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Decision-Making under Uncertainty: How the Amount of Presented Uncertainty Influences User Behavior

Published: 23 October 2016 Publication History

Abstract

In everyday life, people regularly make decisions based on uncertain data, e.g., when using a navigation device or looking at the weather forecast. In our work, we compare four representations that communicate different amounts of uncertainty information to the user. We compared them in a study by publishing a web-based game on Facebook. In total, 44 users played 991 turns. We analyzed the turns by logging game metrics such as the gain per turn and included a survey element. The results show that abundance of uncertainty information leads to taking unnecessary risks. However, representations with aggregated detailed uncertainty provide a good trade-off between being understandable by the players and encouraging medium risks with high gains. Absence of uncertainty information reduces the risk taking and leads to more won turns, but with the lowest money gain.

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  • (2024)Visualizing Uncertainty in Time Series Forecasts: The Impact of Uncertainty Visualization on Users' Confidence, Algorithmic Advice Utilization, and Forecasting PerformanceJournal of Forecasting10.1002/for.3222Online publication date: 28-Nov-2024
  • (2024)Do We Use Relatively Bad (Algorithmic) Advice? The Effects of Performance Feedback and Advice Representation on Advice UsageJournal of Behavioral Decision Making10.1002/bdm.7000137:5Online publication date: 24-Nov-2024
  • (2023)Adapting Forests to an Uncertain ClimateProceedings of the 6th ACM SIGCAS/SIGCHI Conference on Computing and Sustainable Societies10.1145/3588001.3609362(54-63)Online publication date: 16-Aug-2023
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  1. Decision-Making under Uncertainty: How the Amount of Presented Uncertainty Influences User Behavior

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    cover image ACM Other conferences
    NordiCHI '16: Proceedings of the 9th Nordic Conference on Human-Computer Interaction
    October 2016
    1045 pages
    ISBN:9781450347631
    DOI:10.1145/2971485
    Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than the author(s) must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected].

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    Publication History

    Published: 23 October 2016

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    Author Tags

    1. Decision-making
    2. representations
    3. risk
    4. uncertainty

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    • Short-paper
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    • Refereed limited

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    • Cluster of Excellence - SimTech

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    NordiCHI '16

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    NordiCHI '16 Paper Acceptance Rate 58 of 231 submissions, 25%;
    Overall Acceptance Rate 379 of 1,572 submissions, 24%

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    Cited By

    View all
    • (2024)Visualizing Uncertainty in Time Series Forecasts: The Impact of Uncertainty Visualization on Users' Confidence, Algorithmic Advice Utilization, and Forecasting PerformanceJournal of Forecasting10.1002/for.3222Online publication date: 28-Nov-2024
    • (2024)Do We Use Relatively Bad (Algorithmic) Advice? The Effects of Performance Feedback and Advice Representation on Advice UsageJournal of Behavioral Decision Making10.1002/bdm.7000137:5Online publication date: 24-Nov-2024
    • (2023)Adapting Forests to an Uncertain ClimateProceedings of the 6th ACM SIGCAS/SIGCHI Conference on Computing and Sustainable Societies10.1145/3588001.3609362(54-63)Online publication date: 16-Aug-2023
    • (2023)Understanding Uncertainty: How Lay Decision-makers Perceive and Interpret Uncertainty in Human-AI Decision MakingProceedings of the 28th International Conference on Intelligent User Interfaces10.1145/3581641.3584033(379-396)Online publication date: 27-Mar-2023
    • (2022)Do You See What You Mean? Using Predictive Visualizations to Reduce Optimism in Duration EstimatesProceedings of the 2022 CHI Conference on Human Factors in Computing Systems10.1145/3491102.3502010(1-19)Online publication date: 29-Apr-2022
    • (2022)Effect of uncertainty visualizations on myopic loss aversion and the equity premium puzzle in retirement investment decisionsIEEE Transactions on Visualization and Computer Graphics10.1109/TVCG.2021.311469228:1(454-464)Online publication date: Jan-2022
    • (2021)Should I Follow this Model? The Effect of Uncertainty Visualization on the Acceptance of Time Series Forecasts2021 IEEE Workshop on TRust and EXpertise in Visual Analytics (TREX)10.1109/TREX53765.2021.00009(20-26)Online publication date: Oct-2021
    • (2021)Investigating User Perceptions Towards Wearable Mobile ElectromyographyHuman-Computer Interaction – INTERACT 202110.1007/978-3-030-85610-6_20(339-360)Online publication date: 26-Aug-2021
    • (2020)Game elicitation: exploring assistance in delayed-effect supply chain decision makingProceedings of the 11th Nordic Conference on Human-Computer Interaction: Shaping Experiences, Shaping Society10.1145/3419249.3420154(1-10)Online publication date: 25-Oct-2020
    • (2020)Uncertainty Treemaps2020 IEEE Pacific Visualization Symposium (PacificVis)10.1109/PacificVis48177.2020.7614(111-120)Online publication date: Jun-2020
    • Show More Cited By

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