Related Experiment Video
Updated: Aug 5, 2026

Concept Development and Use of an Automated Food Intake and Eating Behavior Assessment Method
Published on: February 19, 2021
Improving Behavioral Nutrition Interventions: A Structural Equation Modeling Study to Model Pathways Among Consumer
Adrian Ortega1, Zheng Zhou, Siva K Balasubramanian
1Author Affiliations: Children's Mercy Kansas City, Kansas City, Missouri (Dr Ortega); Department of Pediatrics, University of Missouri-Kansas City School of Medicine, Kansas City, Missouri (Dr Ortega); College of Business, Lewis University, Romeoville, Illinois (Dr Zhou); Stuart School of Business, Illinois Institute of Technology, Chicago, Illinois (Dr Balasubramanian); Gastroenterology, Hepatology and Nutrition, Ann & Robert H. Lurie Children's Hospital of Chicago, Chicago, Illinois (Dr Fishbein); and Department of Pediatrics, Northwestern University Feinberg School of Medicine, Chicago, Illinois (Dr Fishbein).
Background:
Consumer food characteristics have been correlated with dietary behaviors. However, the pathways in which these factors relate to one another and impact health outcomes have yet to be elucidated.
Objective:
We used structural equation modeling to identify pathways between consumer food characteristics and self-reported health outcomes. We constructed a conceptual model and hypothesized 10 pathways in the model based on previous literature.
Methods:
Eight-hundred and eighty adults completed a series of measures for different food consumer characteristics and their health. We used Mplus to estimate and validate our hypothesized model of pathways between food consumer characteristics. We then applied multiple group analyses to determine the magnitude of associations found in the final structural model across demographic and food consumer characteristics by conducting measurement invariance testing.
Results:
Our final structural model yielded excellent fit (comparative fit index = 0.960, Tucker-Lewis index = 0.954, root mean square error of approximation = 0.047, standardized root mean square residual = 0.050) with all hypothesized paths being statistically significant. Results also revealed differences in the strength of some of the pathway relations based on age, education, income, grocery spending, snack spending, and active control of eating.
Conclusions:
Findings have implications for how to improve consumer food characteristics to enhance health and well-being, with particular attention to nutrition self-efficacy.
Related Concept Videos
Models of Health Promotion and Illness Prevention I
The health belief model (HBM) attempts to predict health-related behavior in specific belief patterns. According to the HBM, a person's...
Models of Health Promotion and Illness Prevention II
The agent-host-environment model states that disease results from...
Modeling in Therapy
Participant Modeling
Participant modeling involves therapists demonstrating calm and effective behaviors in situations...
Stress Prevention and Stress Management Techniques VI
Motivation and Self-Determination
Motivation, the driving force behind behavior, plays a pivotal role at every stage of the change process. The research...
Binge Eating Disorders
Mechanistic Models: Compartment Models in Individual and Population Analysis
