Scientific Software International (SSI) publishes statistical data analysis software: LISREL (structural equation model/SEM, survey generalized linear model/SGLIM), 
HLM (hierarchical linear modeling, multilevel model), SuperMix (mixed models, mixed-effects program, MIXREG, MIXOR, MIXNO and MIXPREG) and Item Response Theory/IRT (BILOG-MG, MULTILOG, PARSCALE)Scientific Software International (SSI) publishes statistical data analysis software: LISREL (structural equation model/SEM, survey generalized linear model/SGLIM), 
HLM (hierarchical linear modeling, multilevel model), SuperMix (mixed models, mixed-effects program, MIXREG, MIXOR, MIXNO and MIXPREG) and Item Response Theory/IRT (BILOG-MG, MULTILOG, PARSCALE)Scientific Software International (SSI) publishes statistical data analysis software: LISREL (structural equation model/SEM, survey generalized linear model/SGLIM), 
HLM (hierarchical linear modeling, multilevel model), SuperMix (mixed models, mixed-effects program, MIXREG, MIXOR, MIXNO and MIXPREG) and Item Response Theory/IRT (BILOG-MG, MULTILOG, PARSCALE)


B  Bilog-mg: analysis of variant items

In this example, responses to 50 items are read from those of 100 items in the data file using the format statement

(11A1,T39,25A1/T13,25A1).

The first few lines of the data file are shown below. Each position in the item response fields for each examinee corresponds to the same item. In other examples, the association between response and item may depend on the group/form membership of an examinee.

The answer key (KFNAME keyword on the INPUT command) is given first, and is given in the first two lines of the raw data file in the same format as the item responses.

KEY 1       0000000000000000000000000 0000000000000000000000000    
KEY 2       0000000000000000000000000 0000000000000000000000000
01021119001 0000040102010000200110100 2024030005001000000000233
01021119002 0004002014062000012000100 0303020013400310000002000 1 20 0

From the 50, 20 are selected as Main Test items and 4 as Variant Test items. This is indicated by setting NITEM to 24 and NVARIANT to 4 on the LENGTH command. Items for the main test are selected by name in the TESTM command; items for the variant test are selected by name in the TESTV command. The item names correspond to the sequence numbers in the original set of 100 items. Here the short form of naming and numbering is used - the set of items forms an arithmetic progression of integer or decimal numbers allowing use of the short form (first (increment) last). A similar abbreviation may be used for consecutive item names (INAME keyword on the ITEMS command).

The analysis is performed on a sample of 200 students randomly drawn from the original sample of 660 (SAMPLE=200 on the INPUT command). The EAP scale scores of Phase 3 are computed from the responses to items in the main test.

EXAMPLE 06:  ANALYSIS OF VARIANT ITEMS IN A SPELLING TEST OF RANDOMLY
SELECTED WORDS   SUBJECTS: 660 UNDERGRADUATE STUDENTS;   2PL MODEL
>GLOBAL  DFNAME='EXAMPL06.DAT', NTEST=1,NVTEST=1,NPARM=2,SAVE;
>SAVE    PARM='EXAMPL06.PAR',SCORE='EXAMPL06.SCO';
>LENGTH  NITEM=24,NVARIANT=4;
>INPUT   NTOTAL=50,KFNAME='EXAMPL06.DAT',SAMPLE=200,NIDCHAR=11;
>ITEMS   INUMBERS=(1(1)50),INAME=(I26(1)I75);
>TESTM   TNAME=MAINTEST,
         INAMES=(I26,I27,I28,I29,I31,I33,I34,
         I35,I36,I38,I39,I47,I48,I49,I50,I54,I60,I64,I68,I72);
>TESTV   TNAME=VARIANT,
         INAMES=(I53,I59,I69,I73);
         (11A1,T39,25A1/T13,25A1)
>CALIB   CRIT=.005,CYCLES=10,NEWTON=2,FLOAT,ACCEL=0.5;
>SCORE   METHOD=2,NOPRINT;

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P  Phase 1 output

Phase 1 lists the test specifications and the assignment of items to the main test and the variants.

>ITEMS  INUMBERS=(1(1)50), INAME=(I26(1)I75);

 TEST SPECIFICATIONS
 ===================

 >TESTM   TNAME=MAINTEST,                                                       
          INAMES=(I26,I27,I28,I29,I31,I33,I34,                                  
          I35,I36,I38,I39,I47,I48,I49,I50,I54,I60,I64,I68,I72);                 

 TEST NUMBER:   1    TEST NAME: MAINTEST
 NUMBER OF ITEMS:   20

      ITEM   ITEM       ITEM   ITEM       ITEM   ITEM       ITEM   ITEM
     NUMBER  NAME      NUMBER  NAME      NUMBER  NAME      NUMBER  NAME
  -----------------------------------------------------------------------
          1  I26            9  I34           23  I48           43  I68    
          2  I27           10  I35           24  I49           47  I72    
          3  I28           11  I36           25  I50     
          4  I29           13  I38           29  I54     
          6  I31           14  I39           35  I60     
          8  I33           22  I47           39  I64     
  -----------------------------------------------------------------------

 >TESTV   TNAME=VARIANT,                                                        
          INAMES=(I53,I59,I69,I73);                                             

 TEST NUMBER:   2    TEST NAME: VARIANT
 NUMBER OF ITEMS:    4

      ITEM   ITEM       ITEM   ITEM       ITEM   ITEM       ITEM   ITEM
     NUMBER  NAME      NUMBER  NAME      NUMBER  NAME      NUMBER  NAME
  -----------------------------------------------------------------------
         28  I53           34  I59           44  I69           48  I73    
  -----------------------------------------------------------------------

Responses of 660 examinees are read from the data records, but only 200 randomly sampled cases are included in the Phase 1 and Phase 2 analysis. The classical item statistics are shown separately for main and variant items. The test scores for the item-test correlations are based on the test scores from the main test items only.

       660 OBSERVATIONS READ FROM FILE:   EXAMPL06.DAT
       660 OBSERVATIONS WRITTEN TO FILE:  MF.DAT

 REPORT ON SUBJECT SAMPLING:

 LEVEL OF SAMPLING =     0.3030

       660 SUBJECTS READ FROM FILE:    MF.DAT                                           
       200 SUBJECTS WRITTEN TO FILE:   CF.DAT                                           

 ITEM STATISTICS FOR SUBTEST MAINTEST

                                                   ITEM*TEST CORRELATION
ITEM  NAME        #TRIED    #RIGHT   PCT    LOGIT/1.7  PEARSON  BISERIAL
------------------------------------------------------------------------
    1   I26         200.0     134.0    67.0    -0.42     0.188    0.244
    2   I27         200.0     102.0    51.0    -0.02     0.421    0.527
    3   I28         200.0      78.0    39.0     0.26     0.294    0.374
    4   I29         200.0     147.0    73.5    -0.60     0.444    0.598
    5   I31         200.0      29.0    14.5     1.04     0.096    0.148
    6   I33         200.0      97.0    48.5     0.04     0.246    0.309
    7   I34         200.0      99.0    49.5     0.01     0.418    0.524
    8   I35         200.0      31.0    15.5     1.00     0.282    0.428
    9   I36         200.0     141.0    70.5    -0.51     0.212    0.280
   10   I38         200.0     139.0    69.5    -0.48     0.289    0.380
   11   I39         200.0     133.0    66.5    -0.40     0.521    0.675
   12   I47         200.0      74.0    37.0     0.31     0.289    0.369
   13   I48         200.0     100.0    50.0     0.00     0.497    0.623
   14   I49         200.0      84.0    42.0     0.19     0.490    0.618
   15   I50         200.0      91.0    45.5     0.11     0.429    0.539
   16   I54         200.0      77.0    38.5     0.28     0.440    0.561
   17   I60         200.0      32.0    16.0     0.98     0.245    0.369
   18   I64         200.0     100.0    50.0     0.00     0.146    0.183
   19   I68         200.0     160.0    80.0    -0.82     0.312    0.446
   20   I72         200.0      99.0    49.5     0.01     0.418    0.524
------------------------------------------------------------------------

 ITEM STATISTICS FOR SUBTEST VARIANT

                                                    ITEM*TEST CORRELATION
ITEM   NAME        #TRIED    #RIGHT   PCT    LOGIT/1.7  PEARSON  BISERIAL
-------------------------------------------------------------------------
    1   I53         200.0     139.0    69.5    -0.48     0.454    0.596
    2   I59         200.0     135.0    67.5    -0.43     0.456    0.594
    3   I69         200.0      53.0    26.5     0.60     0.379    0.510
    4   I73         200.0      50.0    25.0     0.65     0.069    0.094
-------------------------------------------------------------------------

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P  Phase 2 output

Calibration of the main test items is computed as in the other examples. Without altering the item parameter estimates of those items, parameter estimates for the variants are computed with respect to the latent dimension determined by the main items.

 >CALIB   CRIT=.005, CYCLES=10, NEWTON=2, FLOAT, ACCEL=0.5;                         

(Output omitted)

 

 SUBTEST MAINTEST;  ITEM PARAMETERS AFTER CYCLE   6

ITEM INTERCEPT    SLOPE    THRESHOLD   LOADING   ASYMPTOTE    CHISQ   DF
          S.E.       S.E.       S.E.       S.E.       S.E.     (PROB)
-------------------------------------------------------------------------
I26|   0.451  |   0.356  |  -1.267  |   0.336  |   0.000  |     3.2   7.0
   |   0.648* |   0.087* |   1.794* |   0.082* |   0.000* | (0.8671)
   |          |          |          |          |          |
I27|   0.028  |   0.745  |  -0.038  |   0.598  |   0.000  |     2.0   6.0
   |   0.692* |   0.150* |   0.928* |   0.120* |   0.000* | (0.9187)
   |          |          |          |          |          |
 (Similar output omitted)
I68|   0.963  |   0.561  |  -1.716  |   0.490  |   0.000  |     4.7   6.0
   |   0.922* |   0.138* |   1.466* |   0.120* |   0.000* | (0.5863)
   |          |          |          |          |          |
I72|  -0.018  |   0.718  |   0.026  |   0.583  |   0.000  |    11.5   6.0
   |   0.684* |   0.148* |   0.952* |   0.120* |   0.000* | (0.0731)
-------------------------------------------------------------------------
                                                         * STANDARD ERROR

     LARGEST CHANGE =    0.002542                           82.8 129.0
                                                          (0.9995)
-------------------------------------------------------------------------

 PARAMETER       MEAN  STN DEV
 -----------------------------------
 SLOPE          0.609    0.218
 LOG(SLOPE)    -0.558    0.368
 THRESHOLD      0.145    1.269

                        ******************************
                         CALIBRATION OF VARIANT ITEMS
                                   VARIANT
                        ******************************

 -2 LOG LIKELIHOOD =       4545.534

 SUBTEST VARIANT ;  ITEM PARAMETERS AFTER CYCLE   6

ITEM INTERCEPT   SLOPE    THRESHOLD   LOADING   ASYMPTOTE    CHISQ     DF
        S.E.       S.E.       S.E.       S.E.       S.E.      (PROB)
-------------------------------------------------------------------------
I53|   0.585  |   0.607  |  -0.963  |   0.519  |   0.000  |     0.0   0.0
   |   0.104* |   0.109* |   0.204* |   0.093* |   0.000* | (1.0000)
   |          |          |          |          |          |
I59|   0.516  |   0.597  |  -0.865  |   0.513  |   0.000  |     0.0   0.0
   |   0.101* |   0.107* |   0.197* |   0.092* |   0.000* | (1.0000)
   |          |          |          |          |          |
I69|  -0.696  |   0.580  |   1.200  |   0.501  |   0.000  |     0.0   0.0
   |   0.000* |   0.000* |   0.000* |   0.000* |   0.000* | (1.0000)
   |          |          |          |          |          |
I73|  -0.649  |   0.093  |   6.975  |   0.093  |   0.000  |     0.0   0.0
   |   0.000* |   0.000* |   0.000* |   0.000* |   0.000* | (1.0000)
-------------------------------------------------------------------------

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P  Phase 3 output

In Phase 3, scores for all 660 examinees are computed from the main test item response and saved to an external file. Printing of the scores is suppressed, except for the first three cases. The latent distribution estimated from all 660 cases is computed and printed. Scores are based on the unrescaled Phase 2 parameters, which are then saved to an external file.

 >SCORE   METHOD=2,NOPRINT;                                                      

 SCORES WILL NOT BE COMPUTED FOR VARIANT ITEM SUBTESTS
 PARAMETERS FOR SCORING, RESCALING, AND TEST AND ITEM INFORMATION

 METHOD OF SCORING SUBJECTS:                EXPECTATION A POSTERIORI
                                            (EAP; BAYES ESTIMATION)
 TYPE OF PRIOR:                             NORMAL
 SCORES WRITTEN TO FILE                     EXAMPL06.SCO                                     
 TYPE OF RESCALING:                         NONE REQUESTED
 ITEM AND TEST INFORMATION:                 NONE REQUESTED
 DOMAIN SCORE ESTIMATION:                   NONE REQUESTED

                QUAD   
TEST    NAME  POINTS  
 -----------------------
    1  MAINTEST   10
 -----------------------

GROUP   SUBJECT IDENTIFICATION                                   MARGINAL
WEIGHT   TEST      TRIED  RIGHT  PERCENT     ABILITY      S.E.     PROB
-------------------------------------------------------------------------
 1  01021119001                         |                     |
 1.00   MAINTEST     20      8    40.00 |   -0.4077    0.3699 |  0.000000
 1  01041122001                         |                     |
 1.00   MAINTEST     20      8    40.00 |   -0.4104    0.3695 |  0.000000
 1  01051219001                         |                     |
 1.00   MAINTEST     20      3    15.00 |   -1.2375    0.4662 |  0.000000
-------------------------------------------------------------------------

 SUMMARY STATISTICS FOR SCORE ESTIMATES
 ======================================

 CORRELATIONS AMONG TEST SCORES

                 MAINTEST
 MAINTEST       1.0000

 MEANS, STANDARD DEVIATIONS, AND VARIANCES OF SCORE ESTIMATES

 TEST:               MAINTEST
 MEAN:              0.0919
 S.D.:              0.8984
 VARIANCE:          0.8071

 ROOT-MEAN-SQUARE POSTERIOR STANDARD DEVIATIONS

 TEST:               MAINTEST
 RMS:               0.4526
 VARIANCE:          0.2048

 EMPIRICAL RELIABILITY:     0.7976

 MARGINAL LATENT DISTRIBUTION(S)
 ===============================

 MARGINAL LATENT DISTRIBUTION FOR TEST MAINTEST
    MEAN     =     0.092
    S.D.     =     0.979

                1           2           3           4           5
 POINT    -0.4000E+01 -0.3111E+01 -0.2222E+01 -0.1333E+01 -0.4444E+00
 WEIGHT    0.1235E-03  0.2576E-02  0.2490E-01  0.1234E+00  0.3154E+00

                6           7           8           9          10
 POINT     0.4444E+00  0.1333E+01  0.2222E+01  0.3111E+01  0.4000E+01
 WEIGHT    0.3313E+00  0.1585E+00  0.3875E-01  0.4743E-02  0.2767E-03

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