The Relative Importance and Interaction of Contextual and Methodological Predictors of Mean rWG for Work Climate

A variety of collective phenomena are understood to exist to the extent that workers agree on their perceptions of the phenomena, such as perceptions of their organization’s climate or perceptions of their team’s mental model. Researchers conducting group-level studies of such phenomena measure indi...

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Published inJournal of business and psychology Vol. 37; no. 5; pp. 923 - 951
Main Authors Burke, Michael J., Smith-Crowe, Kristin, Burke, Maura I., Cohen, Ayala, Doveh, Etti, Sun, Shuhua
Format Journal Article
LanguageEnglish
Published New York Springer US 2022
Springer Nature B.V
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Abstract A variety of collective phenomena are understood to exist to the extent that workers agree on their perceptions of the phenomena, such as perceptions of their organization’s climate or perceptions of their team’s mental model. Researchers conducting group-level studies of such phenomena measure individuals’ perceptions via surveys and then aggregate data to the group level if the mean within-group agreement for a sample of groups is sufficiently high. Despite this widespread practice, we know little about the factors potentially affecting mean within-group agreement. Here, focusing on work climate, we report an investigation of a number of expected contextual (social interaction) and methodological predictors of mean r WG , a common statistic for judging within-group agreement in applied psychology and management research. We used the novel approach of meta-CART, which allowed us to assess the relative importance and possible interactions of the predictor variables. Notably, mean r WG values are driven by both contextual (average number of individuals per group and cultural individualism-collectivism) and methodological factors (the number of items in a scale and scale reliability). Our findings are largely consistent with expectations concerning how social interaction affects within-group agreement and psychometric arguments regarding why adding more items to a scale will not necessarily increase the magnitude of an index based on a Spearman-Brown “stepped-up correction.” We discuss the key insights from our results, which are relevant to the study of multilevel phenomena relying on the aggregation of individual-level data and informative for how meta-analytic researchers can simultaneously examine multiple moderator variables.
AbstractList A variety of collective phenomena are understood to exist to the extent that workers agree on their perceptions of the phenomena, such as perceptions of their organization’s climate or perceptions of their team’s mental model. Researchers conducting group-level studies of such phenomena measure individuals’ perceptions via surveys and then aggregate data to the group level if the mean within-group agreement for a sample of groups is sufficiently high. Despite this widespread practice, we know little about the factors potentially affecting mean within-group agreement. Here, focusing on work climate, we report an investigation of a number of expected contextual (social interaction) and methodological predictors of mean r WG , a common statistic for judging within-group agreement in applied psychology and management research. We used the novel approach of meta-CART, which allowed us to assess the relative importance and possible interactions of the predictor variables. Notably, mean r WG values are driven by both contextual (average number of individuals per group and cultural individualism-collectivism) and methodological factors (the number of items in a scale and scale reliability). Our findings are largely consistent with expectations concerning how social interaction affects within-group agreement and psychometric arguments regarding why adding more items to a scale will not necessarily increase the magnitude of an index based on a Spearman-Brown “stepped-up correction.” We discuss the key insights from our results, which are relevant to the study of multilevel phenomena relying on the aggregation of individual-level data and informative for how meta-analytic researchers can simultaneously examine multiple moderator variables.
A variety of collective phenomena are understood to exist to the extent that workers agree on their perceptions of the phenomena, such as perceptions of their organization’s climate or perceptions of their team’s mental model. Researchers conducting group-level studies of such phenomena measure individuals’ perceptions via surveys and then aggregate data to the group level if the mean within-group agreement for a sample of groups is sufficiently high. Despite this widespread practice, we know little about the factors potentially affecting mean within-group agreement. Here, focusing on work climate, we report an investigation of a number of expected contextual (social interaction) and methodological predictors of mean rWG, a common statistic for judging within-group agreement in applied psychology and management research. We used the novel approach of meta-CART, which allowed us to assess the relative importance and possible interactions of the predictor variables. Notably, mean rWG values are driven by both contextual (average number of individuals per group and cultural individualism-collectivism) and methodological factors (the number of items in a scale and scale reliability). Our findings are largely consistent with expectations concerning how social interaction affects within-group agreement and psychometric arguments regarding why adding more items to a scale will not necessarily increase the magnitude of an index based on a Spearman-Brown “stepped-up correction.” We discuss the key insights from our results, which are relevant to the study of multilevel phenomena relying on the aggregation of individual-level data and informative for how meta-analytic researchers can simultaneously examine multiple moderator variables.
Author Burke, Michael J.
Sun, Shuhua
Burke, Maura I.
Smith-Crowe, Kristin
Doveh, Etti
Cohen, Ayala
Author_xml – sequence: 1
  givenname: Michael J.
  surname: Burke
  fullname: Burke, Michael J.
  email: mburke1@tulane.edu
  organization: Freeman School of Business, Tulane University
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  givenname: Kristin
  surname: Smith-Crowe
  fullname: Smith-Crowe, Kristin
  organization: Questrom School of Business, Boston University
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  givenname: Maura I.
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  fullname: Burke, Maura I.
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  givenname: Ayala
  surname: Cohen
  fullname: Cohen, Ayala
  organization: Technion – Israel Institute of Technology
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  givenname: Etti
  surname: Doveh
  fullname: Doveh, Etti
  organization: Technion – Israel Institute of Technology, Statistics Laboratory, Faculty of Industrial Engineering and Management
– sequence: 6
  givenname: Shuhua
  surname: Sun
  fullname: Sun, Shuhua
  organization: Freeman School of Business, Tulane University
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PublicationDate 10-2022
PublicationDateYYYYMMDD 2022-01-01
PublicationDate_xml – year: 2022
  text: 10-2022
PublicationDecade 2020
PublicationPlace New York
PublicationPlace_xml – name: New York
PublicationTitle Journal of business and psychology
PublicationTitleAbbrev J Bus Psychol
PublicationYear 2022
Publisher Springer US
Springer Nature B.V
Publisher_xml – name: Springer US
– name: Springer Nature B.V
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Snippet A variety of collective phenomena are understood to exist to the extent that workers agree on their perceptions of the phenomena, such as perceptions of their...
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SubjectTerms Agreements
Behavioral Science and Psychology
Business and Management
Community and Environmental Psychology
Employees
Industrial and Organizational Psychology
Meta-analysis
Organizational behavior
Original Paper
Perceptions
Personality and Social Psychology
Psychology
Social interaction
Social Sciences
Work environment
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Title The Relative Importance and Interaction of Contextual and Methodological Predictors of Mean rWG for Work Climate
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