Literature DB >> 33634423

A graph for every analysis: Mapping visuals onto common analyses using flexplot.

Dustin A Fife1, Gabrielle Longo2, Michael Correll3, Patrice D Tremoulet4.   

Abstract

For decades, statisticians and methodologists have insisted researchers utilize graphical analysis much more heavily. Despite cogent and passionate recommendations, there has been no graphical revolution. Instead, researchers rely heavily on misleading graphics that violate visual processing heuristics. Perhaps the main reason for the persistence of deceptive graphics is software; most software familiar to psychological researchers suffer from poor defaults and limited capabilities. Also, visualization is ancillary to statistical analysis, providing an incentive to not produce graphics at all. In this paper, we argue that every statistical analysis must have an accompanying graphic, and we introduce the point-and-click software Flexplot, available both in JASP and Jamovi. We then present the theoretical framework that guides Flexplot, as well as show how to perform the most common statistical analyses in psychological literature.

Keywords:  Exploratory data analysis; Flexplot; Graphics; Visualization

Year:  2021        PMID: 33634423     DOI: 10.3758/s13428-020-01520-2

Source DB:  PubMed          Journal:  Behav Res Methods        ISSN: 1554-351X


  14 in total

1.  Beyond path diagrams: Enhancing applied structural equation modeling research through data visualization.

Authors:  Kevin A Hallgren; Connor J McCabe; Kevin M King; David C Atkins
Journal:  Addict Behav       Date:  2018-08-29       Impact factor: 3.913

Review 2.  The epistemology of mathematical and statistical modeling: a quiet methodological revolution.

Authors:  Joseph Lee Rodgers
Journal:  Am Psychol       Date:  2010-01

Review 3.  Less is less: a systematic review of graph use in meta-analyses.

Authors:  Anne H E Schild; Martin Voracek
Journal:  Res Synth Methods       Date:  2013-02-22       Impact factor: 5.273

4.  Beyond inference by eye: Statistical and graphing practices in JEAB, 1992-2017.

Authors:  Elizabeth G E Kyonka; Suzanne H Mitchell; Lewis A Bizo
Journal:  J Exp Anal Behav       Date:  2019-02-12       Impact factor: 2.468

5.  Reporting Practices and Use of Quantitative Methods in Canadian Journal Articles in Psychology.

Authors:  Alyssa Counsell; Lisa L Harlow
Journal:  Can Psychol       Date:  2016-10-06

6.  Data Visualization in Sociology.

Authors:  Kieran Healy; James Moody
Journal:  Annu Rev Sociol       Date:  2014-07

7.  Testing take-the-best in new and changing environments.

Authors:  Michael D Lee; Gabrielle Blanco; Nikole Bo
Journal:  Behav Res Methods       Date:  2017-08

8.  The Eight Steps of Data Analysis: A Graphical Framework to Promote Sound Statistical Analysis.

Authors:  Dustin Fife
Journal:  Perspect Psychol Sci       Date:  2020-06-05

9.  The magical number seven: still magic after all these years?

Authors:  A Baddeley
Journal:  Psychol Rev       Date:  1994-04       Impact factor: 8.934

10.  Error Bars Considered Harmful: Exploring Alternate Encodings for Mean and Error.

Authors:  Michael Correll; Michael Gleicher
Journal:  IEEE Trans Vis Comput Graph       Date:  2014-12       Impact factor: 4.579

View more
  1 in total

1.  A proposal for the assessment of replication of effects in single-case experimental designs.

Authors:  Rumen Manolov; René Tanious; Belén Fernández-Castilla
Journal:  J Appl Behav Anal       Date:  2022-04-25
  1 in total

北京卡尤迪生物科技股份有限公司 © 2022-2023.