GENERATION GHOST: MODEL STRUKTURAL COGNITIVE OFFLOADING BERBASIS ARTIFICIAL INTELLIGENCE TERHADAP ILLUSION OF COMPETENCE MELALUI CRITICAL THINKING PADA PELAJAR SMA DI MAKASSAR
DOI:
https://doi.org/10.51878/paedagogy.v6i4.15482Keywords:
Artificial Intelligence, Cognitive Offloading, Critical Thinking, Illusion Of CompetenceAbstract
ABSTRACT
The use of generative artificial intelligence (AI) in learning enables students to delegate some cognitive processes to technology, a practice known as cognitive offloading. Although this practice may improve efficiency, using AI without critical evaluation may contribute to an illusion of competence, defined as a discrepancy between perceived understanding and actual performance. This study examined the relationship between AI-based cognitive offloading and the illusion of competence, as well as the mediating role of critical thinking among high school students in Makassar. A quantitative cross-sectional correlational design and purposive sampling were employed, involving 356 students aged 15–18 years. Cognitive offloading was measured using an adapted Cognitive Outsourcing Behavior Toward Artificial Intelligence Scale, critical thinking using the Critical Thinking Disposition Scale for High School Students, and the illusion of competence through the discrepancy between Judgment of Learning and performance on an objective PISA-based test. Data were analyzed using Confirmatory Factor Analysis and path analysis in Mplus 8.4. The CFA results indicated acceptable measurement models for cognitive offloading and critical thinking. Path analysis showed that cognitive offloading was positively associated with the illusion of competence and negatively associated with critical thinking, while critical thinking was negatively associated with the illusion of competence. The significant indirect effect indicated complementary partial mediation. These findings highlight the importance of analyzing, evaluating, and verifying AI-generated output to support accurate judgments of understanding.
ABSTRAK
Penggunaan artificial intelligence (AI) generatif dalam pembelajaran memungkinkan pelajar menyerahkan sebagian proses kognitif kepada teknologi atau melakukan cognitive offloading. Meskipun meningkatkan efisiensi, penggunaan tanpa evaluasi kritis dapat menimbulkan illusion of competence, yaitu ketidaksesuaian antara keyakinan terhadap pemahaman dan performa aktual. Penelitian ini bertujuan menguji hubungan cognitive offloading berbasis AI dengan illusion of competence serta peran mediasi critical thinking pada pelajar SMA di Kota Makassar. Penelitian menggunakan pendekatan kuantitatif dengan desain cross-sectional correlational dan purposive sampling, melibatkan 356 pelajar berusia 15–18 tahun. Cognitive offloading diukur menggunakan adaptasi Cognitive Outsourcing Behavior Toward Artificial Intelligence Scale, critical thinking menggunakan Critical Thinking Disposition Scale for High School Students, sedangkan illusion of competence dioperasionalkan melalui ketidaksesuaian antara Judgment of Learning dan tes objektif berbasis PISA. Data dianalisis menggunakan Confirmatory Factor Analysis dan path analysis pada Mplus 8.4. Hasil CFA menunjukkan bahwa model pengukuran cognitive offloading dan critical thinking memiliki kesesuaian yang dapat diterima. Path analysis menunjukkan bahwa cognitive offloading berhubungan positif dengan illusion of competence dan negatif dengan critical thinking, sedangkan critical thinking berhubungan negatif dengan illusion of competence. Efek tidak langsung melalui critical thinking juga signifikan dan menunjukkan complementary partial mediation. Temuan ini menegaskan bahwa kemampuan menganalisis, mengevaluasi, dan memverifikasi keluaran AI merupakan bagian penting dalam menjaga ketepatan pelajar ketika menilai pemahamannya.
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References
Abduh, M., Alawiyah, T., Apriansyah, G., Sirodj, R. A., & Afgani, M. W. (2023). Survey design: Cross sectional dalam penelitian kualitatif. Jurnal Pendidikan Sains dan Komputer, 3(1). https://doi.org/10.47709/jpsk.v3i01.1955
Ali, M. K., Ali, A. B., & Hasanah, A. (2026). Cognitive offloading dalam pembelajaran digital: Risiko terhadap kemampuan kognitif siswa dan strategi mitigasinya. JPGI (Jurnal Penelitian Guru Indonesia), 11(2), 1194–1203. https://doi.org/10.29210/027184jpgi0005
Baidoo-Anu, D., Asamoah, D., Amoako, I., & Mahama, I. (2024). Exploring student perspectives on generative artificial intelligence in higher education learning. Discover Education, 3, Article 98. https://doi.org/10.1007/s44217-024-00173-z
Bastani, H., Bastani, O., Sungu, A., Ge, H., Kabakc?, O., & Mariman, R. (2025). Generative AI without guardrails can harm learning: Evidence from high school mathematics. Proceedings of the National Academy of Sciences, 122(26), e2422633122. https://doi.org/10.1073/pnas.2422633122
Facione, P. A. (1990). Critical thinking: A statement of expert consensus for purposes of educational assessment and instruction. California Academic Press.
Fitriani, A. N., Risaldy, R., Rauf, A., & Afidatunisa, S. (2026). Academic dependency, AI literacy, and cognitive offloading predict students’ cognitive ability in generative AI learning. Artificial Intelligence in Lifelong and Life-Course Education, 1(2). https://garuda.kemdiktisaintek.go.id/documents/detail/6081004
Flavell, J. H. (1979). Metacognition and cognitive monitoring: A new area of cognitive-developmental inquiry. American Psychologist, 34(10), 906–911. https://doi.org/10.1037/0003-066X.34.10.906
Fröscher, L., Friedrich, A.-K., Berentelg, M., Widmer, C., Gilbert, S. J., & Papenmeier, F. (2022). Framing cognitive offloading in terms of gains or losses: Achieving a more optimal use of reminders. Cognitive Research: Principles and Implications, 7, Article 61. https://doi.org/10.1186/s41235-022-00416-3
Gandasari, F., Koeswinda, A. S., Putri, A. K., Kumala, D. A. P., & Muftihah, N. (2024). Etika pemanfaatan teknologi artificial intelligence dalam penyusunan tugas mahasiswa. Edukatif: Jurnal Ilmu Pendidikan, 6(5), 5572–5578. https://doi.org/10.31004/edukatif.v6i5.7036
Gerlich, M. (2025a). AI tools in society: Impacts on cognitive offloading and the future of critical thinking. Societies, 15(1), Article 6. https://doi.org/10.3390/soc15010006
Gerlich, M. (2025b). From offloading to engagement: An experimental study on structured prompting and critical reasoning with generative AI. Data, 10(11), Article 172. https://doi.org/10.3390/data10110172
Gilbert, S. J. (2024). Cognitive offloading is value-based decision making: Modelling cognitive effort and the expected value of memory. Cognition, 247, 105783. https://doi.org/10.1016/j.cognition.2024.105783
Gilbert, S. J., Boldt, A., Sachdeva, C., Scarampi, C., & Tsai, P.-C. (2023). Outsourcing memory to external tools: A review of ‘intention offloading.’ Psychonomic Bulletin & Review, 30(1), 60–76. https://doi.org/10.3758/s13423-022-02139-4
Grinschgl, S., Meyerhoff, H. S., Schwan, S., & Papenmeier, F. (2021). From metacognitive beliefs to strategy selection: Does fake performance feedback influence cognitive offloading? Psychological Research, 85, 2654–2666. https://doi.org/10.1007/s00426-020-01435-9
Grinschgl, S., Papenmeier, F., & Meyerhoff, H. S. (2021). Consequences of cognitive offloading: Boosting performance but diminishing memory. Quarterly Journal of Experimental Psychology, 74(9), 1477–1496. https://doi.org/10.1177/17470218211008060
Handayani, D., Maryam, F., Ladayya, F., & Hasari, I. (2023). Analisis faktor konfirmatori untuk mengidentifikasi peubah indikator utama dalam pengukuran peubah laten. Jurnal Statistika dan Aplikasinya, 7(2), 232–240. https://doi.org/10.21009/JSA.07212
Hariyanti, A., & Siswono, T. Y. E. (2023). Metakognisi siswa dalam memecahkan masalah numerasi ditinjau dari gaya berpikir. MATHEdunesa, 12(3), 1014–1031. https://doi.org/10.26740/mathedunesa.v12n3.p1014-1031
Klarin, J., Hoff, E., Larsson, A., & Daukantait?, D. (2024). Adolescents’ use and perceived usefulness of generative AI for schoolwork: Exploring their relationships with executive functioning and academic achievement. Frontiers in Artificial Intelligence, 7, 1415782. https://doi.org/10.3389/frai.2024.1415782
Koriat, A. (1997). Monitoring one’s own knowledge during study: A cue-utilization approach to judgments of learning. Journal of Experimental Psychology: General, 126(4), 349–370. https://doi.org/10.1037/0096-3445.126.4.349
Koriat, A. (2005). Illusions of competence in monitoring one’s knowledge during study. Journal of Experimental Psychology: Learning, Memory, and Cognition, 31(2), 187–194. https://doi.org/10.1037/0278-7393.31.2.187
Kruger, J., & Dunning, D. (1999). Unskilled and unaware of it: How difficulties in recognizing one’s own incompetence lead to inflated self-assessments. Journal of Personality and Social Psychology, 77(6), 1121–1134. https://doi.org/10.1037/0022-3514.77.6.1121
Liu, W., Ma, H., Ma, S., Chen, Y., & Li, G. (2026). The development and validation of a critical thinking disposition scale for high school students. Acta Psychologica, 262, 106055. https://doi.org/10.1016/j.actpsy.2025.106055
Maghfiroh, U., & Widhiastuti, R. (2025). Kemampuan berpikir kritis: Bagaimana ketergantungan AI dan cognitive offloading menjadi faktor yang mempengaruhi dengan diperkuat oleh adversity quotient. Jurnal Studi Guru dan Pembelajaran, 8(3). https://garuda.kemdiktisaintek.go.id/documents/detail/5406339
Mahmud, T. N., Tiatri, S., Beng, J. T., Dinatha, V. O. D., Nurkholiza, R., Salsabila, T. M., Bunarwan, E. A., Silitonga, L. C., & Azzahra, C. S. (2026). Cognitive offloading dalam penggunaan Generative Artificial Intelligence (GAI) dan perannya terhadap working memory mahasiswa: Scoping review. Jurnal Pendidikan MIPA, 16(2), 488–500. https://doi.org/10.37630/jpm.v16i2.4252
Muthmainnah, T. A., Ariya, A. A., & Adnan, A. (2024). Konsep dasar metakognisi dalam proses pembelajaran. JIIP—Jurnal Ilmiah Ilmu Pendidikan, 7(12), 13549–13556. https://doi.org/10.54371/jiip.v7i12.6356
Naim, M. A., Sanjaya, A. A., Putra, R. I., Subhan, M., Hidayat, W., & Passalowongi, I. J. (2025). Measuring the literacy and understanding skills of Makassar students in using artificial intelligence-based applications. Jurnal MEKOM (Media Komunikasi Pendidikan Kejuruan), 12(2), 69–79. https://journal.unm.ac.id/index.php/MKPK/article/view/9859
Nelson, T. O., & Dunlosky, J. (1991). When people’s judgments of learning (JOLs) are extremely accurate at predicting subsequent recall: The delayed-JOL effect. Psychological Science, 2(4), 267–271. https://doi.org/10.1111/j.1467-9280.1991.tb00147.x
Nelson, T. O., & Narens, L. (1990). Metamemory: A theoretical framework and new findings. In G. H. Bower (Ed.), The psychology of learning and motivation (Vol. 26, pp. 125–173). Academic Press. https://doi.org/10.1016/S0079-7421(08)60053-5
Ngai, C., & Gilbert, S. J. (2026). Metacognitive training facilitates optimal cognitive offloading. Cognitive Research: Principles and Implications, 11, Article 21. https://doi.org/10.1186/s41235-026-00714-0
OECD. (2023). PISA 2022 results (Volume I): The state of learning and equity in education. OECD Publishing. https://doi.org/10.1787/53f23881-en
Permana, A. C., Hayat, M. S., & Novita, M. (2026). Unveiling the knowing-doing gap in river ecosystem SSI: Profiling students’ scientific literacy and action competency. BIO-INOVED: Jurnal Biologi-Inovasi Pendidikan, 8(2), 278–288. https://doi.org/10.20527/bino.v8i2.24720
Putri, D. A. D., Rasyid, A. F., Wangsya, A. P. D., & Novrianto, R. (2022). Evaluasi properti psikometris skala Zoom Exhaustion & Fatigue (ZEF) pada populasi Indonesia. Psychopolytan: Jurnal Psikologi, 5(2). https://doi.org/10.36341/psi.v5i2.2216
Risko, E. F., & Gilbert, S. J. (2016). Cognitive offloading. Trends in Cognitive Sciences, 20(9), 676–688. https://doi.org/10.1016/j.tics.2016.07.002
Rosyada, A., & Wahzudik, N. (2026). Hubungan perceived usefulness dan cognitive offloading terhadap self-regulated learning pada siswa SMA pengguna generative AI. Jurnal Studi Guru dan Pembelajaran, 9(1), 511–521. https://e-journal.my.id/jsgp/article/view/8321
Rozenblit, L., & Keil, F. C. (2002). The misunderstood limits of folk science: An illusion of explanatory depth. Cognitive Science, 26(5), 521–562. https://doi.org/10.1207/S15516709COG2605_1
Sabrina, E., Yulianti, R., Ambiyar, & Rizal, F. (2024). Mengeksplor dampak interaksi siswa dengan ChatGPT terhadap berpikir kritis dan pemecahan masalah. The Indonesian Journal of Computer Science, 13(3). https://doi.org/10.33022/ijcs.v13i3.4073
Siallagan, J. A. S., Yuya, T. A. P., Arshyara, S., & Perawati, P. (2024). Penggunaan kecerdasan buatan AI mengakibatkan krisis pemikiran kritis pelajar dalam dunia pendidikan Indonesia. Jurnal Pendidikan Tambusai, 8(3), 47679–47683. https://jptam.org/index.php/jptam/article/view/23110
Suedi, R., Mario, M., & Amsal, B. (2025). Penggunaan artificial intelligence (AI) terhadap keterampilan diri mahasiswa Sosiologi Universitas Negeri Makassar. PREDESTINATION: Journal of Society and Culture, 5(1). https://ojs.unm.ac.id/predestination/article/view/72849
Syamsuriyawati, S., Khaerani, K., & Setyawan, D. (2024). Pengaruh kemampuan metakognisi terhadap hasil belajar matematis siswa. Kognitif: Jurnal Riset HOTS Pendidikan Matematika, 4(2), 788–798. https://doi.org/10.51574/kognitif.v4i1.1472
Tao, W., Zhang, M., & Liu, Y. (2024). Mastering delegation to artificial intelligence creative tools: The concept, dimensions, and development of a scale to measure cognitive outsourcing. Social Behavior and Personality: An International Journal, 52(12), e13907. https://doi.org/10.2224/sbp.13907
Yim, I. H. Y. (2024). A critical review of teaching and learning artificial intelligence (AI) literacy: Developing an intelligence-based AI literacy framework for primary school education. Computers and Education: Artificial Intelligence, 7, 100319. https://doi.org/10.1016/j.caeai.2024.100319
Zhao, X., Lynch, J. G., Jr., & Chen, Q. (2010). Reconsidering Baron and Kenny: Myths and truths about mediation analysis. Journal of Consumer Research, 37(2), 197–206. https://doi.org/10.1086/651257
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