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The Art and Science of Test Development—Part C Test and item development:  Use of Rasch scaling technology The basic structure and content of this presentation is grounded extensively on the test development procedures developed by  Dr. Richard Woodcock Kevin S. McGrew, PhD. Educational Psychologist Research Director Woodcock-Muñoz Foundation
Important note:  For the on-line public versions of this PPT module certain items, information, etc. is obscured for  test security or proprietary reasons …sorry
Use Rasch (IRT) scaling  to  evaluate  the complete pool of items and to develop the  Norming and Publication tests
Structural (Internal)  Stage of Test Development Purpose Examine the internal relations among the measures used to operationalize the theoretical construct domain (i.e.,  intelligence or cognitive abilities ) Questions asked Do the observed measures “behave” in a manner consistent with the theoretical domain definition of intelligence? Method and concepts ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Characteristics of strong test validity program ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Theoretical Domain  = Cattell-Horn-Carroll (CHC) theory of cognitive abilities –  Gv domain & 3 selected narrow Gv abilities Gv Item Scale Development via  Rasch  technology Measurement or empirical domain Rasch scale  and   evaluate   the complete pool of items to develop  Norming and Publication tests Low ability/easy items High ability/difficult items
[object Object],[object Object],[object Object],Item data can be Rasch-scaled with  both scoring systems  and then select one that provides best reliability, etc. We  decided to go with 0/1/2  scoring sytem
Important understanding regarding  0/1  and  multiple point (0/1/2)  scoring systems when using Rasch/IRT 0 1 1 “step” 1 2 0 1 “step” 1 “step” Therefore – think of  2-step items as  two 0/1 items Dichotomous ( 0/1)  item scoring Multiple point (0/1/2) item scoring
Think of the items as now having been placed in their  proper position on an equal interval ruler or yardstick ….each item is a “tick” mark along the  latent trait scale Rasch IRT  “norms” (calibrates)  the scale !
A major advantage/feature of a large Rasch IRT-scaled item pool…….. ,[object Object],[object Object],[object Object]
A major advantage/feature of a large  IRT-scaled item pool …….. Norming test Publication test Possible special Research Edition tests All three tests have items  on the same scale (W-scale) Although different number of items in each test, the obtained  person  ability W-score ‘s are equivalent,  but differ in  degree of precision (reliability) Average difference in “gaps” between items on respective scales is called “ item density” W-scale is  equal interval metric Easy Hard
Items are assigned W-difficulties People are assigned W-ability scores 2 Major Rasch results Rasch puts  person ability  and  item difficulty  on the same scale ( W  scale )
Select and order items for  Publication  test based on inspection of Rasch results Block Rotation Norming test (n=44 items; n = 4,722 norm subjects) Block Rotation Publication test  (n = 37 items; n = 4,722 norm subjects) Person W-ability scores 2 Major Rasch results Item  W-difficulties
Block Rotation:  Final Rasch with norming test n = 37 norming items n = 4722 norm subjects Measure order  and  fit statistics   table Used  to select items  with  specified item density
Block Rotation:  Final Rasch with norming test n = 37 norming items n = 4722 norm subjects Distribution of Block Rotation W-ability scores  in norm sample Complete range ( including extremes ) of Block Rotation  W-scores  is  432-546 Majority of  Block Rotation norm sample obtained  W-scores  from  480-520
Recall Block Rotation scoring system is  0/1/2 —Items have  “steps” 1 2 0 1 “step” 1 “step” Multiple point (0/1/2) item scoring
Block Rotation:  Final Rasch with norming test n = 37 norming items n = 4722 norm subjects Item map with  “steps”  displayed for items Blue area  represents  majority of norm  sample subjects Block Rotation  W-scores 1 “step” 1 “step” Item 1 (0/1/2) step structure
Block Rotation:  Final Rasch with norming test n = 37 norming items n = 4722 norm subjects Item map with  “steps”  displayed for items Blue area  represents  majority of norm  sample subjects Block Rotation  W-scores Very good test scale coverage for majority of population Excellent “bottom” or “floor” for test scale Adequate “top” or “ceiling” for test scale
Block Rotation:  Final Rasch with norming test n = 37 norming items n = 4722 norm subjects Item map with  “steps”  displayed for items Red area  represents the  complete range  (including extremes ) of sample Block Rotation  W-scores Good test scale coverage for complete range of population
Block Rotation Rasch floor/ceiling results confirmed by formal +-3SD floor/ceiling analysis (24-300 months of age)
Block Rotation Rasch floor/ceiling results confirmed by formal +-3SD floor/ceiling analysis (300 - 1200 months of age)
Block Rotation Norming test (n=44 items; n = 4,722 norm subjects) Block Rotation Publication test  (n = 37 items; n = 4,722 norm subjects) Program generates final  RS to W-ability scoring table Person W-ability scores 2 Major Rasch results Item  W-difficulties
Block Rotation:  Final Rasch with norming test n = 37 norming items n = 4722 norm subjects Raw score to W-score  “scoring table” Note:  Total raw score points is 74 for 37 items.  These are 2-step items.  37 items x 2 steps = 74 total possible points
Block Rotation  Norming Test n=44 items 44 items x 2 steps = raw scores from  0 to 88 on the Rasch-based scoring table (the equal interval Visualization-Vz measurement “ruler” or “yardstick”) Raw Score  W-score Block Rotation  Norming test (n=44 items) 88 87 . . . . . . . . . . . . . . . . . . . . 1 0 545.7 539.0 . . . . . . . . . . . . . . . . . . . . 437.8 431.6
Raw Score  W-score Block Rotation  Norming test  (n=44 items) Block Rotation  Publication test  n = 37 items) Raw Score  W-score Block Rotation  Norming and Publication tests , although having different number of items (and total Raw Scores), are  on the same underlying measurement scale (ruler) 88 87 . . . . . . . . . . . . . . . . . . . . 1 0 545.7 539.0 . . . . . . . . . . . . . . . . . . . . 437.8 431.6 545.7 539.0 . . . . . . . . . . . . . . . 437.8 431.6 74 73 . . . . . . . . . . . . . . . 1 0
Program generates final  RS to W-ability scoring table Result:  All norm subjects with Block Rotation scores  (n = 4,722) now have scores on equal interval W-score Block Rotation Norming test (n=44 items; n = 4,722 norm subjects) Block Rotation Publication test  (n = 37 items) Person W-ability scores 2 Major Rasch results Item  W-difficulties                                       
Block Rotation Norming test (n=44 items; n = 4,722 norm subjects) Block Rotation Publication test  (n = 37 items) Program generates final  RS to W-ability scoring table Result:  All norm subjects with Block Rotation scores  (n = 4,722) now have scores on equal interval W-score These Block Rotation W-scores are then used for  developing test “norms” and  completing technical manual analysis  and validity research Person W-ability scores 2 Major Rasch results Item  W-difficulties                                       
Graphic display of  distribution  of Block Rotation  person abilities These Block Rotation W-scores are then used for  developing test “norms” and validity research Block Rotation Summary:  Final Rasch for  Publication test – graphic item map n = 37 norming items (0-74 RS points) n = 4,722 norm subjects                                        546 432 Pub. Test W-score scale
Recall early warning to  expect the unexpected  and the  non-linear “art and science”  of test development Last minute question  raised (prior to formal production) of Block Rotation test: Should the blocks be  shaded/colored  instead of being black and white? Would adding shading/color  change the nature of the task ? What to do ? Answer:   Do a study —gather some empirical data to help make decision.  The  question should be answered empirically  – you should  not assume  that colorizing items will make no difference
Special  Block Rotation  no-color vs color  group administration   study completed
Special  Block Rotation  no-color vs color  group administration   study completed ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Two sample items Final  Block Rotation Publication Test  Constructed n = 37 (0/1/2) items—Raw Scores from 0-74
Maintaining a  master item pool Norming-calibration  tests Linking/equating  (alternate forms) tests Adding new items  to master item pool (use of  anchor items  from master item pool) Checking for possible  item bias (DIF  – differential item function) Creating and using shortened  “norming ” or  “research edition”  tests Creating  special forms  of tests for  special populations Flagging potentially poor examiners via empirical  “person fit” statistics  report Computer adaptive testing ( CAT )
End of Part C  Additional steps in test development process will be presented in subsequent modules as they are developed
Applied Psych Test Design: Part C - Use of Rasch scaling technology
Applied Psych Test Design: Part C - Use of Rasch scaling technology

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Applied Psych Test Design: Part C - Use of Rasch scaling technology

  • 1. The Art and Science of Test Development—Part C Test and item development: Use of Rasch scaling technology The basic structure and content of this presentation is grounded extensively on the test development procedures developed by Dr. Richard Woodcock Kevin S. McGrew, PhD. Educational Psychologist Research Director Woodcock-Muñoz Foundation
  • 2. Important note: For the on-line public versions of this PPT module certain items, information, etc. is obscured for test security or proprietary reasons …sorry
  • 3. Use Rasch (IRT) scaling to evaluate the complete pool of items and to develop the Norming and Publication tests
  • 4.
  • 5. Theoretical Domain = Cattell-Horn-Carroll (CHC) theory of cognitive abilities – Gv domain & 3 selected narrow Gv abilities Gv Item Scale Development via Rasch technology Measurement or empirical domain Rasch scale and evaluate the complete pool of items to develop Norming and Publication tests Low ability/easy items High ability/difficult items
  • 6.
  • 7. Important understanding regarding 0/1 and multiple point (0/1/2) scoring systems when using Rasch/IRT 0 1 1 “step” 1 2 0 1 “step” 1 “step” Therefore – think of 2-step items as two 0/1 items Dichotomous ( 0/1) item scoring Multiple point (0/1/2) item scoring
  • 8. Think of the items as now having been placed in their proper position on an equal interval ruler or yardstick ….each item is a “tick” mark along the latent trait scale Rasch IRT “norms” (calibrates) the scale !
  • 9.
  • 10. A major advantage/feature of a large IRT-scaled item pool …….. Norming test Publication test Possible special Research Edition tests All three tests have items on the same scale (W-scale) Although different number of items in each test, the obtained person ability W-score ‘s are equivalent, but differ in degree of precision (reliability) Average difference in “gaps” between items on respective scales is called “ item density” W-scale is equal interval metric Easy Hard
  • 11. Items are assigned W-difficulties People are assigned W-ability scores 2 Major Rasch results Rasch puts person ability and item difficulty on the same scale ( W scale )
  • 12. Select and order items for Publication test based on inspection of Rasch results Block Rotation Norming test (n=44 items; n = 4,722 norm subjects) Block Rotation Publication test (n = 37 items; n = 4,722 norm subjects) Person W-ability scores 2 Major Rasch results Item W-difficulties
  • 13. Block Rotation: Final Rasch with norming test n = 37 norming items n = 4722 norm subjects Measure order and fit statistics table Used to select items with specified item density
  • 14. Block Rotation: Final Rasch with norming test n = 37 norming items n = 4722 norm subjects Distribution of Block Rotation W-ability scores in norm sample Complete range ( including extremes ) of Block Rotation W-scores is 432-546 Majority of Block Rotation norm sample obtained W-scores from 480-520
  • 15. Recall Block Rotation scoring system is 0/1/2 —Items have “steps” 1 2 0 1 “step” 1 “step” Multiple point (0/1/2) item scoring
  • 16. Block Rotation: Final Rasch with norming test n = 37 norming items n = 4722 norm subjects Item map with “steps” displayed for items Blue area represents majority of norm sample subjects Block Rotation W-scores 1 “step” 1 “step” Item 1 (0/1/2) step structure
  • 17. Block Rotation: Final Rasch with norming test n = 37 norming items n = 4722 norm subjects Item map with “steps” displayed for items Blue area represents majority of norm sample subjects Block Rotation W-scores Very good test scale coverage for majority of population Excellent “bottom” or “floor” for test scale Adequate “top” or “ceiling” for test scale
  • 18. Block Rotation: Final Rasch with norming test n = 37 norming items n = 4722 norm subjects Item map with “steps” displayed for items Red area represents the complete range (including extremes ) of sample Block Rotation W-scores Good test scale coverage for complete range of population
  • 19. Block Rotation Rasch floor/ceiling results confirmed by formal +-3SD floor/ceiling analysis (24-300 months of age)
  • 20. Block Rotation Rasch floor/ceiling results confirmed by formal +-3SD floor/ceiling analysis (300 - 1200 months of age)
  • 21. Block Rotation Norming test (n=44 items; n = 4,722 norm subjects) Block Rotation Publication test (n = 37 items; n = 4,722 norm subjects) Program generates final RS to W-ability scoring table Person W-ability scores 2 Major Rasch results Item W-difficulties
  • 22. Block Rotation: Final Rasch with norming test n = 37 norming items n = 4722 norm subjects Raw score to W-score “scoring table” Note: Total raw score points is 74 for 37 items. These are 2-step items. 37 items x 2 steps = 74 total possible points
  • 23. Block Rotation Norming Test n=44 items 44 items x 2 steps = raw scores from 0 to 88 on the Rasch-based scoring table (the equal interval Visualization-Vz measurement “ruler” or “yardstick”) Raw Score W-score Block Rotation Norming test (n=44 items) 88 87 . . . . . . . . . . . . . . . . . . . . 1 0 545.7 539.0 . . . . . . . . . . . . . . . . . . . . 437.8 431.6
  • 24. Raw Score W-score Block Rotation Norming test (n=44 items) Block Rotation Publication test n = 37 items) Raw Score W-score Block Rotation Norming and Publication tests , although having different number of items (and total Raw Scores), are on the same underlying measurement scale (ruler) 88 87 . . . . . . . . . . . . . . . . . . . . 1 0 545.7 539.0 . . . . . . . . . . . . . . . . . . . . 437.8 431.6 545.7 539.0 . . . . . . . . . . . . . . . 437.8 431.6 74 73 . . . . . . . . . . . . . . . 1 0
  • 25. Program generates final RS to W-ability scoring table Result: All norm subjects with Block Rotation scores (n = 4,722) now have scores on equal interval W-score Block Rotation Norming test (n=44 items; n = 4,722 norm subjects) Block Rotation Publication test (n = 37 items) Person W-ability scores 2 Major Rasch results Item W-difficulties                                       
  • 26. Block Rotation Norming test (n=44 items; n = 4,722 norm subjects) Block Rotation Publication test (n = 37 items) Program generates final RS to W-ability scoring table Result: All norm subjects with Block Rotation scores (n = 4,722) now have scores on equal interval W-score These Block Rotation W-scores are then used for developing test “norms” and completing technical manual analysis and validity research Person W-ability scores 2 Major Rasch results Item W-difficulties                                       
  • 27. Graphic display of distribution of Block Rotation person abilities These Block Rotation W-scores are then used for developing test “norms” and validity research Block Rotation Summary: Final Rasch for Publication test – graphic item map n = 37 norming items (0-74 RS points) n = 4,722 norm subjects                                        546 432 Pub. Test W-score scale
  • 28. Recall early warning to expect the unexpected and the non-linear “art and science” of test development Last minute question raised (prior to formal production) of Block Rotation test: Should the blocks be shaded/colored instead of being black and white? Would adding shading/color change the nature of the task ? What to do ? Answer: Do a study —gather some empirical data to help make decision. The question should be answered empirically – you should not assume that colorizing items will make no difference
  • 29. Special Block Rotation no-color vs color group administration study completed
  • 30.
  • 31. Two sample items Final Block Rotation Publication Test Constructed n = 37 (0/1/2) items—Raw Scores from 0-74
  • 32. Maintaining a master item pool Norming-calibration tests Linking/equating (alternate forms) tests Adding new items to master item pool (use of anchor items from master item pool) Checking for possible item bias (DIF – differential item function) Creating and using shortened “norming ” or “research edition” tests Creating special forms of tests for special populations Flagging potentially poor examiners via empirical “person fit” statistics report Computer adaptive testing ( CAT )
  • 33. End of Part C Additional steps in test development process will be presented in subsequent modules as they are developed

Editor's Notes

  1. d