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Atlas Ekonomi Sabah

Atlas Ekonomi Sabah · District brief · Interior Division

Sipitang

AI-generated · unreviewed draftData release 2026.09.26 · 34/34 citations verified · azure:gpt-5-mini
Income: 63th percentile in Sabah (2024)Poverty: 59th percentile in Sabah (2024)Gini: 85th percentile in Sabah (2024)GDP/cap: 73th percentile in Sabah (2020)Services: 35th percentile in Sabah (2020) · descriptiveAgri: 23th percentile in Sabah (2020) · descriptiveMfg: 77th percentile in Sabah (2020) · descriptiveDensity: 15th percentile in Sabah (2025) · descriptiveInc. growth: 42th percentile in Sabah (2024)GDP growth: 0th percentile in Sabah (2020)LFPR: 65th percentile in Sabah (2024)Jobless: 52th percentile in Sabah (2024)Water: 77th percentile in Sabah (2024)Power: 8th percentile in Sabah (2024)Radiance: 42th percentile in Sabah (2025) · descriptiveLit area: 38th percentile in Sabah (2025) · descriptiveLights growth: 81th percentile in Sabah (2025)

Situation

Sipitang is classified as a "Services-led towns & suburbs" district in the atlas typology .

Median household income in Sipitang was RM 4,606 in 2024, with a modest rise since 2019 from RM 3,944 .

Real GDP was RM 506.5 million in 2020 and model nowcasts project growth through 2026 with a central estimate of RM 646 million in 2026 (80% interval RM 600–RM 785), signalling a modelled recovery from the 2015–2020 contraction .

Labour-market outcomes have worsened relative to peers: unemployment was 8.7% in 2024 and the district shows a long-run negative real-GDP growth average over 2015–2020 .

Strengths

  • Income inequality (Gini) is a strength versus structural peers, with a 2024 Gini of 0.306 and an improving trend .
  • Median household income is in line with peers and has been improving since 2019 .
  • Labour force participation is in line with peers and showed recent improvement in 2023–2024 .
  • Drivers analysis associates higher labour-force participation positively with median income, indicating labour-market engagement supports welfare .

Constraints

  • Real GDP performance is a concern: GDP per capita (2020) is below peer median and multi-year real GDP growth 2015–2020 averaged -5.4%, a bottom-ranked performance .
  • Unemployment is a clear concern at 8.7% in 2024 and remains above the peer median .
  • Electricity access is flagged as a concern versus peers, with 95.6% households having electricity and a recent worsening trend .
  • Drivers link unemployment strongly to higher absolute poverty and lower-than-expected median income, indicating labour-market weakness is associated with welfare shortfalls .

Options

  • Invest in targeted labour-market programmes (TVET expansion, job-placement) to reduce unemployment; Evidence: moderate; precedent: national strategies to strengthen TVET and labour-market reforms in the Twelfth Malaysia Plan .
  • Prioritise rural infrastructure for connectivity and utilities (roads, electrification alternatives) to address the electricity gap; Evidence: limited (policy priority and planned investments in rural infrastructure in the Twelfth Malaysia Plan) .
  • Use the district’s positive peer learning (Sabak Bernam as a positive deviant) to study scalable elements of welfare momentum improvements; Evidence: moderate (peer documented as positive deviant in the atlas) .

Uncertainties

  • Official district real GDP is published to 2020 and all post-2020 values are model nowcasts or projections with wide 80% intervals (e.g. 2026 p50 RM 646 million, interval RM 600–RM 785) .
  • Median income projections for 2025–2027 are modelled and carry uncertainty (2025 p50 RM 4,720; 80% interval RM 4,342–RM 5,141) .
  • Backtest errors for the gdp_real nowcast increase at longer horizons (3-yr absolute error 16.6%), reducing confidence in longer projections .
  • There are no documented boundary-change flags in the profile, but some indicators (GDP by sector) are only available to 2020 .

What data would change this view

  • Official district-level real GDP series published beyond 2020 would change reliance on model nowcasts .
  • Quarterly or annual administrative employment and vacancy data disaggregated by industry to confirm whether unemployment is cyclical or structural .
  • Detailed electrification service-quality data (hours, reliability) to assess the practical significance of the 95.6% electricity access metric .
  • Programme evaluations (impact studies) for TVET, rural electrification or job-placement in similar Sabah districts to upgrade evidence strength from limited/moderate to strong .

Sources cited

  1. [D1] Sipitang · Median household income · 2024 = RM 4,606 (DOSM hh_income_district; rank 11 of 28 in Sabah, 1 = best) (source updated 2025-12-31)
  2. [D2] Sipitang · Median household income · 2019 = RM 3,944 (DOSM hh_income_district; rank 10 of 26 in Sabah, 1 = best) (source updated 2025-12-31)
  3. [D9] Sipitang · GDP at constant 2015 prices · 2020 = 506.5 (DOSM gdp_district_real_supply; 21 of 27 in Sabah by size, 1 = highest (descriptive, not good or bad)) (source updated 2024-11-02)
  4. [D11] Sipitang · Real GDP growth, 2015–2020 average · 2020 = -5.4% (derived by the atlas from DOSM data; rank 27 of 27 in Sabah, 1 = best; note: window:2015-2020)
  5. [D13] Sipitang · Unemployment rate · 2024 = 8.7% (DOSM lfs_district; rank 12 of 27 in Sabah, 1 = best) (source updated 2025-06-30)
  6. [D26] Sipitang · Gini coefficient of household income 2024: 0.306 vs peer median 0.322; level above; trend improving (+0.03/yr, 2022–2024); verdict STRENGTH (source updated 2025-12-31)
  7. [D27] Sipitang · GDP per capita 2020: RM 13,400 vs peer median RM 15,048; level below; trend n/a; verdict CONCERN
  8. [D28] Sipitang · Real GDP growth, 2015–2020 average 2020: -5.4% vs peer median 0.5%; level below; trend n/a; verdict CONCERN
  9. [D29] Sipitang · Unemployment rate 2024: 8.7% vs peer median 4.0%; level below; trend flat (-0.20/yr, 2023–2024); verdict CONCERN (source updated 2025-06-30)
  10. [D30] Sipitang · Households with electricity 2024: 95.6% vs peer median 100.0%; level below; trend worsening (-2.19/yr, 2022–2024); verdict CONCERN (source updated 2026-08-03)
  11. [D34] Sipitang · Median household income 2024: RM 4,606 vs peer median RM 4,801; level in_line; trend improving (+1.58/yr, 2022–2024); verdict IN_LINE (source updated 2025-12-31)
  12. [D35] Sipitang · Labour force participation rate 2024: 71.2% vs peer median 70.9%; level in_line; trend improving (+1.30/yr, 2023–2024); verdict IN_LINE (source updated 2025-06-30)
  13. [D42] Positive deviant for Sipitang: Sabak Bernam (Selangor) improved faster since 2019 (welfare momentum 9.7 vs 2.2); differs in: population density higher (2.68 vs 4.70); agriculture share higher (4.13 vs 6.38); share aged 65+ higher (5.29 vs 6.82)
  14. [D44] Sipitang · income_median 2025 projection (baseline): p50 RM 4,720 (80% interval RM 4,342–RM 5,141)
  15. [D48] Sipitang · gdp_real latest official 2020 = 507
  16. [D51] Sipitang · gdp_real 2023 nowcast: p50 545 (80% interval 519–623)
  17. [D54] Sipitang · gdp_real 2026 projection (baseline): p50 646 (80% interval 600–785)
  18. [D57] Backtest absolute error for Sipitang gdp_real: 1-yr 1.0%, 2-yr 6.1%, 3-yr 16.6%
  19. [D62] Sipitang Median household income 2024: actual RM 4,606, expected RM 4,916 (within model error; CV error ±RM 649; model ridge); top associated factors: Unemployment rate -0.071; Population density -0.068; Labour force participation +0.063; GDP per capita (2020) -0.038
  20. [D63] Sipitang Absolute poverty rate 2024: actual 15.3%, expected 19.4% (within model error; CV error ±4.1%; model lightgbm); top associated factors: Unemployment rate +6.494; GDP per capita (2020) -1.396; Population density +1.062; Labour force participation -0.984
  21. [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
  22. [R4] Mid-Term Review of the Twelfth Malaysia Plan, 2021-2025: Main Document, Ministry of Economy, Malaysia (Economic Planning Unit), p. 133. 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.