This paper analyzes the effect of societal aging on income inequality in Malaysia, to date and in coming decades. The study starts from the hypothesis that, all things equal, aging exerts upward pressure on inequality (Deaton and Paxson (1994, 1995)). Drawing on nationally representative household survey data over the past two decades, the study finds evidence in support of this hypothesis in Malaysia. This picture becomes even sharper when projecting inequality levels for the years when Malaysia is forecast to reach aged (2045) and super-aged (2056) status. Estimates show that between 2022 and 2056, overall inequality of individual incomes could rise by as much as 13 percent due to aging. The analysis then demonstrates that expansion of a social pension system would attenuate this projected rise in inequality. The paper also undertakes counterfactual exercises in which the expansion of an old age social pension with various design variants is simulated. The variants considered would expand existing social transfers for older people; given public revenue and spending patterns in Malaysia some of these design options are potentially manageable from a fiscal perspective. The analysis suggests that, relative to the observed situation in 2022, wider coverage social pensions could have resulted in lower inequality in household per capita income amongst older individuals (by 12 - 26 percent), thereby lowering overall inequality (by 4 - 9 percent). This inequality-reducing effect of social pensions becomes even more marked when projecting estimates of inequality for 2045 and 2056. Findings show, moreover, that expanded pensions would have resulted in a lower headcount poverty rate in 2022 by 1.3 – 4.2 percentage points among the 60+ population, and by 0.5 – 1.9 points among the overall population.
| Repository name | URI |
|---|---|
| Reproducible Research Repository (World Bank) | https://reproducibility.worldbank.org |
Paper exhibits were reproduced on a computer with the following specifications:
• OS: Windows 11 Enterprise
• Processor: Intel(R) Xeon(R) Gold 5218 CPU @ 2.30GHz (2.30 GHz) (2 processors)
• Memory available: 5.63 GB
Run time: 9.5 hours
To reproduce the findings in the paper, users need to follow the steps below:
Prepare the data
wpp_projections_2024.dtaHIS_ID_2004_2022.dtaHIS_ID_2004_2022.dta is restricted. Users must obtain access to this dataset before attempting to run the code. Please refer to the Data section of the README for more information on how to request access.Run the master script
wb_rep_aging_master located in the code subfolder.User-written Stata programs
ado subfolder.Note: Because one of the required datasets (HIS_ID_2004_2022.dta) is restricted, users without access will not be able to execute the code. For transparency and verification purposes, the package includes a folder containing the outputs generated by the replicators, as well as a log file with the run of the package. These outputs can be used to verify that the results correspond to those reported in the published paper.
Some data is restricted and has not been included in the reproducibility package. For more details, please refer to the README file.
| Author | Affiliation | |
|---|---|---|
| Gerton Rongen | Vrije Universiteit Amsterdam; Amsterdam Institute for Global Health and Development | a.g.m.j.rongen@vu.nl |
| Matthew Dornan | World Bank | mdornan@worldbank.org |
| Philip O'Keefe | University of New South Wales, World Bank | pokeefe@worldbank.org |
| Peter Lanjouw | Vrije Universiteit Amsterdam | p.f.lanjouw@vu.nl |
2026-03-09
| Location | Code |
|---|---|
| Malaysia | MYS |
The materials in the reproducibility packages are distributed as they were prepared by the staff of the International Bank for Reconstruction and Development/The World Bank. The findings, interpretations, and conclusions expressed in this event do not necessarily reflect the views of the World Bank, the Executive Directors of the World Bank, or the governments they represent. The World Bank does not guarantee the accuracy of the materials included in the reproducibility package.
| Name | URI |
|---|---|
| Modified BSD3 | https://opensource.org/license/bsd-3-clause/ |
| Name | Affiliation | |
|---|---|---|
| Gerton Rongen | Vrije Universiteit Amsterdam; Amsterdam Institute for Global Health and Development | a.g.m.j.rongen@vu.nl |
| Reproducibility WBG | World Bank | reproducibility@worldbank.org |
| Name | Abbreviation | Affiliation | Role |
|---|---|---|---|
| Reproducibility WBG | DECDI | World Bank - Development Impact Department | Verification and preparation of metadata |
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