Assessing the Predictive Power of Aptitude Tests on Academic Achievement of Students in Science and Technology Majors

Anindita Dwi Hapsari, Rahmat Hidayat
(Submitted 29 March 2023)
(Published 25 October 2024)

Abstract


Aptitude tests are used as part of aptitude assessments. The results of these tests can later serve as the basis for providing study major recommendations for clients who wish to pursue their studies at higher education institutions. Two of the aptitude tests used as part of the aptitude assessment are the Differential Aptitude Test (DAT) and the Flanagan Aptitude Classification Test (FACT) which consisted of comprehension, reasoning, patterns, arithmetic, mechanical reasoning, and speed-accuracy subtests. This research intended to know the predictive power of aptitude tests on academic achievement in higher education institutions, especially in the STEM program. Participants in this study were 179 students (111 female, 68 male) at Universitas Gadjah Mada. All participants had taken an aptitude assessment at a psychological service provider and had undergone their first year of study in the STEM programs. Correlation analysis was carried out with the aptitude test as the predictor and GPA as the criterion. This study found that only the numerical ability subtest had a satisfactory correlation coefficient as a predictor of the academic performance in female STEM students in higher education.

Keywords


academic achievement; differential aptitude test; flanagan aptitude classification test; predictive validity

Full Text: PDF

DOI: 10.22146/gamajop.83491

References


Abdelfattah, F. A., Obeidat, O. S., Salahat, Y. A., BinBakr, M. B., & Al Sultan, A. A. (2021). The predictive validity of entrance scores and short-term performance for long-term success in engineering education. Journal of Applied Research in Higher Education. https://doi.org/10.1108/JARHE-04-2021-0126

AERA, APA, & NCME. (2014). Standards for Educational and Psychological Testing. American Educational Research Association.

Allen, M. J., & Yen, W. M. (1979). Introduction to Measurement Theory. Waveland Press, Inc.

Anastasi, A. (1976). Psychological testing (Fourth Edition) (Fourth, Vol. 9, Issue 2). Macmillan Publishing CO., INC. https://doi.org/10.1177/053331647600900215

Anggraini, N. P., Budiyono, & Pratiwi, H. (2019). Cognitive differences between male and female students in higher order thinking skills. Journal of Physics: Conference Series, 1188(1). https://doi.org/10.1088/1742-6596/1188/1/012006

APA. (2022). APA Dictionary of Psychology. https://dictionary.apa.org/aptitude

APA, A. T. F. on P. A. and E. G. (2020). APA Guidelines for Psychological Assessment and Evaluation. APA Guidelines for Psychological Assessment and Evaluation. https://www.apa.org/about/policy/guidelines-psychological-assessment-evaluation.pdf

Ardiyaning, L. (2012). Seleksi Bakat Untuk Pengembangan Potensi Siswa Berdasarkan Differential Apptitude Test (DAT) Berbasis Web. Universitas Sebelas Maret.

Asrijanty. (2014). Validitas prediktif bakat skolastik dan prestasi belajar sebagai kriteria seleksi masuk perguruan tinggi. Jurnal Pendidikan Dan Kebudayaan, 20(4), 515–534.

Azwar, S. (1996). Pengantar Psikologi Inteligensi. Pustaka Pelajar.

Azwar, S. (2016). Dasar-Dasar Psikometrika II.

Azwar, S. (2018). Reliabilitas dan Validitas (4th ed.). Pustaka Pelajar.

Azwar, S., & Ancok, D. (2008). Validitas Prediktif Diferensial Pada Ujian Tulis UM UGM. In Disertasi. Universitas Gadjah Mada.

Bennet, G. K., Seashore, H. G., & Wesman, A. G. (1947). Differential Aptitude Tests for Personnel and Career Assessment: Technical Manual. The Psychological Corporation.

Bennet, G. K., Seashore, H. G., & Wesman, A. G. (1952). Differntial Aptitude Test: Manual (2nd ed.). The Psychological Corporation.

Bennett, G. K., Seashore, H. G., & Wesman, A. G. (1948). by the Authors.

Chauhan, S. S. (2009). Advanced Educational Psychology (7th ed.). Vikas Publishing House.

Corengia, A., Pita, M., Mesurado, B., & Centeno, A. (2013). Predicting academic performance and attrition in undergraduate students. Liberabit Revista de Psicologia, 19(1), 101–112.

Daulay, N. (2014). Implementasi Tes Psikologi Dalam Bidang Pendidikan. Jurnal Tarbiyah, 21(2), 402–421.

Dodonova, Y. A., & Dodonov, Y. S. (2013). Faster on easy items, more accurate on difficult ones: Cognitive ability and performance on a task of varying difficulty. Intelligence, 41(1), 1–10. https://doi.org/10.1016/j.intell.2012.10.003

Doppelt, J. E., & Bennett, G. K. (1951). A Longitudinal Study of the Differential Aptitude Tests. Educational and Psychological Measurement, 11(2), 228–237.

Dorans, N. J., & Cook, L. L. (2016). Fairness in Educational Assessment. In Encyclopedia of Educational Philosophy and Theory. Routledge. https://doi.org/10.1007/978-981-287-588-4_400

Downey, L. A., Lomas, J., Billings, C., Hansen, K., & Stough, C. (2014). Scholastic Success: Fluid Intelligence, Personality, and Emotional Intelligence. Canadian Journal of School Psychology, 29(1), 40–53. https://doi.org/10.1177/0829573513505411

Dudung, A., Nurhidayat, D., & Yuliatmojo, P. (2019). The influence of engineering students numerical reasoning on the academic achievement of Computer Numerical Control (CNC) course. Journal of Physics: Conference Series, 1402(4). https://doi.org/10.1088/1742-6596/1402/4/044053

Erawati, M. (2015). Prestasi Akademik Siswa dalam Kaitannya dengan Motivasi Akademik, Persepsi terhadap Dukungan Akademik dan Peran Orang Tua. Universitas Gadjah Mada.

Fenster, A., Markus, K. A., Wiedemann, C. F., Brackett, M. A., & Fernandez, J. (2001). Selecting tomorrow’s forensic psychologists: A fresh look at some familiar predictors. Educational and Psychological Measurement, 61(2), 336–348. https://doi.org/10.1177/00131640121971149

Flanagan, J. C. (1953a). FACT, Interpreting Test Score. Science Research Associates.

Flanagan, J. C. (1953b). FACT Examiner Manual. Science Research Associates.

Freeman, F. S. (1976). Theory and Practice of Psychological Testing (3rd ed.). Oxford & IBH Publishing Co.

Furr, R. M. (2022). Psychometrics: An Introduction. In Suparyanto dan Rosad (2015 (4th ed., Vol. 5, Issue 3). SAGE Publications.

Gernsbacher, M. A., Soicher, R. N., & Becker-Blease, K. A. (2020). Four Empirically Based Reasons Not to Administer Time-Limited Tests. Translational Issues in Psychological Science, 6(2), 175–190. https://doi.org/10.1037/tps0000232.

Goodheart, C. D., Levant, R. F., Barlow, D. H., Carter, J., Davidson, K. W., Hagglund, K. J., Hollon, S. D., Johnson, J. D., Leviton, L. C., Mahrer, A. R., Newman, F. L., Norcross, J. C., Silverman, D. K., Smedley, B. D., Wampold, B. E., Westen, D. I., Yates, B. T., Zane, N. W., Reed, G. M., … Bullock, M. (2006). Evidence-based practice in psychology. American Psychologist, 61(4), 271–285. https://doi.org/10.1037/0003-066X.61.4.271

Haciomeroglu, E. S. (2016). Object-spatial visualization and verbal cognitive styles, and their relation to cognitive abilities and mathematical performance. Kuram ve Uygulamada Egitim Bilimleri, 16(3), 987–1003. https://doi.org/10.12738/estp.2016.3.0429

Hertinjung, W. S., Sulandari, S., Utari, A. P., & Hastuti, F. D. (2020). Psychological Potential Identification of a Private Vocational High School Students, Indonesia: Suitability of Interests, Aptitude, and Selected Majors. Journal of Arts & Humanities, 09(12), 24–40. https://doi.org/https://doi.org/10.18533/jah.v9i12.2017

Hunsley, J., & Mash, E. J. (2007). Evidence-based assessment. Annual Review of Clinical Psychology, 3(1), 29–51. https://doi.org/10.1146/annurev.clinpsy.3.022806.091419

IEA. (2007). Third International Mathematics and Science Study (TIMSS 2007) (Issue 2007).

Kemendikbud. (2014). PERATURAN MENTERI PENDIDIKAN KEBUDAYAAN REPUBLIK INDONESIA (No. 49).

Kemenristekdikti. (2019). Statistik Pendidikan Tinggi (Higher Education Statistics) 2019. In Pusdatin Kemenristekdikti. http://www.mohe.gov.my/web_statistik/

Krannich, M., Goetz, T., Roos, A. L., Murayama, K., Keller, M. M., Bieg, M., & Lipnevich, A. A. (2022). Predictive validity of state versus trait challenge and boredom for career aspirations. Learning and Instruction, 81(February), 101596. https://doi.org/10.1016/j.learninstruc.2022.101596

Kurpius, S. E. R., & Stafford, M. E. (2006). Testing and Measurement: A User-Friendly Guide (Vol. 4, Issue 1). SAGE Publications.

Layton, W. L., & Swanson, E. O. (1958). Relationship of ninth grade Differential Aptitude Test scores to eleventh grade test scores and high school rank. Journal of Educational Psychology, 49(3), 153–155. https://doi.org/10.1037/h0046365

Lu, Y., & Sireci, S. G. (2007). Validity issues in test speededness. Educational Measurement: Issues and Practice, 26(4), 29–37. https://doi.org/10.1111/j.1745-3992.2007.00106.x

Marsidi, S. R., & Hatta, A. R. (2019). Penelusuran Bakat Minat Pada Siswa SMA Di Bekasi. Jurnal Pengabdian Masyarakat AbdiMas, 5(2), 196–200. https://ejurnal.esaunggul.ac.id/index.php/ABD/article/view/2585/2224

Mawaddah, Ahmad, A., & Duskri, M. (2018). Gender differences of mathematical critical thinking skills of secondary school students. Journal of Physics: Conference Series, 1088. https://doi.org/10.1088/1742-6596/1088/1/012054

Navarro-Soria, I., Álvarez-Teruel, J. D., Granados-Alós, L., & Lavigne-Cerván, R. (2021). Early Detection of Academic Performance During Primary Education Using the Spanish Primary School Aptitude Test (AEI) Battery. Frontiers in Psychology, 11(January), 1–10. https://doi.org/10.3389/fpsyg.2020.630803

Ng, S. B. (2019). Exploring STEM competences for the 21st century. In-Progress Reflection, 30, 1–53. unesdoc.unesco.org/in/rest/anno

Nijenhuis, J. Te, Evers, A., & Mur, J. P. (2000). Validity of the Differential Aptitude Test for the Assessment of Immigrant Children. Educational Psychology, 20(1), 99–115. https://doi.org/10.1080/014434100110416

Nugba, R. M., & Quansah, F. (2021). Standardized Achievement Testing, Aptitude Testing, and Attitude Testing: How Similar or Different are these Concepts in Educational Assessment?. Asian Journal of Education and Social Studies, 15(3), 42-54.

Novalina, S. D., Sinaga, Y., Masri, R. I., & Gurusinga, D. H. (2021). Penulusuran minat bakat dan konseling psikologis dampak Covid-19 Bagi Kehidupan Sehari-hari di Masa Pandemi di Panti Asudan Simpang Tiga. Jurnal Guru Kita, 6(1), 57–66.

Nozaleda, B. M. (2019). Validity of High School GPA and the College Aptitude Test (CAT) in Predicting College Academic Performance. International Journal of Scientific Research and Engineering Development, 2(3), 626–636. www.ijsred.com

Nur’aeni. (2012). TES PSIKOLOGI : Tes Inteligensi dan Tes Bakat. Pustaka Pelajar: Universitas Muhammadiyah (UM) Purwokerto Press, 173. https://digilib.ump.ac.id/files/disk1/21/jhptump-ump-gdl-nuraenisps-1031-1-fulltek-u.pdf

Nurcahyo, F. A., Suprapto, M. H., & Boeditjahjono, J. H. (2012). Korelasi antara CFIT, Tes Pemahaman, dan Tes Perhitungan pada Siswa Kelas XII di Kepulauan Mentawai. Seminar Nasional Psikometri, 224–232.

Nurkhafifah, S., Retariandalas, R., & ... (2020). Pengaruh Kemampuan Numerik Mahasiswa Pendidikan Matematika Ditinjau dari Asepek Gender dan Umur. … Matematika, 2020, 315–322. http://www.proceeding.unindra.ac.id/index.php/DPNPMunindra/article/view/4749%0Ahttp://www.proceeding.unindra.ac.id/index.php/DPNPMunindra/article/download/4749/745

Periantalo, J. (2015). Validitas Alat Ukur Psikologi: Aplikasi Praktis. Pustaka Pelajar.

Pradana, R. G., Prasetyawati, F. Y., & Mukhibun, A. (2021). Perbedaan Optimisme Perkuliahan Daring pada Mahasiswa Rumpun Ilmu Saintek dan Soshum. Jurnal Ilmiah Psikologi Candrajiwa, 6(1), 74–85.

Ramist, L., Lewis, C., & McCamley-Jenkins, L. (1994). Student Group Differences in Predicting College Grades: Sex, Language, and Ethnic Groups. College Board Report, 1994(1). https://doi.org/10.1002/j.2333-8504.1994.tb01600.x

Rockinson-Szapkiw, A. J., Bray, O. R., & Spaulding, L. S. (2014). Examining the Predictive Validity of Gre Scores on Doctoral Education: Students’ Success and Methodology Choices in the Dissertation Process. Journal of College Student Retention: Research, Theory & Practice, 16(2), 203–217. https://doi.org/10.2190/CS.16.2.c


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