Science & Methodology

How BetterHealthMap works — and where it stops

We believe in being transparent about what our tools do, how they work, and what they do not do. Here is the full picture.

Overview

An educational wellness framework, not a medical device

BetterHealthMap helps you organize health information and build healthier habits. It is designed to be useful, transparent, and honest about its limits.

What it does

  • • Summarizes your self-reported lifestyle into domain scores
  • • Suggests priorities based on your goals and scores
  • • Generates a structured planning roadmap
  • • Helps you track habits and progress over time
  • • Provides AI-assisted educational insights

What it does not do

  • • Diagnose or treat any medical condition
  • • Predict disease, lifespan, or specific health outcomes
  • • Replace professional medical advice or care
  • • Claim clinical validation — it is not clinically validated
  • • Interpret lab results or imaging

1. The Assessment

The BetterHealth Assessment is a self-report questionnaire covering six wellness domains: Movement, Sleep, Nutrition, Recovery, Body, and Lifestyle. Questions use simple multiple-choice scales that reflect everyday habits — for example, how many days per week you exercise, or how consistent your sleep schedule is. The assessment is designed to be quick (~10 minutes), skip-friendly, and grounded in lifestyle behavior rather than clinical testing. It does not involve any medical examinations, lab work, or clinical instruments.

2. Health Domains

We organize wellness into six domains chosen to cover the major modifiable lifestyle factors most people can act on: Movement, Sleep, Nutrition, Recovery (stress and rest), Body (composition and physical metrics), and Lifestyle (social connection, balance, and overall satisfaction). These domains are not derived from a clinical taxonomy. They are a practical framework that makes wellness easier to understand and act on. Each domain is independent but contributes to your overall picture.

3. Wellness Score

Your overall Wellness Score (0–100) is an aggregate of your six domain scores, which are derived from your assessment answers. Higher scores generally reflect more consistent healthy habits in that domain. The score is grouped into five descriptive categories: Starting Point (0–24), Building (25–44), Progressing (45–64), Strong (65–79), and Excellent (80–100). The score is an educational wellness indicator — it is not a medical diagnosis, a validated health outcome measure, or a predictor of disease or lifespan. It is most useful for tracking your own progress over time, not for comparing yourself to clinical benchmarks.

4. Priorities

Priority suggestions are generated by combining your assessment scores with the goals you specify during onboarding (e.g., better energy, improved sleep, healthy weight). Domains where your score is lower and that align with your stated goals are surfaced as higher-priority focus areas. This is a heuristic approach — a practical way to decide what to work on first — not a clinical risk assessment. You always have the final say: you can accept, dismiss, or reorder any suggested priority.

5. Roadmap Generation

Your roadmap is built from your priorities and organized into three time horizons: a 30-day focus, a 90-day plan, and a 1-year direction. Milestones are generated based on common, achievable habit changes associated with each domain — for example, maintaining a regular sleep schedule for 14 days, or adding a daily walk. The roadmap is a planning framework that helps you structure your efforts over time. It is not a health prediction, a guarantee of outcomes, or a medical treatment plan. Your actual results depend on many individual factors.

6. AI Health Navigator

The AI Health Navigator uses a large language model to answer questions about your Health Map, summarize your progress, and suggest next steps. Responses are generated using your own data (scores, goals, habits, roadmap) as context. The AI provides educational wellness information — it does not diagnose, treat, or replace professional medical care. AI responses can be imperfect, and you should always use your judgment and consult a healthcare professional for medical concerns.

7. Limitations

Being transparent means being clear about what our tools cannot do:

  • • Self-reported data: Scores are based on your own answers, which may be subjective or incomplete.
  • • Not clinically validated: The Wellness Score and domain scores have not been validated against clinical outcomes in formal studies.
  • • No medical diagnosis: Nothing in BetterHealthMap is a medical diagnosis or a substitute for professional care.
  • • AI limitations: AI-generated responses can be inaccurate or incomplete. Always verify important health decisions with a qualified professional.
  • • Individual variability: Wellness is deeply personal. General frameworks may not capture everyone's unique circumstances.

8. Methodology Versions

Our assessment, scoring, and roadmap methodology evolves over time as we refine the framework. When significant changes are made, we note the methodology version. Your scores are always computed using the methodology in effect at the time of your assessment. Past results may not be directly comparable to results computed under a newer methodology. We aim to keep the framework practical and transparent, and we will communicate major changes clearly.

Ready to see your own Health Map?

Take the assessment and get your personalized scores in about 10 minutes.