The association between positive and negative affect at the inter- and intra-individual level
It is unclear to what extent positive affect (PA) and negative affect (NA) may co-occur across and within people. The present study aimed to find unbiased estimates of the between- and within-subjects association between PA and NA. 85 participants recorded their PA and NA daily by means of an electr...
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Published in | Personality and individual differences Vol. 105; pp. 252 - 256 |
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Main Authors | , , , |
Format | Journal Article |
Language | English |
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15.01.2017
Elsevier Science Ltd |
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Abstract | It is unclear to what extent positive affect (PA) and negative affect (NA) may co-occur across and within people. The present study aimed to find unbiased estimates of the between- and within-subjects association between PA and NA.
85 participants recorded their PA and NA daily by means of an electronic diary (mean 38 observations, range 2 to 56). A linear mixed-effects model was applied. The covariances between the random effects at the person- and measurement level were used to simultaneously estimate the between- and within-subjects correlation between PA and NA.
The within- and between-subjects correlation between PA and NA were large: r=−0.56 (95% CI −0.58 to −0.54) and r=−0.52 (95% CI −0.69 to −0.40), respectively. The difference between the correlations was not significant (Fisher Z=−0.56; P=0.58). In participants who completed ≥80% of the measurements (n=46), the within- and between-subjects correlation were r=−0.59 (95% CI −0.61 to −0.57) and r=−0.50 (95% CI −0.67 to −0.28), respectively (Z=−0.98; P=0.33).
Our study suggests that the correlation between PA and NA is large, both at the within- and between-subjects level. The discrepancy between the two correlations as estimated by mixed-effects models may be larger if more repeated assessments are available.
•Associations may be different at the between- and within-subjects level.•A random-effects approach can be used to estimate correlations at the two different levels.•Large correlations were found between positive and negative affect at both levels.•The discrepancy between the estimates was larger with more repeated observations available. |
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AbstractList | Background It is unclear to what extent positive affect (PA) and negative affect (NA) may co-occur across and within people. The present study aimed to find unbiased estimates of the between- and within-subjects association between PA and NA. Methods 85 participants recorded their PA and NA daily by means of an electronic diary (mean 38 observations, range 2 to 56). A linear mixed-effects model was applied. The covariances between the random effects at the person- and measurement level were used to simultaneously estimate the between- and within-subjects correlation between PA and NA. Results The within- and between-subjects correlation between PA and NA were large: r = −0.56 (95% CI −0.58 to −0.54) and r = −0.52 (95% CI −0.69 to −0.40), respectively. The difference between the correlations was not significant (Fisher Z = −0.56; P = 0.58). In participants who completed ≥ 80% of the measurements (n = 46), the within- and between-subjects correlation were r = −0.59 (95% CI −0.61 to −0.57) and r = −0.50 (95% CI −0.67 to −0.28), respectively (Z = −0.98; P = 0.33). Conclusion Our study suggests that the correlation between PA and NA is large, both at the within- and between-subjects level. The discrepancy between the two correlations as estimated by mixed-effects models may be larger if more repeated assessments are available. It is unclear to what extent positive affect (PA) and negative affect (NA) may co-occur across and within people. The present study aimed to find unbiased estimates of the between- and within-subjects association between PA and NA. 85 participants recorded their PA and NA daily by means of an electronic diary (mean 38 observations, range 2 to 56). A linear mixed-effects model was applied. The covariances between the random effects at the person- and measurement level were used to simultaneously estimate the between- and within-subjects correlation between PA and NA. The within- and between-subjects correlation between PA and NA were large: r=−0.56 (95% CI −0.58 to −0.54) and r=−0.52 (95% CI −0.69 to −0.40), respectively. The difference between the correlations was not significant (Fisher Z=−0.56; P=0.58). In participants who completed ≥80% of the measurements (n=46), the within- and between-subjects correlation were r=−0.59 (95% CI −0.61 to −0.57) and r=−0.50 (95% CI −0.67 to −0.28), respectively (Z=−0.98; P=0.33). Our study suggests that the correlation between PA and NA is large, both at the within- and between-subjects level. The discrepancy between the two correlations as estimated by mixed-effects models may be larger if more repeated assessments are available. •Associations may be different at the between- and within-subjects level.•A random-effects approach can be used to estimate correlations at the two different levels.•Large correlations were found between positive and negative affect at both levels.•The discrepancy between the estimates was larger with more repeated observations available. |
Author | Gill, Nazia P. Bos, Elisabeth H. de Jonge, Peter Wit, Ernst C. |
Author_xml | – sequence: 1 givenname: Nazia P. surname: Gill fullname: Gill, Nazia P. organization: University of Groningen, Johann Bernoulli Institute of Mathematics and Computer Science, Groningen, The Netherlands – sequence: 2 givenname: Elisabeth H. orcidid: 0000-0001-6501-9288 surname: Bos fullname: Bos, Elisabeth H. email: elske.bos@umcg.nl organization: University of Groningen, University Medical Center Groningen, Interdisciplinary Center Psychopathology and Emotion regulation, The Netherlands – sequence: 3 givenname: Ernst C. surname: Wit fullname: Wit, Ernst C. organization: University of Groningen, Johann Bernoulli Institute of Mathematics and Computer Science, Groningen, The Netherlands – sequence: 4 givenname: Peter surname: de Jonge fullname: de Jonge, Peter organization: University of Groningen, University Medical Center Groningen, Interdisciplinary Center Psychopathology and Emotion regulation, The Netherlands |
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Snippet | It is unclear to what extent positive affect (PA) and negative affect (NA) may co-occur across and within people. The present study aimed to find unbiased... Background It is unclear to what extent positive affect (PA) and negative affect (NA) may co-occur across and within people. The present study aimed to find... |
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SubjectTerms | Affect Affect (Psychology) Between-subjects design Correlation analysis Diaries Diary Emotions Longitudinal Measurement Mixed-effects models Negative emotions Optimism Pessimism Positive emotions Random effects Variance analysis Within- and between-subject effects |
Title | The association between positive and negative affect at the inter- and intra-individual level |
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