A 2x3 mixed factorial experiment with 134 industrial decision-makers found LLM conversational interfaces lower perceived mental workload and speed low-complexity tasks versus dashboards, but advantages vanish with rising task complexity and no consistent accuracy benefit emerges.
Rensink, Enrico Bertini, and Jean-Daniel Fekete
3 Pith papers cite this work. Polarity classification is still indexing.
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2026 3verdicts
UNVERDICTED 3representative citing papers
Within-subjects study with 60 students found superior information retrieval and insight comprehension with GenAI-assisted data comics over conventional visualizations, independent of prior literacy, alongside engagement benefits and ethical concerns.
The paper introduces KI-Adventskalender, an online daily challenge series for data and AI literacy, and reports higher participation in 2025 with persistent early attrition and stabilization after day 12.
citing papers explorer
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Neither Replacement nor Panacea: Comparing LLM-Based Conversational and Graphical Decision Support in Industrial Tasks
A 2x3 mixed factorial experiment with 134 industrial decision-makers found LLM conversational interfaces lower perceived mental workload and speed low-complexity tasks versus dashboards, but advantages vanish with rising task complexity and no consistent accuracy benefit emerges.
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Data Comics for Education: Evaluating Effectiveness, Benefits, and the Ethics of AI-Assisted Creation
Within-subjects study with 60 students found superior information retrieval and insight comprehension with GenAI-assisted data comics over conventional visualizations, independent of prior literacy, alongside engagement benefits and ethical concerns.
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KI-Adventskalender: An Informal Learning Intervention for Data & AI Literacy
The paper introduces KI-Adventskalender, an online daily challenge series for data and AI literacy, and reports higher participation in 2025 with persistent early attrition and stabilization after day 12.