The Uncertainty Effect in Innovation Diffusion: An Agent-Based Market Model with Opposing Information Sources
Tolkmitt FJ, Stummer C (2024) Center for Uncertainty Studies Working Papers; 7.
Bielefeld: Universität Bielefeld, Center for Uncertainty Studies (CeUS).
Diskussionspapier
| Veröffentlicht | Englisch
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Einrichtung
Abstract / Bemerkung
When consumers are uncertain whether they have sufficient and unambiguous information regarding
a new product, they might delay the adoption decision to a later point in time. This
“uncertainty effect” can have a major impact on the product’s market diffusion. Prior models
that account for consumers’ belief updating in such a setting usually capture that effect by resorting
to some form of Bayesian learning and, in so doing, typically assume that the distribution
of information with respect to the attributes of the new product is normal and that the information
points received by individual consumers are independent draws from this distribution.
Consequently, consumers’ uncertainty regarding their beliefs decreases with more information
(e.g., after talking with a peer). This strong assumption is convenient as it makes models of
opinion dynamics analytically tractable, and it works in most instances. However, when inconsistent
information is provided from two opposing sources and, thus, receiving additional
information potentially increases uncertainty of individual consumers, a different approach is required.
Corresponding markets, for example, can be found for radically new products for which
consumers have strong opinions or as a result of a disinformation campaign by some competitor.
We propose an approach that can deal with such a setting and we demonstrate the value added
of this novel approach (in contrast to the traditional Bayesian approach) through computational
simulation experiments with an agent-based market model of innovation diffusion.
Stichworte
multi-agent systems;
innovation adoption;
consumer uncertainty;
market diffusion;
simulation experiment
Erscheinungsjahr
2024
Serientitel
Center for Uncertainty Studies Working Papers
Band
7
Seite(n)
59
Urheberrecht / Lizenzen
ISSN
2941-2358
Page URI
https://pub.uni-bielefeld.de/record/2994669
Zitieren
Tolkmitt FJ, Stummer C. The Uncertainty Effect in Innovation Diffusion: An Agent-Based Market Model with Opposing Information Sources. Center for Uncertainty Studies Working Papers. Vol 7. Bielefeld: Universität Bielefeld, Center for Uncertainty Studies (CeUS); 2024.
Tolkmitt, F. J., & Stummer, C. (2024). The Uncertainty Effect in Innovation Diffusion: An Agent-Based Market Model with Opposing Information Sources (Center for Uncertainty Studies Working Papers, 7). Bielefeld: Universität Bielefeld, Center for Uncertainty Studies (CeUS). https://doi.org/10.4119/unibi/2994669
Tolkmitt, Frederik Jan, and Stummer, Christian. 2024. The Uncertainty Effect in Innovation Diffusion: An Agent-Based Market Model with Opposing Information Sources. Vol. 7. Center for Uncertainty Studies Working Papers. Bielefeld: Universität Bielefeld, Center for Uncertainty Studies (CeUS).
Tolkmitt, F. J., and Stummer, C. (2024). The Uncertainty Effect in Innovation Diffusion: An Agent-Based Market Model with Opposing Information Sources. Center for Uncertainty Studies Working Papers, 7, Bielefeld: Universität Bielefeld, Center for Uncertainty Studies (CeUS).
Tolkmitt, F.J., & Stummer, C., 2024. The Uncertainty Effect in Innovation Diffusion: An Agent-Based Market Model with Opposing Information Sources, Center for Uncertainty Studies Working Papers, no.7, Bielefeld: Universität Bielefeld, Center for Uncertainty Studies (CeUS).
F.J. Tolkmitt and C. Stummer, The Uncertainty Effect in Innovation Diffusion: An Agent-Based Market Model with Opposing Information Sources, Center for Uncertainty Studies Working Papers, vol. 7, Bielefeld: Universität Bielefeld, Center for Uncertainty Studies (CeUS), 2024.
Tolkmitt, F.J., Stummer, C.: The Uncertainty Effect in Innovation Diffusion: An Agent-Based Market Model with Opposing Information Sources. Center for Uncertainty Studies Working Papers, 7. Universität Bielefeld, Center for Uncertainty Studies (CeUS), Bielefeld (2024).
Tolkmitt, Frederik Jan, and Stummer, Christian. The Uncertainty Effect in Innovation Diffusion: An Agent-Based Market Model with Opposing Information Sources. Bielefeld: Universität Bielefeld, Center for Uncertainty Studies (CeUS), 2024. Center for Uncertainty Studies Working Papers. 7.
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