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Migrant workers, CPF treatment and the age-20+ split are not fully harmonized.","wealth":"UBS 2024 median/mean/millionaires. No new observed distribution at the very top; pension and residency definitions require care."},"assumptions":["The 20+ adult share is an explicit assumption, not a new age table.","Broad economic income is not the same as personal gross cash income.","The geographic concept is residence; household and UBS sources have coverage differences."],"age_source":{"source_url":null,"adult_ratio":0.8,"application":"Explicit assumed20+share; no compatible2025age table 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Distribution remains donor-modelled."},"wealth_ubs_2024":null},"sources":["MACRO_V9","RW_NISR"],"metric_notes":{"income":"EICV consumption is not income. No gross-income or wealth microdata have been imported. 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Not an exact SSB headcount.","with_amount":4468598,"sum_mnok":2826677,"average_all":622400,"bins":[{"lower":null,"upper":100000,"n":315117,"mean":36600,"sum_mnok":11529,"above_upper":4153481,"at_or_above_lower":4468598},{"lower":100000,"upper":200000,"n":205446,"mean":152000,"sum_mnok":31230,"above_upper":3948035,"at_or_above_lower":4153481},{"lower":200000,"upper":300000,"n":356206,"mean":256900,"sum_mnok":91498,"above_upper":3591829,"at_or_above_lower":3948035},{"lower":300000,"upper":400000,"n":569052,"mean":351500,"sum_mnok":199995,"above_upper":3022777,"at_or_above_lower":3591829},{"lower":400000,"upper":500000,"n":569502,"mean":450300,"sum_mnok":256419,"above_upper":2453275,"at_or_above_lower":3022777},{"lower":500000,"upper":750000,"n":1276014,"mean":616800,"sum_mnok":787036,"above_upper":1177261,"at_or_above_lower":2453275},{"lower":750000,"upper":1000000,"n":622216,"mean":855900,"sum_mnok":532559,"above_upper":555045,"at_or_above_lower":1177261},{"lower":1000000,"upper":null,"n":555045,"mean":1651100,"sum_mnok":916412,"above_upper":0,"at_or_above_lower":555045}],"tail_xi_scenarios":[0.15,0.7],"definition":"SSB individual gross income before tax, not salary only. Residents age 17+ with tax information. Reference year 2024.","source":"SSB10924","min_supported":100000,"max_supported_rank":4153481,"tail_xi":0.394343165163},"wealth":{"households":2616826,"adults":4353181,"adult_population_source":"SSB12599: adults 18+ in private households excluding student households, 2024.","mean":3890400,"positive_fraction":0.833,"negative_fraction":0.158,"knots":[[0.001,133425400],[0.01,28250400],[0.05,12140200],[0.1,8454200],[0.2,5543100],[0.3,3996700],[0.4,2880100],[0.5,1955700],[0.6,1131000],[0.7,390300],[0.8,20800],[0.833,0],[0.842,0],[0.9,-192800]],"tail_threshold":133425400,"tail_conditional_mean":402084700,"tail_xi_scenarios":[0.45,0.8],"raw_groups":[["Total",100,3890400,null,2616826],["Decile 1",-2.7,-1031500,null,261682],["Decile 2",-0.1,-42900,-192800,261685],["Decile 3",0.4,159700,20800,261680],["Decile 4",1.9,748600,390300,261684],["Decile 5",4,1538100,1131000,261682],["Decile 6",6.2,2406400,1955700,261683],["Decile 7",8.8,3415800,2880100,261681],["Decile 8",12.1,4715300,3996700,261683],["Decile 9",17.4,6787800,5543100,261682],["Decile 10",51.9,20211300,8454200,261683],["Top 5%",39.1,30419900,12140200,130842],["Top 1%",21.7,84551200,28250400,26169],["Top 0.1%",10.3,402084700,133425400,2617]],"person_model":{"one_adult_household_share":0.46,"comment":"ASSUMPTION, not a published adult-count distribution. Motivated by about 42% living alone plus single-parent households. Three-adult share solved to match observed adults/households. Wealth distribution assumed independent of adult count; equal ownership in baseline. Neither condition is observed.","living_alone_source_counts":[282678,212928,283862,324621],"single_parent_households_context_2025":108160,"unequal_scenario":{"1":[1],"2":[0.8,0.2],"3":[0.7,0.2,0.1]},"additional_sensitivity_scale":[0.7,1.4],"household_type_weights":[0.46,0.416465244537,0.123534755463],"adults_per_household":1.66353475546},"definition":"SSB estimated net household wealth: estimated residential values, financial assets and other recorded assets before valuation discounts, less debt. Not a complete marked-to-market valuation of all businesses or all assets. Person version is a synthetic ownership model, not official individual SSB wealth data.","source":"SSB10318","tail_xi":0.668165936182},"sources":[{"id":"SSB10924","name":"Statistics Norway 10924 - Gross income by income interval","url":"https://www.ssb.no/statbank/table/10924","data_year":2024,"published":"2026-01-09","use":"Individual gross income bin counts, sums and means; population estimate."},{"id":"SSB10318","name":"Statistics Norway 10318 - Estimated net worth by decile","url":"https://www.ssb.no/statbank/table/10318","data_year":2024,"published":"2026-01-16; corrected 2026-02-12","use":"Household count, observed decile and top-tail lower limits, group means."},{"id":"SSB10315","name":"Statistics Norway 10315 - Household wealth accounts","url":"https://www.ssb.no/statbank/table/10315","data_year":2024,"published":"2026-01-16; corrected 2026-02-12","use":"Shares of positive and negative household net wealth. Percentages rounded to 0.1 percentage point."},{"id":"SSB12599","name":"Statistics Norway 12599 - Population in income and wealth statistics","url":"https://www.ssb.no/statbank/table/12599","data_year":2024,"published":"2026-02-12","use":"4,353,181 adults 18+ excluding student households; living-alone counts."},{"id":"SSB_FAMILIES","name":"Statistics Norway - Families and households","url":"https://www.ssb.no/befolkning/barn-familier-og-husholdninger/statistikk/familier-og-husholdninger","data_year":"2025 (1 January)","published":"2025-09-18","use":"Context for household composition; not substituted for the wealth-statistics household population."},{"id":"SSB_TAX_DEF","name":"Statistics Norway - Personal tax, definitions","url":"https://www.ssb.no/inntekt-og-forbruk/skatt-for-personer/statistikk/skatt-for-personer","data_year":"2024; provisional selected 2025 items","published":"2026-05-18","use":"Gross income concept, age 17+, tax data population; provisional 2025 data not used as a full distribution."},{"id":"SSB_WEALTH_DEF","name":"Statistics Norway - Household income and wealth, definitions","url":"https://www.ssb.no/inntekt-og-forbruk/inntekt-og-formue/statistikk/inntekts-og-formuesstatistikk-for-husholdninger","data_year":2024,"published":"2026-01-16; corrected 2026-02-12","use":"Household unit, student exclusion and asset valuation definitions."}]}},"GB":{"legacy_source":{"name":"United Kingdom","group":"Utenfor EU","source_currency":"GBP","source_family":"HMRC SPI + ONS Wealth and Assets Survey","year":"Income 2023/24; wealth Great Britain 2020–2022","source_ids":["UK_HMRC","UK_ONS_WEALTH","EU_FX"],"status":"HMRC + ONS · ULIKE REFERANSEGRUPPER","description_wealth":"The ONS Wealth and Assets Survey covers households in Great Britain (England, Scotland and Wales), not Northern Ireland. The per-adult track is a synthetic conversion.","description_income":"HMRC Survey of Personal Income measures total income before tax among taxpayers. This is individual tax-based income, but the reference population is not all adults.","limitations":"Income and wealth use different reference groups and geographic coverage. ONS wealth covers Great Britain in 2020–2022 and carries higher quality uncertainty; per-adult wealth is synthetic.","method_rows":[["HMRC incomesgruppe",36770000,"Approximate number of taxpayers in the model"],["HMRC median before tax","£29 700","2023/24"],["HMRC top 10 %","£67 400","2023/24"],["HMRC top 1 %","£207 000","2023/24"],["ONS median household wealth","£293 700","Apr 2020–Mar 2022"],["ONS top 10 % wealth","£1 200 500","Great Britain"],["ONS top 1 % wealth","£3 121 500","Great Britain"]]},"personal_income":{"population":36770000,"population_status":"Approximate taxpaying individuals in source model","currency":"GBP","year":"2023/24","p":[0.5,0.9,0.99],"q":[29700,67400,207000],"mean":null,"definition":"Individual total income before tax of taxpayers; not all residents.","source_ids":["UK_HMRC","UK_ONS_WEALTH","EU_FX"]},"family_wealth":{"population":27500000,"population_status":"Legacy approximation of Great Britain households","currency":"GBP","year":"2020-2022","p":[0.5,0.9,0.99],"q":[293700,1200500,3121500],"definition":"Great Britain households (not Northern Ireland), including private pension wealth.","source_ids":["UK_HMRC","UK_ONS_WEALTH","EU_FX"]}},"CA":{"legacy_source":{"name":"Canada","group":"Utenfor Europe","source_currency":"CAD","source_family":"Statistics Canada","year":"Income 2023; wealth 2023","source_ids":["CA_INCOME","CA_SFS","CA_DHEA","EU_FX"],"status":"STATISTICS CANADA · SOURCE-CALIBRATED","description_wealth":"The Survey of Financial Security provides family net worth, supplemented by distributed national-accounts wealth by quintile. The per-adult track is synthetic.","description_income":"Statistics Canada publishes individual tax-file thresholds for the top 1%, 0.1% and 0.01%. The model is therefore particularly well anchored in the upper income tail.","limitations":"The wealth curve between the median and top quintile is modelled; per-adult wealth is synthetic. The income model is limited to the upper half because the strongest anchors are the median and top-income thresholds.","method_rows":[["People with total income",30649450,"Statistics Canada 2023"],["Median total income","CAD 45 000","StatCan"],["Top 1%","CAD 293 800","StatCan"],["Top 0.1%","CAD 930 100","StatCan"],["Top 0.01%","CAD 3 487 600","StatCan"],["Median family net worth","CAD 519 700","SFS 2023"],["Average household net worth","CAD 981 816","DHEA Q4 2023"],["Average in richest quintile","CAD 3 321 739","DHEA Q4 2023"]]},"personal_income":{"population":30649450,"population_status":"Individuals with total income","currency":"CAD","year":"2023","p":[0.5,0.99,0.999,0.9999],"q":[45000,293800,930100,3487600],"mean":null,"definition":"Individual total income, Canadian tax-data definition; capital-gain treatment follows source, not WID.","source_ids":["CA_INCOME","CA_SFS","CA_DHEA","EU_FX"]},"family_wealth":{"population":15300000,"population_status":"Legacy approximate families","currency":"CAD","year":"2023","p":[0.5],"q":[519700],"definition":"Economic family net worth. Only median source anchor; no ranking interpolation enabled.","source_ids":["CA_INCOME","CA_SFS","CA_DHEA","EU_FX"]}},"US":{"legacy_source":{"name":"USA","group":"Utenfor Europe","source_currency":"USD","source_family":"Federal Reserve SCF 2022 + Forbes 400 2026","year":"SCF 2022; Forbes 400 2026","source_ids":["US_SCF","US_FORBES400","FX2024"],"status":"FED SCF + FORBES TOP TAIL","description_wealth":"The Federal Reserve Survey of Consumer Finances (SCF) provides the family net-worth distribution. The person track is synthetic through the body, while the top 400 are calibrated to the 2026 Forbes 400.","description_income":"SCF “usual income” is family income. The per-adult track divides family income by an assumed average number of adults; it is not an individual wage distribution.","limitations":"SCF is family/household data and excludes the Forbes 400 from the sample. The personal-wealth top is therefore linked separately to the Forbes 400. Income per adult is synthetic.","method_rows":[["SCF-familier",131300000,"Fed SCF 2022"],["Synthetic adults",258000000,"Modellantagelse"],["Adults per SCF-family",1.965,"Avledet"],["Median family income, usual income","$73 400","Fed SCF"],["Top 10% family income","$245 400","Fed SCF"],["Median family net worth","$192 900","Fed SCF"],["Top 10 % familiewealth","$1 938 000","Fed SCF"],["Forbes 400 cutoff 2026","$4,4 bn","Forbes 400"]]},"family_income":{"population":131300000,"population_status":"Approximate SCF families","currency":"USD","year":"2022","p":[0.5,0.9],"q":[73400,245400],"definition":"SCF usual family income; not an individual wage.","source_ids":["US_SCF","US_FORBES400","FX2024"]},"family_wealth":{"population":131300000,"population_status":"Approximate SCF families","currency":"USD","year":"2022","p":[0.5,0.9],"q":[192900,1938000],"definition":"SCF family net worth. Defined-benefit future pension entitlements excluded.","source_ids":["US_SCF","US_FORBES400","FX2024"]}},"ZA":{"family_income":{"population":21282811.1314,"population_status":"Derived: published total income / rounded mean; not exact household count","currency":"ZAR","year":"2022/23","p":[0.5],"q":[95770],"mean":204359,"definition":"Total annual household income including transfers and other receipts; not individual salary, not WID national income. Lognormal model fitted to median and mean; unverified tails.","source_ids":["STATSSA_IES"],"source_url":"https://www.statssa.gov.za/?p=17995"}},"MY":{"family_income":{"segments":[[0,6.09756097561e-08,61563655.962,61563655.962,"linear"],[6.09756097561e-08,0.06,61563655.962,240000,"power",0.401988174736],[0.06,0.069,240000,228000,"linear"],[0.069,0.079,228000,216000,"linear"],[0.079,0.093,216000,204000,"linear"],[0.093,0.108,204000,192000,"linear"],[0.108,0.129,192000,180000,"linear"],[0.129,0.153,180000,168000,"linear"],[0.153,0.187,168000,156000,"linear"],[0.187,0.221,156000,144000,"linear"],[0.221,0.259,144000,132000,"linear"],[0.259,0.314,132000,120000,"linear"],[0.314,0.372,120000,108000,"linear"],[0.372,0.436,108000,96000,"linear"],[0.436,0.5,96000,84204,"linear"],[0.5,0.502,84204,84000,"linear"],[0.502,0.587,84000,72000,"linear"],[0.587,0.685,72000,60000,"linear"],[0.685,0.782,60000,48000,"linear"],[0.782,0.888,48000,36000,"linear"],[0.888,0.97,36000,24000,"linear"],[0.97,1,24000,0,"linear"]],"mean":109860.0,"N":8200000,"tail_beta":0.401988174736,"p":[0.03,0.112,0.218,0.315,0.413,0.498,0.5,0.564,0.628,0.686,0.741,0.779,0.813,0.847,0.871,0.892,0.907,0.921,0.931,0.94],"q":[24000,36000,48000,60000,72000,84000,84204,96000,108000,120000,132000,144000,156000,168000,180000,192000,204000,216000,228000,240000],"source_mean":109860,"mean_residual":-2.22044604925e-16,"source_max_p":0.94,"kind":"segments_native","population":8200000,"currency":"MYR","year":"2024, monthly level × 12 for annual display","unit":"households with Malaysian citizens (approx. 8.2m)","definition":"Total gross household income: employment, self-employment, property/investment income and transfers received. It is not wages only and does not cover every resident household. Twenty rounded bands plus the median are used; the top 6% is extrapolated.","guide_key":"my_income","source_ids":["MY_DOSM","MY_CATALOG"],"max_fraction":0.95,"source_quality":"Observed aggregate constraints; distribution between and outside points is modelled."}},"SG":{"family_income":{"segments":[[0,3.36224867191e-07,24186665.617,24186665.617,"linear"],[3.36224867191e-07,0.09,24186665.617,420000,"power",0.324327989907],[0.09,0.134,420000,360000,"linear"],[0.134,0.196,360000,300000,"linear"],[0.196,0.287,300000,240000,"linear"],[0.287,0.416,240000,180000,"linear"],[0.416,0.5,180000,149352,"linear"],[0.5,0.516,149352,144000,"linear"],[0.516,0.623,144000,108000,"linear"],[0.623,0.732,108000,72000,"linear"],[0.732,0.854,72000,36000,"linear"],[0.854,1,36000,0,"linear"]],"mean":193908.0,"N":1487100,"tail_beta":0.324327989907,"p":[0.146,0.268,0.377,0.484,0.5,0.584,0.713,0.804,0.866,0.91],"q":[36000,72000,108000,144000,149352,180000,240000,300000,360000,420000],"source_mean":193908,"mean_residual":2.22044604925e-16,"source_max_p":0.91,"kind":"segments_native","population":1487100,"currency":"SGD","year":"2025, monthly level × 12 for annual display","unit":"resident households (citizen/PR as reference person)","definition":"Market income for the entire resident household before tax and public transfers. 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Annual-average income FX not imported, end-year convention retained and explicitly disclosed.","sources":[{"id":"WIR","title":"World Inequality Report 2026: Country Sheets","url":"https://wir2026.wid.world/www-site/uploads/2026/09/WIR26_Country_Sheets.pdf","use":"40 country tables: mean, bottom 50%, middle 40%, top 10% and top 1%. Distribution year 2024; population 2025. These are estimates, not 40 complete administrative registers."},{"id":"MACRO","title":"World Inequality Lab TN 2026/04: Global Inequality Update","url":"https://wid.world/www-site/uploads/2026/09/WorldInequalityLab_TechnicalNote_2026_04_Global-Inequality-Update-2026_Insights-from-WID-Macro-Series-1800-2025_Final.pdf","use":"2025 national income, PPP/MER ratios and population; tables 3–4 and the latest country appendix. Published values are rounded."},{"id":"WID_DEF","title":"WID Codes Dictionary","url":"https://wid.world/codes-dictionary/","use":"Pre-tax national income, personal wealth, equal-split treatment and age 20+ definitions."},{"id":"WID_COMP","title":"WID: Income comparator methodology","url":"https://wid.world/fr/income-comparator-methodology/","use":"Distinguishes cash income, imputed housing returns and retained corporate earnings."},{"id":"HFCS","title":"ECB Household Finance and Consumption Survey","url":"https://www.ecb.europa.eu/stats/ecb_surveys/hfcs/html/index.en.html","use":"22 countries and 440 published household thresholds in the earlier HFCS foundation. V8 uses 44 source curves and soft shape signals in the main track; these are not individual administrative-register thresholds."},{"id":"UBS","title":"UBS Global Wealth Report 2025","url":"https://www.ubs.com/content/dam/assets/wm/static/noindex/gwr-2025-digital-updated.pdf","use":"Earlier v7 calibration reference: country-level USD millionaire counts for 2024. V8 shows deviations as diagnostics; these are not independent test observations and do not use identical ownership/pension concepts."},{"id":"FORBES","title":"Forbes World’s Billionaires 2025","url":"https://www.forbes.com.au/news/billionaires/forbes-worlds-billionaires-list-2025-the-top-200/","use":"3,028 billionaires and USD 16.1 trillion, values dated 7 March 2025. Used in v7 calibration; v8 shows deviations after updated moments and demographics. Not a new global full optimization."},{"id":"FX","title":"ECB euro reference rates — 31 December 2025","url":"https://www.ecb.europa.eu/stats/exchange/eurofxref/shared/pdf/2025/12/20251231.pdf","use":"One fixed display-rate set: 1 EUR = 11.843 NOK = 1.175 USD. Not real-time FX and not PPP."},{"id":"KAPITAL","title":"Kapital: Norway’s 400 Richest","url":"https://www.finansavisen.no/kapital-index/norges-400-rikeste","use":"Historical v6 proxy: 327 Norway-resident family-head entries at NOK 1.35bn in 2026. Retained in the national original track and used as a soft top reference, not equated with 327 WID adults."},{"id":"FORBES_COUNTRIES","title":"Forbes: Countries with the most billionaires 2025","url":"https://www.forbes.com.au/news/billionaires/the-countries-with-the-most-billionaires-2025/","use":"Country-level check kept outside calibration; citizenship rather than verified residence. Values dated 7 March 2025."},{"id":"UN_DYB","title":"UN Demographic Yearbook 2024, Table 7","url":"https://unstats.un.org/unsd/demographic-social/products/dyb/documents/DYB2024/table07.pdf","use":"20 country age tables with source dates 2020–2024; first total column checked against screenshots; historical adult ratios carried to 2025 totals."},{"id":"WIL_INDIA","title":"World Inequality Lab WP 2024/09, Tables 2–3","url":"https://wid.world/www-site/uploads/2024/03/WorldInequalityLab_WP2024_09_Income-and-Wealth-Inequality-in-India-1922-2023_Final.pdf","use":"12 principal income/wealth thresholds plus wealth p2; 2022–23 normalized shape anchors, not new 2025 observations. WID/Forbes lineage applies."},{"id":"STATSSA_IES","title":"Statistics South Africa IES 2022/23","url":"https://www.statssa.gov.za/?p=17995","use":"Observed household median and mean income; sparse source supports a weak lognormal model only."},{"id":"WID_BULK","title":"WID bulk data and metadata specifications","url":"https://wid.world/bulk_download/README.md","use":"Import schema only. Bulk 127-percentile data were not acquired in this build; numerical grid nodes are not counted as source observations."},{"id":"PIP","title":"World Bank PIP percentiles","url":"https://datacatalog.worldbank.org/search/dataset/0063646/poverty-and-inequality-platform-pip-percentiles","use":"Import specification and source catalogue; consumption and income are kept separate. The complete PIP percentile file was not acquired."},{"id":"NBS_GHS","title":"Nigeria GHS Panel 2023–2024","url":"https://microdata.nigerianstat.gov.ng/index.php/catalog/82","use":"Survey availability reviewed. Microdata were not imported, so no claim is made about new Nigerian wealth quantiles."},{"id":"ECB_DWA","title":"ECB Distributional Wealth Accounts methodology","url":"https://www.ecb.europa.eu/press/economic-bulletin/articles/2024/html/ecb.ebart202405_02~50a620f16b.en.html","use":"Component-accounting design. Current country component panels were not imported. The component workshop is a sensitivity experiment, not a statistical nowcast."},{"id":"MACRO_V9","title":"World Inequality Lab Technical Note 2026/04, country appendix","url":"https://wid.world/www-site/uploads/2026/09/WorldInequalityLab_TechnicalNote_2026_04_Global-Inequality-Update-2026_Insights-from-WID-Macro-Series-1800-2025_Final.pdf","use":"2025 population, PPP national income per inhabitant and rounded MER/PPP ratios. New country macro totals; not direct personal-income observations."},{"id":"UBS_V9","title":"UBS Global Wealth Report 2025","url":"https://www.ubs.com/content/dam/assets/wm/static/noindex/gwr-2025-digital-updated.pdf","use":"2024 estimated adult median/mean net wealth and USD-millionaire counts for Switzerland, Singapore and Hong Kong. Values are kept at source level and are not updated to 2025 asset prices."},{"id":"CH_ESTV","title":"Swiss Federal Tax Administration wealth-tax statistics 2022","url":"https://www.estv.admin.ch/de/gesamtschweizerische-vermoegenssteuerstatistik","use":"Fiscal units, joint returns and tax asset values differ from individual economic wealth. Definitions reviewed; no complete tax-bracket table imported."},{"id":"IS_INC","title":"Statistics Iceland: income based on tax registers 2025","url":"https://statice.is/publications/news-archive/wages-and-income/income-based-on-tax-registers/","use":"2025 mean income about ISK 10.5m and median ISK 8.8m; age 16+, subject to register exclusions. Only these rounded moments are imported, not the full distribution."},{"id":"IS_WEALTH","title":"Statistics Iceland: liabilities and assets from tax registers 2025","url":"https://statice.is/publications/news-archive/quality-of-life/liabilities-and-assets-from-tax-registers-2025/","use":"Tax-family mean assets ISK 60.4m and liabilities ISK 14.7m. Coverage and family unit differ. Net ISK 45.7m is a derived mean, not a percentile. Diagnostic only, not a fitted adult threshold."},{"id":"MY_DOSM","title":"DOSM Household Income Survey 2024 infographic","url":"https://www.dosm.gov.my/portal-main/release-document-log?cat=infographic&release_document_id=17374&type=pdf","use":"20 monthly gross-household-income bands, mean/median and approximately 8.2m citizen households. Income-band percentages are rounded and normalized. Not all resident households."},{"id":"MY_CATALOG","title":"OpenDOSM household income percentile catalogue","url":"https://open.dosm.gov.my/data-catalogue/hies_malaysia_percentile","use":"The 100-percentile dataset was identified but not fully downloaded. This extension uses verified infographic bands and the median, not 100 imported percentile records."},{"id":"SG_GHS","title":"SingStat General Household Survey 2025 report","url":"https://www.singstat.gov.sg/files/1559c94a-efc1-4262-84fd-042c9bd96e68.pdf","use":"Resident households: 1,487,100; monthly market-income mean SGD 16,159 and median SGD 12,446; 10 bands. Market income includes specified CPF/pension components and excludes government transfers."},{"id":"HK_CSD","title":"Hong Kong C&SD household income table 130-06609","url":"https://www.censtatd.gov.hk/en/web_table.html?id=130-06609","use":"2025 household counts in monthly income bands; 2.7781m total. The final HKD 40,000+ group is open and contains about 39%; the upper tail is assumed rather than observed."},{"id":"MA_HCP","title":"HCP Morocco household living standards 2022–2023","url":"https://www.hcp.ma/file/243318/","use":"2022 annual household mean MAD 89,170, median 52,800, and 71.8% below the mean; total MAD 787.6bn. Includes imputed housing income. Household count is derived from rounded total/mean."},{"id":"CR_INEC","title":"INEC Costa Rica ENAHO 2025 results","url":"https://admin.inec.cr/sites/default/files/2025-10/ENAHO2025_PresentacionResultadosGenerales.pdf","use":"Household monthly mean CRC 1,209,825; per-capita mean 485,792 and quintile means. These are not individual gross-income thresholds. Retained as diagnostics and not forced into gross national-income ranking."},{"id":"UY_INE","title":"INE Uruguay household income Q4 2025","url":"https://www.gub.uy/instituto-nacional-estadistica/comunicacion/publicaciones/ingresos-hogares-personas-cuarto-trimestre-2025","use":"Adjusted disposable household monthly income mean UYU 93,495 and median 72,600. Q4 monthly distribution ×12 is annualized, not measured annual income; it is not gross income."},{"id":"UY_DETAIL","title":"INE Uruguay detailed Q4 2025 report","url":"https://www5.ine.gub.uy/documents/Demograf%C3%ADayEESS/HTML/ECH/Ingresos/2025/Informe_Ingresos_T4_2025.html","use":"Income concept and median. Household count was not acquired; the national-rank denominator is an explicit assumption."},{"id":"PE_INEI","title":"INEI Peru monetary poverty 2024 release","url":"https://www.gob.pe/institucion/inei/noticias/1164173","use":"Real per-capita monthly income PEN 1,196; consumption PEN 891 is separate. No complete income/wealth percentile table was imported. Diagnostic only."},{"id":"RW_NISR","title":"NISR Rwanda EICV7 2023/24","url":"https://statistics.gov.rw/statistical-publications/poverty-and-social-protection/eicv7-main-indicators-report-202324","use":"Consumption-based living-standards source reviewed. It is not relabelled as gross income or net wealth; microdata were not imported."},{"id":"SN_ANSD","title":"ANSD Senegal EHCVM II 2021/22 release","url":"https://www.ansd.sn/sites/default/files/2024-07/NOTE%20DE%20PRESSE%20EHCVM%20II.pdf","use":"7,120 surveyed households; poverty/consumption information is not a gross-income distribution. Microdata were not imported."},{"id":"FX_ECB_V9","title":"ECB reference exchange rates — 31 December 2025","url":"https://www.ecb.europa.eu/stats/exchange/eurofxref/shared/pdf/2025/12/20251231.pdf","use":"New CHF, ISK, SGD, HKD and MYR units per EUR; same fixed display date as the existing model."},{"id":"FX_MAD_V9","title":"Bank Al-Maghrib weekly indicators — 25–31 December 2025","url":"https://www.bkam.ma/en/content/download/837105/9094380/Indicateurs%20hebdomadaires%20semaine%20du%2025%20au%2031%20d%C3%A9cembre%202025%20anglais.pdf","use":"MAD 10.712 per EUR on 31 Dec 2025; displayed separately from the ECB source."},{"id":"FX_UYU_V9","title":"BROU 2025 financial statements via Banco Central del Uruguay","url":"https://www.bcu.gub.uy/_layouts/15/BCU.Registros/handler/FilesHandler.ashx?NombreArchivo=RFBfNDMxMjhfMA%3D%3D&op=GetDocumentFile","use":"Closing EUR/UYU 45.8693 for 31 Dec 2025. Primary bank statements; not an ECB rate."}],"legacy_source_registry":[{"id":"KAPITAL2026","title":"Kapital: Norway’s 400 Richest, 2026","url":"https://www.finansavisen.no/kapital-index/norges-400-rikeste","use":"List threshold NOK 1.35bn. 400 entries; 73 main individuals living abroad. Not a finished person-level list of Norwegian residents."},{"id":"KAPITAL_BOSTED","title":"Kapital: residents abroad and mixed-family wealth, September 2026","url":"https://www.finansavisen.no/personlig-okonomi/2026/09/16/8378834/ny-rekord-med-god-margin-flyttebolgen-har-torket-inn-likevel-oker-utenlandsformuen","use":"Residence is the criterion, not citizenship. Mixed-family wealth is not fully allocated to individuals."},{"id":"UBS2025","title":"UBS Global Wealth Report 2025, end-2024 data","url":"https://www.ubs.com/content/dam/assets/wm/static/noindex/gwr-2025-digital-updated.pdf","use":"Sweden: mean USD 334,391, median USD 89,430, 490,000 USD millionaires and Gini 0.75. Pages 18, 21, 30 and 43. Private pension assets are included."},{"id":"SCB_WEALTH","title":"Statistics Sweden: wealth tables 1999–2007","url":"https://www.statistikdatabasen.scb.se/pxweb/sv/ssd/START__HE__HE0104/TillgOversiktAldReg/","use":"Limitation: this official person-level wealth series ends in 2007 and is not used as the 2024 distribution."},{"id":"SCB_MEDIAN","title":"Statistics Sweden: Income for people in Sweden, updated 21 January 2026","url":"https://www.scb.se/hitta-statistik/sverige-i-siffror/utbildning-jobb-och-pengar/inkomster-for-personer/","use":"Median earned income SEK 401,400 in 2024 applies to ages 20–65, not all adults and not capital income."},{"id":"SCB_TOP","title":"Statistics Sweden: Sweden’s top income earners, 30 August 2023","url":"https://www.scb.se/hitta-statistik/artiklar/2023/sa-ser-sveriges-typiska-toppinkomsttagare-ut/","use":"2021: top 1% at least SEK 1,215,000; 79,200 people age 20+. Earned income for tax purposes, excluding capital."},{"id":"SCB_CAPITAL","title":"Statistics Sweden: capital income, 2020 data","url":"https://www.scb.se/hitta-statistik/artiklar/2022/svenskarnas-kapitalinkomster-ojamnt-fordelade/","use":"63% had positive capital income; among them mean SEK 69,000 and median SEK 1,700. Own assumed uplift to 2024."},{"id":"DST2024","title":"Statistics Denmark: Wealth and debt 2024","url":"https://www.dst.dk/da/Statistik/udgivelser/NytHtml?cid=53148","use":"Median DKK 801,000; capped mean DKK 2,178,000. Private pensions are included after standardized tax; population age 18+."},{"id":"DST_TAIL","title":"Statistics Denmark: extreme values in wealth statistics, corrected 11 February 2026","url":"https://www.dst.dk/Site/Dst/SingleFiles/GetArchiveFile.aspx?ext=kvaldel&fi=5170013167733&fo=0","use":"2024 cap DKK 2,108,700,000; 67 above the cap; removed wealth DKK 235,094m; uncapped top-1% share 29.8%; Pareto alpha 1.38807457. The cap is not the maximum personal wealth."},{"id":"CEPOS2026","title":"CEPOS: Danish gross-income thresholds, 15 July 2026","url":"https://cepos.dk/artikler/0266-man-skal-tjene-820-000-kr-for-at-vaere-i-top-10-pct-og-20-mio-kr-for-at-vaere-i-top-1-pct/","use":"Calculations on Statistics Denmark person registers for 2024, uplifted to 2026. Median 380k; mean 480k; top 10% 820k; top 1% about DKK 2m; top-1% mean DKK 4.7m. Wage concept includes pension contributions."},{"id":"FX2024","title":"DNB: exchange rates — 31 December 2024","url":"https://content.dnb.no/docs/7583887/valutakurser-31-desember-2024.pdf","use":"Fixed conversion rates: 1 SEK = 1.0311 NOK; 1 DKK = 1.5829 NOK; 1 USD = 11.3381 NOK. Not real-time rates."},{"id":"EU_HFCS","title":"ECB HFCS 2023 — statistical tables, June 2026","url":"https://www.ecb.europa.eu/home/pdf/research/hfcn/HFCS_Statistical_Tables_Wave_2023_June_2026.pdf","use":"22 EU countries. Tables I3 and J3: mean and p10–p90; I1/A3: median in top decile (p95); I2/A4: mean in top decile. Amounts are reported in EUR thousands and converted to EUR."},{"id":"EU_HFCS_INFO","title":"ECB — Household Finance and Consumption Survey","url":"https://www.ecb.europa.eu/stats/ecb_surveys/hfcs/html/index.en.html","use":"2023 wave, tables updated 12 June 2026. Household data, not a harmonized list of individual gross incomes. Interview periods span 2022–2025."},{"id":"EU_POP","title":"Eurostat demo_pjan — population on 1 January 2025","url":"https://ec.europa.eu/eurostat/databrowser/view/demo_pjan/default/table?lang=en","use":"27 national totals, sum 450,646,971. Adults are estimated at 80% in each country; this is a model assumption, not an imported age distribution."},{"id":"EU_AGE","title":"Eurostat — Demography of Europe, 2026 edition","url":"https://ec.europa.eu/eurostat/web/interactive-publications/demography-2026","use":"Background for the rounded adult share. Age structure varies by country; a constant 80% is a simplification."},{"id":"EU_HHSIZE","title":"Eurostat ilc_lvph01 — average household size","url":"https://ec.europa.eu/eurostat/databrowser/view/ilc_lvph01/default/table?lang=en","use":"Country averages for 2023, rounded to one decimal. Household counts are estimated from population divided by average household size. Not microdata."},{"id":"EU_WAGES","title":"Eurostat nama_10_fte — average full-time-equivalent annual salary","url":"https://ec.europa.eu/eurostat/databrowser/view/nama_10_fte/default/table?lang=en","use":"2023 EUR: BG 13,503; HU 16,991; PL 18,226; RO 18,093. Ratios only for income proxies; annual salary is not used as the gross-income distribution itself."},{"id":"EU_KF","title":"Knight Frank — The Wealth Report 2024","url":"https://content.knightfrank.com/resources/knightfrank.com/wealthreport/the-wealth-report-2024.pdf","use":"Page 15: national top-1% wealth thresholds Q4 2023. Page 73: people with at least USD 30m in 2023. External model estimates, not official register statistics. Used only as an additional personal-wealth-tail reference."},{"id":"EU_FX","title":"ECB — EUR reference rates, 31 December 2024","url":"https://www.ecb.europa.eu/stats/exchange/eurofxref/shared/pdf/2024/12/20241231.pdf","use":"1 EUR = 11.795 NOK. Fixed display rate, not today’s FX rate and not an uplift of the source data."},{"id":"EU_KF_FX","title":"ECB — EUR reference rates, 29 December 2023","url":"https://www.ecb.europa.eu/stats/exchange/eurofxref/shared/pdf/2023/12/20231229.pdf","use":"1 EUR = 1.105 USD. Conversion of Knight Frank’s 2023 USD anchors to EUR; no wealth growth assumed."},{"id":"EU_SCOPE","title":"European Union — member states","url":"https://european-union.europa.eu/principles-countries-history/eu-countries_en","use":"EU-27 includes Sweden and Denmark, but not Norway, the United Kingdom or Switzerland. Geographic model, not a citizenship list."},{"id":"US_SCF","title":"Federal Reserve — Survey of Consumer Finances 2022","url":"https://www.federalreserve.gov/publications/october-2023-changes-in-us-family-finances-from-2019-to-2022.htm","use":"2022 distribution of usual income and net worth for US families; percentile thresholds and top-decile mean."},{"id":"US_FORBES400","title":"Forbes 400 — 2026","url":"https://www.forbes.com/forbes-400/","use":"Used only to calibrate the very top of US personal wealth: the 2026 list top and entry threshold."},{"id":"UK_HMRC","title":"HMRC — Personal Income Statistics 2023 to 2024","url":"https://www.gov.uk/government/statistics/personal-incomes-statistics-for-the-tax-year-2023-to-2024/personal-incomes-statistics-2023-to-2024-commentary","use":"Individual total income before tax for taxpayers; median, top 10% and top 1%."},{"id":"UK_ONS_WEALTH","title":"ONS — Household total wealth in Great Britain, April 2020 to March 2022","url":"https://www.ons.gov.uk/peoplepopulationandcommunity/personalandhouseholdfinances/incomeandwealth/bulletins/totalwealthingreatbritain/latest","use":"Household wealth in Great Britain; median, top 10% and top 1%. Includes private pension wealth."},{"id":"CA_INCOME","title":"Statistics Canada — High-income Canadians, 2023","url":"https://www150.statcan.gc.ca/n1/daily-quotidien/251031/dq251031b-eng.htm","use":"Individual tax-file thresholds for the top 1%, 0.1% and 0.01% in 2023."},{"id":"CA_SFS","title":"Statistics Canada — Survey of Financial Security, 2023","url":"https://www150.statcan.gc.ca/n1/daily-quotidien/241029/dq241029a-eng.htm","use":"Median net worth for Canadian families in 2023."},{"id":"CA_DHEA","title":"Statistics Canada — Distributions of household economic accounts, Q4 2023","url":"https://www150.statcan.gc.ca/n1/daily-quotidien/240417/t003b-eng.htm","use":"Average net worth per household and by wealth quintile; used to shape the Canadian 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