From Two Million Records to 173 Bars
Everything in the ladder comes from the USDA's FoodData Central Branded Foods dataset, April 2026 release, which holds about two million product records. Manufacturers supply these records, and USDA converts them to a 100-gram basis. We converted each to a 28-gram ounce.
Here is how the set narrowed:
- 132,542 records sat in candy, chocolate, and confectionery categories.
- 3,861 of those declared a cacao or cocoa percentage in the product name or ingredient list, covering 1,281 unique barcodes (GTINs).
- 288 unique barcodes were dark chocolate labeled 50% to 100% with no inclusion words in the name.
- 20 were sugar-free or alternatively sweetened and were counted separately.
- 89 were dropped because the ingredient list included something beyond chocolate, sugar, vanilla, emulsifier, or milkfat, such as sea salt, nuts, syrups, or puffed grains.
- 10 were dropped because their label values were impossible or implausible: eight declared more sugar than their percentage allows, and two listed saturated fat far too low for a 70%-plus bar.
- 173 plain bars from 86 brand owners remained.
We removed duplicates by barcode, keeping the most recent record. The percentage came from the product name for most bars and from the ingredient statement for the rest.
A Lab-Measured Cross-Check
Branded data are label numbers, which are rounded. USDA's own documentation notes that these values may differ from analytical measurements because of label rounding, especially for small servings. So we compared our medians with the agency's older laboratory-analyzed records in SR Legacy.
The SR Legacy record for 70-85% dark chocolate works out to 6.7 grams of sugar per ounce, sitting between our 70-79% and 80-89% medians, just as a band that spans both would. Its 60-69% record works out to 10.3 grams against our 10.5, and its 45-59% record to 13.4 grams, a touch above our 50-59% median of 12.3 because it reaches down to 45%. Milk chocolate's analytical record lands at 14.4 grams per ounce.
What We Couldn't Measure
There's no sugar-per-dollar column here, and that's deliberate. The USDA's Purchase to Plate national average prices file all dark chocolate under a single food code with no cacao bands, and that price, like the plain milk chocolate price, is estimated rather than directly scanned. No free per-brand chocolate bar price series exists, so any price ladder would be guesswork.
The records also have an age. Their dates run from 2017 to 2023, with about a quarter from 2023, so some bars may have been reformulated since. And because the percentage is a manufacturer declaration, we took it at face value except where the label math made it impossible.
If you're curious how often packaged foods change once they're on the shelf, our comparison of 1970s supermarket staples and their 2020s reformulations explores that question across the grocery store.