MODEL EVALUASI UX BERBASIS AI PADA WEBSITE AKADEMIK MENGGUNAKAN METODE COGNITIVE WALKTHROUGH

Sri Wahyuni, Virdyra Tasril

Abstract


Website akademik memerlukan pengalaman pengguna yang optimal agar dapat mendukung aktivitas civitas akademika secara efektif. Penelitian ini mengembangkan sebuah model untuk mengevaluasi aspek User Experience (UX) dengan memanfaatkan kecerdasan buatan dan pendekatan Cognitive Walkthrough. Proses penelitian mencakup empat fase: identifikasi kebutuhan evaluasi, perancangan arsitektur model, uji coba pada website akademik, serta validasi dengan membandingkan hasil terhadap evaluasi konvensional. Kecerdasan buatan difungsikan untuk menganalisis keberhasilan penyelesaian tugas, mengenali titik-titik kebingungan pengguna, serta memetakan kesalahan dalam alur navigasi. Temuan menunjukkan bahwa model ini berhasil mengungkap 87% permasalahan yang juga ditemukan melalui evaluasi manual, dengan durasi pengerjaan yang lebih singkat hingga 65%. Tiga permasalahan dominan yang teridentifikasi meliputi: label menu yang ambigu, ketidakseragaman tampilan antarhalaman, dan kerumitan langkah penyelesaian tugas. Penelitian ini menyimpulkan bahwa penggabungan kecerdasan buatan dengan Cognitive Walkthrough menghasilkan pendekatan evaluasi UX yang efektif dan efisien untuk diterapkan pada website akademik.

Keywords


Pengalaman Pengguna, Kecerdasan Buatan, Cognitive Walkthrough, Website Akademik, Evaluasi Kebergunaan

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References


A. Fernandez, E. Insfran, and S. Abrahão, “Usability evaluation methods for the web: A systematic mapping study,” Inf. Softw. Technol., vol. 53, no. 8, pp. 789–817, 2011, doi: https://doi.org/10.1016/j.infsof.2011.02.007.

M. Hassenzahl and N. Tractinsky, “User experience - a research agenda,” Behav. Inf. Technol., vol. 25, no. 2, pp. 91–97, Mar. 2006, doi: 10.1080/01449290500330331.

A. S. Padilla and R. H. R. Paredes, “Comparative analysis and evaluation of reciprocating engines and gas turbines used in cogeneration systems up to 50 MW,” in 2017 IEEE 37th Central America and Panama Convention (CONCAPAN XXXVII), 2017, pp. 1–7. doi: 10.1109/CONCAPAN.2017.8278505.

J. Dong, “Book Review: Paper prototyping-The fast and easy way to design and refine user interfaces, by Carolyn Snyder,” Int. J. Hum. Comput. Interact., vol. 17, pp. 287–288, Jun. 2004, doi: 10.1207/s15327590ijhc1702_10.

P. G. Polson, C. Lewis, J. Rieman, and C. Wharton, “Cognitive walkthroughs: a method for theory-based evaluation of user interfaces,” Int. J. Man. Mach. Stud., vol. 36, no. 5, pp. 741–773, 1992, doi: https://doi.org/10.1016/0020-7373(92)90039-N.

L.-O. Bligård and A.-L. Osvalder, “Enhanced Cognitive Walkthrough: Development of the Cognitive Walkthrough Method to Better Predict, Identify, and Present Usability Problems,” Adv. Human-Computer Interact., vol. 2013, no. 1, p. 931698, Jan. 2013, doi: https://doi.org/10.1155/2013/931698.

Y. LeCun, Y. Bengio, and G. Hinton, “Deep learning,” Nature, vol. 521, no. 7553, pp. 436–444, 2015, doi: 10.1038/nature14539.

A. C. Vaughan and D. P. Birney, “Ecological cognitive assessment has incremental validity for predicting academic performance over and above single occasion cognitive assessments,” Intelligence, vol. 107, p. 101869, 2024, doi: https://doi.org/10.1016/j.intell.2024.101869.

A. Holzinger, “Interactive machine learning for health informatics: when do we need the human-in-the-loop?,” Brain Informatics, vol. 3, no. 2, pp. 119–131, 2016, doi: 10.1007/s40708-016-0042-6.

B. Kitchenham and S. Charters, “Guidelines for performing Systematic Literature Reviews in Software Engineering,” vol. 2, Jan. 2007.

J. Creswell, “Research Design : Qualitative, Quantitative, and Mixed Methods Approaches / J.W. Creswell.,” Jan. 2009.

S. Hong, H. Choi, and H. Kweon, “Medical Device Based on a Virtual Reality–Based Upper Limb Rehabilitation Software: Usability Evaluation Through Cognitive Walkthrough,” JMIR Form. Res., vol. 9, pp. 1–10, 2025, doi: 10.2196/68149.

C. Schaarup, S. Hangaard, and O. K. Hejlesen, “Cognitive Walkthrough: An Element in System Development and Evaluation – Experiences From The eWALL Telehealth System,” Procedia Comput. Sci., vol. 100, pp. 539–546, 2016, doi: https://doi.org/10.1016/j.procs.2016.09.193.

S. Wahyuni and V. Tasril, “User Experience Evaluation of the FASANDI UNPAB Website Using the Cognitive Walkthrough Method and Usability Principles,” vol. 2, no. 3, pp. 75–82, 2026, doi: 0.61306/jitcse.

K. Hornbæk, “Current practice in measuring usability: Challenges to usability studies and research,” Int. J. Hum. Comput. Stud., vol. 64, no. 2, pp. 79–102, 2006, doi: https://doi.org/10.1016/j.ijhcs.2005.06.002.

B. Shneiderman, “Human-Centered Artificial Intelligence: Reliable, Safe & Trustworthy,” Int. J. Human–Computer Interact., vol. 36, no. 6, pp. 495–504, Apr. 2020, doi: 10.1080/10447318.2020.1741118.




DOI: https://doi.org/10.46576/djtechno.v7i1.8582

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