Glossary
What is bioelectrical impedance analysis?
Short answer
Bioelectrical impedance analysis (BIA) sends a small, painless electrical current through the body and estimates body composition from how much the body resists it — lean tissue, which holds more water, conducts better than fat. It powers most smart scales and gym body-composition machines.
Also called: BIA · Smart scale body fat · Body composition analyzer
Felipe PassosLast reviewed
How it works
Lean tissue holds a lot of water and conducts electricity well. Fat holds little and resists it. A BIA device passes a small current through your body, measures the resistance (impedance) and plugs it, along with your height, weight, age and sex, into an equation that predicts body water, fat-free mass and body fat.
Devices differ in where the current travels:
- Foot-to-foot: most bathroom smart scales.
- Hand-to-hand: handheld devices.
- Hand-to-foot (octapolar): gym and clinic analyzers with handles.
What the research found
- Consumer smart scales vs DEXA (2021). Three smart scales were compared against DEXA in hospital patients. Median error for body weight was 0 to 0.3 kg. For fat mass, the scales were off by a median of 2.2 to 4.4 kg, underestimating fat. The authors concluded smart scales are not accurate for body composition.
- Fifteen BIA devices vs a lab four-compartment model (2023). Every device was highly repeatable, with precision error of 0.0–0.49%. Single-reading accuracy varied widely: average error ranged from −3.5 to +11.7 percentage points depending on the device. Agreement was better for change over 12–16 weeks, and octapolar and some foot-to-foot models did best.
That pattern matters. BIA is often consistent but biased: it may give you the wrong number reliably.
Why hydration skews it
BIA estimates composition from body water, so anything that moves water moves the result:
- how hydrated you are
- a large or salty meal
- a high-carb day (glycogen binds water)
- a workout
- alcohol
- skin temperature
None of these change your fat mass, which is why the same scale can swing between morning and evening.
How to use a BIA scale
Measure first thing in the morning, after the bathroom and before food, drink or training. Use the same device, compare weekly averages rather than single days, and don’t compare numbers across different brands. For the bigger picture, see how BIA compares to DEXA, calipers and photos.
Go deeper
Common questions
Are smart scales accurate for body fat?
For body weight, generally yes. For body fat, not very: in a 2021 study, three consumer smart scales underestimated fat mass compared with DEXA by a median of 2.2 to 4.4 kg. A 2023 study of fifteen BIA devices found some were far better than others, with octapolar models performing best.
Why does my smart scale body fat change so much day to day?
Because BIA is sensitive to body water. Hydration, a salty or high-carb meal, recent exercise, and even skin temperature change the current's path without changing your fat mass.
Can a BIA scale still track progress?
It can be more useful for trends than for absolute numbers, if you measure under the same conditions every time — same time of day, same hydration state, before eating or training. The 2023 fifteen-device study found better agreement for change over time than for single readings.
Sources
- Accuracy of Smart Scales on Weight and Body Composition: Observational Study · JMIR mHealth and uHealth / PubMed Central
- Assessing the reliability and cross-sectional and longitudinal validity of fifteen bioelectrical impedance analysis devices · British Journal of Nutrition / PubMed Central
- Current body composition measurement techniques · Current Opinion in Endocrinology, Diabetes and Obesity / PubMed
Educational content only; not medical advice or individualized professional guidance.
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