Table 2.
Level | Sub-level | Factor (no. of studies) | Dietary behaviour | Evidence | Population |
---|---|---|---|---|---|
Individual and household (45) | Cognitions (12) | Taste (4) | Dietary intake | Pradeilles(62)MM, Sedibe et al. (26)QL and Voorend et al. (27)QL | Mixed adolescent adult; Female adolescent |
Fast-food intake | Van Zyl et al. (58)QN * | Mixed adult | |||
Food choice | Charlton et al. (61)MM | Female adolescent and adult | |||
Preferences (1) | Food choice | Boatemma et al. (19)QL | Mixed adolescent and adult; female adolescent | ||
Hunger/not hungry/lack of appetite (6) | Fruit and vegetable intake | Peltzer & Phaswana-Mafuya(52)QN * | Mixed adult | ||
Food intake | Agbozo et al. (28)QN *, Mogre et al. (49)QN * and Waswa(59)QN * | Mixed adult; Mixed adult; Female adult | |||
Dietary diversity | Cisse-Egbuonye et al. (32)QN † | Female adolescent and adult | |||
Skipping meals | Onyiriuka et al. (51)QN † | Female adolescent | |||
Mood (1) | Food intake | Waswa(59)QN * | Female adult | ||
Subjective health status (4) | Fruit and vegetable intake | Peltzer & Phaswana-Mafuya(52)QN ‡ and Mogre et al. (49)QN * | Mixed adult; Mixed adult | ||
Food choice | Agbozo et al. (28)QN * | Mixed adult | |||
Dietary intake/Disordered eating | Amenyah & Michels(29)QN * | Mixed adolescent | |||
Perceived stress (1) | Dietary intake | El Ansari & Berg-Beckhoff(34)QN † | Mixed adolescent and adult | ||
Self-esteem (1) | Disordered eating | Gitau et al. (38)QN ‡ | Males adolescent | ||
Body satisfaction (1) | Disordered eating | Gitau et al. (38)QN ‡ | Males adolescent | ||
Body image perception (1) | Food intake | Waswa(59)QN * | Female adult | ||
Food knowledge (3) | Fruit and vegetable intake | Landais(44)/Landais et al. (45)QN † | Mixed adult | ||
Food choice | Agbozo et al. (28)QN ‡ | Mixed adult | |||
Food intake | Waswa(59)QN * | Female adult | |||
Perception of diet quality (1) | Dietary diversity | Becquey et al. (31)QN † | Mixed adolescent and adult | ||
Perception of diet quantity (1) | Dietary diversity | Becquey et al. (31)QN † | Mixed adolescent and adult | ||
Lifestyle/behaviours (15) | Dieting (1) | Dietary habits | Sedibe et al. (26)/Voorend et al. (27)QL | Female adolescent | |
Skipping meals (1) | Fruit and vegetable intake | Landais(44)/Landais et al. (45)QN * | Female adult | ||
Snacking (1) | Dietary diversity | Becquey et al. (31)QN † | Mixed adolescent and adult | ||
Habit/routine (1) | Food choice | Charlton et al. (61)MM | Female adolescent and adult | ||
Household dietary diversity (1) | Dietary diversity | Cisse-Egbuonye et al. (32)QN † | Female adolescent and adult | ||
Processed food consumption (1) | Fruit and vegetable intake | Landais(44)/Landais et al. (45)QN * | Female adult | ||
Eating out occasions (1) | Fruit and vegetable intake | Landais(44)/Landais et al. (45)QN * | Female adult | ||
Eating three daily meals (1) | Fruit and vegetable intake | Landais(44)/Landais et al. (45)QN * | Female adult | ||
Overall lifestyle (1) | Diet quality | Sodjinou et al. (54)/Sodjinou et al. (55)QN † | Mixed adult | ||
Spoken language (1) | Food quality | Soualem et al. (56)QN † | Mixed Adolescent | ||
Time limitations (5) | Dietary intake | Legwegoh(23)/Legwegoh & Hovorka(24)QN | Mixed adult | ||
Fast-food intake | Van Zyl et al. (58)QN * | Mixed adult | |||
Food choice | Brown et al. (20)QL | Mixed adolescent and adult | |||
Unhealthy food intake | Craveiro et al. (21)QL | Mixed adult | |||
Skipping meal | Mogre et al. (49)QN * | Mixed adult | |||
Quality of life (1) | Fruit and vegetable intake | Peltzer & Phaswana-Mafuya(52)QN ‡ | Mixed adult | ||
Tobacco use (2) | Fruit and vegetable intake | Peltzer & Phaswana-Mafuya(52)QN † | Mixed adult | ||
Diet quality | Sodjinou et al. (54)/Sodjinou et al. (55)QN † | Mixed adult | |||
Alcohol use (2) | Fruit and vegetable intake | Peltzer & Phaswana-Mafuya(52)QN * | Mixed adult | ||
Diet quality | Sodjinou et al. (54)/Sodjinou et al. (55)QN † | Mixed adult | |||
Physical activity (5) | Fruit and vegetable intake | Peltzer & Phaswana-Mafuya(52)QN * | Mixed adult | ||
Energy intake | Hattingh et al. (39) * ,(40) * ,(41)QN * | Female adult | |||
Dietary intake | Becquey et al. (31)QN † | Mixed adolescent and adult | |||
Dietary patterns | Zeba et al. (60)QN * | Mixed adult | |||
Dietary quality | Sodjinou et al. (54)/Sodjinou et al. (55)QN * | Mixed adult | |||
Biological (9) | Morbidity (1) | Dietary diversity | Kiboi et al. (43)QN † | Female adolescent and adult | |
Age (11) | Fruit and vegetable intake | Landais(44)/Landais et al. (45)QN ‡ | Female adult | ||
Fruit and vegetable intake | Peltzer & Phaswana-Mafuya(52)QN ‡ | Mixed adult | |||
Dietary quality | Soualem et al. (56)QN * | Mixed adolescent | |||
Dietary diversity | Becquey et al. (31)QN *, Savy et al. (53)QN *, Codjoe et al. (33)QN ‡ and Cisse-Egbuonye et al. (32)QN ‡ | Mixed adolescent and adult; Adult women; Mixed adolescent and adult; Female adolescent and adult | |||
Meal skipping | Onyiriuka et al. (51)QN † | Female adolescent | |||
Food choice | Onyiriuka et al. (51)QN | Female adolescent | |||
Dietary patterns | Zeba et al. (53)QN * | Mixed adult | |||
Energy intake | Hattingh et al. (39)/Hattingh et al. (40)/Hattingh et al. (41)QN * | Female adult | |||
Fattening practices | Jafri et al. (42)QN * | Adult women | |||
Parity (2) | Dietary patterns | Zeba et al. (54)QN * | Mixed adult | ||
Fruit and vegetable intake | Landais(42)/Landais et al. (45)QN ‡ | Adult women | |||
Gender (5) | Dietary quality | Soualem et al. (56)QN * | Mixed adolescent | ||
Dietary diversity | Codjoe et al. (33)QN † | Mixed adolescent and adult | |||
Dietary intake | Aounallah-Skhiri et al. (30)QN * | Mixed adolescent and adult | |||
Fast-food intake | Van zyl et al. (58)QN † | Mixed adult | |||
Fruit and vegetable intake | Peltzer & Phaswana-Mafuya(52)QN ‡ | Mixed adult | |||
Body composition (2) | Dietary intake | Pradeilles(62)MM ‡ | Mixed adolescent and adult | ||
Fruit and vegetable intake | Peltzer & Phaswana-Mafuya(52)QN ‡ | Mixed adult | |||
Pubertal development (1) | Dietary intake | Pradeilles(62)MM | Mixed adolescent and adult | ||
BMI z-score (1) | Dietary intake/Snacking | Feeley et al. (35)QN † | Mixed adolescent | ||
Fat mass (1) | Dietary intake/Snacking | Feeley et al. (35)QN † | Mixed adolescent | ||
Health (2) | Food intake | Waswa(59)QN * | Female adult | ||
Fruit and vegetable intake | Peltzer & Phaswana-Mafuya(52)QN * | Mixed adult | |||
Demographic (9) | Income (individual/household) (6) | Dietary diversity | Codjoe et al. (33)QN * and Kiboi et al. (43)QN † | Female adolescent and adult | |
Dietary intake | Legwegoh et al. (23)/Legwegoh et al. (24)QL and Steyn et al. (57)QN † | Mixed adult; Mixed adolescent and adult | |||
Dietary patterns | Zeba et al. (54)QN ‡ | Mixed adult | |||
Dietary quality | Soualem et al. (56)QN † | Mixed adolescent | |||
Socio-economic status (individual/household) (13) | Dietary diversity | Becquey et al. (31)QN † and Savy et al. (53)QN * | Mixed adolescent and adult; Female adult | ||
Dietary intake | Aounallah-Skhiri et al. (30)QN †, Legwegoh et al. (23)/Legwegoh et al. (24)QL, Hattingh et al. (39)/Hattingh et al. (40)/Hattingh et al. (41)QN ‡, Mbochi et al. (48)QN †, Njelekela et al. (50)QN ‡, Pradeilles(62)MM ‡ and Steyn et al. (57)QN † | Mixed adolescent and adult; Mixed adult; Female adult; Female adult; Mixed adult; Mixed adolescent and adult; Mixed adolescent and adult; | |||
Fruit and vegetable intake | Landais(44)/Landais et al. (45)QN * | Female adult | |||
Dietary quality | Fokeena & Jeewon(36)QN * | Mixed adolescent | |||
Meal skipping /Food choices | Onyiriuka et al. (51)QN * | Female adolescent and adult | |||
Fast-food intake | Van zyl et al. (58)QN † | Mixed adult | |||
Employment (individual/parent/household head) (7) | Dietary diversity | Kiboi et al. (43)QN †, Cisse-Egbuonye et al. (32)QN † and Codjoe et al. (33)QN * | Female adolescent and adult; Female adolescent and adult; Mixed adult and adolescent | ||
Fruit and vegetable intake | Landais(44)/Landais et al. (45)QN † | Female adult | |||
Dietary intake | Aounallah-Skhiri et al. (30)QN † and Steyn et al. (57)QN † | Mixed adolescent and adult; Mixed adolescent and adult | |||
Dietary quality | Soualem et al. (56)QN † | Mixed adolescent | |||
Education (individual/parent) (9) | Dietary diversity | Kiboi et al. (43)QN † | Female adolescent and adult | ||
Dietary intake | Aounallah-Skhiri et al. (30)QN †, Glozah & Pevalin(37)QN † and Lopez et al. (46)QN * | Mixed adolescent and adult; Mixed adolescent and adult; Mixed adolescent and adult | |||
Dietary quality | Soualem et al. (56)QN ‡ | Mixed adolescent | |||
Dietary patterns | Zeba et al. (54)QN ‡ | Mixed adult | |||
Fruit and vegetable intake | Landais(44)/Landais et al. (45)QN and Peltzer & Phaswana-Mafuya(52)QN † | Female adult ; Mixed adult | |||
Household dietary diversity | Codjoe et al. (33)QN † | Mixed adolescent and adult | |||
Wealth (individual/household) (3) | Fruit and vegetable intake | Peltzer & Phaswana-Mafuya(52)QN * | Mixed adult | ||
Dietary diversity | Codjoe et al. (33)QN † | Mixed adult and adolescent | |||
Food choice | Agbozo et al. (28)QN * | Mixed adult | |||
Land ownership (1) | Dietary diversity | Kiboi et al. (43)QN † | Female adolescent and adult | ||
Ethnicity (5) | Dietary intake | Steyn et al. (57)QN ‡ | Mixed adolescent and adult | ||
Disordered eating | Gitau et al. (38)QN ‡ | Male adolescent | |||
Meal skipping/Food choice | Onyiriuka et al. (51)QN * | Female adolescent and adult | |||
Fruit and vegetable consumption | Peltzer & Phaswana-Mafuya(52)QN † | Mixed adult | |||
Dietary diversity | Codjoe et al. (33)QN ‡ | Mixed adult and adolescent | |||
Household food expenditure (2) | Dietary diversity | Becquey et al. (31)QN † and Codjoe et al. (33)QN ‡ | Mixed adolescent and adult; Mixed adult and adolescent | ||
Financial insecurity (1) | Unhealthy eating choice | Draper et al. (22)QL | Female adult | ||
Social environment (11) | Family (9) | Marital status (6) | Fruit and vegetable intake and diversity | Landais(44)/Landais et al. (45)QN ‡ and Peltzer & Phaswana-Mafuya(52)QN * | Female adult; Mixed adult |
Fattening practices | Rguibi & Behalsen(25)QL and Jafri et al. (42)QN * | Female adolescent and adult; Adult women | |||
Dietary diversity | Becquey et al. (31)QN † and Savy et al. (53)QN * | Mixed adolescent and adult; Female adult | |||
Household social roles (1) | Snacking | Batnitzky(18)QL | Mixed adult | ||
Household composition (4) | Meal skipping | Onyiriuka et al. (51)QN * | Female adolescent and adult | ||
Food intake | Batnitzky(18)QL | Mixed adult | |||
Dietary diversity | Codjoe et al. (33)QN ‡ and Cisse-Egbuonye et al. (32)QN ‡ | Mixed adult and adolescent; Female adolescent and adult | |||
Eating companions (2) | Meal skipping | Onyiriuka et al. (51)QN * | Female adolescent and adult | ||
Food choice | Brown et al. (20)QL | Mixed adolescent and adult | |||
Shared bowl (1) | Fruit and vegetable intake and diversity | Landais(43)/Landais et al. (45)QN ‡ | Female adult | ||
What rest of family eat (2) | Food choice | Charlton et al. (61)MM and Boatemma et al. (19)QL | Female adolescent and adult; Mixed adolescent and adult | ||
Number of children (1) | Fruit and vegetable intake and diversity | Landais(44)/Landais et al. (45)QN * | Female adult | ||
Parental influence (1) | Adequacy of food intake | Waswa(59)QN * | Female adult | ||
Support in the household (3) | Food choice | Boatemma et al. (19)QL, Becquey et al. (31)QN † and Savy et al. (53)QN * | Mixed adolescent and adult; Mixed adolescent and adult; Female adult | ||
Dietary intake | Glozah & Pevalin(37)QN † | Mixed adolescent and adult | |||
Friends and peers (n 2) | Friendship (4) | Fruit and vegetable consumption | Peltzer & Phaswana-Mafuya(52)QN * | Mixed adult | |
Dietary intakes | Sedibe et al. (26) */Voorend et al. (27)QL * | Female adolescent | |||
Food choice | Boatemma et al. (19)QL | Mixed adolescent and adult | |||
Adequacy of food intake | Waswa(59)QN * | Female adult | |||
Fast-food intake | Van zyl et al. (58)QN * | Mixed adult | |||
Religious groups (1) | Dietary intake | Pradeilles(62)MM | Mixed adolescent and adult | ||
Physical environment(12) | Home (4) | Household food stocks (1) | Dietary diversity | Becquey et al. (31)QN †, Kiboi et al. (43)QN † and Codjoe et al. (33)QN ‡ | Mixed adolescent and adult; Female adolescent and adult; Mixed adult and adolescent |
Food availability (3) | Adequacy of food intake | Waswa(59)QN * | Female adult | ||
Dietary diversity | Codjoe et al. (33)QN † | Mixed adult and adolescent | |||
Food choice | Agbozo et al. (28)QN * | Mixed adult | |||
Living area (3) | Fruit and vegetable intake/ diversity | Landais(44)/Landais et al. (45)QN * | Female adult | ||
Fruit and vegetable intake | Peltzer & Phaswana-Mafuya(52)QN * | Mixed adult | |||
Food choice | Mayen et al. (47)QN † | Mixed adult | |||
Housing conditions (2) | Dietary intake | Steyn et al. (57)QN † | Mixed adolescent and adult | ||
Meal skipping | Onyiriuka et al. (51)QN * | Female adolescent and adult | |||
Neighbourhoods (7) | Household sanitation (1) | Dietary diversity | Becquey et al. (31)QN † and Savy et al. (53)QN * | Mixed adolescent and adult; Female adult | |
Neighbourhood SES (2) | Dietary intake | Pradeilles(62)MM ‡ | Mixed adolescent and adult | ||
Dietary intake/Snacking | Feeley et al. (35)QN * | Mixed adolescent | |||
Affordability (2) | Food choice | Boatemma et al. (19)QL and Sedibe et al. (26)/Voorend et al. (27)QL | Mixed adolescent and adult; Female adolescent | ||
Eating outside of home (2) | Fruit and vegetable consumption | Landais(43)/Landais et al. (45)QN * | Female adult | ||
Dietary diversity | Codjoe et al. (33)QN † | Mixed adult and adolescent | |||
Where food is bought (1) | Dietary intake | Steyn et al. (57)QN † | Mixed adolescent and adult | ||
Convenience (2) | Dietary intake | Sedibe et al. (26)QL/Voorend et al. (27)QL | Female adolescent | ||
Fast-food intake | Van Zyl et al. (58)QN * | Mixed adult | |||
Availability (3) | Fast-food intake | Van Zyl et al. (58)QN * | Mixed adult | ||
Fruit and vegetable intake | Peltzer et al.(52)QN* | ||||
Food choices | Boatemma et al. (19)QL | Mixed adolescent and adult | |||
School (2) | School attendance (1) | Dietary habits | Sedibe et al. (26)/Voorend et al. (27) | Female adolescent | |
Dietary intake | Aounallah-Skhiri et al. (30)QN † | Mixed adolescent and adult | |||
Macro-level environment(9) | Food marketing and media (3) | Advertising (1) | Dietary intake | Legwegoh et al. (23)/Legwegoh et al. (23)QL | Mixed adults |
Media (3) | Fast-food intake | Van Zyl et al. (58)QN * | Mixed adult | ||
Dietary intake/Disordered eating | Amenyah & Michels(29)QN * | Mixed adolescent | |||
Food intake | Waswa(59)QN * | Female adult | |||
Ideal body size (2) | Dietary intake/Disordered eating | Amenyah & Michels(29)QN * | Mixed adolescent | ||
Disordered eating | Gitau et al. (38)QN ‡ | Male adolescent | |||
Societal and cultural norms/values (2) | Religion (5) | Fruit and vegetable intake | Peltzer et al. (52)QN ‡ | Mixed adult | |
Skipping meal | Mogre et al. (49)QN * | Mixed adult | |||
Dietary diversity | Becquey et al. (31)QN †, Savy et al. (53)QN * and Codjoe et al. (33)QN ‡ | Mixed adolescent and adult; Female adult; Mixed adult and adolescent | |||
Food intake | Waswa(59)QN * | Female adult | |||
Cultural beliefs (4) | Food intake | Waswa(59)QN * | Female adult | ||
Fattening practices | Rguibi & Behalsen(25)QL | Female adolescent and adult | |||
Dietary diversity | Codjoe et al. (33)QN ‡ | Mixed adult and adolescent | |||
Dietary intake | Legwegoh et al. (23)/Legwegoh et al. (23)QL | Mixed adults | |||
Food and beverage industry (4) | Food prices (5) | Dietary intake | Legwegoh et al. (23)/Legwegoh et al. (23)QL and Sedibe et al. (26)/Voorend et al. (27)QL | Mixed adults; Female adolescent | |
Food choice | Charlton et al. (61)MM | Female adolescent and adult | |||
Food intake | Waswa(59)QN * | Female adult | |||
Unhealthy eating choice | Draper et al. (22)QL | Female adult | |||
Quality/freshness of food (1) | Food choice | Charlton et al. (61)QN * | Female adolescent and adult | ||
Quick/easy to make foods (1) | Food choice | Charlton et al. (61)MM | Female adolescent and adult | ||
Presentation and packaging (1) | Food choice | Charlton et al. (61)MM | Female adolescent and adult |
MM, mixed methods; QN, quantitative study; QL, qualitative study.
Association not assessed/reported.
Significant association.
Association assessed but NS.