Ethical dimensions of visualization research

M Correll - Proceedings of the 2019 CHI conference on human …, 2019 - dl.acm.org
Visualizations have a potentially enormous influence on how data are used to make
decisions across all areas of human endeavor. However, it is not clear how this power …

Increasing the transparency of research papers with explorable multiverse analyses

P Dragicevic, Y Jansen, A Sarma, M Kay… - proceedings of the 2019 …, 2019 - dl.acm.org
We present explorable multiverse analysis reports, a new approach to statistical reporting
where readers of research papers can explore alternative analysis options by interacting …

Metaexplorer: Facilitating reasoning with epistemic uncertainty in meta-analysis

A Kale, S Lee, T Goan, E Tipton, J Hullman - Proceedings of the 2023 …, 2023 - dl.acm.org
Scientists often use meta-analysis to characterize the impact of an intervention on some
outcome of interest across a body of literature. However, threats to the utility and validity of …

A critical reflection on visualization research: Where do decision making tasks hide?

E Dimara, J Stasko - IEEE Transactions on Visualization and …, 2021 - ieeexplore.ieee.org
It has been widely suggested that a key goal of visualization systems is to assist decision
making, but is this true? We conduct a critical investigation on whether the activity of …

Paths explored, paths omitted, paths obscured: Decision points & selective reporting in end-to-end data analysis

Y Liu, T Althoff, J Heer - Proceedings of the 2020 CHI conference on …, 2020 - dl.acm.org
Drawing reliable inferences from data involves many, sometimes arbitrary, decisions across
phases of data collection, wrangling, and modeling. As different choices can lead to …

[PDF][PDF] Designing for interactive exploratory data analysis requires theories of graphical inference

J Hullman, A Gelman - Harvard Data Science Review, 2021 - assets.pubpub.org
Research and development in computer science and statistics have produced increasingly
sophisticated software interfaces for interactive and exploratory analysis, optimized for easy …

Tea: A high-level language and runtime system for automating statistical analysis

E Jun, M Daum, J Roesch, S Chasins… - Proceedings of the …, 2019 - dl.acm.org
Though statistical analyses are centered on research questions and hypotheses, current
statistical analysis tools are not. Users must first translate their hypotheses into specific …

Active reading of visualizations

J Walny, S Huron, C Perin, T Wun… - IEEE transactions on …, 2017 - ieeexplore.ieee.org
We investigate whether the notion of active reading for text might be usefully applied to
visualizations. Through a qualitative study we explored whether people apply observable …

Hypothesis formalization: Empirical findings, software limitations, and design implications

E Jun, M Birchfield, N De Moura, J Heer… - ACM Transactions on …, 2022 - dl.acm.org
Data analysis requires translating higher level questions and hypotheses into computable
statistical models. We present a mixed-methods study aimed at identifying the steps …

Statslator: Interactive Translation of NHST and Estimation Statistics Reporting Styles in Scientific Documents

D Masson, S Malacria, G Casiez, D Vogel - Proceedings of the 36th …, 2023 - dl.acm.org
Inferential statistics are typically reported using p-values (NHST) or confidence intervals on
effect sizes (estimation). This is done using a range of styles, but some readers have …