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Updated: Oct 30, 2025

Concept Development and Use of an Automated Food Intake and Eating Behavior Assessment Method
Published on: February 19, 2021
Development and Validation of the Military Eating Behavior Survey
Renee E Cole1, Julianna M Jayne2, Kristie O'Connor2
1US Military-Baylor University Graduate Program in Nutrition, Joint Base San Antonio-Fort Sam Houston, TX.
Objective:
To describe the Military Eating Behavior Survey (MEBS), developed, and validated for use in military populations.
Design:
Questionnaire development using a 6-phase approach that included item generation, subject matter expert review, cognitive interviewing, factor analysis, test-retest reliability testing, and parallel forms testing.
Setting:
US Army soldiers were surveyed at 8 military bases from 2016 to 2019 (n = 1,561).
Main Outcome Measure:
Content, face, and construct validity and reliability of the MEBS.
Analysis:
Item variability, internal consistency, and exploratory factor analysis using principal coordinates analysis, orthogonal varimax rotation, and scree test (correlation coefficient and Cronbach alpha), as well as consistency and agreement (intraclass correlation coefficient) of test-retest reliability and parallel forms reliability.
Results:
Over 6 phases of testing, a comprehensive tool to examine military eating habits and mediators of eating behavior was developed. Questionnaire length was reduced from 277 items to 133 items (43 eating habits; 90 mediating behaviors). Factor analysis identified 14 eating habit scales (hunger, satiety, food craving, meal pattern, restraint, diet rigidity, emotional eating, fast/slow eating rate, environmental triggers, situational eating, supplement use, and food choice) and 8 mediating factor scales (body composition strategy, perceived stress, food access, sleep habits, military fitness, physical activity, military body image, and nutrition knowledge).
Conclusions And Implications:
The MEBS provides a new approach for assessing eating behavior in military personnel and may be used to inform and evaluate health promotion interventions related to weight management, performance optimization, and military readiness and resiliency.
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