Ranau

Situation

Ranau is a remote-interior district with a large agriculture share and a mid-sized population for Sabah, and its median household income was RM 3,470 in 2024 D21D1D19.

Real GDP in 2020 was RM 700 (2015 prices) and Ranau's five-year real growth through 2020 averaged 2.0%, a rate above its structural peers D9D11D27.

Welfare momentum is weak: median income fell since 2019 and poverty remains elevated despite a modest improvement in absolute poverty between 2019 and 2024 D12D4D33.

Model projections nowcast district real GDP rising from a 2020 official base to a 2025 p50 of RM 849 (80% interval RM 798–RM 1,011) and project median income rising modestly to RM 3,643 in 2026 (80% interval RM 3,238–RM 4,112) D53D54D45.

Strengths

• Labour force participation is a rule-based strength: Ranau's participation rate in 2024 was 70.2%, above its peer median and improving D26.
• Real GDP momentum is a structural strength: Ranau's 2015–2020 average real GDP growth (2.0%) exceeds the peer median and is classed a strength D27.
• Competitive dynamics in 2015–2019 contributed positively to GDP change, with a positive competitive effect reported in shift-share decomposition D58.

Constraints

• Median household income is a concern: Ranau's 2024 median income is below peers and the trend is worsening D28.
• Unemployment is a concern: the 2024 unemployment rate was 9.3%, well above the peer median D31.
• Water access is a concern: only 46.5% of households had piped water in 2024 and the scorecard flags this as a worsening concern D29.
• Inequality is a concern: the 2024 Gini is 0.441 and the scorecard records this as below peers and worsening D32.

Options

• Expand rural water and alternative supply systems (tube wells, rainwater harvesting) to raise piped-equivalent access; Evidence: limited — MTR of the Twelfth Malaysia Plan lists rural water and alternative systems as policy priorities but not evaluated impacts R2.
• Target active labour-market interventions (training and placement) to convert high participation into lower unemployment; Evidence: moderate — labour participation is a documented strength in the scorecard and the national plan emphasises labour-market reforms as a lever D26R1.
• Support agricultural productivity and value chains to leverage Ranau's large agriculture share while diversifying services; Evidence: moderate — the shift-share shows positive competitive effects historically and national rural development strategies prioritise unlocking rural economic potential D58R2.
• Replicate practices from the positive-deviant peer Selangau where welfare momentum improved fastest since 2019; Evidence: moderate — Selangau is identified as a positive deviant in the peer analysis D42.

Uncertainties

• Official district GDP is published only to 2020; all 2021–2027 GDP values are modelled nowcasts/projections with 80% intervals and backtest errors reported D48D49D54D57.
• Income projections are modelled with a 2-year backtest absolute error of 26.8%, producing wide uncertainty around short-term income changes D47D44.
• Service-access measurement and any local boundary changes could affect comparability; the profile flags Ranau as "Remote interior, low service access" which affects structural comparisons D1.

What data would change this view

• New official district-level GDP for 2021–2025 from DOSM would remove model nowcast uncertainty and could revise growth momentum assessments D48D49.
• A district-level evaluation of water interventions or of active labour-market programmes demonstrating impacts on income or unemployment would upgrade the evidence for corresponding options R2R1.