High-frequency monitoring of diet quality in Guatemala: Key results, advances, and innovations (2025)

Diet quality monitoring in Guatemala has evolved significantly since 2023, placing participants at the center and emphasizing their interaction with accessible digital tools. Within this process, MEMO, a chatbot developed for high-frequency data collection, has served as a key mechanism to facilitat...

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Main Authors: Ramos, Gresia, Lizarazo, Miguel, Estrada, Oscar, Jimenez, Daniel
Format: Artículo preliminar
Language:Inglés
Published: 2025
Subjects:
Online Access:https://hdl.handle.net/10568/180183
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author Ramos, Gresia
Lizarazo, Miguel
Estrada, Oscar
Jimenez, Daniel
author_browse Estrada, Oscar
Jimenez, Daniel
Lizarazo, Miguel
Ramos, Gresia
author_facet Ramos, Gresia
Lizarazo, Miguel
Estrada, Oscar
Jimenez, Daniel
author_sort Ramos, Gresia
collection Repository of Agricultural Research Outputs (CGSpace)
description Diet quality monitoring in Guatemala has evolved significantly since 2023, placing participants at the center and emphasizing their interaction with accessible digital tools. Within this process, MEMO, a chatbot developed for high-frequency data collection, has served as a key mechanism to facilitate participation, learning, and near–real-time data generation. Throughout its implementation, the monitoring system has integrated Human-Centered Design (HCD) principles to adapt the tool to users’ needs, capacities, and local contexts, strengthening trust, understanding, and sustained engagement. The data collected are analyzed and processed using machine learning techniques, enabling the transformation of raw information into simplified and actionable insights that are returned to both participants and local partners. This feedback loop supports informed decision-making at community and institutional levels. Currently, the results are publicly available on the SINTET platform, managed by the local partner CUNORI, ensuring open access to information for anyone interested in diet quality and food security. This progress represents an important milestone for Guatemala, demonstrating how the integrated use of digital tools, participatory approaches, and a strong network of local partners can lead to a scalable system that complements traditional food and nutrition security monitoring mechanisms in the country.
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spelling CGSpace1801832026-01-21T02:01:39Z High-frequency monitoring of diet quality in Guatemala: Key results, advances, and innovations (2025) Ramos, Gresia Lizarazo, Miguel Estrada, Oscar Jimenez, Daniel surveys partnerships alimentación digital technology dieta tecnología digital dietary nutrition assessment evaluación nutricional dieta evaluación dietética Diet quality monitoring in Guatemala has evolved significantly since 2023, placing participants at the center and emphasizing their interaction with accessible digital tools. Within this process, MEMO, a chatbot developed for high-frequency data collection, has served as a key mechanism to facilitate participation, learning, and near–real-time data generation. Throughout its implementation, the monitoring system has integrated Human-Centered Design (HCD) principles to adapt the tool to users’ needs, capacities, and local contexts, strengthening trust, understanding, and sustained engagement. The data collected are analyzed and processed using machine learning techniques, enabling the transformation of raw information into simplified and actionable insights that are returned to both participants and local partners. This feedback loop supports informed decision-making at community and institutional levels. Currently, the results are publicly available on the SINTET platform, managed by the local partner CUNORI, ensuring open access to information for anyone interested in diet quality and food security. This progress represents an important milestone for Guatemala, demonstrating how the integrated use of digital tools, participatory approaches, and a strong network of local partners can lead to a scalable system that complements traditional food and nutrition security monitoring mechanisms in the country. 2025-12-19 2026-01-20T08:53:30Z 2026-01-20T08:53:30Z Working Paper https://hdl.handle.net/10568/180183 en Open Access application/pdf Ramos, G.; Lizarazo, M.; Estrada, O.; Jimenez, D. (2025) High-frequency monitoring of diet quality in Guatemala: Key results, advances, and innovations (2025). 31 p.
spellingShingle surveys
partnerships
alimentación
digital technology
dieta
tecnología digital
dietary nutrition assessment
evaluación nutricional dieta
evaluación dietética
Ramos, Gresia
Lizarazo, Miguel
Estrada, Oscar
Jimenez, Daniel
High-frequency monitoring of diet quality in Guatemala: Key results, advances, and innovations (2025)
title High-frequency monitoring of diet quality in Guatemala: Key results, advances, and innovations (2025)
title_full High-frequency monitoring of diet quality in Guatemala: Key results, advances, and innovations (2025)
title_fullStr High-frequency monitoring of diet quality in Guatemala: Key results, advances, and innovations (2025)
title_full_unstemmed High-frequency monitoring of diet quality in Guatemala: Key results, advances, and innovations (2025)
title_short High-frequency monitoring of diet quality in Guatemala: Key results, advances, and innovations (2025)
title_sort high frequency monitoring of diet quality in guatemala key results advances and innovations 2025
topic surveys
partnerships
alimentación
digital technology
dieta
tecnología digital
dietary nutrition assessment
evaluación nutricional dieta
evaluación dietética
url https://hdl.handle.net/10568/180183
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AT estradaoscar highfrequencymonitoringofdietqualityinguatemalakeyresultsadvancesandinnovations2025
AT jimenezdaniel highfrequencymonitoringofdietqualityinguatemalakeyresultsadvancesandinnovations2025