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A systematic literature review of computational thinking study in physics learning Riwayani, Riwayani; Istiyono, Edi; Supahar, Supahar; Perdana, Riki; Jumadi, Jumadi; Soeharto, Soeharto
International Journal of Evaluation and Research in Education (IJERE) Vol 14, No 4: August 2025
Publisher : Institute of Advanced Engineering and Science

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.11591/ijere.v14i4.29632

Abstract

This systematic review aims to summarize the technological resources for teaching and learning about computational thinking (CT) in physics and provide suggestions to conduct new studies in future research. A total of 22 academic articles on CT in physical learning were reviewed from 2012 to 2022. The number of research participants was 3,269, with details of 2,752 college students, 439 high school students, 32 junior high school students, 20 elementary students, 21 teachers, and five librarians. This study confirmed that research on CT in physical learning has been dominated by two countries, the United States and Indonesia. Over the past 10 years, there has been an increase in physics courses focusing on topics in kinematics, force and motion, and electricity. The common method practices are quantitative and qualitative, with some developing learning. The implications of this research can inform education experts, educators, and technologists interested in the CT environment and technological development in physics learning. Computational skills in physics have the potential to improve cognitive, affective, and psychomotor outcomes, including students’ thinking abilities. Students can benefit from their experience learning physics using the concept of CT because they can solve technology-based problems and develop various competencies needed in learning physics.
Predicting Physics Students’ Achievement Using In-Class Assessment Data: A Comparison of Two Machine Learning Models Santoso, Purwoko Haryadi; Santosa, Hayang Sugeng; Istiyono, Edi; Haryanto, Haryanto; Retnawati, Heri
Physics Education Research Journal Vol. 5 No. 2 (2023)
Publisher : Faculty of Science and Education, UIN Walisongo Semarang

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.21580/perj.2023.5.2.14217

Abstract

Data is the primary source to scaffold physics teaching and learning for teachers and students, mainly reported through in-class assessment. Machine learning (ML) is an axis of artificial intelligence (AI) study that immensely attracts the development of physics education research (PER). ML is built to predict students’ learning that can support students’ success in an effective physics achievement. In this paper, two ML algorithms, logistic regression and random forest, were trained and compared to predict students’ achievement in high school physics (N = 197). Data on students’ achievement was harvested from in-class assessments administered by a physics teacher regarding knowledge (cognitive) and psychomotor during the 2020/2021 academic year. Three assessment points of knowledge and psychomotor were employed to predict students’ achievement on a dichotomous scale on the final term examination. Combining in-class assessment of knowledge and psychomotor, we could discover the plausible performance of students’ achievement prediction using the two algorithms. Knowledge assessment was a determinant in predicting high school physics students’ achievement. Findings reported by this paper recommended open room for the implementation of ML for educational practice and its potential contribution to supporting physics teaching and learning.
Adaptasi dan Validasi Instrumen Career Adapt-Abilities Scale (CAAS) Versi Bahasa Indonesia untuk Mengukur Kesiapan Karier Siswa SMK Widyawati, Mareta Lusiana; Istiyono, Edi; Setiawati, Farida Agus
Nusantara: Jurnal Pendidikan Indonesia Vol. 5 No. 4 (2025)
Publisher : Lembaga Sosial Rumah Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.62491/njpi.2025.v5i4-3

Abstract

Purpose – This study aims to adapt the Career Adapt-Abilities Scale (CAAS) into Indonesian language to suit the context of vocational high school (SMK) students in Indonesia. The purpose is to develop a reliable and valid instrument for assessing students’ career readiness, considering the linguistic and cultural characteristics of the local educational setting.Method – The adaptation process followed established guidelines, involving translation, expert validation, and field testing with 276 students from grades XI and XII in SMK Ponorogo. Content validity was assessed using Aiken’s V index, while construct validity was evaluated through Exploratory Factor Analysis (EFA) using JASP software. Internal consistency was examined using Cronbach’s Alpha. Findings – The results showed that 21 out of 24 items had Aiken’s V values ? 0.60, indicating good content validity. EFA revealed a new three-factor structure Concern, Curiosity, and a merged Control/Confidence factor which differed from the original four-factor model. The adapted instrument demonstrated high internal consistency with a Cronbach’s Alpha of 0.895. These findings suggest that the Indonesian version of CAAS is a valid and reliable tool for measuring career adaptability among SMK students. Research Implications – The factor structure shift highlights contextual differences that should be considered in instrument adaptation. This study was limited to students from one district (Ponorogo), so broader sampling across different regions and school types is recommended to enhance generalizability. Further studies using Confirmatory Factor Analysis (CFA) are also encouraged to verify the factor stability of the Indonesian CAAS version and to explore its predictive validity related to students’ employability outcomes.
Evaluating English Language Test Items Developed by Teachers: An Item Response Theory Approach Rezkilaturahmi; Istiqlal, Muhammad; Pancoro Setyo Putro, Nur Hidayanto; Istiyono, Edi; Widihastuti
VELES Voices of English Language Education Society Vol 9 No 1 (2025): April 2025
Publisher : Universitas Hamzanwadi

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.29408/veles.v9i1.27644

Abstract

Evaluating students’ abilities in educational settings is crucial for assessing learning outcomes and instructional effectiveness. In Indonesia, many schools have developed local English language assessments, yet these tests often lack psychometric validation. This study aims to evaluate the quality of a teacher-developed English language test instrument using the Item Response Theory (IRT) approach. A total of 25 multiple-choice items created by the English teacher group in Muna Regency were administered to 162 students from five randomly selected schools. A descriptive quantitative method was employed with the aid of R Studio for data analysis. Initial sample adequacy was confirmed using the Kaiser-Meyer-Olkin (KMO = 0.686) and Bartlett’s Test of Sphericity (p < .001). The study applied model fit analyses for 1-PL, 2-PL, and 3-PL logistic models, with the 2-PL model emerging as the most appropriate, as 16 items demonstrated good fit. Further analysis of item characteristics under the 2-PL model revealed that only 11 items had acceptable difficulty and discrimination indices. In comparison, the remaining 14 items were either too easy, too complex, or poorly discriminating. These results indicate that a substantial portion of the test requires revision. The study highlights the importance of psychometric evaluation in teacher-made assessments and recommends capacity-building for teachers in test development and validation practices.
Construction of Mathematics Cognitive Test Instrument of Computational Thinking Model for Madrasah Aliyah Students Istiqlal, Muhammad; Istiyono, Edi; Widihastuti, Widihastuti; Sari, Desy Kumala; Danni, Rahmat; Safitri, Islamiani
Nazhruna: Jurnal Pendidikan Islam Vol 7 No 2 (2024): Transformative Islamic Education in Pesantren and Madrasah
Publisher : Universitas Pesantren Kh Abdul Chalim Mojokerto

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31538/nzh.v7i2.4425

Abstract

Mathematical knowledge and computational thinking train students' ability to reason, and this is needed to be able to compete in the digital era in the future. This study aims to construct a mathematical cognitive test instrument using the computational thinking (CT) model that meets the validity, reliability, and good item criteria and provides new insights into how to apply computational thinking in Islamic education (madrasah). This research includes development research consisting of design and implementation stages with a sample of 160 madrasah aliyah students in the Sleman district. Instrument validity was conducted by proving content validity. Reliability was estimated using the separation reliability coefficient, and the quality of the instrument was analyzed using the Rasch model. The instrument was declared reliable (separation reliability coefficient of 0.8059), classified as a good fit for the model, with a p-value of 0.64 > 0.05), and effective in measuring mathematics skills with a percentage of 99.85%. The instrument developed opens the insight that the subject matter in madrasah can be integrated with computational thinking skills and can be used as an alternative for diagnostic, formative, and summative tests.
Development and Validation of the Relativity Concept Inventory Test Using Item Response Theory Generalized Partial Credit Model 3PL Mafudi, Innal; Istiyono, Edi
Jurnal Pendidikan MIPA Vol 25, No 1 (2024): Jurnal Pendidikan MIPA
Publisher : FKIP Universitas Lampung

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Abstract

Abstract: This research aims to develop a valid and reliable Relativity Concept Inventory Test instrument. This instrument is based on relativity material, which includes Einstein's first and second postulates, time dilation, velocity addition, and length contraction. Methods for preparing instruments include 1) test design, 2) test validation, 3) test trials, and 4) test data analysis. The design of the test grid is based on Bloom's taxonomy C2 to C5 and produces 13 questions. The instrument is made in the form of multiple-choice questions and is equipped with a level of confidence. Instrument validation was carried out by 6 physics education lecturers and 1 high school teacher, with analysis using the V Aiken formula. The validated instrument was then tested on 130 students from 2 high schools in Madiun. Trial data was analyzed using the Generalized Partial Credit Model 3PL (GPCM-3PL). The development results show that: 1) 13 multiple choice Relativity Concept Inventory Test questions with a level of confidence were successfully developed, 2) expert validation showed that all question items got a score of 0.93, which is included in the valid, with instrument reliability of 0, 42 (very low category), 3) the results of the trial test showed that the relativity concept inventory was proven to be fit with the GPCM, with different power of the items of 0.407 and the level of difficulty showed that 11 items were valid with a range of -1.05 to 1.64, while 2 questions (numbers 8 and 9) are invalid with a value of more than -2. Apart from that, the question items have no potential to be guessed, as evidenced by the guessing value of 0 (zero). This Relativity Concept Inventory Test instrument meets the requirements for use in measuring students' conceptual understanding         Keywords: assessment, inventory concept, relativity. DOI: http://dx.doi.org/10.23960/jpmipa/v25i1.pp142-154
Developing HOTS Instruments: Is It Difficult for Physics Teachers? Saepuzaman, Duden; Retnawati, Heri; Istiyono, Edi; Haryanto, Haryanto
Jurnal Pendidikan MIPA Vol 23, No 4 (2022): Jurnal Pendidikan MIPA
Publisher : FKIP Universitas Lampung

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Abstract

This study aims to identify the difficulties of physics teachers in making High Order Thinking Skills (HOTS).This research is phenomenological qualitative research. Data was collected through interviews, tests followed by FGD. The participants of this study were 33 physics teachers. The data were analysed using Bogdan and Biklen with reduction stages, looking for relationships between themes and conclusions. The results showed that the teacher was very familiar with HOTS. Overall, the teacher has understood the importance of HOTS and the learning process for teaching HOTS to students. But the thing that became the teacher's obstacle was assessing HOTS through an instrument that measures HOTS. If traced to the teacher's difficulties very sequential, start planning, constructing problem questions, making stimulus, combining concepts/formulas in physics, to the validation stage.Keywords: developing instruments, physics teachers' difficulty, HOTS.DOI: http://dx.doi.org/10.23960/jpmipa/v23i4.pp1802-1826
Test Items Analysis of Mathematical Problem Solving Ability using a Classical Test Theory Approach Ridwan, Muhammad Rais; Istiyono, Edi; Widihastuti, Widihastuti
Jurnal Pendidikan MIPA Vol 22, No 1 (2021): Jurnal Pendidikan MIPA
Publisher : FKIP Universitas Lampung

Show Abstract | Download Original | Original Source | Check in Google Scholar

Abstract

 This study aims to analyze the item characteristics of the mathematics problem-solving ability test instrument using the Classical Test Theory model. The data collection was based on the results of the test documentation as many as 359 students with dichotomous data. Qualitative validation analysis by experts uses the panel method, and quantitative analysis uses the Aiken index and Content Validity Ratio (CVR), while quantitative validation uses biserial point correlation. The test reliability index used the Alpha-Cronbach method. The results of qualitative validation show that all items correspond to the indicators of solving mathematical problems, but technically writing a few items needs improvement. Quantitative analysis using the Aiken index and CVR shows all items are valid with good validity. The reliability of the test is stable, with a coefficient of 0.83. Then, the test instrument consists of items with very difficult, difficult, and easy levels. All items were able to distinguish the test taker's ability and the effectiveness of the distractor to function correctly. Keywords: classical test theory, biserial point correlation, validity, reliability. DOI: http://dx.doi.org/10.23960/jpmipa/v22i1.pp98-111   
Development and Validation of Physics Multiple-Choice Tests on the Nature of Physics Using Rasch Modelling Analysis Naba, Sul Daeng; Istiyono, Edi; Kurniawan, Aris; Adrianto, Nanang
Jurnal Pendidikan MIPA Vol 25, No 2 (2024): Jurnal Pendidikan MIPA
Publisher : FKIP Universitas Lampung

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Abstract

Assessment and evaluation of student learning outcomes are crucial aspects of education. Effective assessment requires well-designed evaluation test questions, one of them is multiple-choice questions. However, the quality of the multiple-choice questions made must be high. Quality questions are those that have undergone item analysis to assess the validity and reliability of the assessment results for students during the learning process. This study employed an evaluative research methodology with a descriptive quantitative approach. The research subjects involved 251 tenth grade students from two schools in Bombana Regency, Southeast Sulawesi Province. The evaluation was conducted using an instrument consisting of 10 physics questions that were created and validated with the assistance of teachers from each school. These questions covered the topics of the nature of physics, the scientific method, and work safety. The purpose of this study is to analyze the quality of the physics questions to determine whether they meet the criteria or not. Data collection was carried out using the QUEST software and analyzed using the Rasch model. The analysis results showed that the 10 questions had INFIT MNSQ values ranging from 0.77 to 1.33, which are consistent with the Rasch model. Furthermore, the OUTFIT t values for all item questions were obtained at values less than or equal to 2.00, indicating that the questions can be considered usable and passable. The reliability estimate score for the items is 0.98, indicating that this test has high consistency and can be relied upon to accurately measure students' learning outcome.         Keywords: cognitive assessment, rasch modelling, Item response theory.DOI: http://dx.doi.org/10.23960/jpmipa/v25i2.pp671-685
Analysis of Items Parameters on Work and Energy Subtest Using Item Response Theory Saepuzaman, Duden; Haryanto, Haryanto; Istiyono, Edi; Retnawati, Heri; Yustiandi, Yustiandi
Jurnal Pendidikan MIPA Vol 22, No 1 (2021): Jurnal Pendidikan MIPA
Publisher : FKIP Universitas Lampung

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Abstract

This study aims to describe the Physics test item parameters in Work and Energy and describe students’ abilities using the item response theory approach (IRT) dichotomous scoring. This research is quantitative descriptive. The research subjects were 1175 high school class XI students in West Java and Banten provinces consisting of 450 male students and 725 female students. The instrument used was Physics of Work and Energy as many as 25 items in multiple choices with dichotomous scoring. Student response data with dichotomous scoring were analyzed using the item response theory approach using the BILOG-MG program. The results showed that most of the items fit the 2PL model. Subsequent analysis of the items’ characteristics indicates that all items have different power and a level of difficulty in the good criteria. Keywords: item parameters, item response theory, physics test. DOI: https://dx.doi.org/10.23960/jpmipa/v22i1.pp1-9  
Co-Authors . Haryanto Aang Zainul Abidin Abd. Rasyid Syamsuri Abda Abda Adrianto, Nanang Agus Dwi Febrianto Akbarini, Nur Rahmi Ali Ali Ali Ali Alpindo, Okta Alvama Pattiserlihun Amat Jaedun Amipa Tri Yanti Nadapdap Amir Syamsudin Ananda, Lola Andina Nurul Wahidah Anjar Purba Asmara Annisa Fitriani Arief Hamdani Gunawan Arini Rosa Sinensis Aris Kurniawan Aristiawan, Aristiawan Ariswan Ariswan Ayub, Made Rai Shanti Azizah, Nunung Badrun Kartowagiran Bagus Pratama Bambang Subali Benedicta Rani Nugraheni Cari, Cari Dadan Rosana Daly Arman Dea Arsi Prabaningtias Debora Natalia Sudjito Deni Hardianto Diah Mahmuda Dian Andesta Bujuri Dian Artha Kusumaningtyas Djemari Mardapi Djidu, Hasan Duden Saepuzaman, Duden Dwi Sulisworo dwitami hediati Elfrida Ratnawati Eva Latipah Eva, Farida Evana Gina Shantika Evendi, Erpin Fajri Alifah Farah Nafiisafitry Farida Agus Setiawati Farida Rahayu Farisiyah, Umi Fitri Sukmawati Fitria Arifiyanti Frisma Winda Afifah Panuqih Galih Pranowo Ghazali, Nor Hasnida Md. Gunawan, Cahya Widya hana fikri mulyani Hanif Cahyo Adi Kistoro Harman Suhadi Harun, Harun Haryanto Haryanto Hassan, Aminuddin Hendra oktavianta Heri Retnawati Heru Kuswanto Himawan Putranta Ian Harum Prasasti Ikhsanudin, Ikhsanudin Ilham Nasrullah Ilyas Ilyas Innal Mafudi Insih Wilujeng Irfan Yusuf Isyatul Mardiyati Johri Sabaryati, Johri Jumadi Jumadi Jumadi Jumadi Kamal, Saefudin Kassymova, Gulzhaina K. Kethy Inriani Kijambu, John Baptist Kistoro, Hanif Cahyo Adi Kris Setyaningsih, Kris Kurniawan, Eko Setyadi Kusniati, Rani Laksita, Ghany Desty Lia Wahyuningsih Budiarti Listianingrum, Serly Anggraini Lukman Lukman Lumaurridlo Lumaurridlo Lumaurridlo, Lumaurridlo Made Rai Suci Shanti Nurani Ayub Mafudi, Innal Maria Sumunaringtyas Marsigit Marsigit Martiana, Aris Marzuki Marzuki Mistiani, Wiwin Moh. Slamet Sutrimo Mubarok, Erwin Syahril Mudilarto Mudilarto Muh. Asriadi AM Muh. Fitrah, Muh. Muh. Ikhwan Fauzan Muhammad Istiqlal, Muhammad Muhammad Minan Chusni Muhammad Rais Ridwan Muhammad Zaini Mukhson, Ali Mundilarto Mundilarto Mustakim, Siti Salina Binti Naba, Sul Daeng Ni Luh Sekar Astuti Ningsih, Sri Nurfadillah Niza, Niza Norhapizah Mohd Burhan Notiavina, Andriandrainiarimanana Anjamampionona Novika, Resti Nugroho Prasetya Adi Nunung Fadilah Nur Azizah Nur Hidayanto Pancoro Setyo Putro Nur Kadarisman Nurdiyanto, Heri Nurmahasih, Utari Nurmala Sari Nurris Septa Pratama, Nurris Septa Nurul Hamidah Nurwijayanti Nuryana, Zalik Omar, Muhd Khaizer Oscar, Oscar Pahmaharani, Shelsya Pangarso, Zulkaisi Dwi Permadi, Cahyo Prabowo, Andi Pratiwi Mega Lestari Pujianto Pujianto Pujianto Pulungan, Delyanti Azzumarito Purwoko Haryadi Santoso Putro, Nur Hidayanto P. S. R. Yossi Aprian Sari Rachman, Anisyah Rahman, Hadi Nur Rahmania Amanah Putri Rahmat Danni Rahmayani, Fadillah Ramadan, Syahri Rasyid, Fauziah Rattiwizal Alpin Y Regina Ratih Fardhila Restu Vanni Dezola Revnika Faizah Rezkilaturahmi Riki Perdana Risky Setiawan Riwayani Riwayani Riwayani, Riwayani Rosid Bahar Rosna, Raden Sabaryati, Johri Sabon, Yuliana Olga Siba Sadly, Deni Safitri, Dhamar Widya Safitri, Islamiani Salimah, Zahrotun Samsul Hadi SAMSUL HADI Sanam, Anna Isabela Santosa, Hayang Sugeng Sari, Desy Kumala Semiono Raharjo Simamora, Nadia Natalia Siswantoyo Siti Nurjanah SITI NURJANAH Siti Rahmatia Machieu Soeharto Soeharto Soeharto Soeharto Soenarto Soenarto Sri Tutur Martaningsih Sri Wahyu Widyaningsih Subroto Subroto subroto subroto Sudji Munadi Sultan, Jumriani Sumin Sumin Sumin, Sumin Supahar, Supahar Suparno Suparno Susetyaningsih, Ririn suyoso suyoso Suyoso Suyoso Suyoso Suyoso Syamsuddin, Syaiful Syarief Fajaruddin Syayid Qosim M.J.A Syukrul Hamdi Taufiq Satria Mukti Tiara Faniska D Uli, Uli Ummul Karimah Untung Desy Purnamasari Warjo, Warjo Widayanti Widayanti Widha Sunarno Widhiastuti Widhiastuti Widihastuti Widihastuti Widyastuti Purbani Widyawati, Mareta Lusiana Winarti Winarti Wipsar Brams Dwandaru Wipsar Sunu Brams Dwandaru Wusqo, Indah Urwatin Yenda Puspita Yona Riska Amalia Ritonga Yulia Ayriza Yusman Wiyatmo Yusron, Eri Yustiandi - Yustiandi Yustiandi Yustiandi Yustiandi Yustiandi Yustiandi, Yustiandi Zakwandi, Rizki Zamroni Zamroni Zamroni Zamroni Zamroni Zuhdan Kun Prasetyo Zulkaisi Dwi Pangarso