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Atlas Ekonomi Sabah
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Atlas Ekonomi Sabah · District brief · Kudat Division

Kudat

AI-generated · unreviewed draftData release 2026.09.26 · 42/42 citations verified · azure:gpt-5-mini
Income: 7th percentile in Sabah (2024)Poverty: 11th percentile in Sabah (2024)Gini: 30th percentile in Sabah (2024)GDP/cap: 35th percentile in Sabah (2020)Services: 42th percentile in Sabah (2020) · descriptiveAgri: 73th percentile in Sabah (2020) · descriptiveMfg: 19th percentile in Sabah (2020) · descriptiveDensity: 65th percentile in Sabah (2025) · descriptiveInc. growth: 69th percentile in Sabah (2024)GDP growth: 35th percentile in Sabah (2020)LFPR: 15th percentile in Sabah (2024)Jobless: 17th percentile in Sabah (2024)Water: 73th percentile in Sabah (2024)Power: 64th percentile in Sabah (2024)Radiance: 54th percentile in Sabah (2025) · descriptiveLit area: 42th percentile in Sabah (2025) · descriptiveLights growth: 23th percentile in Sabah (2025)

Situation

Kudat is classified as a "Rural economy with mining & quarrying" and had an official median household income of RM 3,249 in 2024 .

Absolute poverty has fallen since 2019 but remains high at 35.3% in 2024 .

Labour-market outcomes have worsened: unemployment rose to 9.4% in 2024 from 5.3% in 2018 while labour force participation was 62.2% in 2024 .

Modelled nowcasts project modest income and GDP growth through 2027, with the income median p50 rising from RM 3,329 (80% interval RM 3,063–RM 3,626) in 2025 to RM 3,495 (80% interval RM 3,026–RM 4,054) in 2027 and real GDP p50 rising from RM 859 million (80% interval RM 814–1,005 million) in 2024 to RM 943 million (80% interval RM 865–1,166 million) in 2027 (both modelled with 80% intervals) .

Strengths

  • High electricity coverage (100% of households) is flagged as in line with peers and improving .
  • High piped-water access (95.3% households) is scored as a strength versus peers .
  • Median household income growth since 2019 is above peers, marked as a strength .

Constraints

  • Absolute poverty rate is a major concern, with level well below peers and a worsening trend .
  • Unemployment is a concern: the 2024 unemployment rate is well below peers and worsening .
  • Low GDP per capita and weak historical real GDP growth are scored as concerns versus structural peers .
  • Income and poverty performance are worse than structural expectations with unemployment and low GDP per capita among the top associated negative drivers for median income and poverty .

Options

  • Expand active labour-market programmes (training + placement) targeted at reducing unemployment; Evidence: moderate — unemployment is a top associated driver in the atlas and peer Pasir Puteh improved welfare momentum since 2019 .
  • Prioritise rural infrastructure that lowers transaction costs (roads, logistics) to support agricultural value-adding; Evidence: limited — national plans prioritise rural infrastructure expansion but local evaluation evidence is not cited .
  • Support services and agriculture diversification programmes to raise GDP per capita and household incomes; Evidence: limited — drivers link agriculture and services shares to outcomes but evaluated program impacts for Kudat are not present in the documents .

Uncertainties

  • Recent welfare and GDP projections for 2021–2027 are modelled (nowcasts/projections) and carry 80% intervals; GDP backtest error widens at 3 years .
  • Shift-share shows mixed competitive and industry-mix effects across 2015–2020, complicating attribution of past GDP change .
  • Driver models report expected values with prediction error margins for income and poverty, indicating model uncertainty about how much structural factors explain current gaps .

What data would change this view

  • District-level evaluated impact studies of labour-market or rural-infrastructure interventions in Kudat or its structural peers would upgrade evidence strength from limited to strong .
  • Official post-2020 district GDP by industry (published by DOSM) would reduce reliance on modelled nowcasts and narrow uncertainty in growth attribution .
  • More frequent labour-force surveys at district level would clarify the causes of rising unemployment and improve targeting of interventions .

Sources cited

  1. [D1] Kudat · Median household income · 2024 = RM 3,249 (DOSM hh_income_district; rank 26 of 28 in Sabah, 1 = best) (source updated 2025-12-31)
  2. [D4] Kudat · Absolute poverty rate · 2024 = 35.3% (DOSM hh_poverty_district; rank 25 of 28 in Sabah, 1 = best) (source updated 2025-12-31)
  3. [D5] Kudat · Absolute poverty rate · 2019 = 41.5% (DOSM hh_poverty_district; rank 22 of 26 in Sabah, 1 = best) (source updated 2025-12-31)
  4. [D13] Kudat · Unemployment rate · 2024 = 9.4% (DOSM lfs_district; rank 22 of 27 in Sabah, 1 = best) (source updated 2025-06-30)
  5. [D14] Kudat · Unemployment rate · 2018 = 5.3% (DOSM lfs_district; rank 2 of 25 in Sabah, 1 = best) (source updated 2025-06-30)
  6. [D15] Kudat · Labour force participation rate · 2024 = 62.2% (DOSM lfs_district; rank 23 of 27 in Sabah, 1 = best) (source updated 2025-06-30)
  7. [D21] Kudat · Agriculture share of GDP · 2020 = 44.3% (derived by the atlas from DOSM data; 8 of 27 in Sabah by size, 1 = highest (descriptive, not good or bad))
  8. [D26] Kudat · Households with piped water 2024: 95.3% vs peer median 90.6%; level above; trend improving (+2.15/yr, 2022–2024); verdict STRENGTH (source updated 2026-08-03)
  9. [D27] Kudat · Median income growth since 2019 2024: 4.6% vs peer median 3.0%; level above; trend n/a; verdict STRENGTH
  10. [D28] Kudat · Absolute poverty rate 2024: 35.3% vs peer median 14.4%; level below; trend worsening (-0.30/yr, 2022–2024); verdict CONCERN (source updated 2025-12-31)
  11. [D29] Kudat · GDP per capita 2020: RM 9,112 vs peer median RM 10,196; level below; trend n/a; verdict CONCERN
  12. [D30] Kudat · Unemployment rate 2024: 9.4% vs peer median 3.0%; level below; trend worsening (-0.30/yr, 2023–2024); verdict CONCERN (source updated 2025-06-30)
  13. [D31] Kudat · Real GDP growth, 2015–2020 average 2020: -0.1% vs peer median 2.4%; level below; trend n/a; verdict CONCERN
  14. [D36] Kudat · Households with electricity 2024: 100.0% vs peer median 100.0%; level in_line; trend improving (+1.80/yr, 2022–2024); verdict IN_LINE (source updated 2026-08-03)
  15. [D42] Positive deviant for Kudat: Pasir Puteh (Kelantan) improved faster since 2019 (welfare momentum 7.3 vs 5.9); differs in: piped-water access lower (95.31 vs 77.55); population density higher (4.21 vs 5.77); labour force participation lower (62.20 vs 57.70)
  16. [D44] Kudat · income_median 2025 projection (baseline): p50 RM 3,329 (80% interval RM 3,063–RM 3,626)
  17. [D46] Kudat · income_median 2027 projection (baseline): p50 RM 3,495 (80% interval RM 3,026–RM 4,054)
  18. [D48] Kudat · gdp_real latest official 2020 = 787
  19. [D49] Kudat · gdp_real 2021 nowcast: p50 789 (80% interval 764–821)
  20. [D50] Kudat · gdp_real 2022 nowcast: p50 825 (80% interval 781–892)
  21. [D52] Kudat · gdp_real 2024 nowcast: p50 859 (80% interval 814–1,005)
  22. [D55] Kudat · gdp_real 2027 projection (baseline): p50 943 (80% interval 865–1,166)
  23. [D57] Backtest absolute error for Kudat gdp_real: 1-yr 1.3%, 2-yr 1.5%, 3-yr 11.0%
  24. [D58] Kudat GDP 2015–2019 vs Sabah: change -1.2; benchmark effect +111.2; industry mix -39.1; competitive -73.2
  25. [D60] Kudat GDP 2015–2020 vs Sabah: change -3.5; benchmark effect +36.9; industry mix -35.6; competitive -4.9
  26. [D62] Kudat Median household income 2024: actual RM 3,249, expected RM 3,882 (within model error; CV error ±RM 649; model ridge); top associated factors: Unemployment rate -0.082; GDP per capita (2020) -0.078; Agriculture share of GDP -0.066; Labour force participation -0.036
  27. [D63] Kudat Absolute poverty rate 2024: actual 35.3%, expected 19.8% (worse than structure predicts; CV error ±4.1%; model lightgbm); top associated factors: Unemployment rate +8.224; GDP per capita (2020) +5.874; Services share of GDP +2.688; Labour force participation +1.277
  28. [R1] Mid-Term Review of the Twelfth Malaysia Plan, 2021-2025: Main Document, Ministry of Economy, Malaysia (Economic Planning Unit), p. 172. https://rmke12.ekonomi.gov.my/ksp/storage/fileUpload/2023/09/2023091145_main_document_ksp_rmke_12.pdf
  29. [R5] Mid-Term Review of the Twelfth Malaysia Plan, 2021-2025: Main Document, Ministry of Economy, Malaysia (Economic Planning Unit), p. 146. https://rmke12.ekonomi.gov.my/ksp/storage/fileUpload/2023/09/2023091145_main_document_ksp_rmke_12.pdf

Generated by the Atlas 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.