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The Study

Reliability and Validity of Nutrient Assessment Applications for Canadian Endurance Athletes: MyFitnessPal and Cronometer

In simple terms

This study checked how well two food-tracking apps (MyFitnessPal and Cronometer) calculate nutrients by comparing them to an official Canadian food database. It’s like checking if two calculators give the same answer when doing the same math problem — it shows which one is more accurate, but doesn’t prove that using either app will help people eat better or get healthier.

43%

Analysis score

43/ 44

Maximum 44 for a cross-sectional study.

Where the score came from

Reporting40
Methodology5
Publication100
Statistical54
Study type (basis of the score)
Cross-Sectional Study
Level 4 - Case series
What’s the bottom line?

Two food tracking apps were tested to see how well they measure what athletes eat.

Where does this study sit?

Reviews of RCTs (Meta-analyses)

Max 100

Randomized Trials

Max 90

Reviews of Cohort Studies

Max 85

Cohort Studies

Max 72

Reviews of Case-Control Studies

Max 63

Case-Control Studies

Max 58

Cross-Sectional & Case Series

Max 50

Expert Opinion

Max 5
StrongerWeaker
Cross-Sectional & Case Series
Level 4
43

43 / 100

Quality score

Snapshots of a population at a single point in time, or descriptions of small groups. Can identify correlations and prevalence, but cannot determine cause and effect.

Cannot establish causation

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Key takeaways

Summary

Based on the study abstract and findings.

  1. 1If you're an athlete tracking your diet, Cronometer gives more trustworthy numbers than MyFitnessPal.
  2. 2Cronometer matched the official nutrition numbers closely for most nutrients.
  3. 3MyFitnessPal did not.
  4. 4Cronometer was consistent between users; MyFitnessPal gave very different results for salt and sugar.
  5. 5Cronometer overestimated fibre, vitamin A, and D slightly.

Score breakdown, methodology, conflicts of interest, evidence analysis & raw study data

Publication

Journal

Journal of Human Nutrition and Dietetics

Year

2025

Authors

O. Morello, L. McPhee, M. Kucab, Nick Bellissimo, Julia O. Totosy de Zepetnek

Open Access
1 citations
Analysis v5
Fit Body Science verdict — we translate health studies into clear verdicts backed by peer-reviewed research.

Not medical advice. For informational purposes only. Always consult a qualified healthcare professional before making health decisions.