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A Novel Automated Participant-Recorded Dietary Data Collection Method Using Low-Cost Mobile Phones and Interactive
Lydia O'Meara1,2, Kate Wellard1, Joweria Nambooze3,4
1Natural Resources Institute, University of Greenwich, London, UK.
Current Developments in Nutrition
|April 24, 2026
Summary
Automated mobile phone surveys using interactive voice response (IVR) show moderate agreement for assessing dietary quality in rural women. This technology offers a feasible method for high-frequency dietary monitoring in resource-limited settings.
Area of Science:
- Public Health
- Nutrition Science
- Mobile Health (mHealth)
Background:
- Dietary data gaps hinder effective food policy design in low- and middle-income countries.
- Automated mobile phone tools offer a resource-efficient alternative to face-to-face methods for dietary data collection.
- High-frequency dietary quality monitoring is crucial in resource-constrained environments.
Purpose of the Study:
- To assess the validity of automated participant-recorded dietary data using interactive voice response (IVR) on basic mobile phones.
- To evaluate dietary quality among rural women in a sub-Saharan African context.
- To compare IVR data against same-day gold standard observed weighed food records.
Main Methods:
- Automated IVR collected 24-hour dietary recalls using push-button responses from 156 rural Ugandan women.
- Inter-method agreement was assessed using Weighted Cohen's kappa, Bland-Altman plots, and Wilcoxon signed-rank test.
- Agreement for minimum dietary diversity scores (MDD-W) and consumption of unhealthy foods/beverages was tested using Cohen's kappa and McNemar's test.
Main Results:
- Most women (74.4%) completed the IVR, with completion linked to network coverage and prior mobile phone experience.
- Moderate agreement was found for IVR compared to weighed records for minimum dietary diversity scores (MDD-W) (kappa=0.48).
- Fair to moderate agreement was observed for mean women's dietary diversity scores (WDDS) (kappa=0.39) and unhealthy food/beverage consumption (kappa=0.43-0.44).
Conclusions:
- IVR via basic mobile phones shows potential for collecting dietary data from low-literate women in rural settings.
- This method can estimate population-level dietary diversity and unhealthy food consumption.
- IVR is suitable for high-frequency monitoring of sentinel groups, with potential for adaptation to other contexts.

