item weight

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Lucas Sempe

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Jul 5, 2018, 3:28:18 PM7/5/18
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Dear Phil,

I've been working on creating a wealth index using MIRT. My syntax works well, although very simple.

irt4.1 = mirt(data = Assets4.1[4:13], model=1, itemtype="gpcm")

irt4.1f <- fscores (irt4.1)

> summary (irt4.1)
       F1    h2
Q1  0.675 0.456
Q2  0.446 0.199
Q3  0.685 0.470
Q4  0.780 0.609
Q5  0.750 0.563
Q6  0.537 0.288
Q7  0.551 0.304
Q8  0.693 0.480
Q9  0.486 0.236
Q10 0.683 0.466

Analysing the raw data, there is one item (!7) which should have a lot more weight than others (theoretically speaking). So, my question is: how to perform a "theta" modification in order to modify the weight of the specific item in the fscores?

I've tried introducing many customTheta to the command, such as:

Theta <- cbind(c(1, 1, 1, 1, 1, 1, 5, 1,1,1),c(1, 1, 1, 1, 1, 1, 5, 1,1,1))

irt4.1 = mirt(data = Assets4.1[4:13], model=1, customTheta=Theta, itemtype="gpcm")

But it didn't work.

Thanks! Lucas

Phil Chalmers

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Jul 8, 2018, 1:22:11 AM7/8/18
to lucas...@gmail.com, mirt-package
This is an interesting idea, I'd never really thought about weighting the scoring of the ability terms based on prior theoretical justification of items over their item properties. I don't think this is possible to do in the current code-base, though some modifications could be made to accomplish this (it's very similar in flavour to the survey.weights input in the mirt() function). 

Phil


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smi...@rowan.edu

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Sep 14, 2020, 10:15:54 AM9/14/20
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Greetings,

I realize this conversation is quite old, but I would like to do a similar thing. I was wondering if Phil or anyone else has managed to do what Lucas inquired about: weighting different items to have more or less of an effect on theta.

Thanks so much!
Trevor Smith

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