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SabahKu · District brief · Tawau Division

Tawau

AI-generated · unreviewed draftData release 2026.09.26 · 50/50 citations verified · azure:gpt-5-mini
Income: 70th percentile in Sabah (2024)Poverty: 74th percentile in Sabah (2024)Gini: 26th percentile in Sabah (2024)GDP/cap: 77th percentile in Sabah (2020)Services: 62th percentile in Sabah (2020) · descriptiveAgri: 31th percentile in Sabah (2020) · descriptiveMfg: 81th percentile in Sabah (2020) · descriptiveDensity: 85th percentile in Sabah (2025) · descriptiveInc. growth: 15th percentile in Sabah (2024)GDP growth: 50th percentile in Sabah (2020)LFPR: 88th percentile in Sabah (2024)Jobless: 85th percentile in Sabah (2024)Water: 96th percentile in Sabah (2024)Power: 64th percentile in Sabah (2024)Radiance: 88th percentile in Sabah (2025) · descriptiveLit area: 81th percentile in Sabah (2025) · descriptiveLights growth: 8th percentile in Sabah (2025)

Situation

Tawau is classified as a "Services-led towns & suburbs" district with large population and labour force relative to Sabah's districts .

Median household income was RM 4,852 in 2024 and has grown slowly since 2019 (median income growth 1.9% over 2019–2024) .

Real GDP published to 2020 was RM 6,535 (2015 prices), and model nowcasts project GDP rising to a 2026 central estimate of RM 7,958 (80% interval RM 7,384–RM 9,663) for the baseline scenario .

Labour-market participation is high while unemployment has risen; labour force participation was 73.3% and unemployment 7.1% in 2024 .

Strengths

  • Labour force participation is above structural peers and improving, a rule-based strength for Tawau in 2024 .
  • The driver model associates higher labour force participation positively with median household income in Tawau's structure (labour force participation top associated factor) .
  • The district has shown improving absolute poverty outcomes since 2019, with the absolute poverty rate falling from 14.2% in 2019 to 13.2% in 2024, recorded as a mixed verdict in the scorecard (improving trend) .

Constraints

  • Median household income is below the peer median and flagged as a concern in the scorecard for 2024 .
  • Unemployment rate is higher than peers and marked as a concern in the scorecard for 2024 .
  • Income is lower than the modelled structural expectation (actual median RM 4,852 vs expected RM 5,550), with unemployment and piped-water access among top associated negative factors in the drivers analysis .
  • Income growth since 2019 is weak relative to peers and the scorecard flags income growth as not comparable but the trend places Tawau low on welfare momentum .

Options

  • Targeted employment activation to convert high participation into formal employment (Evidence: moderate); precedent: the atlas positive-deviant peer Sabak Bernam improved welfare momentum, offering a structural peer learning case .
  • Local programmes to reduce unemployment among working-age groups, combined with skills matching to services and manufacturing sectors (Evidence: moderate); supported by the drivers associating unemployment with higher poverty and lower income .
  • Invest in rural and digital infrastructure to mobilise rural economic potential and remove access constraints (Evidence: limited); national plans recommend expanding infrastructure and digital access for regional balance but these are planning documents rather than evaluated interventions .
  • Use peer exchange with services-led towns that improved incomes to pilot private–public collaborations for jobs and firm support (Evidence: limited); peers listed include Sandakan and Samarahan as comparable service-led examples .

Uncertainties

  • Median income and GDP after 2020 are modelled: income projections for 2025–2027 have wide 80% intervals and GDP nowcasts/projections rely on modelled central estimates .
  • Forecast backtest error for income_median is 2‑year absolute error 6.9%, adding uncertainty to near-term income projections .
  • District statistics carry boundary-change flags (2019 values include Kalabakan), which affects comparability of trends across surveys .
  • Some scorecard verdicts rely on peer medians which are structural matches, not causal proofs of policy effectiveness .

What data would change this view

  • Official district-level GDP published beyond 2020 would replace nowcasts and narrow uncertainty about recent growth .
  • A sub-district employment survey distinguishing formal vs informal jobs would clarify why high participation coexists with rising unemployment and would test driver associations between participation, unemployment and income .
  • Reconciled series that apply consistent boundaries (separating Kalabakan where relevant) would change trend assessments for income and poverty .
  • Impact evaluations of local job and infrastructure programmes would upgrade evidence for options from limited/moderate to strong .

Sources cited

  1. [D1] Tawau · Median household income · 2024 = RM 4,852 (DOSM hh_income_district; rank 9 of 28 in Sabah, 1 = best) (source updated 2025-12-31)
  2. [D2] Tawau · Median household income · 2019 = RM 4,427 (DOSM hh_income_district; rank 6 of 26 in Sabah, 1 = best; note: boundary_break:includes Kalabakan) (source updated 2025-12-31)
  3. [D4] Tawau · Absolute poverty rate · 2024 = 13.2% (DOSM hh_poverty_district; rank 8 of 28 in Sabah, 1 = best) (source updated 2025-12-31)
  4. [D5] Tawau · Absolute poverty rate · 2019 = 14.2% (DOSM hh_poverty_district; rank 6 of 26 in Sabah, 1 = best; note: boundary_break:includes Kalabakan) (source updated 2025-12-31)
  5. [D9] Tawau · GDP at constant 2015 prices · 2020 = 6,535.2 (DOSM gdp_district_real_supply; 3 of 27 in Sabah by size, 1 = highest (descriptive, not good or bad)) (source updated 2024-11-02)
  6. [D12] Tawau · Median income growth since 2019 · 2024 = 1.9% (derived by the atlas from DOSM data; rank 23 of 27 in Sabah, 1 = best; note: boundary_break:includes Kalabakan; window:2019-2024)
  7. [D13] Tawau · Unemployment rate · 2024 = 7.1% (DOSM lfs_district; rank 5 of 27 in Sabah, 1 = best) (source updated 2025-06-30)
  8. [D19] Tawau · Population · 2025 = 416.4 (DOSM population_district; 3 of 27 in Sabah by size, 1 = highest (descriptive, not good or bad)) (source updated 2025-10-02)
  9. [D33] Tawau · Labour force · 2018 = 269.0 (DOSM lfs_district; 2 of 25 in Sabah by size, 1 = highest (descriptive, not good or bad); note: boundary_break:includes Kalabakan) (source updated 2025-06-30)
  10. [D36] Tawau · Labour force participation rate 2024: 73.3% vs peer median 71.3%; level above; trend improving (+1.10/yr, 2023–2024); verdict STRENGTH (source updated 2025-06-30)
  11. [D37] Tawau · Median household income 2024: RM 4,852 vs peer median RM 6,451; level below; trend worsening (-2.64/yr, 2022–2024); verdict CONCERN (source updated 2025-12-31)
  12. [D38] Tawau · GDP per capita 2020: RM 17,539 vs peer median RM 18,916; level below; trend n/a; verdict CONCERN
  13. [D39] Tawau · Unemployment rate 2024: 7.1% vs peer median 4.9%; level below; trend flat (-0.10/yr, 2023–2024); verdict CONCERN (source updated 2025-06-30)
  14. [D43] Tawau · Absolute poverty rate 2024: 13.2% vs peer median 6.0%; level below; trend improving (+0.60/yr, 2022–2024); verdict MIXED (source updated 2025-12-31)
  15. [D46] Tawau · Median income growth since 2019 2024: 1.9% vs peer median 2.9%; level not_comparable; trend n/a; verdict NOT_COMPARABLE
  16. [D48] Peer 2 of Tawau: Sandakan (Sabah), type 'Services-led towns & suburbs'
  17. [D51] Peer 5 of Tawau: Samarahan (Sarawak), type 'Services-led towns & suburbs'
  18. [D52] Positive deviant for Tawau: Sabak Bernam (Selangor) improved faster since 2019 (welfare momentum 9.7 vs 2.1); differs in: mining share lower (0.83 vs 0.00); agriculture share higher (4.73 vs 6.38); share aged 65+ higher (5.56 vs 6.82)
  19. [D54] Tawau · income_median 2025 projection (baseline): p50 RM 4,972 (80% interval RM 4,574–RM 5,416)
  20. [D55] Tawau · income_median 2026 projection (baseline): p50 RM 5,094 (80% interval RM 4,528–RM 5,749)
  21. [D56] Tawau · income_median 2027 projection (baseline): p50 RM 5,220 (80% interval RM 4,519–RM 6,054)
  22. [D57] Backtest absolute error for Tawau income_median: 2-yr 6.9%
  23. [D58] Tawau · gdp_real latest official 2020 = 6,535
  24. [D59] Tawau · gdp_real 2021 nowcast: p50 6,581 (80% interval 6,368–6,843)
  25. [D62] Tawau · gdp_real 2024 nowcast: p50 7,359 (80% interval 6,968–8,603)
  26. [D64] Tawau · gdp_real 2026 projection (baseline): p50 7,958 (80% interval 7,384–9,663)
  27. [D65] Tawau · gdp_real 2027 projection (baseline): p50 8,264 (80% interval 7,580–10,216)
  28. [D72] Tawau Median household income 2024: actual RM 4,852, expected RM 5,550 (worse than structure predicts; CV error ±RM 649; model ridge); top associated factors: Labour force participation +0.086; Unemployment rate -0.047; Population density +0.038; Share aged 65+ +0.026
  29. [D73] Tawau Absolute poverty rate 2024: actual 13.2%, expected 10.0% (within model error; CV error ±4.1%; model lightgbm); top associated factors: Unemployment rate +6.209; Piped-water access -2.906; GDP per capita (2020) -0.908; Labour force participation -0.655
  30. [R2] Mid-Term Review of the Twelfth Malaysia Plan - Chapter 5: Progressing towards Regional Balance, Ministry of Economy, Malaysia (Economic Planning Unit), p. 23. https://rmke12.ekonomi.gov.my/ksp/storage/fileUpload/2023/09/2023091136_6_chapter_5.pdf
  31. [R3] Mid-Term Review of the Twelfth Malaysia Plan, 2021-2025: Main Document, Ministry of Economy, Malaysia (Economic Planning Unit), p. 177. https://rmke12.ekonomi.gov.my/ksp/storage/fileUpload/2023/09/2023091145_main_document_ksp_rmke_12.pdf

Generated by the SabahKu AI Analyst from official DOSM statistics and the atlas models. Every factual sentence is cited; the validator removed 0 unsupported sentence(s). This draft has not yet been reviewed by a person.