Working Paper · 2026

The Conflict-of-Interest Discount in the Marketplace of Ideas

John Manuel Barrios, Filippo Lancieri, Tommaso Valletti, Joshua Levy, Shashank Singh & Luigi Zingales

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We examine how conflicts of interest (CoI)—financial, professional, or ideological stakes held by authors—affect the perceived credibility of economics research. Using a randomized survey of economists and the US public, we investigate how audiences react to research findings when the author is revealed to have interests in the outcome.

Our findings reveal a significant “conflict-of-interest discount” in the marketplace of ideas: disclosure of conflicts reduces trust in research findings by 28%, with substantial variation by conflict type. We model the “CoI Discount,” estimating that conflicted papers are worth 39% less than non-conflicted ones. These findings are validated through disclosure and citation analysis, a medical meta-analysis, and large-language model simulations. Our results highlight a credibility gap in economics research that is not eliminated by current disclosure practices.

Conflict Discount Magnitude

Disclosure of conflicts of interest reduces the value of academic papers by 39% on average, with substantial variation by conflict type: monetary conflicts reduce trust by 27%, data-access conflicts by 20-52%, and ideological conflicts by 17%. The discount is most pronounced for papers relying on gated data with a right to review (58%), and lowest for academic conflicts (13%).

Credibility Assessment

Audiences substantially downgrade perceived speaker credibility when conflicts are disclosed. The average trust reduction ranges from 25% among selected economists to 34% among the general public, regardless of the validity of the underlying argument.

Type of Conflict Matters

Career-related conflicts produce larger trust reductions (36% on average) than monetary conflicts (27%), reflecting how the pull of future professional prospects weighs on perceived objectivity.

Information Environment Effects

Conflict disclosures reduce idea influence more in less informed audiences, suggesting that disclosure creates asymmetric information effects on belief formation.

Figure 1: CoI Trust Reduction by Conflict Type
Average reduction in trust in economics research findings when a conflict of interest is disclosed, by conflict type, from the randomized survey of economists and the U.S. public. Monetary conflicts reduce trust by 27%; data-access conflicts by 20-52%, depending on the interested party's control over the data; ideological (political) conflicts by 17%; and academic conflicts by 12%. Across conflict types, disclosure reduces trust by about 30% on average.
Figure 1: CoI Trust Reduction by Conflict Type
Figure 2: How Conflicts Reduce Research Credibility
Conceptual diagram of how disclosing a conflict of interest lowers the credibility and value of research. When a conflict is disclosed, audiences reassess the author's credibility and downweight the findings. The magnitude of the trust reduction varies by conflict type—largest for data-access conflicts, smallest for academic conflicts—and translates into a lower assessed value for conflicted papers (a 39% “CoI Discount” on average).
Figure 2: How Conflicts Reduce Research Credibility

This paper contributes to understanding how disclosure requirements affect information markets and public discourse. We demonstrate that requiring conflict disclosure, while important for transparency, creates substantial credibility costs that may reduce the influence of ideas from interested parties.

Our findings have implications for understanding corporate communications policy, expert witness credibility, scientific disclosure requirements, and media coverage of interested parties. The results suggest that disclosure requirements involve meaningful trade-offs between transparency and the ability of interested parties to participate effectively in public discourse.

Barrios, John Manuel, Filippo Lancieri, Tommaso Valletti, Joshua Levy, Shashank Singh, and Luigi Zingales. “The Conflict-of-Interest Discount in the Marketplace of Ideas.” Working Paper, January 2026.
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