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. 2025 Apr 23;40(2):daaf029. doi: 10.1093/heapro/daaf029

Table 2.

Participant characteristics by food system typology, 2018–22 (N = 638 192)

Overall Rural and traditional Informal and expanding Emerging and diversifying Modernizing and formalizing Industrial and consolidated
Overall N 638 192 123 286 119 471 106 079 137 837 151 519
N % % % % % % P
INDIVIDUAL-LEVEL MEASURES
Age
 15–29 years 190 721 33.0 46.0 41.0 31.0 27.0 21.0 <.001
 30–49 years 233 306 36.0 36.0 38.0 37.0 38.0 33.0
 50–69 years 156 635 23.0 14.0 18.0 25.0 26.0 31.0
 70–89 years 54 280 7.0 2.8 3.2 6.6 8.1 14.0
 90–100 years 3244 0.5 0.4 0.3 0.4 0.4 0.8
Gender, Female 334 734 51.0 51.0 51.0 52.0 50.0 51.0 <.001
Marital status
 Single 196 100 32.0 30.0 38.0 35.0 30.0 30.0 <.001
 Married 350 979 56.0 61.0 53.0 53.0 57.0 55.0
 Divorced, separated, or widowed 87 712 12.0 9.0 9.3 12.0 13.0 14.0
Households with children under 15 years 320 041 53.0 80.0 71.0 51.0 42.0 28.0 <.001
Education
 Completed primary school 161 618 34.0 64.0 43.0 34.0 23.0 15.0 <.001
 Some secondary school 334 972 51.0 32.0 49.0 52.0 56.0 61.0
 Completed secondary school 141 602 15.0 5.0 8.0 14.0 21.0 24.0
Employment
 Working full-time 272 388 41.0 36.0 38.0 39.0 46.0 46.0 <.001
 Working part-time 98 704 16.0 22.0 19.0 14.0 10.0 13.0
 Out of the workforce 41 311 7.0 8.0 8.0 8.0 7.0 5.0
 Unemployed 222 388 36.0 34.0 35.0 38.0 37.0 36.0
Urbanization
 Rural area 146 385 24.0 42.0 28.0 27.0 14.0 13.0 <.001
 Small town or village 213 352 34.0 35.0 32.0 31.0 33.0 37.0
 Large city 200 626 30.0 15.0 29.0 30.0 42.0 33.0
 Suburb of a large city 77 829 12.0 8.0 11.0 12.0 11.0 17.0
Not enough money for food 224 472 37.0 61.0 54.0 37.0 27.0 13.0 <.001
COUNTRY-LEVEL MEASURES
Overall Rural and traditional Informal and expanding Emerging and diversifying Modernizing and formalizing Industrial and consolidated
Number of countries 135 28 27 22 28 30
N % % % % % % P
Wealth quintile
 Lowest 101 693 20.0 20.0 20.0 19.0 20.0 20.0 .999
 Second 111 047 20.0 20.0 20.0 20.0 20.0 20.0
 Middle 122 578 20.0 20.0 20.0 20.0 20.0 20.0
 Fourth 135 913 20.0 20.0 20.0 20.0 20.0 20.0
 Fifth 163 110 20.0 20.0 20.0 20.0 20.0 20.0
Country Income
 Low-income 62 213 10.0 46.0 4.0 0 0 0 <.001
 Low-middle income 184 731 29.0 54.0 71.0 23.0 7.0 0
 Upper-middle income 172 750 27.0 0 25.0 69.0 47.0 3.0
 High-income 218 498 34.0 0 0 8.0 46.0 97.0
Region
 Europe 164 279 26.0 0 0 14.0 36.0 66.0 <.001
 Former Soviet Union 64 917 10.0 4.0 11.0 20.0 15.0 3.0
 Asia 122 498 19.0 36.0 25.0 13.0 11.0 14.0
 Americas 92 122 14.0 0 18.0 24.0 17.0 14.0
 Middle East and North Africa 65 157 10.0 3.0 12.0 14.0 20.0 3.0
 Sub-Saharan Africa 129 201 20.0 58.0 34.0 16.0 0 0

Notes: P-value based on chi-squared tests for categorical variables with country food system typology type as a continuous variable. Bolded P-values indicate statistical significance. Data are survey-weighted. Percentages are column percentages.