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All,
I would like to run an analysis to investigate the impact of team size on team cohesion scores. For each participant I have collected the number of members they have in their team. Should I run a simple ANOVA where the quantitative variables are number of members in team and total cohesion score; and use a dummy variable where I assign number of members in team to groups based on some assigned cut-off value to denote say small, medium, large teams. I can then determine if there is a significant difference between the means of these groups. Any thoughts? Hannah ===================== To manage your subscription to SPSSX-L, send a message to [hidden email] (not to SPSSX-L), with no body text except the command. To leave the list, send the command SIGNOFF SPSSX-L For a list of commands to manage subscriptions, send the command INFO REFCARD |
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You can determine the relation between team size and cohesion scores but not the impact unless you can randomly assign to team size. I would not categorize the data first. I would do a scatter plot of the variables and if the relation is monotonic, I would use a rank order correlation. If it is fairly linear, you might get by with a simple Pearson's r.
Dr. Paul R. Swank, Professor and Director of Research Children's Learning Institute University of Texas Health Science Center-Houston -----Original Message----- From: SPSSX(r) Discussion [mailto:[hidden email]] On Behalf Of Hannah State-Davey Sent: Wednesday, April 15, 2009 5:03 AM To: [hidden email] Subject: Analysis of team size on team cohesion scores All, I would like to run an analysis to investigate the impact of team size on team cohesion scores. For each participant I have collected the number of members they have in their team. Should I run a simple ANOVA where the quantitative variables are number of members in team and total cohesion score; and use a dummy variable where I assign number of members in team to groups based on some assigned cut-off value to denote say small, medium, large teams. I can then determine if there is a significant difference between the means of these groups. Any thoughts? Hannah ===================== To manage your subscription to SPSSX-L, send a message to [hidden email] (not to SPSSX-L), with no body text except the command. To leave the list, send the command SIGNOFF SPSSX-L For a list of commands to manage subscriptions, send the command INFO REFCARD ===================== To manage your subscription to SPSSX-L, send a message to [hidden email] (not to SPSSX-L), with no body text except the command. To leave the list, send the command SIGNOFF SPSSX-L For a list of commands to manage subscriptions, send the command INFO REFCARD |
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In reply to this post by Hannah State-Davey
Hannah,
Are you measuring team cohesion with a survey that you administer to individual team members (rather than, say, an observational coding of team interaction), If the dependent variable is measured at the level of the individual team member, rather than the team, then I suggest that you utilize Hierarchical Linear Modeling to investigate the association between team-level variations in size and between-team variance in cohesion ratings. This approach will respect the nested nature of the data (i.e., individual team members are nested within teams). Within SPSS, hierachical linear modeling can be carried out using the Mixed Models module. Hope This Helps, Stephen Brand www.StatisticsDoc.com -----Original Message----- From: SPSSX(r) Discussion [mailto:[hidden email]]On Behalf Of Hannah State-Davey Sent: Wednesday, April 15, 2009 6:03 AM To: [hidden email] Subject: Analysis of team size on team cohesion scores All, I would like to run an analysis to investigate the impact of team size on team cohesion scores. For each participant I have collected the number of members they have in their team. Should I run a simple ANOVA where the quantitative variables are number of members in team and total cohesion score; and use a dummy variable where I assign number of members in team to groups based on some assigned cut-off value to denote say small, medium, large teams. I can then determine if there is a significant difference between the means of these groups. Any thoughts? Hannah ===================== To manage your subscription to SPSSX-L, send a message to [hidden email] (not to SPSSX-L), with no body text except the command. To leave the list, send the command SIGNOFF SPSSX-L For a list of commands to manage subscriptions, send the command INFO REFCARD ===================== To manage your subscription to SPSSX-L, send a message to [hidden email] (not to SPSSX-L), with no body text except the command. To leave the list, send the command SIGNOFF SPSSX-L For a list of commands to manage subscriptions, send the command INFO REFCARD |
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Thank you Stephen for this suggestion - I will definately look further into using Hierarchical Linear Modeling.
I have collected data via a survey for each individual team member but what I don't have is a balanced number of people against team size. Knowing nothing (as yet) about hierarchical linear modeling is this a problem? Also is there an alternative technique if my data violates the assumptions - e.g. linearity? > From: [hidden email] > To: [hidden email]; [hidden email] > Subject: RE: Analysis of team size on team cohesion scores > Date: Thu, 16 Apr 2009 23:46:01 -0400 > > Hannah, > > Are you measuring team cohesion with a survey that you administer to > individual team members (rather than, say, an observational coding of team > interaction), If the dependent variable is measured at the level of the > individual team member, rather than the team, then I suggest that you > utilize Hierarchical Linear Modeling to investigate the association between > team-level variations in size and between-team variance in cohesion ratings. > This approach will respect the nested nature of the data (i.e., individual > team members are nested within teams). Within SPSS, hierachical linear > modeling can be carried out using the Mixed Models module. > > Hope This Helps, > > Stephen Brand > > www.StatisticsDoc.com > > > -----Original Message----- > From: SPSSX(r) Discussion [mailto:[hidden email]]On Behalf Of > Hannah State-Davey > Sent: Wednesday, April 15, 2009 6:03 AM > To: [hidden email] > Subject: Analysis of team size on team cohesion scores > > > All, > > I would like to run an analysis to investigate the impact of team size on > team cohesion scores. > > For each participant I have collected the number of members they have in > their team. > > Should I run a simple ANOVA where the quantitative variables are number of > members in team and total cohesion score; and use a dummy variable where I > assign number of members in team to groups based on some assigned cut-off > value to denote say small, medium, large teams. I can then determine if > there is a significant difference between the means of these groups. > > Any thoughts? > > Hannah > > ===================== > To manage your subscription to SPSSX-L, send a message to > [hidden email] (not to SPSSX-L), with no body text except the > command. To leave the list, send the command > SIGNOFF SPSSX-L > For a list of commands to manage subscriptions, send the command > INFO REFCARD > Share your photos with Windows Live Photos – Free. Try it Now! |
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