全部 标题 作者
关键词 摘要

OALib Journal期刊
ISSN: 2333-9721
费用:99美元

查看量下载量

Exploring the Link between ChatGPT Utilization, Academic Resilience, and Academic Achievement of STEM Students

DOI: 10.4236/oalib.1113885, PP. 1-26

Subject Areas: Psychology, Pedagogy

Keywords: ChatGPT Utilization, Academic Resilience, Academic Achievement, STEM

Full-Text   Cite this paper   Add to My Lib

Abstract

Generative artificial intelligence (AI) has gained considerable attention in recent educational discourse. Still, empirical evidence on its pedagogical value, particularly in science domains such as biology, remains limited and incoclusive. The study surveyed 230 Filipino senior-high Science, Technology, Engineering, and Mathematics (STEM) learners to determine how knowledge, attitudes and practices toward ChatGPT relate to biology grades and whether academic resilience mediates this link. Using validated KAP-CQ and ARS-30 questionnaires, the authors applied descriptive statistics, Pearson correlations, multiple regression and Hayes’ mediation procedure. Results revealed that among the dimensions of ChatGPT utilization, only students’ knowledge of the educational use of ChatGPT demonstrated a significant positive correlation with biology achievement and emerged as a significant predictor of performance. Moreover, this dimension also showed a positive correlation with perseverance, a key subcomponent of academic resilience. Additionally, students’ attitudes toward ChatGPT exhibited significant associations with both perseverance and reflective, adaptive help-seeking behaviors. However, academic resilience did not mediate the relationship between the use of ChatGPT and academic performance. These findings suggest that fostering informed and strategic use of AI tools may enhance learning outcomes in STEM education. The study highlights the importance of structured student training on AI’s educational applications, emphasizing not only functional knowledge but also the development of responsible and resilient learning behaviors.

Cite this paper

Santiago, N. E. N. , Bucaloy, M. A. G. , Reyes, J. C. M. D. , Vallente, M. A. and Vergara, C. R. (2025). Exploring the Link between ChatGPT Utilization, Academic Resilience, and Academic Achievement of STEM Students. Open Access Library Journal, 12, e13885. doi: http://dx.doi.org/10.4236/oalib.1113885.

References

[1]  Rudolph, J., Tan, S. and Tan, S. (2023) ChatGPT: Bullshit Spewer or the End of Traditional Assessments in Higher educa-tion? Journal of Applied Learning & Teaching, 6, 342-363. https://doi.org/10.37074/jalt.2023.6.1.9
[2]  Sullivan, M., Kelly, A. and McLaughlan, P. (2023) ChatGPT in Higher Education: Considerations for Academic Integrity and Student Learning. Journal of Applied Learning & Teaching, 6, 1-10. https://doi.org/10.37074/jalt.2023.6.1.17
[3]  Al-Afnan, M.A., Dishari, S., Jovic, M. and Lomidze, K. (2023) ChatGPT as an Educational Tool: Opportunities, Challenges, and Recom-mendations for Communication, Business Writing, and Composition Courses. Journal of Artificial Intelligence and Technolo-gy, 3, 60-68. https://doi.org/10.37965/jait.2023.0184
[4]  Roumeliotis, K.I. and Tselikas, N.D. (2023) ChatGPT and Open-AI Models: A Preliminary Review. Future Internet, 15, Article 192. https://doi.org/10.3390/fi15060192
[5]  Chukwuere, J.E. (2023) ChatGPT: The Game Changer for Higher Education Institutions. Jozac Academic Voice, 3, 22-27.
[6]  Cheung, B.H.H., Lau, G.K.K., Wong, G.T.C., Lee, E.Y.P., Kulkarni, D., Seow, C.S., et al. (2025) Correction: ChatGPT versus Human in Generating Medical Graduate Exam Multiple Choice Questions—A Multinational Prospective Study (Hong Kong S.A.R., Singapore, Ireland, and the United Kingdom). PLOS One, 20, e0327290. https://doi.org/10.1371/journal.pone.0327290
[7]  Ding, L., Li, T., Jiang, S. and Gapud, A. (2023) Students’ Perceptions of Using ChatGPT in a Physics Class as a Virtual Tutor. International Journal of Educational Technology in High-er Education, 20, Article No. 63. https://doi.org/10.1186/s41239-023-00434-1
[8]  Firat, M. (2023) What ChatGPT Means for Universities: Perceptions of Scholars and Students. Journal of Applied Learning and Teaching, 6, 57-63. https://doi.org/10.37074/jalt.2023.6.1.22
[9]  Zhai, X. (2022) ChatGPT User Experience: Implications for Education. SSRN Electronic Journal. https://doi.org/10.2139/ssrn.4312418
[10]  Firaina, R. and Sulisworo, D. (2023) Exploring the Usage of ChatGPT in Higher Education: Frequency and Impact on Productivity. Buletin Edukasi Indonesia, 2, 39-46. https://doi.org/10.56741/bei.v2i01.310
[11]  Farhi, F., Jeljeli, R., Aburezeq, I., Dweikat, F.F., Al-shami, S.A. and Slamene, R. (2023) Analyzing the Students’ Views, Concerns, and Perceived Ethics about ChatGPT Usage. Computers and Education: Artificial Intelligence, 5, Article ID: 100180. https://doi.org/10.1016/j.caeai.2023.100180
[12]  Adeshola, I. and Adepoju, A.P. (2023) The Opportunities and Challenges of ChatGPT in Education. Interactive Learning Environments, 32, 6159-6172. https://doi.org/10.1080/10494820.2023.2253858
[13]  Vargas-Murillo, A.R., Pari-Bedoya, I.N.M.D.L.A. and Guevara-Soto, F.D.J. (2023) Challenges and Opportunities of AI-Assisted Learning: A Systematic Literature Review on the Impact of ChatGPT Usage in Higher Education. International Journal of Learning, Teaching and Educational Research, 22, 122-135. https://doi.org/10.26803/ijlter.22.7.7
[14]  Cassidy, S. (2016) The Academic Resilience Scale (ARS-30): A New Multidimensional Construct Measure. Frontiers in Psychology, 7, Article 1787. https://doi.org/10.3389/fpsyg.2016.01787
[15]  Ye, W., Strietholt, R. and Blömeke, S. (2021) Academic Resilience: Un-derlying Norms and Validity of Definitions. Educational Assessment, Evaluation and Accountability, 33, 169-202. https://doi.org/10.1007/s11092-020-09351-7
[16]  Kalaivani, D. (2021) Academic Resilience among Students: A Review of Literature. International Journal of Research and Review, 8, 360-369. https://doi.org/10.52403/ijrr.20210646
[17]  Romano, L., Angelini, G., Consiglio, P. and Fiorilli, C. (2021) Academic Resil-ience and Engagement in High School Students: The Mediating Role of Perceived Teacher Emotional Support. European Journal of Investigation in Health, Psychology and Education, 11, 334-344. https://doi.org/10.3390/ejihpe11020025
[18]  García-Crespo, F.J., Fernández-Alonso, R. and Muñiz, J. (2021) Academic Resilience in European Countries: The Role of Teachers, Families, and Student Profiles. PLOS ONE, 16, e0253409. https://doi.org/10.1371/journal.pone.0253409
[19]  Vergara, C.R. (2024) Examining the Relationship of Mathematics Self-Concept, Academic Self-Regulation, and Academic Achievement of Pre-Service Mathematics Teachers. OALib, 11, 1-18. https://doi.org/10.4236/oalib.1111816
[20]  Choo, O.Z.H. and Prihadi, K.D. (2019) Academic Resilience as Mediator of Multidimensional Perfectionism and Academic Performance among Gen-Z Undergraduate Students. International Journal of Evaluation and Research in Education (IJERE), 8, 637-646. https://doi.org/10.11591/ijere.v8i4.20340
[21]  Fang, G., Keung Chan, P.W. and Kalogeropoulos, P. (2020) Social Support and Academic Achievement of Chinese Low-Income Chil-dren: A Mediation Effect of Academic Resilience. International Journal of Psychological Research, 13, 19-28. https://doi.org/10.21500/20112084.4480
[22]  Fullerton, D.J., Zhang, L.M. and Kleitman, S. (2021) An Integrative Pro-cess Model of Resilience in an Academic Context: Resilience Resources, Coping Strategies, and Positive Adaptation. PLOS ONE, 16, e0246000. https://doi.org/10.1371/journal.pone.0246000
[23]  Shahidi Delshad, E., Nobahar, M., Raiesdana, N., Yarahmadi, S. and Saberian, M. (2023) Academic Resilience, Moral Perfectionism, and Self-Compassion among Under-graduate Nursing Students: A Cross-Sectional, Multi-Center Study. Journal of Professional Nursing, 46, 39-44. https://doi.org/10.1016/j.profnurs.2023.02.006
[24]  Rudd, G., Meissel, K. and Meyer, F. (2022) Investigating the Meas-urement of Academic Resilience in Aotearoa New Zealand Using International Large-Scale Assessment Data. Educational Assessment, Evaluation and Accountability, 35, 169-200. https://doi.org/10.1007/s11092-022-09384-0
[25]  Nguyen, X.H., Nguyen, H.A., Cao, L. and Hana, T. (2023) Potential of ChatGPT in Biology Teaching and Learning at the Vietnamese High School. Authorea. https://doi.org/10.22541/au.169029376.68639796/v1
[26]  Koć-Januchta, M.M., Schönborn, K.J., Tibell, L.A.E., Chaudhri, V.K. and Heller, H.C. (2020) Engaging with Biology by Asking Questions: Investigating Stu-dents’ Interaction and Learning with an Artificial Intelligence-Enriched Textbook. Journal of Educational Computing Re-search, 58, 1190-1224. https://doi.org/10.1177/0735633120921581
[27]  Owusu, K.A., Monney, K.A., Appiah, J.Y. and Wilmot, E.M. (2010) Effects of Computer-Assisted Instruction on Performance of Senior High School Biology Students in Ghana. Computers & Education, 55, 904-910. https://doi.org/10.1016/j.compedu.2010.04.001
[28]  Forman, N., Udva-ros, J. and Avornicului, M.S. (2023) ChatGPT: A New Study Tool Shaping the Future for High School Students. International Journal of Advanced Natural Sciences and Engineering Researches, 7, 95-102. https://doi.org/10.59287/ijanser.562
[29]  Alneyadi, S. and Wardat, Y. (2023) ChatGPT: Revolutionizing Student Achievement in the Electronic Magnetism Unit for Eleventh-Grade Students in Emirates Schools. Contemporary Educational Technology, 15, ep448. https://doi.org/10.30935/cedtech/13417
[30]  Swargiary, K. (2023) The Impact of ChatGPT on Student Learning Behavior: An Experimental Research Study. SSRN Electronic Journal. https://doi.org/10.2139/ssrn.4611213
[31]  Ali, R.S., Syarifah, P.N., Rohmah, Y. and Perdhana, M.S. (2023) Understand-ing the Academic Resilience of Students in Managing Coursework Responsibilities and the Rationale behind the Usage of ChatGPT. Proceedings of International Conference on Psychological Studies (ICPsyche), 4, 30-42. https://doi.org/10.58959/icpsyche.v4i1.21
[32]  Kelly, D. and Donaldson, D.I. (2016) Annual Conference 2015 Paper Investigating the Complexities of Academic Success: Personality Constrains the Effects of Metacognition. Psychology of Edu-cation Review, 40, 17-23. https://doi.org/10.53841/bpsper.2016.40.2.17
[33]  Steinmayr, R., Meißner, A., Weidinger, A.F. and Wirthwein, L. (2014) Academic Achievement. Education, 1, 1-2. https://doi.org/10.1093/obo/9780199756810-0108
[34]  Gilar-Corbi, R., Veas, A., Miñano, P. and Castejón, J. (2019) Differences in Personal, Familial, Social, and School Factors between Underachieving and Non-Underachieving Gifted Sec-ondary Students. Frontiers in Psychology, 10, Article 2367. https://doi.org/10.3389/fpsyg.2019.02367
[35]  Araújo, A.M. (2017) Sucesso no Ensino Superior: Uma revisão e conceptualizacão [Success in Higher Education: A Review and Conceptu-alization]. Revista de Estudios e Investigación en Psicología y Educación, 4, 132-141. https://doi.org/10.17979/reipe.2017.4.2.3207
[36]  Winne, P.H. and Nesbit, J.C. (2010) The Psychology of Academic Achievement. Annual Review of Psychology, 61, 653-678. https://doi.org/10.1146/annurev.psych.093008.100348
[37]  Allen, J.D. (2005) Grades as Valid Measures of Academic Achievement of Classroom Learning. The Clearing House: A Journal of Educational Strategies, Issues and Ideas, 78, 218-223. https://doi.org/10.3200/tchs.78.5.218-223
[38]  Brew, E.A., Nketiah, B. and Koranteng, R. (2021) A Literature Review of Academic Performance, an Insight into Factors and Their Influences on Academic Outcomes of Students at Senior High Schools. OALib, 8, 1-14. https://doi.org/10.4236/oalib.1107423
[39]  Sideridis, G. and Alamri, A.A. (2023) Predict-ing Academic Achievement and Student Absences in High School: The Roles of Student and School Attributes. Frontiers in Psychology, 14, Article 987127. https://doi.org/10.3389/fpsyg.2023.987127
[40]  Singh, A.S. and Masuku, M.B. (2014) Sampling Techniques & Determination of Sample Size in Applied Statistics Research: An Overview. International Journal of Economics, Commerce and Management, 2, 1-22.
[41]  Kavitha, K., Joshith, V.P. and Sharma, S. (2024) Beyond Text: ChatGPT as an Emotional Resilience Support Tool for Gen Z—A Sequential Explanatory Design Exploration. E-Learning and Digital Media. https://doi.org/10.1177/20427530241259099
[42]  Paramesha, M., Rane, N. and Rane, J. (2024) En-hancing Resilience through Generative Artificial Intelligence Such as ChatGPT. SSRN Electronic Journal. https://doi.org/10.2139/ssrn.4832533
[43]  Caratiquit, K.D. and Caratiquit, L.J.C. (2023) ChatGPT as an Academic Sup-port Tool on the Academic Performance among Students: The Mediating Role of Learning Motivation. Journal of Social, Hu-manity, and Education, 4, 21-33. https://doi.org/10.35912/jshe.v4i1.1558
[44]  Mwangi, C., Okatcha, F., Kinai, T. and Anthony, I. (2015) Relationship between Academic Resilience and Academic Achievement among Secondary School Stu-dents in Kiambu County, Kenya. International Journal of School and Cognitive Psychology, 2, 1-5.
[45]  Beale, J. (2020) Academic Resilience and Its Importance in Education after COVID-19. Eton Journal for Innovation and Research in Educa-tion, 11, 1-67. https://cirl.etoncollege.com/wp-content/uploads/sites/4/2020/11/Issue-4-2.pdf
[46]  Ahmed, U., Umra-ni, W.A., Qureshi, M.A. and Samad, A. (2018) Examining the Links between Teachers Support, Academic Efficacy, Academic Resilience, and Student Engagement in Bahrain. International Journal of Advanced and Applied Sciences, 5, 39-46. https://doi.org/10.21833/ijaas.2018.09.008
[47]  Zuill, Z. (2016) The Relationship between Resilience and Academic Success among Bermuda Foster Care Adolescents. Ph.D. Thesis, Walden University. https://scholarworks.waldenu.edu/dissertations/2184
[48]  Lappe, J.M. (2000) Taking the Mystery Out of Research: De-scriptive Correlational Design. Orthopaedic Nursing, 19, 81.
[49]  Preacher, K.J. and Hayes, A.F. (2008) Contemporary Approaches to Assessing Mediation in Communication Research. In: Hayes, A.F., Slater, M.D. and Snyder, L.B., Eds., The SAGE Sourcebook of Advanced Data Analysis Methods for Communication Research, Sage Publications, Inc., 13-54. https://doi.org/10.4135/9781452272054.n2
[50]  Lupa-Wójcik, I. (2024) Students’ Willingness to Pay for Access to ChatGPT. Euro-pean Research Studies Journal, 27, 730-745. https://doi.org/10.35808/ersj/3462
[51]  Köhler, C. and Hartig, J. (2024) ChatGPT in Higher Education: Measurement Instruments to Assess Student Knowledge, Usage, and Atti-tude. Contemporary Educational Technology, 16, ep528. https://doi.org/10.30935/cedtech/15144
[52]  Kamoun, F., Ayeb, W.E., Jabri, I., Sifi, S. and Iqbal, F. (2023) Knowledge, Attitude, and Perception Towards ChatGPT among University Students and Faculty: A Preliminary Exploration. ECE Official Conference Proceedings, London, UK, 13-17 July 2023, 247-266. https://doi.org/10.22492/issn.2188-1162.2023.20
[53]  Kamoun, F., El Ayeb, W., Jabri, I., Sifi, S. and Iqbal, F. (2024) Exploring Students’ and Faculty’s Knowledge, Attitudes, and Perceptions Towards ChatGPT: A Cross-Sectional Em-pirical Study. Journal of Information Technology Education: Research, 23, 4. https://doi.org/10.28945/5239
[54]  Hasan, H.E., Jaber, D., Al Tabbah, S., Lawand, N., Habib, H.A. and Farahat, N.M. (2024) Knowledge, Attitude and Practice among Pharmacy Students and Faculty Members Towards Artificial Intelligence in Pharmacy Practice: A Multinational Cross-Sectional Study. PLOS ONE, 19, e0296884. https://doi.org/10.1371/journal.pone.0296884
[55]  Mudenda, S., Lu-binda, R., Kasanga, M., Musakuzi, Z., Mohamed, S. and Mufwambi, W. (2024) Artificial Intelligence: A Knowledge, Attitude, and Practices Survey among Pharmacy Students at the University of Zambia. Creative Education, 15, 2582-2596. https://doi.org/10.4236/ce.2024.1512157
[56]  Acapuyan Jr., A.D. and E. Manaligod, S.I. (2025) Knowledge, Attitude, and Practices Towards ChatGPT of Senior High School Mathematics Learners. International Journal of Research and Scien-tific Innovation, XII, 558-562. https://doi.org/10.51244/ijrsi.2025.12050051
[57]  Bolici, F., Varone, A. and Diana, G. (2024) Unpopular Policies, Ineffective Bans: Lessons Learned from ChatGPT Prohibition in Italy. https://aisel.aisnet.org/ecis2024/track04_impactai/track04_impactai/11
[58]  Famaye, T., Bailey, C.S., Adisa, I. and Irgens, G.A. (2024) “What Makes ChatGPT Dangerous Is Also What Makes It Special”: High-School Student Perspectives on the Integration or Ban of Artificial Intelligence in Educational Contexts. International Journal of Technology in Education, 7, 174-199. https://doi.org/10.46328/ijte.651
[59]  Xiao, F., Zhu, S.Y. and Xin, W. (2025) Exploring the Landscape of Gen-erative AI (ChatGPT)-Powered Writing Instruction in English as a Foreign Language Education: A Scoping Review. ECNU Review of Education. https://doi.org/10.1177/20965311241310881
[60]  Tiwari, C.K., Bhat, M.A., Khan, S.T., Subrama-niam, R. and Khan, M.A.I. (2023) What Drives Students toward ChatGPT? An Investigation of the Factors Influencing Adop-tion and Usage of ChatGPT. Interactive Technology and Smart Education, 21, 333-355. https://doi.org/10.1108/itse-04-2023-0061
[61]  Duckworth, A.L., Peterson, C., Matthews, M.D. and Kelly, D.R. (2007) Grit: Perseverance and Passion for Long-Term Goals. Journal of Personality and Social Psychology, 92, 1087-1101. https://doi.org/10.1037/0022-3514.92.6.1087
[62]  Halperin, O. and Eldar Regev, O. (2021) Predicting Academic Suc-cess Based on Perseverance and Passion for Long-Term Goals (Grit) among Nursing Students: Is There a Cultural Context? Nurse Education Today, 100, Article ID: 104844. https://doi.org/10.1016/j.nedt.2021.104844
[63]  Kozanitis, A., Des-biens, J.F. and Chouinard, R. (2007) Perception of Teacher Support and Reaction towards Questioning: Its Relation to In-strumental Help-Seeking and Motivation to Learn. International Journal of Teaching and Learning in Higher Education, 19, 238-250.
[64]  Qayyum, A. (2018) Student Help-Seeking Attitudes and Behaviors in a Digital Era. International Journal of Educational Technology in Higher Education, 15, Article No. 17. https://doi.org/10.1186/s41239-018-0100-7
[65]  Chou, C.Y. and Chang, C.H. (2021) Developing Adaptive Help-Seeking Regulation Mechanisms for Different Help-Seeking Tenden-cies. Educational Technology & Society, 24, 54-66.
[66]  De Meester, A., Galle, J., Soenens, B. and Haerens, L. (2022) Per-severance in Motor Tasks: The Impact of Different Types of Positive Feedback. Physical Education and Sport Pedagogy, 29, 221-234. https://doi.org/10.1080/17408989.2022.2054969
[67]  Gentzler, A.L., Kerns, K.A. and Keener, E. (2009) Emotional Reactions and Regulatory Responses to Negative and Positive Events: Associations with Attachment and Gender. Motivation and Emotion, 34, 78-92. https://doi.org/10.1007/s11031-009-9149-x
[68]  Lipnevich, A.A., MacCann, C., Bertling, J.P., Naemi, B. and Roberts, R.D. (2012) Emotional Reactions toward School Situations. Journal of Psychoeducation-al Assessment, 30, 387-401. https://doi.org/10.1177/0734282912449445
[69]  Allawan, J.G. (2021) Exploring the Fac-tors Influencing the Performance in Biology of Senior High School Students at University of Mindanao, Philippines. Interna-tional Journal of Research and Innovation in Social Science, 5, 352-359. https://doi.org/10.47772/ijriss.2021.5618
[70]  Onel, A. and Firat Durdukoca, S. (2019) Identifying the Predictive Power of Biological Literacy and Attitudes toward Biology in Academic Achievement in High School Students. International Online Journal of Educational Sciences, 11, 214-228. https://doi.org/10.15345/iojes.2019.02.014
[71]  Khedekar, S.M. and Ma-gre, S. (2012) A Study of Information and Communication Technology Awareness and Academic Performance of Secondary Students. International Educational E-Journal, 1, 1-11.
[72]  Amzil, A. (2022) Academic Resilience and Its Relation to Aca-demic Achievement for Moroccan University Students during the Covid19 Pandemic. International Education Studies, 16, 1-7. https://doi.org/10.5539/ies.v16n1p1
[73]  Fru-Ngongban, A.C. (2023) The Impact of Resilience on Students’ Aca-demic Achievement: Case Study of Secondary School Students. Journal Transnational Universal Studies, 1, 206-213. https://doi.org/10.58631/jtus.v1i5.31
[74]  Bi, J., Izadpanah, S., Mohammadi, Z. and Rezaei, Y.M. (2024) Investigating the Impact of Technology-Based Education on Academic Motivation, Academic Perseverance, and Academic Self-Efficacy in Eng-lish Language Learning Skills. Education and Information Technologies, 29, 20523-20545. https://doi.org/10.1007/s10639-024-12712-0
[75]  Shoffner, M. (2009) Personal Attitudes and Technology: Implications for Preservice Teacher Reflective Practice. Teacher Education Quarterly, 36, 143-161.

Full-Text


Contact Us

service@oalib.com

QQ:3279437679

WhatsApp +8615387084133