higher for agriculture relative to non-agriculture
1% increase in agric. growth reduces inequality by 0.3
points; non-agric growth has no systematic effect
Caveat: this literature does not link agricultural growth
to agriculture-specific policies – many factors can drive
agricultural growth, including non-agricultural factors
6
7
R1 R2
No. of obs. 294 294
Dependent variable
Change in $1.25/day
poverty
Change in Gini
coefficient
Agric. growth*sa -2.19** -0.35***
(1.00) (0.12)
Non-agric. growth*sn -0.55*** 0.01
(0.18) (0.02)
R-squared 0.08 0.23
Table 1. Re-testing the CDK model with the
robust regressor
Pathway 1 → Income effects
So agricultural growth is pro-poor, but does nutrition
also improve with income? 4 pieces of evidence
1. DHS data for 60-odd countries show that richer
households always have lower rates of stunting*
2. Cross-country data show that stunting declines with
GDP per capita (though poverty declines more)
3. But cross-country regressions do not suggest that
agricultural growth has any significant advantage over
nonagricultural growth
4. Plenty of examples where GDP growth hasn’t translated
into rapid nutritional improvements (India!)
8
9
0204060
Stuntingprevalenceinpreschoolers(%)
0 2000 4000 6000 8000 10000
GDP per capita (2005 international $)
Guatemala
India
Angola
Yemen
Afghanistan
ETH
DRC
PAK
NGA
China
IDN
SDN
VTN
PHN
CIV
MMR
Niger
BGD
KEN
Peru
Egypt
Burundi
IRQ
MDG
Sri Lanka
Kazakhstan
Senegal
Uzbekistan
Kyrgyzstan
Botswana
Syria
Algeria
Colombia
Ecuador
Moldova
Ghana
Turkey
Thailand
Haiti
Nepal
Dom. Rep.
Brazil
Belarus
South Africa
Predicted
stunting line
Predicted
poverty line
F1. Preschooler stunting & GDP per capita, circa 2005
Pathway 1 → Income effects
Implications?
1. Could take a long time to reduce malnutrition if we
only relied on income growth
2. Perhaps surprising that agricultural growth isn’t more
nutrition-sensitive than nonagricultural growth
One explanation could be that it is only growth in food
production which is more nutrition sensitive
Cross-country results suggest growth food production
is a strong predictor of reductions in stunting, but only
in low productivity countries
But not clear why – food production has micro and
macro linkages
10
Pathway 2 – Farming and diets
One explanation could be that poor farmers make
production decisions based on dietary considerations,
not just on maximizing income
Rational in the context of market failures:
Eg 1. if you cannot buy milk in the village market
because of lack of processing/storage technologies and
high transport costs, then buy a cow
Eg 2. If market imperfections induce sharp fluctuations
in grain prices, then grow more grain and store some of
it on the farm to protect your food supply
11
Pathway 2 – Farming and diets
One explanation could be that poor farmers make
production decisions based on dietary considerations,
not just on maximizing income (separability)
Rational in the context of market failures:
Eg 1. if you cannot buy milk in the village market
because of lack of processing/storage technologies and
high transport costs, then buy a cow
Eg 2. If market imperfections induce sharp fluctuations
in grain prices, then grow more grain and store some of
it on the farm to protect your food supply
Eg 3. If local produce markets are thin, better to
diversify farm production rather than specialize
12
Pathway 2 – Farming and diets
Potentially this linkage is very important, because it
renders agriculture a special sector, not just a
generator of income
But what kinds of agricultural assets and activities
matter most for nutrition?
Perhaps strongest evidence pertains to dairy, because:
1. Biologically important for growth
2. Highly perishable, so trade is sensitive to market failure
3. Easily prepared (reduces time costs for mothers)
4. Easily consumed by very small children (1000 days)
5. Dairy animals often managed by women
13
Pathway 2 – Farming and diets
A number of recent papers emerging
Iannotti (2013) review nutrition impacts of dairy
programs & find plausible impacts on nutrition, but
inadequate data on cost-effectiveness
For India, Bhagowalia, Headey and Kadiyala (2012) find
cow/buffalo ownership predicts milk consumption, and
milk consumption predicts higher HAZs
For Rwanda, Pimkina et al. (2013) evaluate Heifer
International programs, to find similar results
For Ethiopia, Hoddinott, Headey and Dereje (2013) find
similar results, but also that nutritional impacts of cow
ownership decline with better access to markets
14
Table 1. Cow ownership seems to matter less with local food markets
Food Market in village No food market in village
Any milk # days
milk
(0→7)
Stunted
12→24m
Any milk # days
milk
(0→7)
Stunted
12→24m
Household
owns cow
0.19* 0.70* 0.11 0.22* 1.27* →0.12*
15
Any milk
consumption
# days milk
consumed
HAZ
12 – 24m
Stunted
12→24m
Household
owns cow
0.22* 0.20* 1.26* 1.10* 0.32* 0.23* →0.09
9
→0.08*
No. of cows
in village, log
→ 0.058* → 0.362* → 0.22 →0.032
Table 2. More cows in a village reduce the impacts of household cow ownership
* Indicates significance at 5% level or higher
Pathway 2 – Farming and diets
So dairy seems to be a highly nutrition-sensitive
subsector, but there are policy-relevant caveats
First, cow ownership could have other links to nutrition
(e.g. cows as wealth) so some scope for bias
Second, cost-effectiveness not yet established
Third, not entirely clear what policymakers should do
increase cow ownership, productivity or market access?
And sequencing may be important;
E.G. farmers have little incentive to increase production
without better access to markets
16
Pathway 2 – Farming and diets
Less evidence on other assets and production decisions
For India, Bhagowalia et al (2012) find dietary diversity
is influenced by farm sizes and access to irrigation
17
1,46
0,88
0,36
0,18
0
0,25
0,5
0,75
1
1,25
1,5
< 0.5 ha 0.5–2 ha 2–5 ha > 5 ha
Impactsondietarydiversity
index(0→13
Farm sizes
The impact of irrigation on dietary diversity
Pathway 2 – Farming and diets
Another market failure worth exploring is inadequate
access to insurance markets, or exposure to risk:
Possible responses include:
less specialization (more diversification)
more focus on non-perishable grains, rather than
perishable vegetables
Underinvestment in higher return but riskier crops
(cash crops)
18
Pathway 3 – Agriculture and food prices
Agriculture affects the relative prices of different foods
A particularly interesting question is to what extent
CGIAR investments have impacted nutrition via relative
price changes
Economic theory is ambiguous because of substitution
and income effects
For example, investments in rice decrease relative price
of rice, suggesting that rice consumption would
increase, possibly reducing dietary diversity
But since rice is a major share of HH budgets in Asia,
real incomes rise, allowing people to diversify
19
Pathway 3 – Agriculture and food prices
Evidence from price shocks suggests that income
effects dominate
In Indonesian financial crisis, huge increases in price of
rice reduced dietary diversity (Block et al. 2004)
Similar effects in Bangladesh over 1990s (Torlesse et al.
2002)
So it seems probable that increasing productivity of
staples ultimately allows greater diversity, not less
Nevertheless, Green Revolution has been cited for
declining consumption of coarse grains and pulses in
India, and fish in Bangladesh
20
Pathway 3 – Agriculture and food prices
Moreover, even if agricultural investments generally
improve dietary diversity, in some countries the
transition seems too slow
In Bangladesh major gains in rice productivity have not
translated into rapid dietary diversification. Why?
Country is self-sufficient in rice, but rice still ties up vast
majority of land and other resources
Thin international rice markets, so large Asian countries
are wary of relying on them
Culture, lack of nutritional knowledge? In Thailand the
govt had introduced subsidized imported milk to
encourage a dairy consuming culture
21
Pathways 4→6. Agric. & maternal condi.ons
While I listed 3 specific linkages related to
women/mothers, the evidence is weak in terms of
nutritional indicators
We know women perform a huge amount of the work
in agriculture, but benefit less from agric interventions
We know there’s evidence that empowering women in
agriculture (via improved access to assets and inputs)
can accelerate poverty alleviation & improve
intrahousehold distribution of resources
Some evidence on gender-specific ag interventions of
nutritional relevance, such as homestead gardening
intervention by HKI+ in Bangladesh.
22
We also know that women working in agriculture tend
to have poor nutrition outcomes, and face severe time
constraints, which affects things like childcare
But we don’t know about nutritional relevance of
gender-targeted agricultural interventions
Policy question is “What can agricultural sector do
about these problems?”
First, eliminate gender biases in agricultural policies,
(i.e. make agriculture gender-sensitive)
Second, more evaluation of nutritional outcomes of
programs targeted at women (**but track effects on
women’s time and nutrition, not just empowerment)
23
Pathways 4→6. Agric. & maternal condi.ons
Concluding remarks
Areas of progress
Generated much more interest
Emerging knowledge of links between farm production,
diets and nutrition (e.g. importance of livestock)
Knowledge gaps
Everything
Cost-effectiveness
Being diagnostic: e.g. low consumption of dairy: is the
real constraint income, knowledge, assets, or poor
access to markets?
24
Concluding remarks
Partnerships (research side)
Important to inculcate nutritional knowledge in non-
nutrition policymakers and researchers (e.g. Thailand)
In poorest countries the focus is on food security; this is
actually a barrier to promoting nutrition, not an aid
More intra-CGIAR partnerships
Innovations
More systems-wide research & monitoring, especially
as our understanding of ag & nutrition links improves
Is CGIAR R&D portfolio well positioned for addressing
global burden of malnutrition?
Are country expenditures well positioned?
25
Thank you
26

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Derek d. Headey, IFPRI "The economics of agriculture and nutrition: Theory, Evidence and Policy Implications"

  • 1. INTERNATIONAL FOOD POLICY RESEARCH INSTITUTE The economics of agriculture and nutrition: Theory, Evidence and Policy Implications Derek D. Headey Poverty, Health and Nutrition Division, IFPRI Washington DC
  • 2. Outline 1. Introduction 2. Theory & evidence on 6 causal pathways 3. Policy implications 2
  • 3. 1. Introduction I’ll skip motivations, but outline a few key points First, economists have been working on nutrition for some time, but with limited focus on agriculture Second, much of this research was done prior to the more recent evidence on the 1000 days and the importance of dietary diversity, etc e.g. large literature using calorie availability Third, there are plenty of methodological caveats to consider (internal validity; external validity), which clearly qualify the evidence base for policymaking 3
  • 4. 1. Introduction Finally, my review will also have its caveats focus on economics more than nutrition or agronomics drawing substantively on literature from India, particularly a systematic review of Indian context and paper on ag-nutrition linkages in India (TANDI) recent draft papers for a planned special issue on agriculture and nutrition at the farm level Focus is mostly on chronic child malnutrition (stunting) 4
  • 5. 2. Theory Many nutrition frameworks, but in TANDI we focused on 6 ag-nutrition pathways 1. Agriculture → income → expenditure → nutri.on 2. Agriculture → diets→ nutri.on 3. Agriculture → food prices→ diets→ nutri.on 4. Agriculture → maternal care prac.ces→ nutri.on 5. Agriculture → maternal health→ nutri.on 6. Agriculture → maternal empowerment→ nutri.on (Let’s define “agriculture” broadly: productivity, farm assets, agro-processing, markets, policies, institutions) 5
  • 6. Pathway 1 → Income effects Large literature documenting that agricultural growth tends to be pro-poor (World Bank 2008) In a recent paper I revisit earlier cross-country evidence on this and find it to be robust: Elasticity between poverty and growth is 4→6 .mes higher for agriculture relative to non-agriculture 1% increase in agric. growth reduces inequality by 0.3 points; non-agric growth has no systematic effect Caveat: this literature does not link agricultural growth to agriculture-specific policies – many factors can drive agricultural growth, including non-agricultural factors 6
  • 7. 7 R1 R2 No. of obs. 294 294 Dependent variable Change in $1.25/day poverty Change in Gini coefficient Agric. growth*sa -2.19** -0.35*** (1.00) (0.12) Non-agric. growth*sn -0.55*** 0.01 (0.18) (0.02) R-squared 0.08 0.23 Table 1. Re-testing the CDK model with the robust regressor
  • 8. Pathway 1 → Income effects So agricultural growth is pro-poor, but does nutrition also improve with income? 4 pieces of evidence 1. DHS data for 60-odd countries show that richer households always have lower rates of stunting* 2. Cross-country data show that stunting declines with GDP per capita (though poverty declines more) 3. But cross-country regressions do not suggest that agricultural growth has any significant advantage over nonagricultural growth 4. Plenty of examples where GDP growth hasn’t translated into rapid nutritional improvements (India!) 8
  • 9. 9 0204060 Stuntingprevalenceinpreschoolers(%) 0 2000 4000 6000 8000 10000 GDP per capita (2005 international $) Guatemala India Angola Yemen Afghanistan ETH DRC PAK NGA China IDN SDN VTN PHN CIV MMR Niger BGD KEN Peru Egypt Burundi IRQ MDG Sri Lanka Kazakhstan Senegal Uzbekistan Kyrgyzstan Botswana Syria Algeria Colombia Ecuador Moldova Ghana Turkey Thailand Haiti Nepal Dom. Rep. Brazil Belarus South Africa Predicted stunting line Predicted poverty line F1. Preschooler stunting & GDP per capita, circa 2005
  • 10. Pathway 1 → Income effects Implications? 1. Could take a long time to reduce malnutrition if we only relied on income growth 2. Perhaps surprising that agricultural growth isn’t more nutrition-sensitive than nonagricultural growth One explanation could be that it is only growth in food production which is more nutrition sensitive Cross-country results suggest growth food production is a strong predictor of reductions in stunting, but only in low productivity countries But not clear why – food production has micro and macro linkages 10
  • 11. Pathway 2 – Farming and diets One explanation could be that poor farmers make production decisions based on dietary considerations, not just on maximizing income Rational in the context of market failures: Eg 1. if you cannot buy milk in the village market because of lack of processing/storage technologies and high transport costs, then buy a cow Eg 2. If market imperfections induce sharp fluctuations in grain prices, then grow more grain and store some of it on the farm to protect your food supply 11
  • 12. Pathway 2 – Farming and diets One explanation could be that poor farmers make production decisions based on dietary considerations, not just on maximizing income (separability) Rational in the context of market failures: Eg 1. if you cannot buy milk in the village market because of lack of processing/storage technologies and high transport costs, then buy a cow Eg 2. If market imperfections induce sharp fluctuations in grain prices, then grow more grain and store some of it on the farm to protect your food supply Eg 3. If local produce markets are thin, better to diversify farm production rather than specialize 12
  • 13. Pathway 2 – Farming and diets Potentially this linkage is very important, because it renders agriculture a special sector, not just a generator of income But what kinds of agricultural assets and activities matter most for nutrition? Perhaps strongest evidence pertains to dairy, because: 1. Biologically important for growth 2. Highly perishable, so trade is sensitive to market failure 3. Easily prepared (reduces time costs for mothers) 4. Easily consumed by very small children (1000 days) 5. Dairy animals often managed by women 13
  • 14. Pathway 2 – Farming and diets A number of recent papers emerging Iannotti (2013) review nutrition impacts of dairy programs & find plausible impacts on nutrition, but inadequate data on cost-effectiveness For India, Bhagowalia, Headey and Kadiyala (2012) find cow/buffalo ownership predicts milk consumption, and milk consumption predicts higher HAZs For Rwanda, Pimkina et al. (2013) evaluate Heifer International programs, to find similar results For Ethiopia, Hoddinott, Headey and Dereje (2013) find similar results, but also that nutritional impacts of cow ownership decline with better access to markets 14
  • 15. Table 1. Cow ownership seems to matter less with local food markets Food Market in village No food market in village Any milk # days milk (0→7) Stunted 12→24m Any milk # days milk (0→7) Stunted 12→24m Household owns cow 0.19* 0.70* 0.11 0.22* 1.27* →0.12* 15 Any milk consumption # days milk consumed HAZ 12 – 24m Stunted 12→24m Household owns cow 0.22* 0.20* 1.26* 1.10* 0.32* 0.23* →0.09 9 →0.08* No. of cows in village, log → 0.058* → 0.362* → 0.22 →0.032 Table 2. More cows in a village reduce the impacts of household cow ownership * Indicates significance at 5% level or higher
  • 16. Pathway 2 – Farming and diets So dairy seems to be a highly nutrition-sensitive subsector, but there are policy-relevant caveats First, cow ownership could have other links to nutrition (e.g. cows as wealth) so some scope for bias Second, cost-effectiveness not yet established Third, not entirely clear what policymakers should do increase cow ownership, productivity or market access? And sequencing may be important; E.G. farmers have little incentive to increase production without better access to markets 16
  • 17. Pathway 2 – Farming and diets Less evidence on other assets and production decisions For India, Bhagowalia et al (2012) find dietary diversity is influenced by farm sizes and access to irrigation 17 1,46 0,88 0,36 0,18 0 0,25 0,5 0,75 1 1,25 1,5 < 0.5 ha 0.5–2 ha 2–5 ha > 5 ha Impactsondietarydiversity index(0→13 Farm sizes The impact of irrigation on dietary diversity
  • 18. Pathway 2 – Farming and diets Another market failure worth exploring is inadequate access to insurance markets, or exposure to risk: Possible responses include: less specialization (more diversification) more focus on non-perishable grains, rather than perishable vegetables Underinvestment in higher return but riskier crops (cash crops) 18
  • 19. Pathway 3 – Agriculture and food prices Agriculture affects the relative prices of different foods A particularly interesting question is to what extent CGIAR investments have impacted nutrition via relative price changes Economic theory is ambiguous because of substitution and income effects For example, investments in rice decrease relative price of rice, suggesting that rice consumption would increase, possibly reducing dietary diversity But since rice is a major share of HH budgets in Asia, real incomes rise, allowing people to diversify 19
  • 20. Pathway 3 – Agriculture and food prices Evidence from price shocks suggests that income effects dominate In Indonesian financial crisis, huge increases in price of rice reduced dietary diversity (Block et al. 2004) Similar effects in Bangladesh over 1990s (Torlesse et al. 2002) So it seems probable that increasing productivity of staples ultimately allows greater diversity, not less Nevertheless, Green Revolution has been cited for declining consumption of coarse grains and pulses in India, and fish in Bangladesh 20
  • 21. Pathway 3 – Agriculture and food prices Moreover, even if agricultural investments generally improve dietary diversity, in some countries the transition seems too slow In Bangladesh major gains in rice productivity have not translated into rapid dietary diversification. Why? Country is self-sufficient in rice, but rice still ties up vast majority of land and other resources Thin international rice markets, so large Asian countries are wary of relying on them Culture, lack of nutritional knowledge? In Thailand the govt had introduced subsidized imported milk to encourage a dairy consuming culture 21
  • 22. Pathways 4→6. Agric. & maternal condi.ons While I listed 3 specific linkages related to women/mothers, the evidence is weak in terms of nutritional indicators We know women perform a huge amount of the work in agriculture, but benefit less from agric interventions We know there’s evidence that empowering women in agriculture (via improved access to assets and inputs) can accelerate poverty alleviation & improve intrahousehold distribution of resources Some evidence on gender-specific ag interventions of nutritional relevance, such as homestead gardening intervention by HKI+ in Bangladesh. 22
  • 23. We also know that women working in agriculture tend to have poor nutrition outcomes, and face severe time constraints, which affects things like childcare But we don’t know about nutritional relevance of gender-targeted agricultural interventions Policy question is “What can agricultural sector do about these problems?” First, eliminate gender biases in agricultural policies, (i.e. make agriculture gender-sensitive) Second, more evaluation of nutritional outcomes of programs targeted at women (**but track effects on women’s time and nutrition, not just empowerment) 23 Pathways 4→6. Agric. & maternal condi.ons
  • 24. Concluding remarks Areas of progress Generated much more interest Emerging knowledge of links between farm production, diets and nutrition (e.g. importance of livestock) Knowledge gaps Everything Cost-effectiveness Being diagnostic: e.g. low consumption of dairy: is the real constraint income, knowledge, assets, or poor access to markets? 24
  • 25. Concluding remarks Partnerships (research side) Important to inculcate nutritional knowledge in non- nutrition policymakers and researchers (e.g. Thailand) In poorest countries the focus is on food security; this is actually a barrier to promoting nutrition, not an aid More intra-CGIAR partnerships Innovations More systems-wide research & monitoring, especially as our understanding of ag & nutrition links improves Is CGIAR R&D portfolio well positioned for addressing global burden of malnutrition? Are country expenditures well positioned? 25