The DOI matches its Crossref record, with a small difference in title or year; 43 of the 43 references it cites were found in a registry or an index.
A Coordinated Analysis of Variance in Affect in Daily Life
Open accessAbstract
Despite widespread interest in variance in affect, basic questions remain pertaining to the relative proportions of between-person and within-person variance, the contribution of days and moments, and the reliability of these estimates. We addressed these questions by decomposing negative affect and positive affect variance across three levels (person, day, moment), and calculating reliability using a coordinated analysis of seven daily diary, ecological momentary assessment (EMA), and diary-EMA hybrid studies (across studies age = 18-84 years, total N persons = 2,103, total N observations = 45,065). Across studies, within-person variance was sizeable (negative affect: 45% to 66%, positive affect: 25% to 74%); in EMA more within-person variance was attributable to momentary rather than daily level. Reliability was adequate to high at all levels of analysis (within-person: .73-.91; between-person: .96-1.00) despite different items and designs. We discuss the implications of these results for the design of future intensive studies of affect variance.
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“We derived these affect items from previous personalized sensing studies [which used the circumplex model of emotion as basis; (69, 70)] and a review of affect measurement in previous EMA studies (71), to increase the comparability with existing literature.”
From Personalised depression forecasting using mobile sensor data and ecological momentary assessment (2022) · cites this paper as [71]
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Cites
Development and validation of brief measures of positive and negative affect: The PANAS scales.
Watson, D., Clark, L. A., & Tellegen, A. (1988) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.54.6.1063 · Cited by 32,433
Russell, J. A. (1980) · Journal of Personality and Social Psychology · doi:10.1037/h0077714 · Cited by 16,334
The PANAS-X: Manual for the Positive and Negative Affect Schedule - Expanded Form
Watson, D., & Clark, L. A. (1994) · doi:10.17077/48vt-m4t2 · Cited by 3,790
Russell, J. A., & Barrett, L. F. (1999) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.76.5.805 · Cited by 3,355
The independence of positive and negative affect.
Diener, E., & Emmons, R. A. (1984) · Journal of Personality and Social Psychology · doi:10.1037//0022-3514.47.5.1105 · Cited by 2,414
Handbook of research methods for studying daily life
Mehl, M. R., Conner, T. S., & Csíkszentmihályi, M. (2012) · Choice Reviews Online · doi:10.5860/choice.50-1159 · Cited by 2,121 · cited 1×
“As such, there is great need for further psychometric work in ILD measurement, including both secondary analyses and experimental manipulations of design factors (among many other approaches; see, e.g., Mehl & Conner, 2011; Stone, Shiffman, Atienza, & Nebeling, 2007).”
Does positive affect influence health?
Pressman, S. D., & Cohen, S. (2005) · Psychological Bulletin · doi:10.1037/0033-2909.131.6.925 · Cited by 2,087 · cited 1×
“…in aging (Carstensen et al., 2011), personality (Eid & Diener, 1999; Kuppens, Van Mechelen, Nezlek, Dossche, & Timmermans, 2007), psychopathology (Ebner-Priemer, Eid, Kleindienst, Stabenow, & Trull, 2009; Gross & Jazaieri, 2014), and physical health symptoms (Pressman & Cohen, 2005; Watson, 1988).”
The independence of positive and negative affect.
Diener, E., & Emmons, R. A. (1984) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.47.5.1105 · Cited by 1,766 · cited 2×
“(2002), Mroczek and Kolarz (1998) Watson, Clark, and Tellegan (1988) Diener and Emmons (1984) Russell (1980), Watson and Clark (1999) Diener and Emmons (1984) Watson et al. (1988) Diener and Emmons (1984) Diener and Emmons (1984) Russell (1980), Watson and Clark (1999)”
BackgroundThe effect of age on positive and negative affect: A developmental perspective on happiness.
Mroczek, D. K., & Kolarz, C. M. (1998) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.75.5.1333 · Cited by 1,623
Baum, A., Revenson, T., & Singer, J. (2001) · Psychology Press eBooks · doi:10.4324/9781410600073 · Cited by 1,256
Emotional experience improves with age: Evidence based on over 10 years of experience sampling
Carstensen, L. L., Turan, B., Scheibe, S., Ram, N., Ersner-Hershfield, H., Samanez-Larkin, G. R., Brooks, K. P., & Nesselroade, J. R. (2011) · Psychology and Aging · doi:10.1037/a0021285 · Cited by 1,223 · cited 2×
“Fluctuations in affective states are a focus in research relevant to a broad range of outcomes including well-being in aging (Carstensen et al., 2011), personality (Eid & Diener, 1999; Kuppens, Van Mechelen, Nezlek, Dossche, & Timmermans, 2007), psychopathology (Ebner-Priemer, Eid, Kleindienst,…”
Emotion, Emotion Regulation, and Psychopathology: An Affective Science Perspective
Gross, J. J., & Jazaieri, H. (2014) · Clinical Psychological Science · doi:10.1177/2167702614536164 · Cited by 1,087 · cited 1×
“…in aging (Carstensen et al., 2011), personality (Eid & Diener, 1999; Kuppens, Van Mechelen, Nezlek, Dossche, & Timmermans, 2007), psychopathology (Ebner-Priemer, Eid, Kleindienst, Stabenow, & Trull, 2009; Gross & Jazaieri, 2014), and physical health symptoms (Pressman & Cohen, 2005; Watson, 1988).”
Watson, D. (1988) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.54.6.1020 · Cited by 1,060 · cited 4×
“These questions are important because numerous studies have used indices of within-person affect variance to characterize developmental processes, adaptation, and risk for health outcomes (Bisconti, Bergeman, & Boker, 2004; Brose, Scheibe, & Schmiedek, 2013; Watson, 1988).”
BackgroundInfluentialCranford, J. A., Shrout, P. E., Iida, M., Rafaeli, E., Yip, T., & Bolger, N. P. (2006) · Personality and Social Psychology Bulletin · doi:10.1177/0146167206287721 · Cited by 869 · cited 10×
“As a starting point for researchers interested in specific subtypes, Cranford et al. (2006) calculated reliabilities with three items each for anxious mood, depressed mood, and anger.”
BackgroundMethodInfluentialIntegrative data analysis: The simultaneous analysis of multiple data sets
Curran, P. J., & Hussong, A. M. (2009) · Psychological Methods · doi:10.1037/a0015914 · Cited by 867 · cited 1×
“One possible approach, integrative analysis (i.e., pooling data from multiple studies and analyzing as a single data set; Curran & Hussong, 2009), was not appropriate because of the heterogeneity in methods across studies.”
MethodJahng, S., Wood, P. K., & Trull, T. J. (2008) · Psychological Methods · doi:10.1037/a0014173 · Cited by 593
Intraindividual variability in affect: Reliability, validity, and personality correlates.
Eid, M., & Diener, E. (1999) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.76.4.662 · Cited by 571 · cited 1×
“…affective states are a focus in research relevant to a broad range of outcomes including well-being in aging (Carstensen et al., 2011), personality (Eid & Diener, 1999; Kuppens, Van Mechelen, Nezlek, Dossche, & Timmermans, 2007), psychopathology (Ebner-Priemer, Eid, Kleindienst, Stabenow, & Trull,…”
BackgroundRyan, R. M., Bernstein, J. H., & Brown, K. W. (2010) · Journal of Social and Clinical Psychology · doi:10.1521/jscp.2010.29.1.95 · Cited by 561
Reexamining the circumplex model of affect.
Remington, N. A., Fabrigar, L. R., & Visser, P. S. (2000) · Journal of Personality and Social Psychology · doi:10.1037//0022-3514.79.2.286 · Cited by 506
Trull, T. J., Solhan, M. B., Tragesser, S. L., Jahng, S., Wood, P. K., Piasecki, T. M., & Watson, D. (2008) · Journal of Abnormal Psychology · doi:10.1037/a0012532 · Cited by 503 · cited 1×
“Affective instability (Ebner-Priemer et al., 2009; Jahng, Wood, & Trull, 2008; Larsen, 1987; Russell & Barrett, 1999; Trull et al., 2008), describing temporal ordering in shifts in affect, is also an important and relevant future direction for replication through coordinated analysis.”
BackgroundRam, N., & Gerstorf, D. (2009) · Psychology and Aging · doi:10.1037/a0017915 · Cited by 435 · cited 1×
“There are two ways that researchers generally index affect variance (see Ram & Gerstorf, 2009): stochastic and systematic variation.”
BackgroundEmotional Reactivity to Everyday Problems, Affective Inertia, and Neuroticism
Suls, J. M., Green, P., & Hillis, S. L. (1998) · Personality and Social Psychology Bulletin · doi:10.1177/0146167298242002 · Cited by 421
A practical guide to understanding reliability in studies of within-person variability
Nezlek, J. B. (2016) · Journal of Research in Personality · doi:10.1016/j.jrp.2016.06.020 · Cited by 333 · cited 1×
“Nezlek (2016) reviews the merits and weaknesses of vari-”
BackgroundKuppens, P., Mechelen, I. V., Nezlek, J. B., Dossche, D., & Timmermans, T. (2007) · Emotion · doi:10.1037/1528-3542.7.2.262 · Cited by 285
Ebner‐Priemer, U., Eid, M., Kleindienst, N., Stabenow, S., & Trull, T. J. (2009) · Journal of Abnormal Psychology · doi:10.1037/a0014868 · Cited by 284 · cited 1×
“Affective instability (Ebner-Priemer et al., 2009; Jahng, Wood, & Trull, 2008; Larsen, 1987; Russell & Barrett, 1999; Trull et al., 2008), describing temporal ordering in shifts in affect, is also an important and relevant future direction for replication through coordinated analysis.”
BackgroundHofer, S. M., & Piccinin, A. M. (2009) · Psychological Methods · doi:10.1037/a0015566 · Cited by 248 · cited 1×
“Instead, we conducted coordinated analyses (Hofer & Piccinin, 2009) to directly study the comparability and replication of findings from multiple studies of varying populations which used different instruments to assess the same constructs.”
The stability of mood variability: A spectral analytic approach to daily mood assessments.
Larsen, R. J. (1987) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.52.6.1195 · Cited by 230 · cited 1×
“Affective instability (Ebner-Priemer et al., 2009; Jahng, Wood, & Trull, 2008; Larsen, 1987; Russell & Barrett, 1999; Trull et al., 2008), describing temporal ordering in shifts in affect, is also an important and relevant future direction for replication through coordinated analysis.”
BackgroundFlux, Pulse, and Spin: Dynamic Additions to the Personality Lexicon.
Moskowitz, D. S., & Zuroff, D. C. (2004) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.86.6.880 · Cited by 200
The Effects of Stress on Cognitive Aging, Physiology and Emotion (ESCAPE) Project
Scott, S. B., Graham-Engeland, J. E., Engeland, C. G., Smyth, J. M., Almeida, D. M., Katz, M. J., Lipton, R. B., Mogle, J. A., Munoz, E., Ram, N., et al. (2015) · BMC Psychiatry · doi:10.1186/s12888-015-0497-7 · Cited by 197 · cited 1×
“For additional detail on the sample and study protocol, see Scott et al. (2015).”
BackgroundAlmeida, D. M., McGonagle, K. A., & King, H. A. (2009) · Biodemography and Social Biology · doi:10.1080/19485560903382338 · Cited by 189 · cited 1×
“For additional detail on the sample and study protocol, see Almeida, McGonagle, and King (2009).”
BackgroundEmotional Well-Being in Recently Bereaved Widows: A Dynamical Systems Approach
Bisconti, T. L., Bergeman, C. S., & Boker, S. M. (2004) · The Journals of Gerontology Series B · doi:10.1093/geronb/59.4.p158 · Cited by 134
Segerstrom, S. C., Boggero, I. A., Smith, G. T., & Sephton, S. E. (2014) · Psychoneuroendocrinology · doi:10.1016/j.psyneuen.2014.07.022 · Cited by 127
Ram, N., Conroy, D. E., Pincus, A. L., Lorek, A., Rebar, A. L., Roche, M. J., Coccia, M., Morack, J., Feldman, J., & Gerstorf, D. (2014) · Research in Human Development · doi:10.1080/15427609.2014.906739 · Cited by 116 · cited 1×
“For example, weekend/weekday and work/nonwork effects have been found as predictors of state affect (e.g., Ram et al., 2014; Ryan, Bernstein, & Brown, 2010).”
BackgroundLife contexts make a difference: Emotional stability in younger and older adults.
Brose, A., Scheibe, S., & Schmiedek, F. (2013) · Psychology and Aging · doi:10.1037/a0030047 · Cited by 114
Everyday stress response targets in the science of behavior change
Smyth, J. M., Sliwinski, M. J., Zawadzki, M. J., Scott, S. B., Conroy, D. E., Lanza, S. T., Marcusson-Clavertz, D., Kim, J., Stawski, R. S., Stoney, C. M., et al. (2018) · Behaviour Research and Therapy · doi:10.1016/j.brat.2017.09.009 · Cited by 98 · cited 1×
“These coordinated analyses utilized data from ILD studies: two daily diary studies, three EMA studies, and two hybrid designs in which both EMA-style momentary and daily diary-style EOD reports were collected (see Smyth et al., 2018).”
MethodBray, J. W., Kelly, E. L., Hammer, L. B., Almeida, D. M., Dearing, J. W., King, R. B., & Buxton, O. M. (2013) · doi:10.3768/rtipress.2013.mr.0024.1303 · Cited by 93 · cited 2×
“The WFHS is a multisite workplace intervention conducted in both information technology and extended care (e.g., nursing home) workplace contexts (Bray et al., 2013).”
Damaske, S., Smyth, J. M., & Zawadzki, M. J. (2014) · Social Science & Medicine · doi:10.1016/j.socscimed.2014.04.047 · Cited by 66 · cited 1×
“For additional details on the sample and study protocol, see Damaske, Smyth, and Zawadzki (2014).”
BackgroundWhat's in a Day? A Guide to Decomposing the Variance in Intensive Longitudinal Data
de Haan-Rietdijk, S., Kuppens, P., & Hamaker, E. L. (2016) · Frontiers in Psychology · doi:10.3389/fpsyg.2016.00891 · Cited by 60 · cited 2×
“3. de Haan-Rietdijk et al. (2016) directed researchers not to rely on the significant tests from these empty models when determining whether to use a three-level or two-level structure; instead, they recommend using Akaike’s information criterion to examine the results of autoregressive multilevel…”
MethodDaily Memory Lapses in Adults: Characterization and Influence on Affect
Mogle, J. A., Muñoz, E., Hill, N. L., Smyth, J. M., & Sliwinski, M. J. (2017) · The Journals of Gerontology Series B · doi:10.1093/geronb/gbx012 · Cited by 48
Smyth, J. M., Zawadzki, M. J., Santuzzi, A. M., & Filipkowski, K. B. (2014) · Psychology and Health · doi:10.1080/08870446.2014.889139 · Cited by 37
Age and the Factor Structure of Emotional Experience in Adulthood
Charles, S. T., Mogle, J. A., Leger, K. A., & Almeida, D. M. (2017) · The Journals of Gerontology Series B · doi:10.1093/geronb/gbx116 · Cited by 26
Ruiz, J. M., Taylor, D. J., Uchino, B. N., Smith, T. W., Allison, M., Ahn, C. W., Johnson, J. J., & Smyth, J. M. (2017) · BMJ Open · doi:10.1136/bmjopen-2017-017345 · Cited by 17 · cited 1×
“For additional details on the sample and study protocol, see Ruiz et al. (2017).”
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Evaluation of Pressing Issues in Ecological Momentary Assessment
Stone, A. A., Schneider, S., & Smyth, J. M. (2022) · Annual Review of Clinical Psychology · doi:10.1146/annurev-clinpsy-080921-083128 · Cited by 247
“…core psychometric feature, yet reliability estimates are not commonly reported in applied EMA research, and they have been largely confined to psychometric investigations (Carlozzi et al. 2018, Edmondson et al. 2013, Eisele et al. 2021a, Murray et al. 2022, Scott et al. 2020, Versluis et al. 2021).”
Applied ambulatory assessment: Integrating idiographic and nomothetic principles of measurement.
Wright, A. G. C., & Zimmermann, J. (2019) · Psychological Assessment · doi:10.1037/pas0000685 · Cited by 227
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Metadata
- Authors
- Scott, S. B., Sliwinski, M. J., Zawadzki, M., Stawski, R. S., Kim, J., Marcusson-Clavertz, D., Lanza, S. T., Conroy, D. E., Buxton, O., Almeida, D. M., & Smyth, J. M.
- Affiliations
- Stony Brook University (US)
- Pennsylvania State University (US)
- University of California, Merced (US)
- Oregon State University (US)
- Pennsylvania State University, University Park, PA, USA
- Corresponding author
- Scott, Stacey B.
- ORCID
- Venue
- Assessment
- Publisher
- SAGE Publications
- Published
- 2018-09-09
- Volume
- 27
- Issue
- 8
- Pages
- 1683-1698
- ISSN
- 1073-1911 (ISSN-L)
- 1552-3489
- PMC
- PMC6408986
- OpenAlex
- W2891573817
- Cited by
- 115
- References
- 42
- Citations by year
- 2026: 15 · 2025: 7 · 2024: 19 · 2023: 19 · 2022: 18 · 2021: 22 · 2020: 9 · 2019: 5 · 2018: 1
- FWCI
- 12.12
- Type
- journal article
- Language
- en
- Open access
- green
- www.ncbi.nlm.nih.gov
- Locations
- Assessment (publishedVersion)
- PubMed (publishedVersion)
- PubMed Central (acceptedVersion)
- eScholarship (California Digital Library) (submittedVersion)
- Funders
- Gallup Organization
- Basic Behavioral and Social Sciences Research Opportunity Network
- Leonard and Sylvia Marx Foundation
- Czap Foundation
- National Heart, Lung, and Blood Institute (R01 HL067990, R01 HL109340, R01HL107240)
- National Institute of Child Health and Human Development (U01HD051217, U01HD051218, U01HD051256, U01HD051276, U01HD059773)
- National Institute for Occupational Safety and Health (U01OH008788)
- National Institutes of Health (NIH) Science of Behavior Change Common Fund Program (UH2-AG052167)
- National Center for Advancing Translational Sciences
- National Institute on Aging (CTSA 1UL1TR001073, P01 AG020166, P01 AG03949, R01 AG019239, R01 AG039409, R01 AG042595, U01AG027669)
- Topics
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Mental Health Research Topics
- Social Sciences › Decision Sciences › Management Science and Operations Research › Psychometric Methodologies and Testing
- Physical Sciences › Computer Science › Artificial Intelligence › Emotion and Mood Recognition
- Keywords
- within-person variance, negative affect, positive affect, everyday life, ecological momentary assessment, daily diary, reliability statistics, intensive longitudinal data
- MeSH terms
- Ecological Momentary Assessment, Adolescent, Adult, Affect, Aged, Aged, 80 and over, Analysis of Variance, Humans, Middle Aged, Reproducibility of Results, Young Adult
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