This paper studies the effectiveness of different policy instruments in accelerating the adoption of low-carbon technologies. Despite substantial declines in the costs of these technologies, diffusion remains uneven, driven by local economic conditions and policy environments. Using a modeling approach grounded in technology diffusion theory, we assess how price-based (e.g. carbon taxes, subsidies) and non-price (e.g. mandates and regulatory requirements) instruments affect technology diffusion and carbon emissions across four East Asian economies. Our analysis explicitly accounts for path dependence, learning, and technology uncertainty, factors often overlooked in standard models. The results highlight the importance of timing and policy sequencing: in the early stages of diffusion, price instruments may be less effective while non-price instruments can more successfully address coordination failures and subsequently enhance the impact of carbon pricing. The optimal policy combinations ultimately depend on the stage of technological maturity, initial technology adoption patterns and local conditions.
| 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, version 25H2
• Processor: Intel(R) Core(TM) Ultra 7 165U (2.10 GHz)
• Memory available: 31.5 GB
Runtime: 10 minutes.
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| Author | Affiliation | |
|---|---|---|
| Unnada Chewpreecha | World Bank | uchewpreecha@worldbank.org |
| Aaditya Mattoo | World Bank | amattoo@worldbank.org |
| Trang Thu Tran | World Bank | ttran6@worldbank.org |
| Hector Pollitt | World Bank | hpollitt@worldbank.org |
| Francesca de Nicola | World Bank | fdenicola@worldbank.org |
2026-02-05
| Location | Code |
|---|---|
| Asia | ASI |
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 | |
|---|---|---|
| Unnada Chewpreecha | World Bank | uchewpreecha@worldbank.org |
| 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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