Invariance Viewed Thru 2.2, 2.5 & 2.7 May 22nd, 2013, 12:28pm
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Rasch Measurement Forum    General Boards    Rasch on the run ...  ›  Invariance Viewed Thru 2.2, 2.5 & 2.7
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  Author    Invariance Viewed Thru 2.2, 2.5 & 2.7  (currently 482 views)
uve
Posted: July 9th, 2012, 8:46pm Report to Moderator
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Posts: 368
Mike,

I'm hoping you could shed some light on the application of Table 2.7 versus 2.2. We've spoken about this before, but my concern is the stability of measures I am getting. One advantage of the Rasch model is the issue of invariance. Most of the samples I use range from about 1,000 to 7,000 respondents. I am always amazed at the significant difference between the sample free 2.2 and sample dependent 2.7 in all of my data.  If I am to set cut points for performance levels, then I would have a hard time basing this on 2.2 and would look more to 2.7, which always seems to be much closer to the empirical data in 2.5. So, it seems if I assume the invariance of my measures, then I should be able to apply them to other samples knowing full well there will always be differences, but none to the extent that the fit to these different samples would reveal dramatic differences. Or put differently, what good are my item calibrations given a stable and large enough sample upon which they are based if I can't rely on their invariance across other populations? I've included a typical example.

If invariance has been achieved, it would seem to me that these would be much closer, especially if the empirical data in 2.5 are similar to 2.7.

I'd greatly appreciate your thoughts on this.


EXPECTED SCORE: MEAN  (Rasch-score-point threshold, ":"
indicates Rasch-half-point threshold) (BY CATEGORY SCORE)
-3       -2        -1         0         1         2         3
+---------+---------+---------+---------+---------+---------�  
1                   1     :     2   :   3     :     4       4  
�                                                           �
1                  1    :     2   :    3     :     4        4  
1                 1     :     2   :   3     :     4         4  
1                 1    :     2    :   3     :     4         4  
1                1     :     2   :   3     :     4          4  
1                1     :     2   :   3     :     4          4  
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1              1     :     2   :   3     :     4            4  
1              1    :     2   :    3     :     4            4  
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1            1     :    2    :   3     :     4              4  
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1          1     :     2   :   3     :     4                4  
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1       1     :     2   :   3     :     4                   4  
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1    1     :     2   :   3      :     4                     4  
+---------+---------+---------+---------+---------+---------�  
-3       -2        -1         0         1         2         3

EXPECTED AVERAGE MEASURES FOR Person (scored) (BY CATEGORY SCOR
-3       -2        -1         0         1         2         3
+---------+---------+---------+---------+---------+---------�  
�                              1  2   3          4          �  
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+---------+---------+---------+---------+---------+---------�  
-3       -2        -1         0         1         2         3

  OBSERVED AVERAGE MEASURES FOR Person (scored) (BY CATEGORY SCORE)
-3       -2        -1         0         1         2         3
+---------+---------+---------+---------+---------+---------�  
�                              1  2   3          4          �  
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�                           1   2 3       4                 �  
+---------+---------+---------+---------+---------+---------�  
-3       -2        -1         0         1         2         3
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Mike.Linacre
Posted: July 9th, 2012, 10:41pm Report to Moderator
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Posts: 788
Correct, Uve. Table 2.7 is much closer to the empirical data.

The problem is inference ....

Past-sample-dependent inference: If you expect the future person to be from a person sample exactly like the past sample (distribution, ability level, misfit, etc.) , then base your decisions on Table 2.7.

Past-sample-distribution-dependent inference: If you expect the future person to be from a person sample similar to the past sample (distribution, ability level, but not misfit) , then base your decisions on Table 2.5.

Past-sample-independent-as-possible: If you have no information about the future person, except that the latent variable will be the same as for the past sample, then base your decisions on Table 2.2.

Does the future repeat the past? Or is the future something entirely new? The truth is usually somewhere between these extremes.
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