Students are Not Sure about Their Conceptual Understanding: A Comparative Study of the Level of Conceptual Understanding and the Level of Confidence Using Rasch Modeling
DOI:
https://doi.org/10.12928/irip.v6i2.6901Keywords:
Conceptual Understanding, Four-tier, Misconception, Rasch ModelAbstract
Misconceiving fundamental physics concepts is a persistent challenge in education, hindering students' ability to grasp more advanced topics. This study aims to compare students' conceptual understanding and confidence levels using a 4-tier diagnostic instrument. Conducted as a survey involving 56 high school students in Yogyakarta, the research utilized a 4-tier diagnostic test covering topics of temperature and heat. Data were collected through Google Forms and analyzed using Excel and Winsteps 4.6.1 based on the Rasch Model. Data analysis involved coding, preparing raw data, and utilizing Wright maps combined with Logit Value of Person (LVP) for assessing students' conceptual understanding and confidence levels. Results indicated a significant inconsistency between students' conceptual understanding and their confidence, with many students displaying high confidence despite low understanding, and vice versa. This mismatch highlights the necessity for educational strategies that not only clarify concepts but also align students' confidence with their actual understanding. The study's implications suggest the need for more comprehensive diagnostic tools and targeted pedagogical interventions to enhance learning outcomes in physics education.
References
S. A. Kiray and S. Simsek, “Determination and Evaluation of the Science Teacher Candidates’ Misconceptions About Density by Using Four-Tier Diagnostic Test,” Int. J. Sci. Math. Educ., vol. 19, no. 5, pp. 935–955, Jun. 2021, https://doi.org/10.1007/s10763-020-10087-5.
M. I. Sukarelawan, S. Sriyanto, A. D. Puspitasari, D. Sulisworo, and U. N. Hikmah, “Four-Tier Heat and Temperature Diagnostic Test (4T-HTDT) to Identify Student Misconceptions,” JIPFRI (Jurnal Inov. Pendidik. Fis. dan Ris. Ilmiah), vol. 5, no. 1, pp. 1–8, Jul. 2021, https://doi.org/10.30599/jipfri.v5i1.856.
M. R. Luce and M. A. Callanan, “Family Conversations About Heat and Temperature: Implications for Children’s Learning,” Front. Psychol., vol. 11, pp. 1–18, Aug. 2020, https://doi.org/10.3389/fpsyg.2020.01718.
Z. N. Fadhilatullathifi, B. Ardiyanto, D. D. Rahayu, T. Almukholani, I. Rinayah, and F. Rahmawati, “Four-Tier Diagnostic Test Method to Identify Conceptual Understanding in Calculus,” J. Phys. Conf. Ser., vol. 1613, no. 1, p. 012075, Aug. 2020, https://doi.org/10.1088/1742-6596/1613/1/012075.
S. Mubarak and Y. Yahdi, “Identifying Undergraduate Students’ Misconceptions in Understanding Acid Base Materials,” J. Pendidik. IPA Indones., vol. 9, no. 2, pp. 276–286, Jun. 2020, https://doi.org/10.15294/jpii.v9i2.23193.
M. I. Sukarelawan, J. Jumadi, and N. A. Rahman, “An Analysis of Graduate Students’ Conceptual Understanding in Heat and Temperature (H&T) Using Three-Tier Diagnostic Test,” Indones. Rev. Phys., vol. 2, no. 1, pp. 9–14, Jun. 2019, https://doi.org/10.12928/irip.v2i1.910.
M. I. Sukarelawan, A. D. Puspitasari, D. Sulisworo, H. Kuswanto, and J. Jumadi, “A Shift in the Conceptual Understanding of Physics Students Through the Wright Map,” J. Pendidik. Dan Pengajaran, vol. 55, no. 1, pp. 127–141, 2022, https://doi.org/10.23887/jpp.v55i1.38342127A.
Y. J. Jafer, “Assessing Kuwaiti Pre-service Science Teachers’ Greenhouse Effect Perceptions and Misconceptions,” Int. J. Sci. Math. Educ., vol. 18, no. 4, pp. 657–667, Apr. 2020, https://doi.org/10.1007/s10763-019-09992-1.
G. Stylos, A. Sargioti, D. Mavridis, and K. T. Kotsis, “Validation of the thermal concept evaluation test for Greek university students’ misconceptions of thermal concepts,” Int. J. Sci. Educ., vol. 43, no. 2, pp. 247–273, Jan. 2021, https://doi.org/10.1080/09500693.2020.1865587.
E. V. Slater, J. E. Morris, and D. McKinnon, “Astronomy alternative conceptions in pre-adolescent students in Western Australia,” Int. J. Sci. Educ., vol. 40, no. 17, pp. 2158–2180, Nov. 2018, https://doi.org/10.1080/09500693.2018.1522014.
K. A. Bentaleb, S. Dachraoui, T. Hassouni, E. mehdi Alibrahmi, E. Chakir, and A. Belboukhari, “Development of a Survey to Assess Conceptual Understanding of Quantum Mechanics among Moroccan Undergraduates,” Eur. J. Educ. Res., vol. 11, no. 4, pp. 2219–2243, Oct. 2022, https://doi.org/10.12973/eu-jer.11.4.2219.
A. H. Aminudin, İ. Kaniawati, E. Suhendi, A. Samsudin, B. Coştu, and R. Adimayuda, “Rasch Analysis of Multitier Open-ended Light-Wave Instrument (MOLWI): Developing and Assessing Second-Years Sundanese-Scholars Alternative Conceptions,” J. Educ. Gift. Young Sci., vol. 7, no. 3, pp. 557–579, Sep. 2019, https://doi.org/10.17478/jegys.574524.
I. Aykutlu, Ö. Ensari, and C. Bayrak, “Prospective teachers’ conceptual understanding of the polarization of light,” Eur. J. Phys., vol. 44, no. 1, p. 015701, Jan. 2023, https://doi.org/10.1088/1361-6404/ac93cc.
A. Hrnjičić, A. Alihodžić, F. Čunjalo, and D. Kamber Hamzić, “Development of an Item Bank for Measuring Students’ Conceptual Understanding of Real Functions,” Eur. J. Sci. Math. Educ., vol. 10, no. 4, pp. 455–470, Jul. 2022, https://doi.org/10.30935/scimath/12222.
X.-M. Wang, S.-M. Wang, J.-N. Wang, G.-J. Hwang, and S. Xu, “Effects of a Two-Tier Test Strategy on Students’ Digital Game-Based Learning Performances and Flow Experience in Environmental Education,” J. Educ. Comput. Res., vol. 60, no. 8, pp. 1942–1968, Jan. 2023, https://doi.org/10.1177/07356331221095162.
M. Nasir, C. Cari, W. Sunarno, and F. Rahmawati, “The Development of a Two-Tier Diagnostic Test for Student Understanding of Light,” J. Turkish Sci. Educ., vol. 20, no. 1, pp. 150–172, Mar. 2023, https://doi.org/10.36681/tused.2023.009.
W. Widodo, M. A. Mahdiannur, S. Suryanti, and N. L. Choirunnisa, “Mobile Interactive Multimedia to Assist Prospective Science Teachers Holding Conceptual Understanding in Problem-Solving Electrical Circuits,” TEM J., vol. 12, no. 4, pp. 2251–2263, Nov. 2023, https://doi.org/10.18421/TEM124-36.
S. Wahyuni and T. P. Saputra, “Identification and remediation of misconceptions using three-tier diagnostic test based on CRI and literacy worksheet,” 2023, p. 050061. https://doi.org/10.1063/5.0125856.
L. A. R. Laliyo, B. Sumintono, and C. Panigoro, “Measuring changes in hydrolysis concept of students taught by inquiry model: stacking and racking analysis techniques in Rasch model,” Heliyon, vol. 8, no. 3, p. e09126, Mar. 2022, https://doi.org/10.1016/j.heliyon.2022.e09126.
J. Jumadi, M. I. Sukarelawan, and H. Kuswanto, “An investigation of item bias in the four-tier diagnostic test using Rasch model,” Int. J. Eval. Res. Educ., vol. 12, no. 2, p. 622, Jun. 2023, https://doi.org/10.11591/ijere.v12i2.22845.
N. Onder-Celikkanli and M. Tan, “Determining Turkish high school students’ misconceptions about electric charge imbalance by using a four-tier misconception test,” Phys. Educ., vol. 57, no. 5, p. 055010, Sep. 2022, https://doi.org/10.1088/1361-6552/ac68c1.
D. Kaltakci-Gurel, A. Eryilmaz, and L. C. McDermott, “Development and application of a four-tier test to assess pre-service physics teachers’ misconceptions about geometrical optics,” Res. Sci. Technol. Educ., vol. 35, no. 2, pp. 238–260, Apr. 2017, https://doi.org/10.1080/02635143.2017.1310094.
D. Kaltakci Gurel, A. Eryilmaz, and L. C. McDermott, “A Review and Comparison of Diagnostic Instruments to Identify Students’ Misconceptions in Science,” EURASIA J. Math. Sci. Technol. Educ., vol. 11, no. 5, pp. 989–1008, Oct. 2015, https://doi.org/10.12973/eurasia.2015.1369a.
Soeharto, B. Csapó, E. Sarimanah, F. I. Dewi, and T. Sabri, “A Review of Students’ Common Misconceptions in Science and Their Diagnostic Assessment Tools,” J. Pendidik. IPA Indones., vol. 8, no. 2, pp. 247–266, Jun. 2019, https://doi.org/10.15294/jpii.v8i2.18649.
M. I. Sukarelawa, J. Jumadi, and H. Kuswanto, “Pengembangan Pembelajaran Mobile Remedial System (MRS) Untuk Meningkatkan Kemampuan Metakognisi dan Mereduksi Miskonsepsi Fisika pada Materi Suhu dan Kalor,” Universitas Negeri Yogyakarta, 2023.
D. Kaltakci-Gurel, A. Eryilmaz, and L. C. McDermott, “Identifying pre-service physics teachers’ misconceptions and conceptual difficulties about geometrical optics,” Eur. J. Phys., vol. 37, no. 4, p. 045705, Jul. 2016, https://doi.org/10.1088/0143-0807/37/4/045705.
R. W. Emerson, “Likert Scales,” J. Vis. Impair. Blind., vol. 111, no. 5, pp. 488–488, Sep. 2017, https://doi.org/10.1177/0145482X1711100511.
S. Jamieson, “Likert scales: how to (ab)use them,” Med. Educ., vol. 38, no. 12, pp. 1217–1218, Dec. 2004, https://doi.org/10.1111/j.1365-2929.2004.02012.x.
S. K. Johal and M. Rhemtulla, “Comparing estimation methods for psychometric networks with ordinal data.,” Psychol. Methods, vol. 28, no. 6, pp. 1251–1272, Dec. 2023, https://doi.org/10.1037/met0000449.
P. A. Bishop and R. L. Herron, “Use and Misuse of the Likert Item Responses and Other Ordinal Measures.,” Int. J. Exerc. Sci., vol. 8, no. 3, pp. 297–302, 2015, [Online]. Available: http://www.ncbi.nlm.nih.gov/pubmed/27182418
A. R. Suparman, E. Rohaeti, and S. Wening, “Development of Computer-Based Chemical Five-Tier Diagnostic Test Instruments: A Generalized Partial Credit Model,” J. Effic. Responsib. Educ. Sci., vol. 17, no. 1, pp. 92–106, Mar. 2024, https://doi.org/10.7160/eriesj.2024.170108.
E. Istiyono, W. S. B. Dwandaru, K. Fenditasari, M. R. S. S. N. Ayub, and D. Saepuzaman, “The Development of a Four-Tier Diagnostic Test Based on Modern Test Theory in Physics Education,” Eur. J. Educ. Res., vol. 12, no. 1, pp. 371–385, Jan. 2023, https://doi.org/10.12973/eu-jer.12.1.371.
M. Irmak, H. İnaltun, J. Ercan-Dursun, H. Yaniş-Kelleci, and N. Yürük, “Development and Application of a Three-Tier Diagnostic Test to Assess Pre-service Science Teachers’ Understanding on Work-Power and Energy Concepts,” Int. J. Sci. Math. Educ., vol. 21, no. 1, pp. 159–185, Jan. 2023, https://doi.org/10.1007/s10763-021-10242-6.
A. C. Atmaca Aksoy and S. Erten, “A Four-Tier Diagnostic Test to Determine Pre-Service Science Teachers’ Misconception about Global Warming,” J. Balt. Sci. Educ., vol. 21, no. 5, pp. 747–761, Oct. 2022, https://doi.org/10.33225/jbse/22.21.747.
H. Habiddin and E. M. Page, “Uncovering Students’ Genuine Misconceptions: Evidence to Inform the Teaching of Chemical Kinetics,” Acta Chim. Slov., vol. 70, no. 2, pp. 184–195, Jun. 2023, https://doi.org/10.17344/acsi.2022.7880.
S. Mi, J. Ye, L. Yan, and H. Bi, “Development and validation of a conceptual survey instrument to evaluate senior high school students’ understanding of electrostatics,” Phys. Rev. Phys. Educ. Res., vol. 19, no. 1, p. 010114, Feb. 2023, https://doi.org/10.1103/PhysRevPhysEducRes.19.010114.
K. B. Putica, “Development and Validation of a Four-Tier Test for the Assessment of Secondary School Students’ Conceptual Understanding of Amino Acids, Proteins, and Enzymes,” Res. Sci. Educ., vol. 53, no. 3, pp. 651–668, Jun. 2023, https://doi.org/10.1007/s11165-022-10075-5.
Y. K. Yan and R. Subramaniam, “Using a multi-tier diagnostic test to explore the nature of students’ alternative conceptions on reaction kinetics,” Chem. Educ. Res. Pract., vol. 19, no. 1, pp. 213–226, 2018, https://doi.org/10.1039/C7RP00143F.
B. Sumintono and W. Widhiarso, Aplikasi model rasch untuk penelitian ilmu-ilmu sosial. Cimahi: Trim Komunikata Publishing House, 2014.
J. M. Linacre, “Winsteps® (Version 4.6.1) [Computer Software].” 2021. [Online]. Available: http://www.winsteps.com
M. Ramdhan, M. I. Sukarelawan, M. A. Thohir, and F. Arifiyanti, “Junior high school student perception of online learning in pandemic Covid-19: Gender, social media ownership, and internet access duration perspective,” Int. J. Educ. Learn., vol. 4, no. 1, pp. 28–40, Apr. 2022, https://doi.org/10.31763/ijele.v4i1.517.
M. I. Sukarelawan, E. Gustina, S. M. Ayu, L. Sofiana, and S. Sriyanto, “Workshop penelitian alternatif di masa pandemik covid-19 bagi guru-guru SMA/SMK,” in Peran Perguruan Tinggi (PT) dalam Meningkatkan Kapastias Masyarakat di Era Pandemi, 2021, pp. 1538–1544. [Online]. Available: http://seminar.uad.ac.id/index.php/senimas/article/view/7542
D. Adams, K. M. Chuah, B. Sumintono, and A. Mohamed, “Students’ readiness for e-learning during the COVID-19 pandemic in a South-East Asian university: a Rasch analysis,” Asian Educ. Dev. Stud., vol. 11, no. 2, pp. 324–339, Mar. 2022, https://doi.org/10.1108/AEDS-05-2020-0100.
D. Adams, M. H. J. Tan, B. Sumintono, and S. P. Oh, “Blended Learning Engagement in Public and Private Higher Education Institutions: A Differential Item Functioning Analysis of Students’ Backgrounds,” Malaysian J. Learn. Instr., vol. 17, no. 1, pp. 133–158, 2020, https://doi.org/10.32890/mjli2020.17.1.6.
Downloads
Published
Issue
Section
License
Copyright (c) 2023 Toni Kus Indratno, Moh. Irma Sukarelawan, Ariati Dina Puspitasari, Soeharto
This work is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.
Authors who publish in IRiP agree to the following terms: Authors retain copyright and grant the IRiP right of first publication with the work simultaneously licensed under a Creative Commons Attribution License (CC BY-SA 4.0) that allows others to share (copy and redistribute the material in any medium or format) and adapt (remix, transform, and build upon the material) the work for any purpose, even commercially with an acknowledgment of the work's authorship and initial publication in IRiP. Authors are able to enter into separate, additional contractual arrangements for the non-exclusive distribution of the journal's published version of the work (e.g., post it to an institutional repository or publish it in a book), with an acknowledgment of its initial publication in IRiP. Authors are permitted and encouraged to post their work online (e.g., in institutional repositories or on their website) prior to and during the submission process, as it can lead to productive exchanges, as well as earlier and greater citation of published work (See The Effect of Open Access).