Kliva

    Functions/Social Factors

    Broad social risk analysis

    Integrated assessment at DeSO/RegSO level across five dimensions — well-being, life chances, safety, cohesion, and services. Data from SCB, BRÅ, Riksidrottsförbundet, Valmyndigheten, OpenStreetMap, and Trafiklab, with full source traceability per indicator.

    Why full data, not an index

    We show the complete underlying data — not a weighted number that conceals it.

    Users consistently ask us for the same thing:show the raw values, the source, the year, and the geography — not just a pre-chewed rating. An index is easy to read, but it collapses reality into a number that no one can scrutinize, question, or compare against their own assumptions.

    Therefore, our standard is transparent raw data at the indicator level, for all risks. We retain a weighted assessment as an input, but every number can be drilled down to table ID, year, and documentation. You can re-weight, change the reference population, or exclude an indicator — without having to trust a black box.

    Example report

    Social risk analysis — Sergels torg 1, Stockholm

    Weighted assessment at DeSO level with full source tracking per indicator. Higher scores indicate better social conditions (lower risk). Values from coarser geographies are marked asestimate.

    DeSO0180C1010RegSO0180R010municipality0180 StockholmCounty01 Stockholm CountyMethodologyv0.1.0Generated2026-06-17
    76
    /100

    Weighted assessment

    Low riskScore 76/100

    Score 0–100 via percentile ranking against reference population (country/municipality) with documented polarity. Point/service indicators use a documented distance→score curve.

    Well-being

    75/100

    Low risk

    • Disposable median income

      350 000 SEK

      75

      Percentile vs. reference

      The country
      75
      municipality
      50

      Source:SCB TAB6304 · 2023 · DeSO

      Disposable median income for residents year-round, per DeSO.

    • Overcrowding (norm 2)

      12 share %

      75

      Percentile vs. reference

      The country
      75
      municipality
      50

      Source:SCB TAB5993 · 2023 · DeSO

      Share of overcrowded households according to norm 2, per DeSO.

    Life opportunities

    75/100

    Low risk

    • Share with pre-upper secondary education only

      10 share %

      75

      Percentile vs. reference

      The country
      75
      municipality
      50

      Source:SCB TAB6300 · 2023 · DeSO

      Pre-gymnasial = sum of education classes <9 years and 9 years.

    • Long-term unemployment (share)

      6.5 share %

      75

      Percentile vs. reference

      The country
      75
      municipality
      50

      Source:SCB TAB6298 · 2023 · DeSO

      Labor market status, share per DeSO.

    Safety and security

    64/100

    Medium risk

    • Reported residential burglaries per 100,000 residents

      120 per 100k

      62

      Percentile vs. reference

      The country
      62

      Source:BRÅ reported-crimes/residential-burglary · 2024 · municipality

      estimate (broader geography)

      Municipality-level for reported residential burglaries; applied to sub-municipal areas.

    • Reported assaults per 100,000 residents

      800 per 100k

      62

      Percentile vs. reference

      The country
      62

      Source:BRÅ reported-crimes/assault · 2024 · municipality

      estimate (broader geography)

      Municipality-level for reported assaults; applied to sub-municipal areas.

    • Perceived safety (NTU, share feeling unsafe)

      25 share %

      70

      Percentile vs. reference

      The country
      70

      Source:BRÅ ntu/insecurity · 2024 · municipality

      estimate (broader geography)

      NTU perceived unsafety at municipality level; otherwise national fallback.

    Cohesion

    72/100

    Low risk

    • LOK-support participation instances per 100 residents aged 7–25

      145 per 100 (7–25 years)

      70

      Source:Swedish Sports Confederation lok-support-per-area/regso · 2024 · RegSO

      LOK participants/occasions per 100 inhabitants aged 7–25, RegSO level.

    • Municipal election turnout (%)

      78.5 share %

      75

      Source:Swedish Election Authority municipal-election/2022/polling-district · 2022 · DeSO (aggregated from polling district)

      Voter turnout per polling district, aggregated to the area. Next election September 2026.

    Services

    92/100

    Low risk

    • Distance to nearest

      158.6 m

      95

      Source:OpenStreetMap overpass/shop=supermarket|convenience · live · point

      verified source

      Distance to nearest grocery store via Overpass. Score = 100·(1 − d/3000 m).

    • Distance to nearest pharmacy

      158.6 m

      97

      Source:OpenStreetMap overpass/amenity=pharmacy · live · point

      verified source

      Distance to nearest pharmacy via Overpass. Score = 100·(1 − d/5000 m).

    • Distance to nearest healthcare

      158.6 m

      98

      Source:OpenStreetMap overpass/amenity=clinic|doctors|hospital · live · point

      verified source

      Distance to nearest healthcare via Overpass. Score = 100·(1 − d/8000 m).

    • Distance to nearest school/preschool

      158.6 m

      95

      Source:OpenStreetMap overpass/amenity=school|kindergarten · live · point

      verified source

      Distance to nearest school/preschool; cross-referenced with Skolverket.

    • Distance to nearest public transport stop

      249.3 m

      75

      Source:Trafiklab gtfs-sweden-2/stops · live · point

      Nearest GTFS stop and frequency. Score = 100·(1 − d/1000 m).

    Remarks

    • Residential burglaries: value applied from broader geography (municipality)
    • Assaults: value applied from broader geography (municipality)
    • Perceived safety: value applied from broader geography (municipality)

    Sources & licenses

    SourceLicenseLinks
    Statistics SwedenFree to use with source attribution (SCB)
    Swedish National Council for Crime PreventionOpen data with source attribution (BRÅ)
    Swedish Sports ConfederationOpen data with source attribution (RF)
    Swedish Election AuthorityOpen data (Swedish Election Authority)
    OpenStreetMapODbL — attribution + share-alike on DB derivatives
    TrafiklabOpen data (Trafiklab/Samtrafiken), API key required

    Indicators markedestimate are derived from a broader geography than the requested area.

    What you get

    All key information, gathered in one feed

    Social Factors kopplar ihop data och analys så att teamet kan gå från insikt till beslut med mindre handpåläggning.

    01

    Well-being: disposable median income and crowding (SCB, DeSO)

    02

    Life chances: education level and long-term unemployment (SCB, DeSO)

    03

    Safety: residential burglaries, assaults, and NTU perceived insecurity (BRÅ)

    04

    Cohesion: LOK grants 7–25 years (RF) and voter turnout (Valmyndigheten)

    05

    Services: distance to shop, pharmacy, healthcare, school, and public transport stop (OSM, Trafiklab)

    06

    Percentile ranking against the national average and municipality per indicator

    07

    Source, table ID, geography, and timestamp for each data point

    08

    Weighted score 0–100 per dimension and total — with documented methodology

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