What correlations mean for individual people: A tutorial for researchers, students and the public
Author(s) / Creator(s)
Mõttus, René
Abstract / Description
Trisecting and cross-tabulating (TACT) two related variables shows what their correlation means for individual people. For example, knowing an individual's conscientiousness (lowest, medium or highest third among other people) improves the accuracy of predicting their health by 1.4, their child's conscientiousness by 4.2, and their job performance by 7.2 percentage points, compared to the random-guess accuracy of 33.3%. There’s a 35% probability that they will score differently in a few years and a 50% probability that their partner would rate their conscientiousness differently. For typical correlations in psychology, about 40% of individuals with a low or high value in one variable have a similar value in the other variable, while medium values carry almost no predictive information. Hence, correlations’ intuitive interpretations like "someone high in x is likely to be high in y" are almost always incorrect. An R package is provided for calculating and visualising TACT.
Keyword(s)
correlation prediction individual population information accuracyPersistent Identifier
Date of first publication
2022-12-16
Journal title
Personality Science
Volume
3
Article number
Article e7467
Publisher
PsychOpen GOLD
Publication status
publishedVersion
Review status
peerReviewed
Is version of
Citation
Mõttus, R. (2022). What correlations mean for individual people: A tutorial for researchers, students and the public. Personality Science, 3, Article e7467. https://doi.org/10.5964/ps.7467
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ps.v03.7467.pdfAdobe PDF - 1.52MBMD5: 25a7423d3afae81347adef4c11df8615
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There are no other versions of this object.
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Author(s) / Creator(s)Mõttus, René
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PsychArchives acquisition timestamp2023-01-23T14:06:51Z
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Made available on2023-01-23T14:06:51Z
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Date of first publication2022-12-16
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Abstract / DescriptionTrisecting and cross-tabulating (TACT) two related variables shows what their correlation means for individual people. For example, knowing an individual's conscientiousness (lowest, medium or highest third among other people) improves the accuracy of predicting their health by 1.4, their child's conscientiousness by 4.2, and their job performance by 7.2 percentage points, compared to the random-guess accuracy of 33.3%. There’s a 35% probability that they will score differently in a few years and a 50% probability that their partner would rate their conscientiousness differently. For typical correlations in psychology, about 40% of individuals with a low or high value in one variable have a similar value in the other variable, while medium values carry almost no predictive information. Hence, correlations’ intuitive interpretations like "someone high in x is likely to be high in y" are almost always incorrect. An R package is provided for calculating and visualising TACT.en_US
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Publication statuspublishedVersion
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Review statuspeerReviewed
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CitationMõttus, R. (2022). What correlations mean for individual people: A tutorial for researchers, students and the public. Personality Science, 3, Article e7467. https://doi.org/10.5964/ps.7467en_US
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ISSN2700-0710
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Persistent Identifierhttps://hdl.handle.net/20.500.12034/8004
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Persistent Identifierhttps://doi.org/10.23668/psycharchives.12463
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Language of contenteng
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PublisherPsychOpen GOLD
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Is version ofhttps://doi.org/10.5964/ps.7467
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Is related tohttps://doi.org/10.23668/psycharchives.8275
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Is related tohttps://doi.org/10.23668/psycharchives.8276
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Is related tohttps://github.com/mottusrene/TACT
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Keyword(s)correlationen_US
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Keyword(s)predictionen_US
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Keyword(s)individualen_US
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Keyword(s)populationen_US
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Keyword(s)informationen_US
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Keyword(s)accuracyen_US
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Dewey Decimal Classification number(s)150
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TitleWhat correlations mean for individual people: A tutorial for researchers, students and the publicen_US
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DRO typearticle
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Article numberArticle e7467
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Journal titlePersonality Science
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Volume3
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Visible tag(s)Version of Recorden_US