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International Conference on Teaching Physics Innovatively August 17-19, 2015, Budapest, Hungary Suttida Rakkapao Department of Physics, Faculty of Science Prince of Songkla University THAILAND An Item Response Theory Analysis for the Test of Understanding of Vectors (TUV)

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Page 1: An Item Response Theory Analysis for the Test of ...parrise.elte.hu/tpi-15/slides/Rakkapao_Suttida.pdf · 3 TUV is a 20-item 5-choice research-based conceptual test of vectors (Barniol

International Conference on Teaching Physics Innovatively

August 17-19, 2015, Budapest, Hungary

Suttida Rakkapao

Department of Physics, Faculty of Science

Prince of Songkla University

THAILAND

An Item Response Theory Analysis

for the Test of Understanding of Vectors (TUV)

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OUTLINE

• Test of Understanding of Vectors (TUV)

• Objective

• Item Response Theory (IRT)

• Results and Discussion

• Conclusions

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Page 3: An Item Response Theory Analysis for the Test of ...parrise.elte.hu/tpi-15/slides/Rakkapao_Suttida.pdf · 3 TUV is a 20-item 5-choice research-based conceptual test of vectors (Barniol

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TUV is a 20-item 5-choice research-based

conceptual test of vectors (Barniol and Zavala, 2014).

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Ten vector concepts used in the introductory course of a university level

Vector Concept

1. Direction of a vector

2. Magnitude of a vector

3. Component of a vector

4. Unit vector in the Cartesian plane

5. Graphic representation of a vector

6. Vector addition

7. Vector subtraction

8. Scalar multiplication of a vector

9. Dot product

10. Cross product

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Examples of TUV

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The TUV is a reliable assessment tool based-on the classical test methods.

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Item difficulty index (P) and Item discriminatory index (D) for item 1-10 of the TUV

Mexican students (N=423)

Thai students (N=774)

item

0.28 0.11 0.20 0.55 0.61 0.80 0.59 0.24 0.38 0.50

0.59 0.17 0.26 0.53 0.52 0.29 0.51 0.49 0.51 0.61

Desired values [0.3, 0.9]

Desired values [ ≥ 0.3]

One of the most important

shortcomings of Classical Test

Theory (CTT) is the item parameters depend on test-takers.

Page 8: An Item Response Theory Analysis for the Test of ...parrise.elte.hu/tpi-15/slides/Rakkapao_Suttida.pdf · 3 TUV is a 20-item 5-choice research-based conceptual test of vectors (Barniol

OBJECTIVE

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To analyze the test of understanding

of vectors (TUV) using a one-

parameter logistic model (1PL) of

an item response theory (IRT),called Rasch model.

Page 9: An Item Response Theory Analysis for the Test of ...parrise.elte.hu/tpi-15/slides/Rakkapao_Suttida.pdf · 3 TUV is a 20-item 5-choice research-based conceptual test of vectors (Barniol

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Item Response Theory (IRT)

( )

1( ) (1 )

1 a bP c c

e

where thedifficulty parameter

thediscrimination parameter

= the guessing parameter

= theability level

( ) = the probability that an examinee with that

ability willgive a correct answer to theitem

b

a

c

P

c = 0

a = 1

person parameter

Item parameters

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(http://www.jmetrik.com/index.php)

JMetrik free software for Rasch Model

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An example of the Item Characteristic Curve (ICC)(created by PARSCALE)

( ) 0.5P

( ) (1 ) / 2P b c

Desired values [ -2, 2]

Page 12: An Item Response Theory Analysis for the Test of ...parrise.elte.hu/tpi-15/slides/Rakkapao_Suttida.pdf · 3 TUV is a 20-item 5-choice research-based conceptual test of vectors (Barniol

Difficulty index by CTT

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Difficulty index by IRT (1PL)

Desired values [ 0.3, 0.9]

Desired values [ -2, 2]

0.62 2.08 1.06 -0.88 -0.60 -2.30 -1.09 0.80 -0.01 -0.59

Item 1-10

Results and Discussion (1/3)

Page 13: An Item Response Theory Analysis for the Test of ...parrise.elte.hu/tpi-15/slides/Rakkapao_Suttida.pdf · 3 TUV is a 20-item 5-choice research-based conceptual test of vectors (Barniol

Difficulty index by CTT

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Difficulty index by IRT (1PL)

Desired values [ 0.3, 0.9]

Desired values [ -2, 2]

0.10 1.64 0.09 -0.91 0.15 0.29 0.80 0.42 0.42 -1.85

Item 11-20

Results and Discussion (2/3)

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Results and Discussion (3/3)

Item 6 of dot product concept of TUV seem to be an easy question, proved by the IRT (1PL).

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CONCLUSIONS

Overall, the TUV contained items with different

levels of difficulty values for monitoring students in

different abilities.

The IRT can be used to develop multiple-choice

tests and to better understand the results, due to the

independent of test-takers.

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[1] P. Barniol and G. Zavala, Test of understanding of vectors: A

reliable multiple-choice vector concept test, Phys. Rev. ST Phys.

Educ. Res. 10, 010121 (2014).

[2] R. K. Hambleton, H. Swaminathan and H. Rogers, Fundamentals

of Item Response Theory (Sage Publications, Inc., California, 1991).

[3] http://www.jmetrik.com/index.php

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REFERENCES

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ACKNOWLEDGEMENT

Department of Physics

Faculty of SciencePrince of Songkla University

This study was supported by the Research Support from Faculty of Science, Prince of Songkla University (budget year 2015).

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