Where the number comes from

Adipose tissue is roughly 87% fat by weight, and pure fat contains about 9 kcal per gram. Multiplying through those figures for a pound (454 grams) of fat tissue lands close to the commonly cited 3,500-kcal figure.

What the number gets right

As a rough energy-content estimate for a pound of body fat, 3,500 kcal is a reasonable approximation and remains useful as a conversion factor between calorie deficits and expected fat loss over short periods.

Where it breaks down

The number says nothing about your TDEE changing over time, says nothing about water weight fluctuations masking the underlying fat change, and assumes 100% of a deficit comes from fat tissue specifically -- when in reality some portion, especially during rapid loss, can come from lean tissue instead.

How to use it correctly

Treat 3,500 kcal per pound as a unit converter for short-term calculations, not as a fixed weekly-loss predictor across months. Long-run projections need to account for the TDEE drift that the static number ignores entirely.