an introduction to data on food and food security · an introduction to data on food and food...
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An introduction to data on Food and Food Security
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Introduction to data on Food and Food Security
Margherita Ceraolo and Rebecca O’Connell
9 November 2016
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Overview
• Data related to food and food security
• Searching for data on food
• Supporting documentation and useful resources
• Research case study of Food, Families and Work
o National Diet and Nutrition Survey (NDNS)
• Further help
• Questions
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Using the UK Data Service to find data on Food
• A single point of access to a wide range of secondary social science data
• Enables you to search for food data
• Offers support, training and guidance
• http://ukdataservice.ac.uk/use-data/tutorials
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Food and Food Security
The food system covers a wide range of topics:
• consumer culture and attitudes toward food
• healthy diet and food safety
• food security and better access to food
• the impact of extreme weather events on food systems
• the need of a growing population for sustainable agriculture
• medical challenges of diseases caused by under/over nutrition
We hold a variety of data on these topics
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Key datasets1970 British Cohort Study
1970 - ongoing; Great Britain
(longitudinal)
Diet (including 4-day diary)Consumption of ready-meals, convenience foods, take-aways, home-cooked meals and drinks
English Longitudinal Study of
Ageing
1998 - ongoing; England
(longitudinal)
Expenditure on food and groceriesWhether cut food consumption due to financial difficultyExpenditure on eating or buying food outside the householdFood and drink consumed the previous day
Farm Business Survey
1982 - ongoing; farms in England
and Wales
LivestockCropsFarm characteristicsFarm finance including costs, receipts, assets, income, subsidies
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Key datasetsFood and You Survey
2010 - ongoing; adults in the UK
Behaviour, attitudes and knowledge towards food issues:Food safetyHealthy eatingShopping habits
Health Survey for England
1991 – ongoing; England
Food consumption, dietDrinks (including alcohol)Food supplementsFruit and vegetable consumption
National Diet and Nutrition
Survey
2008/2009 - ongoing; individuals in
the UK
Four-day food diaryEating habitsSmoking and drinkingGeneral healthBlood and urine samples
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How many people said they never eat raw fruit? (Source: Food and You Survey, 2014)
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Raw fruit consumption
Food and You Survey, 2014
Variable Q2_14_8_Slice: Q2_14 How often do you eat raw fruit ?
At the moment, how often do you eat raw fruit?
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Key datasetsIMF International Financial
Statistics
1948 - ongoing; country level
data, multi-nation
Market prices of food (wheat, rice, fish, meat, cooking oil, etc.)Exports of foodImports of food
World Bank World
Development Indicators
1960 - ongoing; country level
data, multi-nation
FoodNutritionFood production indexAgricultureFood deficit
Discover all studies related to food
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IMF International Financial Statistics
Extra virgin olive oil, ex-tanker price U.K., US$ per metric ton
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Food theme pages
https://www.ukdataservice.ac.uk/get‐data/themes/food
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Searching for data on food
http://www.ukdataservice.ac.uk
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Live demo
• Food theme pages
https://www.ukdataservice.ac.uk/get-data/themes/food
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Access conditions
Data Type Access conditions
Open accessSmall number of teaching datasets
Open access
End User LicenceMost research datasets
Requires registration and user name and passwordUK academics and students login using their institutional username and password
Special LicenceMost survey microdata with lower level geography
Restricted to ‘Approved Researchers’ under the Statistics and Registration Act
Secure access Restricted to ‘Approved Researchers’ and access limited through a physical or virtual environment
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Other resources and support
Webinars & Workshops
• See ‘Events’ page
Guides & Video tutorials
• Topic
• Dataset
• Methods and software
Help
• Individual support by e-mail
• FAQs
Case studies
• How others used the data
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Get connected
• Mailing list - https://www.jiscmail.ac.uk/cgi-bin/webadmin?A0=UKdataservice
• Newsletter - bit.ly/1OPbQGo
• Twitter - @UKDataService
• Facebook - https://www.facebook.com/UKDataService
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Using the NDNS for a mixed methods study of food, families and work
Rebecca O’ConnellSenior Research OfficerThomas Coram Research Unit, UCL [email protected]
1
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Background• National Diet and Nutrition Survey (NDNS)
– Rolling programme from 2008 (cross sectional, representative sample of 1000 people (1.5yrs+) per year
• Food Standards Agency + ESRC strategic partnership– “Exploring and explaining UK dietary decisions in 21st
century”– Inclusion of re-contact q 2009 = opportunity to derive
a qualitative sample on basis of known dietary indicators
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Background • Public policy concern with the quality of children’s diets and
childhood obesity• Rising maternal and dual parental employment; combined
hours of working parents in UK among highest in Europe• Analysis of MCS (2008/2009) found a relationship between
maternal employment and children’s overweight status and eating behaviours
• Aims of the study were to: • examine whether these associations borne out in NDNS• explain patterns found (or not found) in the quantitative data by
exploring how food and eating fit into the working lives of families and
• examine how these patterns change (or do not change) over time.
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Research Questions• How do the demands of parents’ paid work shape and influence
family food practices? • What is the gender division of foodwork in dual earner families
and how do parents account for it? • When do working families eat together and what affects this? • How do children negotiate food and eating with their parents? • What do children of working parents eat at home, childcare and
school and how do parents manage children’s diets across settings?• How do changes in the eating habits of children and families relate
to interventions in and the shifting contexts of family life?
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Research strategy • Secondary analysis of NDNS and other surveys – (W1) HSE,
ALSPAC (W2) US, MCS
• Qualitative sample (N=47) of children (2-10 yrs) and employed parents purposively drawn from NDNS
• 36 families followed up at W2 (2 year gap)
• Interviews with parents (usually mothers) and range of methods with children
• Qual analysis consolidated at case and thematic levels; quant and qual analyses combined where appropriate
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Purposive sampling from NDNS
High Income Low Income
Healthier Diet 12 households (one child aged 1.5-10)
12 households (one child aged 1.5-10)
Less Healthy Diet 12 households (one child aged 1.5-10)
12 households (one child aged 1.5-10)
Mostly WB dual parent families; skewed towards higher end income range; two thirds couples ‘traditional 1.5 earner model’, one third ‘dual earner’
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Dietary feedback:• Fat intake as a % of total
energy consumed.• Saturated fat as % total energy• NMES as % total energy• NSP intake g/day• Vitamin C intake mg/day• Folate intake μg/day• Calcium intake mg/day• Iron intake mg/day• Kcal /day
Dietary data• 3 or 4 day unweighed diet
diaries• Include where, when and with
whom food and drink consumed (‘contextual data)
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Nutritional ‘scoring’ system
Food/Nutrient
Measure
1-3 yrs.
Guide or RNI 4-6
Guide or RNI 7-10
Mean intake males 4-18 NDNS
Mean intake females 4-18 NDNS
Component Score
Example 1
Ex. 1 score
Example 2
Ex. 2 score
Example 3
Ex. 3 score
age 2 age 5 age 8Fat %/Kcal 33 33 33 35.4 35.9 5 35.4 4.7 32 5.0 36 4.6Sat Fat %/Kcal 10 10 10 14.2 14.3 5 14.2 3.5 9.5 5.0 15 3.3NMES %/Kcal 10 10 10 16.7 16.4 10 16.7 6.0 11 9.1 20 5.0Fibre g/d 6 9 12 11.2 9.7 5 4 3.3 13 5.0 5 2.1Vit. C mg/d 30 30 30 75.2 71.2 5 35 5.0 70 5.0 30 5.0Folate ug/d 70 100 150 240 194 5 50 3.6 200 5.0 60 2.0Calcium mg/d 350 450 550 819 710 5 300 4.3 600 5.0 400 3.6Iron mg/d 6.9 6.1 8.7 9 7.9 5 5 3.6 7 5.0 8 4.6
Total Score 45 34.0 44.1 30.2% 76% 98% 67%
Simon, A., O’Connell, R., Stephen, A. (2012). Designing a nutritional scoring system for assessing diet quality for children aged 10 years and under in the UKhttp://www.pbs.plym.ac.uk/mi/pdf/03-08-2012/2012%20SIMON%203%20Aug.pdf
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*P=0.001Reference categories: Maternal employment = not working; Siblings=none; Child Sex=girl; Maternal ethnic group=non-white; Maternal age=31 years and over; Qualifications=degree level; Social Class=I; Family income=Q5; Partner present=no.
Direct measure of portions of fruit and vegetables
consumed (n=359)
Nutritional score (n=359)
Mother employed .056 -.005
Child gender -.069 .106
Mother's ethnic group -.032 -.032
Sibling .026 -.024
Maternal age:26-30 .046 .032
21-25 -.107 -.075
20 or under -.154 -.059
Maternal social class:II .121 .023
IIINM .012 -.069
IIIM -.086 -.052
IV -.129 -.265*
V -.138 -.123
Family weekly income (£)300-499 -.057 .057
200-299 -.068 .012
100-199 -.096 .115
<100 .033 .076
Partner not present .022 -.020
Associations between direct measure of F&V consumption and nutrition score, maternal employment and other socio-economic characteristics for children aged 18 months–10 years (NDNS 2009/10)
RQ: How does parental employment influence and shape family food practices, in particular the diets of children aged 1.5 to 10 years?
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NDNS: maternal employment and nutrition score
• 65% of NDNS mothers with children aged 18 months to 10 years in paid employment in 2009/10
• Maternal employment not related to ‘Nutritional score’ (-.005, p=0.933) or children’s consumption of portions of fruit and vegetables (.056, p=0.377).
• Children of mothers who were not employed had a very similar average nutritional score (mean=54.24; std. deviation=17.41) to children of mothers who were in employment (mean=55.84; std. deviation=15.86).
• Contrasts with link between children's diet and maternal employment in MCS (Hawkins et al., 2009) – but this confined to families where mothers worked full time.
• If hours of work had been included we might have found a similar relationship to that reported in the MCS
• However an advantage is that NDNS includes foods eaten outside the home and scores may reflect provision of healthy foods in school and childcare
• An important study impact is that mothers working hours and education have been added to the annual survey from 2015
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Families and mealsQualitative Research• W1: When do working families eat together? • W2: How do patterns of eating together change over time?
Brannen, J., O’Connell, R. and Mooney, A. (2013) Families, meals and synchronicity: Eating together in British dual earner families with younger children. Community, Work and Family. 16 (4) 417- 434.
Quantitative Research• Is frequency of family meals for children associated with
– Socio-demographic factors such as child age, socioeconomic status and maternal employment
– Nutrition score’ for overall diet
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NDNS: ‘contextual' data
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NDNS: ‘contextual' data• Food and time based definition of a meal:
– Took ‘evening’ as time slot
– Summarised food into ‘core’ and ‘non-core’ types (Macdiarmid et al. 2009) -meals defined as including at least one core food
• Compared those eating with parents/ carers versus others
Macdiarmid J, Loe J, Craig LC, Masson LF, Holmes B, McNeill G. Meal and snacking patterns of school-aged children in Scotland. Eur J Clin Nutr 2009; 63: 1,297-1,304.
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Families and Meals - NDNS• Children who had more frequent family meals on average had
higher nutrition scores• Child age was significantly related to family meals (younger children
more likely to eat ‘family meals’) • Mothers in paid employment were very slightly less likely to eat
family meals with their children, but the difference was very small and not significant after accounting for other demographic variables
• We might have found a difference if we had hours of employment (see MCS and US)
• However qualitative analysis found that synchronicity in schedules explained patterns of eating together better than mothers’ working hours; also confirmed fewer meals as children older – extra curricular activities and F hours
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Families and mealsDataset Findings
National Diet and Nutrition Survey
(N=1,210)
‘Contextual data’
Frequency of ‘family meals’ not related to maternal employment. However, for all age groups ‘family meals’ were related to ‘nutrition score’ – children who usually eat ‘family meals’ have higher nutrition scores overall than children who do not.
Millennium Cohort Study
(N=14,738 at age 5; 13,781 at age 7)
Who usually eats the evening meal with [^Cohort child's name] on weekdays?
At both ages, over 80% of children usually ate their evening meal with parents. A very slight reduction in eating meals with parents if the mother was in paid employment.
Understanding Society
(N=5,592)
In the past 7 days, how many times have you eaten an evening meal together with your child/children and other family members who live with you?
Employed mothers (and fathers) are less likely than non-employed mothers to eat with children most days of the week. Those who work longer hours eat fewer evening meals with their child/ren. Number and age of children is significant: frequency of family meals decreases as age of child increases and decreases as number of children increases.
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Reflections:NDNS and data linkageOpportunities• Basis for deriving a qualitative sample on basis of known diets• Opportunity to develop a unique index of diet quality ‘nutritional score’• Contextual data useful alternative/supplement to survey response to direct questionsChallenges• ‘Missing’ sociodemographic data – now improved• Time lag for processed dietary data – partic. important re. children’s diet intake• Question of validity at individual level • Socio-demographic data – now improved Mixing methods and meshing data• Quantitative and qualitative constituent parts of the study address differently framed
questions• In practice analyses sometimes corroborated each other, in other instances they
complemented one another, while in others they were dissonant
Brannen, J. & O'Connell, R. (2015). Data Analysis I: overview of data analysis strategies. In Sharlene Hesse-Biber and Burke Johnson (eds). Oxford Handbook of Mixed and Multimethod Research. Oxford University Press.
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Some useful links• NDNS: https://discover.ukdataservice.ac.uk/series/?sn=2000033
• Our qualitative data (interviews with parents and children, children’s drawings): https://www.ukdataservice.ac.uk/
• FSA Food and YOU Survey: https://discover.ukdataservice.ac.uk/catalogue/?sn=7576#related
• Families and Food in Hard Times: www.foodinhardtimes.org
• Families Food and Work: http://www.bloomsbury.com/uk/food-families-and-work-9780857855084/
Roberts, C., Lubian, K., McManus, S., Draper, A., O’Connell, R. and Eaton, E. (2016). Food and You Waves 1-3 Secondary Analysis – Paper 4: Food affordability and safety. Food Standards Agency. Available at: https://www.food.gov.uk/sites/default/files/fs409014-paper4.pdf
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Acknowledgements• The children, young people and families who generously gave their valuable time to participate in
the study and granted us permission to reproduce their photographs and drawings
• The funders: Economic and Social Research Council with a) The Food Standards Agency (RES-190–25-0010) and b) The Department of Health (ES/ J012556/1)
• Dr Jane Barrett and Danielle DeFeo (DH) and Helen Atkinson (FSA)
• The research team based at the Thomas Coram Research unit, UCL Institute of Education: Professor Julia Brannen (co-investigator), Charlie Owen, Antonia Simon, Katie Hollingworth (Phase 2), Abigail Knight, Ann Mooney (Phase 1). Penny Mellor provided administrative support. Professors Alison Stephen and Carol Devine provided consultancy on diet data.
• Colleagues at MRC HNR and NatCen Social Research for their help in drawing a qualitative sample from the National Diet and Nutrition Survey and the data owners
• The project Advisory Group