Skip to main content
08 Sources, methods & provenance

Where the numbers come from.

Weight99 is not a single survey and it does not hide modeled estimates behind one generic “data” label. The current production release combines stronger national reference distributions where available with one comparable global baseline system everywhere else.

CURRENT PRODUCTION RELEASE

650 active models. 8 production-used sources.

This page is generated from the same committed release identity and SourceRef graph used by live Weight99 results. It lists only sources referenced by the active release; validation-only or unused registry entries are not promoted into this production source list.

585global baseline models
65stronger national models
650production population entities
HOW RESULTS ARE BUILT

Three active method tiers.

Method tier describes the shape of the production distribution behind a comparison. Weight99 exposes the tier with each result rather than pretending all estimates have the same evidence shape.

G1

Published distribution points

Uses source-backed percentile knots from a production-cleared national reference and interpolates between those published points.

G2

Fitted national distribution

Fits a weight distribution from source-backed national aggregate statistics such as a reported mean and standard deviation.

G4

Comparable global baseline model

Builds the normalized country baseline from frozen population, BMI-threshold and height-marginal inputs so the same 2022 framework can be used across the global comparison set.

HOW CERTAINTY IS WORDED

The label follows the method.

Result class controls user-facing precision language. A modeled output is not silently rewritten as a direct measurement just because a cleaner headline would be easier.

approximateApproximate
The source supplies strong aggregate statistics, but Weight99 fits a continuous distribution to turn those aggregates into comparison positions.
directDirect
The result is generated from a source-backed production distribution that directly represents the selected reference population.
estimatedEstimated
The result comes from the normalized modeled country baseline rather than a direct national weight distribution for that exact reference.
PRODUCTION SOURCES

The 8 sources used by this release.

Each record below comes from the typed SourceRef catalog and is selected by the release lock itself. Source periods and population definitions remain visible because comparisons are only meaningful when their reference context travels with the number.

2022Production use cleared

Australian Bureau of Statistics

National Health Survey 2022 — Table 8: Body Mass Index, waist circumference, height and weight, by age and sex

Geography
Australia
Population
usual residents of private dwellings; Weight99 production routes use published 18+ age/sex cells
Method/input
official NHS physical-measure aggregates with ABS imputation for missing height/weight measurements
Attribution
Based on Australian Bureau of Statistics data.
Technical source identityABS_NHS_2022_TABLE8_ANTHROPOMETRY
Reference period variesProduction use cleared

Height99 / 99 Family

height99_shared_height_pack_v1 v1.0.0

Geography
191 Height99 markets plus Weight99-local bridge/proxy handling for 195 sovereign routes
Population
male/female height marginals
Method/input
versioned resolved country-sex height marginals consumed as a frozen family dependency
Attribution
Height99 shared height package
Technical source identityHEIGHT99_PACK312_SHARED_HEIGHT
2019Production use cleared

Instituto Brasileiro de Geografia e Estatística (IBGE)

Pesquisa Nacional de Saúde 2019 — SIDRA table 8172: Percentis do peso das pessoas de 15 anos ou mais de idade, por sexo e grupo de idade

Geography
Brazil
Population
people age 15+ in corrected PNS 2019 table 8172; Weight99 production routes use published adult 18+ age/sex bands only
Method/input
physically measured body weight in the PNS anthropometry subsample; official survey-derived published percentiles
Attribution
Based on Instituto Brasileiro de Geografia e Estatística (IBGE), Pesquisa Nacional de Saúde 2019, corrected SIDRA table 8172.
Technical source identityIBGE_PNS_2019_SIDRA_8172_WEIGHT_PERCENTILES
2024Production use cleared

Japan Ministry of Health, Labour and Welfare / e-Stat

2024 National Health and Nutrition Survey — anthropometry aggregates

Geography
Japan
Method/input
official aggregate anthropometry
Attribution
Japan Ministry of Health, Labour and Welfare / e-Stat
Technical source identityJPN_NHNS_2024_ANTHROPOMETRY
2021–2023Production use cleared

U.S. National Center for Health Statistics

Anthropometric Reference Data for Children and Adults: United States, August 2021–August 2023

Geography
United States
Method/input
official aggregate anthropometry
Attribution
U.S. National Center for Health Statistics
Technical source identityNCHS_ANTHROPOMETRIC_REFERENCE_2021_2023
2007–2009Production use cleared

Statistics Canada

Canadian Health Measures Survey Cycle 1 — Table 31: Measured weight of the household population, by age and sex, Canada, 2007 to 2009

Geography
Canada
Population
household population ages 6–79; Weight99 production routes use ages 20–79 by published age band
Method/input
direct measured anthropometry; official survey-weighted published aggregates
Attribution
Adapted from Statistics Canada, Canadian Health Measures Survey Cycle 1, 2007–2009. This does not constitute an endorsement by Statistics Canada of this product.
Technical source identitySTATCAN_CHMS_CYCLE1_WEIGHT_2007_2009
2022Production use cleared

World Bank

2022 male/female population counts used for G4 overall-adult sex mixtures

Geography
Weight99 G4 sovereign routes
Population
male/female population totals
Method/input
official aggregate population counts
Attribution
World Bank
Technical source identityWB_2022_SEX_POPULATION
2022Production use cleared

World Bank Gender Statistics

2022 sex-specific adult overweight and obesity prevalence indicators

Geography
195 Weight99 sovereign routes; 191 direct World Bank routes plus approved sparse proxies in the frozen bundle
Population
adult male/female
Method/input
official published prevalence indicators used as two-threshold BMI model inputs
Attribution
World Bank Gender Statistics
Technical source identityWB_G4_2022_BMI_THRESHOLDS
REPRODUCIBILITY

One release identity across results and public pages.

If the production catalog changes, Weight99 creates a new release identity. Public copy should not manually preserve an old statistic after the underlying production graph changes.

Production release
weight99-prod-f5aba6a6dee4b135
Catalog SHA-256
f5aba6a6dee4b1356f76c0c562b8767fe46f5c1082158ba72b96db2e7e8bf9b8
Used SourceRef SHA-256
94d70de7aff1dea97ca6139fe5d375e38ad49c0cf0fd9dd8be172155afa07371
ABOUT WEIGHT99

Fun first. Credible underneath.

Weight99 is a consumer comparison site for exploring how the same body weight sits across different human reference populations. The core comparison works without an account.

Higher or lower weight is descriptive here, not a verdict that one person or population is better, worse, healthier or less healthy. Weight99 is not a health score or medical assessment.

When stronger production data exists for an exact country, age and sex reference, the result can use that stronger route. Otherwise the site keeps the comparable baseline and labels modeled or approximate outputs accordingly.

WHAT THIS PAGE DOES NOT CLAIM

Transparent estimates, not invented precision.

Weight99 does not treat a modeled percentile as an individual health diagnosis, does not infer missing demographic identity, and does not mix stronger national source vintages into the normalized global ranking as if every row came from one survey.