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Platform Documentation & Transparency

Scoring & Weight Calculation Model

Learn exactly how 5-star ratings, category weights, and overall weighted safety scores are calculated across all ranking lists.

How Scores Are Calculated (Step-by-Step)

Step 1Criterion Average

1. Criterion Average Score

For every single criterion (e.g. 100% Dedicated GF Kitchen or Staff Allergen Training), we calculate the simple mathematical average of all user ratings submitted for that specific item.

Criterion Score = (Sum of all user ratings for Criterion) ÷ (Total number of ratings)
Step 2Category Score

2. Category Weighted Average

Criteria are grouped into categories (e.g. Facility & Safety). Each criterion carries a specific weight within its category. The category score is the weighted average of its criteria scores.

Category Score = Σ (Criterion Score × Criterion Weight %) ÷ Σ (Criterion Weights %)
Step 3Final Weighted Score

3. Overall Safety & Quality Score

Finally, each evaluation category has a category weight (e.g. Facility Safety 60% and Product Variety 40%). The overall score is the weighted average across all categories, producing a final score between 1.00 and 5.00 stars.

Overall Score = Σ (Category Score × Category Weight %) ÷ 100%

Simple Worked Example

Consider evaluating a gluten-free bakery called "Manna Dew" with 2 evaluation categories:

Category A: Facility Safety

Weight: 60%
  • Dedicated GF Kitchen (weight 60%): Rated 5.0 ★
  • Staff Training (weight 40%): Rated 4.0 ★
  • Category A Score = (5.0×60% + 4.0×40%) / 100% = 4.60 ★

Category B: Product Variety

Weight: 40%
  • Fresh Pastries (weight 50%): Rated 4.0 ★
  • Pricing Value (weight 50%): Rated 3.0 ★
  • Category B Score = (4.0×50% + 3.0×50%) / 100% = 3.50 ★

Final Score Result for "Manna Dew"

Overall Score = (Category A: 4.60 × 60%) + (Category B: 3.50 × 40%) = 2.76 + 1.40 = 4.16 ★

Highly FriendlyClassified as Highly Celiac Friendly

Safety Profile Tiers Legend

🏆Celiac Haven
4.50 – 5.00 Stars
Top safety standards & dedicated facilities
Highly Friendly
4.00 – 4.49 Stars
High celiac awareness & safe options
⚠️Caution Required
3.00 – 3.99 Stars
Moderate options, vigilance required
🚫Challenging
1.00 – 2.99 Stars
Challenging environment or limited safety