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Understanding Scores

Score Patterns in Food Categories

Surprising insights from analyzing 445K+ products across 200+ categories, revealing unexpected patterns and hidden champions.

25 min readData Deep DiveActionable Insights

Written by UPFL Editorial Team

Editorial standards

Surprising Category Insights

Most Ultra-Processed Category

15.2: Cakes & Pastries, the highest average Processing Score of any category we compare

Most Nutritious Category

8.4: Pasta & Noodles, the highest average Nutrition Score of any category we compare

Biggest Category Surprises

  • Frozen Vegetables: Score 2.5 on average, lower than many products marketed as fresh
  • Honey & Syrups: Processing Score of 3.5 despite being close to a single ingredient
  • Cakes & Pastries: Huge variation, holding both pure ingredients and long formulations
  • Oils & Vinegars: Low processing (1.7) but a modest Nutrition Score (3.5) from calorie density

Most & Least Processed Categories

Most Processed Categories

Most processed categories by average processing score

Category
Processing
Nutrition
Cakes & Pastries11,919 products
15.2
1.4
Sandwiches & Wraps1,978 products
12.8
5.1
Pizza4,362 products
12.3
4.8
Gum & Mints1,470 products
11.8
3.2
Frozen Breakfast1,791 products
11.2
4.4

Least Processed Categories

Least processed categories by average processing score

Category
Processing
Nutrition
Oils & Vinegars6,043 products
1.7
3.5
Rice & Grains3,539 products
1.9
8.2
Frozen Fruit2,974 products
2.2
5.2
Flour & Sugar3,938 products
2.4
5.5
Frozen Vegetables6,343 products
2.5
6.4

Categories with Most Variation

These categories have the biggest spread in processing scores - meaning they contain both excellent and terrible products. Shopping carefully within these categories matters most:

Cakes & Pastries

Highest variation in database

Best Options:

Avoid:

Industrial cake mixes and frosted products

Cookies & Crackers

Thousands of products

Best Options:

Simple ingredient crackers and plain oatmeal cookies

Avoid:

Gingerbread house kits and heavily decorated cookies

Chocolate

Thousands of products

Best Options:

Baker's Unsweetened Chocolate (Score: 1.0)

Pure dark chocolate bars

Avoid:

Candy bars with multiple fillings and artificial ingredients

Hidden Champions in Ultra-Processed Categories

Even in the most processed categories, there are excellent options. These are the best products we found in typically ultra-processed categories:

Category Champions

Best products found in typically ultra-processed categories

Product
Processing
Nutrition
In Cakes & Pastries:Aviv Organic Cake MealWhole wheat
1.0
10.0
In Chocolate:Baker's Unsweetened ChocolatePure chocolate
1.0
8.0
In Frozen Vegetables:Big Y Green PeasJust peas
1.0
9.0
In Rice & Grains:Lundberg Organic Wild RiceSingle ingredient
1.0
10.0

Nutrition Score Champions by Category

Categories with the highest average nutrition scores - these are nutritional powerhouses:

Categories with the highest average nutrition scores

Category
Avg Nutrition
Pasta & Noodles9,228 products
8.4
Rice & Grains3,539 products
8.2
Beans & Legumes4,710 products
7.7
Nut & Seed Butters2,770 products
6.5
Protein Shakes & Meal Replacements2,287 products
6.5
Frozen Vegetables6,343 products
6.4

Key insight: Whole food categories (grains, seeds, legumes) consistently have both low processing scores AND high nutrition scores - the sweet spot for healthy eating.

Smart Shopping Strategies by Category

High-Risk Categories

Approach with caution - most products are ultra-processed:

  • Cakes & Pastries
  • Cookies & Crackers
  • Chewing Gum & Mints
  • Frozen Breakfast Items
  • Ready-Made Meals

Strategy: Read ingredients carefully, look for minimal lists

Mixed Categories

Wide variation - great and terrible options exist:

  • Chocolate
  • Baking Decorations
  • Cake Mixes
  • Other Frozen Desserts
  • Sweet Bakery Products

Strategy: Compare products within category, huge differences

Less Processed Categories

Generally excellent choices with minimal processing:

  • Honey
  • Frozen Vegetables
  • Vegetable Oils
  • Grains & Seeds
  • Green Supplements

Strategy: Focus shopping here for staples and basics

Ketzal for iPhone

Find The Swap For What You Already Buy.

Scan a product you use and Ketzal suggests less processed options from the same category.

Find My Swap
Less processed alternatives in Ketzal

Key Takeaways from Category Analysis

  • Category matters more than brand: Even ultra-processed categories like cakes contain excellent single-ingredient options.
  • Frozen vegetables excel: Score 2.5 average - better processing than many "health" products due to minimal ingredients.
  • Variation is key: Categories with the highest variation (like cakes) include both the lowest- and highest-scoring options, so comparing labels matters most here.
  • Whole food categories dominate nutrition: Grains, seeds, and legumes consistently have both low processing and high nutrition scores.
  • 445K+ products analyzed: These patterns emerge from comprehensive real product data, not estimates or assumptions.

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