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Date:         Thu, 23 Feb 2012 07:02:41 -0700
Reply-To:     Jon K Peck <peck@us.ibm.com>
Sender:       "SPSSX(r) Discussion" <SPSSX-L@LISTSERV.UGA.EDU>
From:         Jon K Peck <peck@us.ibm.com>
Subject:      Re: Fwd: What is the best approach for my research?
Comments: To: Benjamin Spivak <benjamin.spivak@monash.edu>
In-Reply-To:  <CAFmRK8esH-x6r8ZSo1V_kjuJTxzKG7_-MwHtVLwnd_2LA2URBg@mail.gmail.com>
Content-Type: multipart/alternative;

Rasch models are available in Statistics via several extension commands.

STATS IRM fits a 3-parameter item response model STATS GRM fits a graded response model to ordinal data SPSSINC RASCH estimates an item response model

All of these can be downloaded from the SPSS Community website ( www.ibm.com/developerworks/spssdevcentral) The R Essentials, also available from that site, is a prerequisite.

Jon Peck (no "h") aka Kim Senior Software Engineer, IBM peck@us.ibm.com new phone: 720-342-5621

From: Benjamin Spivak <benjamin.spivak@monash.edu> To: SPSSX-L@listserv.uga.edu Date: 02/23/2012 06:20 AM Subject: [SPSSX-L] Fwd: What is the best approach for my research? Sent by: "SPSSX(r) Discussion" <SPSSX-L@listserv.uga.edu>

Hi Ryan,

Thank you very much, I will look at Rasch models and attempt to apply it to my work. Could I trouble you with another question.

Say, I do find that there is a uni-dimensional construct underlying comprehension. How could this assist me to look for differences between conditions?

Regards,

Ben

On 23 February 2012 23:41, R B <ryan.andrew.black@gmail.com> wrote: Benjamin,

The first thing I would consider would be whether there is an underlying unidimensional construct underlying comprehension. You could fit a Rasch model via Winsteps, which allows for items with varying response options.

Ryan

On Thu, Feb 23, 2012 at 1:14 AM, Benjamin Spivak < benjamin.spivak@monash.edu> wrote: Dear List,

Please help I am stuck. I am performing some jury research with some very strange result and I want to find the ideal statistical model to fit my data.

My study. Essentially a 2x3 jury simulation study measuring comprehension of law. I also have over 18 DV's (questions) for comprehension. I have considered condensing the questions into one variable. But Cronbach's alpha is quite low for any combination of questions that I can relate to one construct.

Distribution is extremely non-normal and there is a heterogeneity of variance between groups. Also, because the jury study uses deliberating groups I have violated the assumption of independence.

Considering all this, I am having real trouble determining what the best approach for analysis would be. I have tried multi-level linear modelling, but I get results that I cannot make sense of.

I am at my wits end. If somebody could help, I would be in their debt.

Regards,

Ben.

I would like to analyze individual jury data, but clearly my model violates the assumption of independence. So I have to account for this.


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