Overview, why a framework matters
Ingredient lists are necessary but not sufficient for safe choices. The same ingredient can pose different practical risks depending on concentration, formulation, frequency of use, and the vulnerability of the user. The Ingredient Framework is our attempt to make those conditional judgments explicit, transparent, and reproducible.
Our work balances two aims:
1) Accuracy, grounded in primary sources and regulatory context;
2) Clarity, explanatory context that a non-specialist can interpret responsibly without misinterpreting evidence.
Core principles
- Evidence-first: Prioritise primary literature, regulatory reviews, and clinical consensus. Marketing claims are not evidence.
- Context matters: Interpret hazard data against real-world exposure (typical concentrations, exposure route, dermal).
- Transparency: Publish the rationale and sources behind each flag or interpretive conclusion.
- Conservatism with clarity: When evidence is ambiguous, we use cautious language and explain uncertainty rather than making categorical statements.
- Consumer clarity: Each entry ends with a short "How to interpret this information" section.
Evidence tiers we use
We categorise source strength into four pragmatic tiers to support consistent interpretation.
- Tier A, Regulatory & systematic reviews: National or regulatory agency assessments (e.g., SCCS, FDA summaries), systematic reviews, and meta-analyses.
- Tier B, Peer-reviewed clinical and toxicology studies: Human clinical studies and animal studies using established dermal exposure models.
- Tier C, In vitro, mechanistic, or case reports: Laboratory assays, mechanistic studies, and well-documented clinical case reports.
- Tier D, Industry data, preprints, or non-peer-reviewed sources: Used cautiously and explicitly labelled; considered when higher-tier evidence is limited or unavailable.
Note: We prioritise higher-tier evidence (Tier A–B) where available; in many cases, Tier B forms the primary working evidence, with Tier C–D used to provide supporting context.
Scoring & flagging rules (short)
For consumer clarity we apply three visible flags on ingredient pages: No Common Risk Signals, Heightened Context Sensitivity, and Evidence Evolving. The internal scoring is a structured, interpretive model combining four weighted components to support consistent evaluation. It is not a clinical or regulatory scoring system.
| Component | Weight | Notes |
|---|---|---|
| Evidence strength | 40% | Tier A sources increase tolerance; Tier C–D decrease certainty |
| Allergen / Contact history | 25% | documented human contact reaction reports raise the caution score |
| Exposure & concentration | 20% | High typical use concentration moves a substance toward "Heightened Context Sensitivity" |
| Environmental / persistence | 15% | Environmental concerns influence our recommendation when consumer exposure isn't the only issue |
score >70 = No Common Risk Signals; 40–70 = Heightened Context Sensitivity; <40 = Evidence Evolving.
Step-by-step evaluation (applied method)
- Collect INCI and synonyms. We compile the standard INCI name plus common trade names and CAS numbers to avoid ambiguity.
- Identify concentration data. Search regulatory dossiers, publicly available safety data sheets and regulatory dossiers, and product labels for typical concentration ranges.
- Gather evidence. Retrieve Tier A–C literature, regulatory opinions, and clinical reports relevant to dermal exposure.
- Assess exposure context. Evaluate typical user patterns: leave-on vs rinse-off, frequency, higher-sensitivity populations.
- Score components and compute flag. Apply the weighted matrix above and generate a preliminary flag.
- Peer review & publish rationale. A second reviewer within the project validates the evidence selection and the final text includes linked sources and a changelog.
Every ingredient page contains a short "how we decided" box summarising these steps and linking to the primary sources we used.
Limits & common caveats
No framework can remove all uncertainty. Common limitations include:
- Incomplete concentration data: Many consumer products do not publish exact ingredient concentrations, we therefore use ranges and conservative assumptions where necessary.
- Population diversity: Individual sensitivity varies, an ingredient flagged "No Common Risk Signals" may still cause allergy in a small proportion of people.
- Rapidly evolving evidence: New studies or regulatory decisions can change conclusions; hence the "last reviewed" date and changelog are central to our transparency.
This framework provides consumer-facing educational context and is not a substitute for clinical diagnosis or professional toxicology consultation where required.
Reproducibility & transparency
To ensure reproducibility:
- We publish a list of primary references for each ingredient entry (with direct links where publicly available).
- We provide a short changelog for substantive updates explaining the evidence that prompted the change.
- Internal scoring worksheets are archived and available on request to qualified researchers where feasible (contact us for access).
This openness is designed to allow external experts to verify our process and suggest improvements.
Corrections, disputes, and appeals
If you believe an ingredient entry is incorrect, please submit a correction via our contact page with supporting evidence. We investigate disputes using the same tiered evidence approach and publish our findings and any resulting changes.
Final note, a human-centred framework
The Ingredient Framework is intentionally pragmatic: we trade false precision for transparent judgment. Each flag is an invitation to decision, not a verdict. Our goal is to lower the knowledge barrier so consumers can make more informed, evidence-aware decisions without needing a background in chemistry.
If you would like the technical scoring worksheet or to suggest an improvement to the framework, contact our research team. We welcome peer-review and community scrutiny, this framework exists to serve people, not industry spin.