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ETHIOPIAN DEVELOPMENT
RESEARCH INSTITUTE
Children’s diets, nutrition
knowledge and access to markets
Kalle Hirvonen (IFPRI – Ethiopia Strategy Support Program)
John Hoddinott (Cornell University, USA)
Bart Minten (IFPRI – Ethiopia Strategy Support Program)
David Stifel (Lafayette College, USA)
Transformation and vulnerability in Ethiopia: New evidence to inform
policy and investments
Getfam Hotel, Addis Ababa
May 27, 2016
Rural Ethiopian children consume one of the most
undiversified diets in the sub-Saharan Africa
Source: Demographic and Health Survey data for 20 sub-Saharan African (SSA) countries
Motivation (2/2)
• Low diversity in diets is associated with increased risk of chronic
undernutrition and micro-nutrient deficiencies in young
children (Arimond and Ruel, 2004; Mallard et al., 2014)
• Considerable political commitment to address this (National
Nutrition Strategy Programme, Seqota declaration)
• But what are the constraints to improving children’s diets in
Ethiopia?
• Supply – or demand side?
Supply side constraints…?
• Recent research different parts of Ethiopia shows how
children located closer to markets have more diverse
diets (Minten & Stifel, 2015; Abay & Hirvonen 2016)
• Also: For HHs near markets, food consumption is less
dependent on their own food production (Hirvonen &
Hoddinott 2014; Hoddinott, Headey & Dereje, 2015)
 Implications for policy: Improve access to nutritious foods
...or demand side constraints?
• Anecdotal evidence suggests that poor feeding practices are due
to lack of knowledge (Alive & Thrive 2010; USAID 2011).
• Randomized controlled trials (RCTs): Behavioural Communication
Change (BCC) effective tool to improve nutrition knowledge and
feeding practices
• In Ethiopia, government uses health extension programme
and media outlets to raise awareness
• But RCT evidence comes from countries with high-population
density (e.g. Bangladesh) or from urban areas. --> implying good
market access.
…or both?
This study:
Does improving nutrition knowledge (NK) lead to
improvements in children’s diets?
-- Does the effectiveness of NK depend on access to foods
(through food markets)?
Data (1/2)
Survey of 775 households in Alefa woreda (north-western
Amhara) in December 2014 & January 2015.
Sample area purposefully selected:
1. Area with large variation in transportation costs over a
relatively short distance
2. No passable road, land quality & climate similar throughout
Data (2/2)
• Households use the same major market
• We define remoteness relative to this market town
• Transport costs are measured as the cost of renting a donkey
for a round-trip to the market + the cost of farmer’s time.
• Sample in this study 448 HHs with children less than 5 years of
age
market
road to Gonder
Dietary diversity measure
• Following World Health Organization (2008) recommendations:
• 7 food groups
• Good proxy for diet quality
• Mean: 3.1 food groups
• < 7.5 % consumed from 4 or more food groups
Measuring nutrition knowledge
• Seven statements about nutrition & feeding practices
• Based on “7 Excellent Feeding Actions” by Alive &
Thrive
• Using statistical techniques to construct a measure of
household nutrition knowledge
Education levels are low and education does
not predict nutrition knowledge
Note: Local polynomial regression. Shaded area refers to 95%-confidence interval.
Nutrition knowledge associated with higher
dietary diversity
Note: Local polynomial regression. Shaded area refers to 95%-confidence interval. Dashed lines represent the bottom and top 5% of the
nutrition knowledge distribution.
Methodology
• Research question: what is the impact of improving
nutrition knowledge on children’s dietary diversity
• We use multivariate regression techniques together with
instrumental variable methods
• Allows statements about causality
• We predict nutrition knowledge using information
about Radio ownership and Health Extension Worker
(or a health volunteer) visit
Findings (1/2)
1) Nutrition knowledge leads to considerable
improvements in children’s diets
• A one standard deviation increase in household’s
nutrition knowledge score leads to 0.7 food
group increase in children’s diets, on average
• Children in the average household would now
consume from 4 food groups (WHO
recommendation)
Findings (2/2)
2) But this only holds for areas that have a relatively good
market access! (next slide)
Impact of improving nutrition knowledge, by market access
Take-aways for policy (1/2)
• To improve diets in Ethiopia policymakers need to focus
on solving both supply and demand side constraints.
1. Behavioral Change Communication seems to work for
the demand (knowledge) constraints.
Take-aways for policy (2/2)
2. Ensuring access to foods is a ‘tougher nut to crack’
• In the long run: access to foods should be mediated
through markets.
• In the short run: more remote households may have
to produce the foods they want to consume by
themselves. But this may not be possible
everywhere.
• Considerable agro-ecological constraints!
• Undermines benefits from production based on
comparative advantage
APPENDIX
First stage regression results
Robust standard errors in parentheses.
Statistical significance denoted at *** p<0.01, ** p<0.05, * p<0.1.
Results
Robust standard errors in parentheses.
Statistical significance denoted at *** p<0.01, ** p<0.05, * p<0.1.
Results robust to:
1. Re-defining nutrition knowledge
• Use only 1 statement: “Give a variety of foods to
very young children”
2. Dropping the health extension worker visit instrument
3. Poisson regressions
4. Using larger data – FtF (2015): 4,107 children
Results so far
Improving households’ nutrition knowledge has a
considerable impact on children’s dietary diversity.
-- but does this impact vary by market access?
--> Interact knowledge variable with remoteness variable
Results by market access
Z-score of nutrition knowledge
Low education levels
Education does not predict nutrition
knowledge
Nutrition knowledge associated with higher
dietary diversity
Dietary diversity measure
• Series of yes/no
questions on children’s
diets (24 recall, HH level)
• Grouped into 7 food
groups (WHO 2008)
• Good proxy for diet
quality.
• Mean: 3.1 food groups
• < 7.5 % consumed from 4
or more food groups
Methodology (2/2)
Problem: Nutrition knowledge is likely to be measured with
considerable error + omitted variable bias concern
 Our estimate on the impact of nutrition knowledge likely
to be biased
Solution: Use Instrumental variable techniques: Predict
nutrition knowledge using 2 instruments.
1) radio ownership
2) Health Extension Worker (or a health volunteer) visit

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Children’s diets, nutrition knowledge and access to markets

  • 1. ETHIOPIAN DEVELOPMENT RESEARCH INSTITUTE Children’s diets, nutrition knowledge and access to markets Kalle Hirvonen (IFPRI – Ethiopia Strategy Support Program) John Hoddinott (Cornell University, USA) Bart Minten (IFPRI – Ethiopia Strategy Support Program) David Stifel (Lafayette College, USA) Transformation and vulnerability in Ethiopia: New evidence to inform policy and investments Getfam Hotel, Addis Ababa May 27, 2016
  • 2. Rural Ethiopian children consume one of the most undiversified diets in the sub-Saharan Africa Source: Demographic and Health Survey data for 20 sub-Saharan African (SSA) countries
  • 3. Motivation (2/2) • Low diversity in diets is associated with increased risk of chronic undernutrition and micro-nutrient deficiencies in young children (Arimond and Ruel, 2004; Mallard et al., 2014) • Considerable political commitment to address this (National Nutrition Strategy Programme, Seqota declaration) • But what are the constraints to improving children’s diets in Ethiopia? • Supply – or demand side?
  • 4. Supply side constraints…? • Recent research different parts of Ethiopia shows how children located closer to markets have more diverse diets (Minten & Stifel, 2015; Abay & Hirvonen 2016) • Also: For HHs near markets, food consumption is less dependent on their own food production (Hirvonen & Hoddinott 2014; Hoddinott, Headey & Dereje, 2015)  Implications for policy: Improve access to nutritious foods
  • 5. ...or demand side constraints? • Anecdotal evidence suggests that poor feeding practices are due to lack of knowledge (Alive & Thrive 2010; USAID 2011). • Randomized controlled trials (RCTs): Behavioural Communication Change (BCC) effective tool to improve nutrition knowledge and feeding practices • In Ethiopia, government uses health extension programme and media outlets to raise awareness • But RCT evidence comes from countries with high-population density (e.g. Bangladesh) or from urban areas. --> implying good market access.
  • 6. …or both? This study: Does improving nutrition knowledge (NK) lead to improvements in children’s diets? -- Does the effectiveness of NK depend on access to foods (through food markets)?
  • 7. Data (1/2) Survey of 775 households in Alefa woreda (north-western Amhara) in December 2014 & January 2015. Sample area purposefully selected: 1. Area with large variation in transportation costs over a relatively short distance 2. No passable road, land quality & climate similar throughout
  • 8. Data (2/2) • Households use the same major market • We define remoteness relative to this market town • Transport costs are measured as the cost of renting a donkey for a round-trip to the market + the cost of farmer’s time. • Sample in this study 448 HHs with children less than 5 years of age
  • 10. Dietary diversity measure • Following World Health Organization (2008) recommendations: • 7 food groups • Good proxy for diet quality • Mean: 3.1 food groups • < 7.5 % consumed from 4 or more food groups
  • 11. Measuring nutrition knowledge • Seven statements about nutrition & feeding practices • Based on “7 Excellent Feeding Actions” by Alive & Thrive • Using statistical techniques to construct a measure of household nutrition knowledge
  • 12. Education levels are low and education does not predict nutrition knowledge Note: Local polynomial regression. Shaded area refers to 95%-confidence interval.
  • 13. Nutrition knowledge associated with higher dietary diversity Note: Local polynomial regression. Shaded area refers to 95%-confidence interval. Dashed lines represent the bottom and top 5% of the nutrition knowledge distribution.
  • 14. Methodology • Research question: what is the impact of improving nutrition knowledge on children’s dietary diversity • We use multivariate regression techniques together with instrumental variable methods • Allows statements about causality • We predict nutrition knowledge using information about Radio ownership and Health Extension Worker (or a health volunteer) visit
  • 15. Findings (1/2) 1) Nutrition knowledge leads to considerable improvements in children’s diets • A one standard deviation increase in household’s nutrition knowledge score leads to 0.7 food group increase in children’s diets, on average • Children in the average household would now consume from 4 food groups (WHO recommendation)
  • 16. Findings (2/2) 2) But this only holds for areas that have a relatively good market access! (next slide)
  • 17. Impact of improving nutrition knowledge, by market access
  • 18. Take-aways for policy (1/2) • To improve diets in Ethiopia policymakers need to focus on solving both supply and demand side constraints. 1. Behavioral Change Communication seems to work for the demand (knowledge) constraints.
  • 19. Take-aways for policy (2/2) 2. Ensuring access to foods is a ‘tougher nut to crack’ • In the long run: access to foods should be mediated through markets. • In the short run: more remote households may have to produce the foods they want to consume by themselves. But this may not be possible everywhere. • Considerable agro-ecological constraints! • Undermines benefits from production based on comparative advantage
  • 21. First stage regression results Robust standard errors in parentheses. Statistical significance denoted at *** p<0.01, ** p<0.05, * p<0.1.
  • 22. Results Robust standard errors in parentheses. Statistical significance denoted at *** p<0.01, ** p<0.05, * p<0.1.
  • 23. Results robust to: 1. Re-defining nutrition knowledge • Use only 1 statement: “Give a variety of foods to very young children” 2. Dropping the health extension worker visit instrument 3. Poisson regressions 4. Using larger data – FtF (2015): 4,107 children
  • 24. Results so far Improving households’ nutrition knowledge has a considerable impact on children’s dietary diversity. -- but does this impact vary by market access? --> Interact knowledge variable with remoteness variable
  • 26.
  • 27.
  • 28.
  • 29.
  • 30. Z-score of nutrition knowledge
  • 32. Education does not predict nutrition knowledge
  • 33. Nutrition knowledge associated with higher dietary diversity
  • 34. Dietary diversity measure • Series of yes/no questions on children’s diets (24 recall, HH level) • Grouped into 7 food groups (WHO 2008) • Good proxy for diet quality. • Mean: 3.1 food groups • < 7.5 % consumed from 4 or more food groups
  • 35. Methodology (2/2) Problem: Nutrition knowledge is likely to be measured with considerable error + omitted variable bias concern  Our estimate on the impact of nutrition knowledge likely to be biased Solution: Use Instrumental variable techniques: Predict nutrition knowledge using 2 instruments. 1) radio ownership 2) Health Extension Worker (or a health volunteer) visit

Editor's Notes

  1. Formal education levels are extremely low in the study area. The average level of education in these data is 2 years. More than 50 percent of the households do not have a single adult member who has attended school.