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Transparency in Health Economic Modeling: Options, Issues and Potential Solutions
Eric Q Wu1, Zheng-Yi Zhou2, Jipan Xie3
1Analysis Group, 111 Huntington Avenue, 14th Floor, Boston, MA, 02199, USA. eric.wu@analysisgroup.com.
Health economists face challenges with "black box" economic models. Increasing transparency in health economic models is crucial for reproducibility and informed healthcare decisions.
Area of Science:
- Health Economics
- Decision Science
- Computational Modeling
Background:
- Economic models are vital tools for health economists in evaluating health technologies and guiding healthcare policy.
- Current economic models often lack transparency, functioning as
- black boxes
- with undisclosed internal workings, hindering evaluation and reproducibility.
Purpose of the Study:
- To provide an overview of strategies for enhancing the transparency of economic models in health economics.
- To encourage model developers to share detailed calculations and assumptions with the research community.
Main Methods:
- Discussion of various transparency levels (information disclosed) and reach (access).
- Identification and analysis of five key concerns regarding model transparency: copyrights, misuse, data confidentiality, software, and resource allocation.
- Exploration of potential solutions to address these concerns.
Main Results:
- A shift towards open-source models is observed in health economics, mirroring trends in other scientific fields.
- Key challenges to increased transparency include concerns over intellectual property, potential misuse, data privacy, software compatibility, and resource investment.
- Achieving transparency requires balancing its benefits against the necessary time and resources.
Conclusions:
- Increased transparency in economic models offers significant benefits for reproducibility, comparability, and informed healthcare decision-making.
- Addressing the challenges through stakeholder incentives is crucial for promoting the adoption of transparent models.
- Pursuing greater transparency in health economic models is a valuable and necessary endeavor despite the obstacles.
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