Source record

Published by arXiv cs.HC (T1 source). The original is at https://arxiv.org/abs/2608.05487.

Pipeline notes

The summary and note below are generated by the signal pipeline — they are Beyond Desk’s reading, not quotations from the source.

Three preregistered human-subjects studies (n=923) examine how to visualize qualitative confidence alongside statistical confidence intervals in line-chart forecasts. The work compares text, icons, and integrated encodings such as color, transparency, and a blurred-stroke design, finding that non-textual methods can shape non-expert decision making and yielding design guidelines.

Preregistered design study with a large sample and replicable findings on which visual encodings for qualitative confidence actually shift non-expert decisions, plus concrete guidelines for forecast chart designers.

Cited by

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