Methodology

How MamaSkin turns ingredient evidence into a clear safety score

The same dataset behind the app powers each product result: hazard, mechanism, exposure, source quality, and pregnancy-specific context.

No Known Risks

Severity 0.00-0.18

Score 90-100

No pregnancy-specific concerns at typical cosmetic concentrations and routes of use, based on current evidence.

  • Niacinamide

    Barrier-supporting vitamin B3 with no known pregnancy-specific risk in the dataset.

  • Panthenol

    A pro-vitamin B5 humectant marked safe across ingredient references.

Low Risk

Severity 0.18-0.38

Score 70-89

Minor cautions such as irritation potential, limited pregnancy data, or less transparent fragrance blends.

  • Azelaic Acid

    Often used for blemishes and pigmentation; recorded as low risk with concentration context.

  • Lactic Acid

    A gentle AHA at modest cosmetic strengths, with irritation as the main caution.

Medium Risk

Severity 0.38-0.68

Score 40-69

Ingredients we recommend avoiding or discussing first because of systemic, endocrine, or data-gap concerns.

  • BHT

    Tracked as medium risk because of systemic and endocrine concern signals.

  • Oxybenzone

    A sunscreen filter flagged for endocrine disruption concerns in the evidence set.

High Risk

Severity 0.68-1.00

Score 0-39

High-concern categories where strong warnings, contraindications, or systemic exposure drive the score.

  • Tretinoin

    A retinoid category ingredient with strong pregnancy warnings in the dataset.

  • Isotretinoin

    Systemic retinoid with well-known pregnancy contraindication warnings.

Band-first logic means the riskiest ingredient sets the product band, so one avoid-level ingredient cannot hide behind safer ones. Each example is tied to the medical and regulatory evidence base detailed below.

Scoring flow

From scan to score

Every product follows the same four-part process. The result keeps the underlying evidence visible instead of reducing a formula to an unexplained number.

  1. Step 1: Ingredient match

    We normalise each INCI list so product formulas line up with the ingredient library, including synonyms and dosage hints.

  2. Step 2: Evidence weighting

    Matched ingredients carry hazard, mechanism, exposure, evidence, and source notes.

  3. Step 3: Band-first logic

    The riskiest ingredient sets the product band so one avoid-level ingredient cannot hide behind safer ones.

  4. Step 4: Safety score

    Severity is translated into the 0-100 MamaSkin Safety Score shown with ingredient explanations.

Clinical guardrails

Checks mirrored inside the app

Ingredient detail screens explain terms like teratogenic, contraindicated, endocrine disruptor, and fetotoxic in plain language.

  • Hormone disruption potential
  • Skin absorption during pregnancy
  • Fetal development and teratogenicity
  • Allergen and irritation profile
  • Chemical stability and metabolites
  • In-market concentration trends

Detailed methodology

How evidence is interpreted before a score appears

A MamaSkin result is not a simple count of good and bad ingredients. It combines ingredient identity, evidence quality, pregnancy relevance, expected exposure, and uncertainty. The risk band communicates the main safety conclusion. The number adds useful detail within that conclusion.

Evidence is not treated as interchangeable

Direct pregnancy evidence is uncommon for many cosmetic ingredients. The review therefore separates strong, direct evidence from indirect or preliminary signals instead of presenting every study as equally conclusive.

An explicit contraindication can determine a high-risk band even when the rest of a formula is low concern. In contrast, a theoretical mechanism with little evidence of topical exposure is recorded with more uncertainty and does not automatically carry the same weight.

  1. Explicit pregnancy warnings and contraindications

    Official medicine labels, clinical guidance, and regulator warnings carry particular weight when they identify a pregnancy-specific restriction or a well-established harmful ingredient class.

  2. Human evidence and systematic reviews

    Pregnancy outcome data, pharmacovigilance reports, clinical literature, and systematic reviews are considered when they are relevant to the ingredient, route of exposure, and intended cosmetic use.

  3. Regulatory and cosmetic safety assessments

    Published opinions from medicine regulators and cosmetic safety bodies help establish recognised hazards, permitted uses, concentration limits, and areas where evidence remains incomplete.

  4. Mechanistic, animal, and analogue evidence

    When direct pregnancy data are limited, the review also considers biological mechanism, systemic exposure, metabolites, animal findings, and evidence from closely related ingredients. These signals are interpreted with their uncertainty visible.

Context can change how evidence applies

A published hazard does not describe exposure by itself. The assessment asks how closely the evidence matches ordinary cosmetic use and clearly flags the information that is missing.

Route of exposure
Topical cosmetic use is assessed differently from oral or injected exposure. Evidence from another route is not treated as directly equivalent, but it can still identify a hazard that needs context.
Concentration
Known thresholds, typical cosmetic use levels, and concentration-dependent cautions are considered when reliable information is available. Product labels do not always disclose exact percentages.
Leave-on or rinse-off use
Contact time can affect expected exposure. A cleanser that is rinsed away and a daily leave-on treatment may therefore need different interpretation even when they share an ingredient.
Absorption and application area
Skin absorption, damaged skin, frequency of use, and the size of the treated area can change exposure. A catalogue score cannot know every user-specific application pattern.
Ingredient family and metabolites
Related compounds may share mechanisms or warnings. Ingredient names are normalised so synonyms and derivatives can be connected without assuming that every member of a family has identical evidence.
Quality and directness of evidence
A pregnancy-specific human source is more direct than a theoretical mechanism alone. The model keeps weaker or indirect evidence from appearing more certain than the underlying research allows.

What the risk band means

The band is the primary conclusion. It reflects the highest-concern ingredient that is relevant to the formula, so a retinoid warning cannot be averaged away by water, glycerin, or other low-concern ingredients. This is why two products with many similar ingredients can still sit in different bands.

Within each band, the 0-100 score helps distinguish stronger evidence, more relevant exposure, and greater uncertainty. The ingredient explanations remain essential because the same number can arise from different evidence patterns.

What the score cannot tell you

A catalogue score cannot account for allergies, broken skin, prescribed treatment plans, exact application amounts, occupational exposure, or an individual medical history. It also cannot guarantee that a retailer or brand has published the latest formula.

MamaSkin provides pregnancy-focused information, not a diagnosis or a replacement for a midwife, GP, obstetric team, pharmacist, or dermatologist. Personal clinical advice should take priority when circumstances differ from typical cosmetic use.

Why a result may change

Safety information is versioned by the available evidence and product formula. A changed result does not necessarily mean an earlier assessment was careless. It may reflect a reformulation, a corrected ingredient match, or stronger new evidence.

A source changes

New clinical literature, systematic reviews, safety opinions, or regulator guidance can change the evidence record for an ingredient.

A formula changes

Brands reformulate products. A current INCI list may produce a different result from an older version sold under the same product name.

An identity is corrected

Synonyms, spelling variants, derivative names, and incomplete retailer data are normalised so the intended ingredient record is used.

Better exposure context becomes available

A disclosed concentration, clearer product directions, or more relevant topical-use evidence can support a more specific assessment.

Source roles and limitations

Source links show where different parts of the evidence record can be checked. They do not imply that every organisation has reviewed or endorsed MamaSkin, and no single database answers every cosmetic pregnancy-safety question.

PubMed
Biomedical literature, reviews, case reports, and human or experimental studies.
Cochrane Library
Systematic reviews used to understand the strength and consistency of available clinical evidence.
EMA and MHRA
European and UK medicine safety information, product labelling, and regulatory decisions.
FDA pregnancy labelling
US medicine labelling principles and pregnancy or lactation safety information.
NHS and ACOG
Patient-facing and clinical pregnancy guidance used alongside primary and regulatory evidence.