Guidance

Guidance Source Matters: How Guidance from AI, Expert, or a Group of Analysts Impacts Visual Data Preparation and Analysis

Arpit Narechania, Alex Endert, Atanu R. Sinha

ACM IUI · 2025

Teaser for Guidance Source Matters: How Guidance from AI, Expert, or a Group of Analysts Impacts Visual Data Preparation and Analysis

Abstract

We examine whether users perceive guidance sources equally across AI, human expert, group of analysts, and unattributed guidance during visual data preparation, finding that source matters to usage and perception in ways that do not always match received wisdom.

Citation

@inproceedings{narechania2025guidance,
  author = {Narechania, Arpit and Endert, Alex and Sinha, Atanu R.},
  title = {{Guidance Source Matters: How Guidance from AI, Expert, or a Group of Analysts Impacts Visual Data Preparation and Analysis}},
  booktitle = {Proceedings of the 30th International Conference on Intelligent User Interfaces},
  year = {2025},
  pages = {789--809},
  publisher = {ACM},
  doi = {10.1145/3708359.3712166}
}