Model cognitive apprenticeship-mentoring: sebuah sintesis konseptual untuk pengembangan kompetensi vokasional
-
Published: October 23, 2025
-
Page: 227-239
Abstract
Artikel ini mengusulkan kerangka kerja integratif yang mensinergikan teori Cognitive Apprenticeship (CA) dan teori mentoring karir untuk pengembangan kompetensi vokasional yang holistik di era modern. Melalui studi literatur dengan pendekatan kualitatif dan analisis konseptual, penelitian ini mengidentifikasi titik konvergensi dan komplementaritas antara kedua pendekatan. Hasilnya adalah model Cognitive Apprenticeship-Mentoring (CAM) yang terdiri atas empat fase dinamis: pemodelan terintegrasi, pembinaan kontekstual, artikulasi-refleksi berbasis dialog, dan eksplorasi karir. Model ini tidak hanya memperkuat transfer keterampilan teknis dan kognitif, tetapi juga memperhatikan dimensi psikososial, identitas profesional, serta adaptabilitas karir. Implementasinya menuntut kolaborasi antara pendidikan vokasi, industri, dan konseling karir, serta transformasi peran pendidik dan pembimbing menjadi mentor-cognitive coach. Kerangka CAM diharapkan dapat menjawab tantangan sistem vokasional yang terfragmentasi dan membentuk keunggulan kompetitif yang berkelanjutan.
- Cognitive apprenticeship, Mentoring karir, Pendidikan vokasional, Kompetensi holistik, Identitas profesional, Adaptabilitas karir.

This work is licensed under a Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License.
- Ahmed, S., Alam, M. S., Hassan, M., Rozbu, M., Ishtiak, T., Rafa, N., Mofijur, M., Ali, A. B. M., & Gandomi, A. (2023). Deep learning modelling techniques: current progress, applications, advantages, and challenges. https://link.springer.com/content/pdf/10.1007/s10462-023-10466-8.pdf
- Almomani, E., Sullivan, J., Saadeh, O., Mustafa, E., Pattison, N., & Alinier, G. (2023). Reflective learning conversations model for simulation debriefing: a co-design process and development innovation. https://bmcmededuc.biomedcentral.com/counter/pdf/10.1186/s12909-023-04778-0
- Amari, N. (2022). Trust, acceptance, and power: a person-centered client case study. https://www.tandfonline.com/doi/pdf/10.1080/14779757.2022.2028662?needAccess=true
- Andreou, V., Peters, S., Eggermont, J., & Schoenmakers, B. (2024). Co-designing Entrustable Professional Activities in General Practitioner’s training: a participatory research study. https://bmcmededuc.biomedcentral.com/counter/pdf/10.1186/s12909-024-05530-y
- Arnesson, K. & Albinsson, G. (2017). Mentorship – a pedagogical method for integration of theory and practice in higher education. https://www.tandfonline.com/doi/pdf/10.1080/20020317.2017.1379346?needAccess=true
- Au, J., Degnan, K., O’Connor, S., & Jobes, D. (2025). Who Responds To CAMS? Latent Profiles of Patients who Received the Collaborative Assessment and Management of Suicidality. https://link.springer.com/content/pdf/10.1007/s10879-025-09691-9.pdf
- Barrett, A., Newman, J., Nonnecke, B., Madkour, N., Hendrycks, D., Murphy, E., Jackson, K., & Raman, D. (2025). AI Risk-Management Standards Profile for General-Purpose AI (GPAI) and Foundation Models. https://arxiv.org/pdf/2506.23949
- Boothby, E., Cooney, G., & Schweitzer, M. (2022). Embracing Complexity: A Review of Negotiation Research. https://doi.org/10.1146/annurev-psych-033020-014116
- Cabrero, B., Hoover, M., Lajoie, S., Andrade-Santoyo, N., Quevedo-Rodríguez, L., & Wong, J. (2018). Design of a learning-centered online environment: a cognitive apprenticeship approach. https://doi.org/10.1007/s11423-018-9582-1
- Cao, M., Jie-yuan, S., Wang, S., & Yan, Y. (2023). Definitions and Theoretical Foundations. https://link.springer.com/content/pdf/10.1007/978-981-99-6273-0_2.pdf
- Chems-Maarif, R., Cavanagh, K., Baer, R., Gu, J., & Strauss, C. (2025). Defining Mindfulness: A Review of Existing Definitions and Suggested Refinements. https://link.springer.com/content/pdf/10.1007/s12671-024-02507-2.pdf
- Collins, K., Sucholutsky, I., Bhatt, U., Chandra, K., Wong, L., Lee, M., Zhang, C., Zhi‐Xuan, T., Ho, M., Mansinghka, V., Weller, A., Tenenbaum, J., & Griffiths, T. (2024). Building Machines that Learn and Think with People. https://arxiv.org/pdf/2408.03943
- Crawford, L., Maxwell, J., Colquhoun, H., Kingsnorth, S., Fehlings, D., Zarshenas, S., McFarland, S., & Fayed, N. (2022). Facilitators and barriers to patient-centred goal-setting in rehabilitation: A scoping review. https://doi.org/10.1177/02692155221121006
- Darling‐Hammond, L., Flook, L., Cook-Harvey, C., Barron, B., & Osher, D. (2019). Implications for educational practice of the science of learning and development. https://www.tandfonline.com/doi/pdf/10.1080/10888691.2018.1537791?needAccess=true
- Dhayer, M., Jordao, A., Dekiouk, S., Cléret, D., Germain, N., & Marchetti, P. (2024). Implementing Chicken Chorioallantoic Membrane () Assays for Validating Biomaterials in Tissue Engineering: Rationale and Methods. https://doi.org/10.1002/jbm.b.35496
- Doblinger, M. (2021). Individual Competencies for Self-Managing Team Performance: A Systematic Literature Review. https://journals.sagepub.com/doi/pdf/10.1177/10464964211041114
- Dowden, A., Williams, T., & Oliver, S. (2024). School Counselors Addressing Racial Disparities in Education Among African American Students Through an Intersectional Lens: A Conceptual Framework. https://doi.org/10.1007/s10447-024-09543-6
- Duiveman, R. (2018). Making research relevant to policymaking: from brokering boundaries to drawing on practices. https://www.tandfonline.com/doi/pdf/10.1080/01442872.2018.1539226?needAccess=true
- Esplen, M., Fıksenbaum, L., Lin, E., Darani, S., Teshima, J., Vigod, S., Kozloff, N., Szatmari, P., Lanctôt, K., Ho, C., Silver, I., Soklaridis, S., & Wong, J. (2025). Identifying the mentorship needs among faculty in a large department of psychiatry- support for the creation of a formal mentorship program. https://bmcmededuc.biomedcentral.com/counter/pdf/10.1186/s12909-024-06629-y
- Ezezika, O. & Johnston, N. (2022). Development and Implementation of a Reflective Writing Assignment for Undergraduate Students in a Large Public Health Biology Course. https://journals.sagepub.com/doi/pdf/10.1177/23733799211069993
- Farrán, I. & Núñez, I. (2024). Converging pathways: new approaches to integrate vocational education training and higher education. https://www.tandfonline.com/doi/pdf/10.1080/13636820.2024.2428769?needAccess=true
- Feldstein, J., Dilkas, P., Belle, V., & Tsamoura, E. (2024). Mapping the Neuro-Symbolic AI Landscape by Architectures: A Handbook on Augmenting Deep Learning Through Symbolic Reasoning. https://arxiv.org/pdf/2410.22077
- Feng, X., Sundman, J., Aarnio, H., Taka, M., Keskinen, M., & Varis, O. (2024). Towards transformative learning: students’ disorienting dilemmas and coping strategies in interdisciplinary problem-based learning. https://doi.org/10.1080/03043797.2024.2424197
- Figueiredo, E., Margaça, C., García, J. C., & Ribeiro, C. (2025). The Contribution of Reward Systems in the Work Context: A Systematic Review of the Literature and Directions for Future Research. https://link.springer.com/content/pdf/10.1007/s13132-024-02492-w.pdf
- Fischer, J., Bearman, M., Boud, D., & Tai, J. (2023). How does assessment drive learning? A focus on students’ development of evaluative judgement. https://www.tandfonline.com/doi/pdf/10.1080/02602938.2023.2206986?needAccess=true&role=button
- Geletu, G. (2023). The effects of pedagogical mentoring and coaching on primary school teachers’ professional development practices and students’ learning engagements in classrooms in Oromia regional state: implications for professionalism. https://www.tandfonline.com/doi/pdf/10.1080/03004279.2023.2293209?download=true
- Giamos, D., Doucet, O., & Lapalme, M. (2024). What is Known About Development-Oriented Performance Management Practices? A Scoping Review. https://journals.sagepub.com/doi/pdf/10.1177/15344843241278405
- Giamos, D., Doucet, O., & Léger, P. (2023). Continuous Performance Feedback: Investigating the Effects of Feedback Content and Feedback Sources on Performance, Motivation to Improve Performance and Task Engagement. https://doi.org/10.1080/01608061.2023.2238029
- Goldshaft, B. (2024). Mentoring in practicum: supporting student teachers’ learning to notice with collaborative observational tools. https://doi.org/10.1080/19415257.2024.2441837
- Gong, Z., Nanjappan, V., Lee, L., Soomro, S., & Georgiev, G. (2023). Exploration of the Relationship Between Culture and Experience of Creativity at the Individual Level: A Case Study Based on Two Design Tasks. https://doi.org/10.1080/21650349.2022.2157889
- Goyanes, M., Lopezosa, C., & Jordá, B. (2025). Thematic analysis of interview data with ChatGPT: designing and testing a reliable research protocol for qualitative research. https://link.springer.com/content/pdf/10.1007/s11135-025-02199-3.pdf
- Hagenauer, G., Waber, J., & Zordo, L. (2021). ‘She never actually let you walk into a trap’: exploring relational turning point events in the mentor–mentee relationship in the practicum. https://doi.org/10.1080/19415257.2021.1876155
- Hagrass, H., Ibrahim, S. A., Anany, R., & El‐Gazar, H. (2023). Effect of an educational program about mentorship competencies on nurse mentors’ performance: a quasi-experimental study. https://bmcnurs.biomedcentral.com/counter/pdf/10.1186/s12912-023-01597-y
- Han, I. (2021). Development of Professional Identity and Related Metacognitive Thinking Procedures of English Language Teachers Through Spontaneous Collaboration for Pedagogical Problem-Solving. https://journals.sagepub.com/doi/pdf/10.1177/21582440211009483
- Harvey, M., Walkerden, G., Semple, A., McLachlan, K., Lloyd, K., & Bosanquet, A. (2025). Reflecting on reflective practice: issues, possibilities and guidance principles. https://doi.org/10.1080/07294360.2025.2463517
- Hassija, V., Chamola, V., Mahapatra, A., Singal, A., Goel, D., Huang, K., Scardapane, S., Spinelli, I., Mahmud, M., & Hussain, A. (2023). Interpreting Black-Box Models: A Review on Explainable Artificial Intelligence. https://link.springer.com/content/pdf/10.1007/s12559-023-10179-8.pdf
- Hauptfeld, R., Jones, M., & Skyelander, K. (2022). Building Capacity for Individual and Systems-Level Collaborative Conservation Impacts: Intentional Design for Transformative Practice. https://doi.org/10.1080/08941920.2022.2111738
- Hernandez, P., Ferguson, C., Pedersen, R., Richards‐Babb, M., Quedado, K., & Shook, N. (2023). Research apprenticeship training promotes faculty-student psychological similarity and high-quality mentoring: a longitudinal quasi-experiment. https://doi.org/10.1080/13611267.2023.2164973
- Hollands, L., Haensse, L., & Lin‐Hi, N. (2023). The How and Why of Organizational Resilience: A Mixed-Methods Study on Facilitators and Consequences of Organizational Resilience Throughout a Crisis. https://journals.sagepub.com/doi/pdf/10.1177/00218863231165785
- Hui, E. S. Y. (2024). Promoting cognitive skills in AI-supported learning environments: the integration of bloom’s taxonomy. https://www.tandfonline.com/doi/pdf/10.1080/03004279.2024.2332469?needAccess=true
- Ilić, M., Mikić, V., Kopanja, L., & Vesin, B. (2023). Intelligent techniques in e-learning: a literature review. https://link.springer.com/content/pdf/10.1007/s10462-023-10508-1.pdf
- Jamison-McClung, D. (2021). Mentorship, Sponsorship, and Professional Networking. https://link.springer.com/content/pdf/10.1007/978-3-030-85668-7_10.pdf
- Jemini-Gashi, L., Bërxulli, D., Konjufca, J., & Cakolli, L. (2023). Effectiveness of career guidance workshops on the career self-efficacy, outcome expectations, and career goals of adolescents: an intervention study. https://doi.org/10.1080/02673843.2023.2281421
- Jensen, K., Miller, I., Suresh, D., & Martin, J. (2023). Beyond skills: building research capacity through cognitive apprenticeship and social capital. https://www.tandfonline.com/doi/pdf/10.1080/22054952.2023.2230068?needAccess=true&role=button
- Kabir, A. & Ahmed, S. (2024). The policies and practices of technical and vocational education and training pathways into higher education in Bangladesh: lessons from Australia. https://www.tandfonline.com/doi/pdf/10.1080/14480220.2024.2332345?needAccess=true
- Kenny, M., Blustein, D., & Meerkins, T. (2018). Integrating Relational Perspectives in Career Counseling Practice. https://onlinelibrary.wiley.com/doi/pdfdirect/10.1002/cdq.12128
- Kim, Y. (2021). The Changing Concepts of Expertise and Expertise Development. https://doi.org/10.1007/978-3-030-64371-3_2
- Kim, S., Raza, M., & Seidman, E. (2019). Improving 21st-century teaching skills: The key to effective 21st-century learners. https://doi.org/10.1177/1745499919829214
- Krishna, L. K., Hamid, N. A. B., Phua, G. L., Mason, S., Hill, R., Lim, C., Ong, S. Y., Ong, E., & Ibrahim, H. (2024). Peer mentorship and professional identity formation: an ecological systems perspective. https://link.springer.com/content/pdf/10.1186/s12909-024-05992-0.pdf
- Krishna, L. K., Kwok, H. Y., Ravindran, N., Tan, X., Soh, J., Wan, D. W., Rajalingam, V., Lua, J., Leong, E., Low, T., Chan, A., Lim, C., Ng, Y. Y., Thenpandiyan, A., Lim, A., Tse, L., Pl, S., Rajanala, S., Leong, J., ... Ong, S. Y. (2024). A systematic scoping review of mentoring support on professional identity formation. https://doi.org/10.1186/s12909-024-06357-3
- Krishna, L. K., Ravindran, N., Kwok, H. Y., Tan, X., Soh, J., Leong, E., Wan, D. W., Low, T., Chan, A., Lim, N., Ng, Y. Y., Thenpandiyan, A., Leong, J., Lim, A., Quah, E. L., Tse, L., Pl, S., Rajanala, S., Lua, J., ... Ong, S. Y. (2025). The impact of mentoring relationships on professional identity formation in medical education: a systematic review. https://bmcmededuc.biomedcentral.com/counter/pdf/10.1186/s12909-025-07158-y
- Kucharczak, J., Khoury, E., Kent, Y., Winayak, R., & Duke, S. (2025). Ideas for mentorship in oncology for medical students and early career doctors: insights from a UK-wide oncology mentorship scheme. https://bmcmededuc.biomedcentral.com/counter/pdf/10.1186/s12909-025-07219-2
- Laurisz, N., Gáspár, T., Gałat, W., & Juhász, T. (2024). The other side of the coin: expectations of Polish and Hungarian students on soft skills in the labour market – a futures perspective. https://eujournalfuturesresearch.springeropen.com/counter/pdf/10.1186/s40309-024-00235-3
- Leahy, E., Chipchase, L., & Blackstock, F. (2025). A clinical mentoring framework for health professionals. https://doi.org/10.1007/s10459-025-10484-x
- Lewis, P. (2023). Innovation, technician skills, and vocational education and training: connecting innovation systems and vocational education and training. https://www.tandfonline.com/doi/pdf/10.1080/13636820.2023.2215749?needAccess=true&role=button
- Li, L. (2022). Reskilling and Upskilling the Future-ready Workforce for Industry 4.0 and Beyond. https://link.springer.com/content/pdf/10.1007/s10796-022-10308-y.pdf
- Li, X., Li, F., Chen, X., & Wang, L. (2024). Using reflection and dialog feedback to promote the development of situated and dynamic pedagogical content knowledge. https://doi.org/10.1186/s43031-024-00114-8
- Li, R., Zhang, Z., Bo, X., Tian, Z., Chen, X., Dai, Q., Dong, Z., & Tang, R. (2025). CAM: A Constructivist View of Agentic Memory for LLM-Based Reading Comprehension. https://arxiv.org/pdf/2510.05520
- Limberg, D., Starrett, A., Ohrt, J., Irvin, M., Lotter, C., & Roy, G. (2021). School Counselor and Teacher Collaboration to Enhance Students’ Career Development Using Project-Based Learning. https://doi.org/10.1177/2156759x211011908
- Liu, Y. (2022). Paradigmatic Compatibility Matters: A Critical Review of Qualitative-Quantitative Debate in Mixed Methods Research. https://journals.sagepub.com/doi/pdf/10.1177/21582440221079922
- Loosveld, L., Gerven, P. W. M., Driessen, E., Vanassche, E., & Artino, A. (2021). MERIT: a mentor reflection instrument for identifying the personal interpretative framework. https://bmcmededuc.biomedcentral.com/track/pdf/10.1186/s12909-021-02579-x
- Lynch, J. & Lungrin, T. (2018). Integrating Academic and Career Advising toward Student Success. https://doi.org/10.1002/he.20304
- Magee, M., Kuijpers, M., & Runhaar, P. (2021). How vocational education teachers and managers make sense of career guidance. https://www.tandfonline.com/doi/pdf/10.1080/03069885.2021.1948970?needAccess=true
- Makransky, G. & Petersen, G. (2021). The Cognitive Affective Model of Immersive Learning (CAMIL): a Theoretical Research-Based Model of Learning in Immersive Virtual Reality. https://link.springer.com/content/pdf/10.1007/s10648-020-09586-2.pdf
- Marshall, T., Keville, S., Cain, A., & Adler, J. (2022). Facilitating reflection: a review and synthesis of the factors enabling effective facilitation of reflective practice. https://www.tandfonline.com/doi/pdf/10.1080/14623943.2022.2064444?needAccess=true
- Masava, B., Nyoni, C., & Botma, Y. (2022). Scaffolding in Health Sciences Education Programmes: An Integrative Review. https://link.springer.com/content/pdf/10.1007/s40670-022-01691-x.pdf
- Masters, K. & Kreeger, P. (2017). Ten simple rules for developing a mentor–mentee expectations document. https://journals.plos.org/ploscompbiol/article/file?id=10.1371/journal.pcbi.1005709&type=printable
- Matsuo, M. (2024). A revised model of cognitive apprenticeship: A qualitative study. https://doi.org/10.1111/ijtd.12336
- McGrath, S., Powell, L., Alla-Mensah, J., Hilal, R., & Suart, R. (2020). New VET theories for new times: the critical capabilities approach to vocational education and training and its potential for theorising a transformed and transformational VET. https://doi.org/10.1080/13636820.2020.1786440
- McMahon, M. & Abkhezr, P. (2025). Career adaptability and career resilience: a systems perspective. https://link.springer.com/content/pdf/10.1007/s10775-025-09739-1.pdf
- Mensah, F. & Ampadu, E. (2024). Benefits, Challenges and Opportunities of Using Computer-Assisted Instruction in Mathematics Education. https://doi.org/10.1007/978-3-031-50139-5_2
- Mihale-Wilson, C. & Carl, K. (2024). Designing incentive systems for participation in digital ecosystems—An integrated framework. https://link.springer.com/content/pdf/10.1007/s12525-024-00703-5.pdf
- Nabi, G., Walmsley, A., Mir, M., & Osman, S. (2024). The impact of mentoring in higher education on student career development: a systematic review and research agenda. https://www.tandfonline.com/doi/pdf/10.1080/03075079.2024.2354894?needAccess=true
- Naveed, H., Khan, A., Qiu, S., Saqib, M., Anwar, S., Usman, M., Barnes, N., Mian, A., & Ajmal, M. (2023). A Comprehensive Overview of Large Language Models. https://arxiv.org/pdf/2307.06435
- Nicol, D. & Selvaretnam, G. (2021). Making internal feedback explicit: harnessing the comparisons students make during two-stage exams. https://www.tandfonline.com/doi/pdf/10.1080/02602938.2021.1934653?needAccess=true
- Olafsen, A., Marescaux, B. P., & Kujanpää, M. (2024). Crafting for autonomy, competence, and relatedness: A self‐determination theory model of need crafting at work. https://onlinelibrary.wiley.com/doi/pdfdirect/10.1111/apps.12570
- Popli, N. & Singh, R. (2024). Enhancing academic outcomes through industry collaboration: our experience with integrating real-world projects into engineering courses. https://link.springer.com/content/pdf/10.1007/s44217-024-00300-w.pdf
- Pramila‐Savukoski, S., Kärnä, R., Kuivila, H., Oikarainen, A., Törmänen, T., Juntunen, J., Järvelä, S., & Mikkonen, K. (2023). Competence development in collaborative hybrid learning among health sciences students: A quasi‐experimental mixed‐method study. https://onlinelibrary.wiley.com/doi/pdfdirect/10.1111/jcal.12859
- Raus, K., Mortier, É., & Eeckloo, K. (2020). Challenges in turning a great idea into great health policy: the case of integrated care. https://bmchealthservres.biomedcentral.com/track/pdf/10.1186/s12913-020-4950-z
- Rausch, A., Abele, S., Deutscher, V., Greiff, S., Kis, V., Messenger, S., Shackleton, J., Tramonte, L., Ward, M., & Winther, E. (2024). Designing an International Large-Scale Assessment of Professional Competencies and Employability Skills: Emerging Avenues and Challenges of OECD’s PISA-VET. https://link.springer.com/content/pdf/10.1007/s12186-024-09347-0.pdf
- Reissner, S. & Armitage‐Chan, E. (2024). Manifestations of professional identity work: an integrative review of research in professional identity formation. https://www.tandfonline.com/doi/pdf/10.1080/03075079.2024.2322093?needAccess=true
- Riza, S. & Higgins, M. (2018). The Dynamics of Developmental Networks. https://doi.org/10.5465/amd.2013.0029
- Rožman, M., Tominc, P., & Štrukelj, Т. (2023). Competitiveness Through Development of Strategic Talent Management and Agile Management Ecosystems. https://link.springer.com/content/pdf/10.1007/s40171-023-00344-1.pdf
- Schunk, D. & Mullen, C. (2013). Toward a Conceptual Model of Mentoring Research: Integration with Self-Regulated Learning. https://doi.org/10.1007/s10648-013-9233-3
- Scott, E., Wenderoth, M., & Doherty, J. (2020). Design-Based Research: A Methodology to Extend and Enrich Biology Education Research. https://www.lifescied.org/doi/pdf/10.1187/cbe.19-11-0245
- Segarra, V. & Gentry, W. (2021). Taking ownership of your career: professional development through experiential learning. https://bmcproc.biomedcentral.com/track/pdf/10.1186/s12919-021-00211-w
- Selman, S. & Dilworth‐Bart, J. (2023). Routines and child development: A systematic review. https://onlinelibrary.wiley.com/doi/pdfdirect/10.1111/jftr.12549
- Soh, S., Talaifar, S., & Harari, G. (2024). Identity development in the digital context. https://onlinelibrary.wiley.com/doi/pdfdirect/10.1111/spc3.12940
- Soto, C., Napolitano, C., & Roberts, B. (2020). Taking Skills Seriously: Toward an Integrative Model and Agenda for Social, Emotional, and Behavioral Skills. https://doi.org/10.1177/0963721420978613
- Sung, S., Thomas, D., & Rikakis, T. (2024). Enacting Transdisciplinary Values for a Postdigital World: The Challenge-Based Reflective Learning (CBRL) Framework. https://link.springer.com/content/pdf/10.1007/s42438-024-00485-1.pdf
- Surma, T., Vanhees, C., Wils, M., Nijlunsing, J., Crato, N., Hattie, J., Muijs, D., Rata, E., Wiliam, D., & Kirschner, P. (2025). Developing Curriculum for Deep Thinking. https://link.springer.com/content/pdf/10.1007/978-3-031-74661-1.pdf
- Syamsir, S., Saputra, N., & Mulia, R. (2025). Leadership agility in a VUCA world: a systematic review, conceptual insights, and research directions. https://www.tandfonline.com/doi/pdf/10.1080/23311975.2025.2482022?needAccess=true
- Trapé, C., Campos, C. M., Oliveira, C. d., Silva, J. G. S. T., Uchimura, L. Y., Figueiró, M., Bortoli, M. C., Domingues, S., & Yonekura, T. (2025). Scoping review of evidence synthesis: Concepts, types and methods. https://doi.org/10.1371/journal.pone.0323555
- Tuma, T. & Dolan, E. (2024). What Makes a Good Match? Predictors of Quality Mentorship Among Doctoral Students. https://www.lifescied.org/doi/pdf/10.1187/cbe.23-05-0070?download=true
- Venugopal, M., Madhavan, V., Prasad, R., & Raman, R. (2024). Transformative AI in human resource management: enhancing workforce planning with topic modeling. https://doi.org/10.1080/23311975.2024.2432550
- Vreuls, J., Klink, M. v., Koeslag‐Kreunen, M., Stoyanov, S., Boshuizen, H. P., & Nieuwenhuis, L. (2023). Responsive curriculum development: which factors support breaking through institutional barriers?. https://doi.org/10.1080/13636820.2023.2270470
- Walker, T., Are, F., Heredia, N., Onadeko, K., Saving, E., Kang, E., & Fernández, M. (2025). Identifying Mechanisms of Action for Implementation Strategies Using a Retrospective Implementation Mapping Logic Model Approach. https://link.springer.com/content/pdf/10.1007/s11121-025-01790-2.pdf
- Walker‐Donnelly, K., Scott, D., & Cawthon, T. (2019). Introduction: Overview and Application of Career Development Theories. https://doi.org/10.1002/ss.20303
- Wang, H., Chen, S., & Yen, M. (2021). Effects of metacognitive scaffolding on students’ performance and confidence judgments in simulation-based inquiry. http://link.aps.org/pdf/10.1103/PhysRevPhysEducRes.17.020108
- Williams, S., Thakore, B., & McGee, R. (2016). Career Coaches as a Source of Vicarious Learning for Racial and Ethnic Minority PhD Students in the Biomedical Sciences: A Qualitative Study. https://journals.plos.org/plosone/article/file?id=10.1371/journal.pone.0160038&type=printable
- Yates, J. (2025). Career development theories in practice: a thematic analysis of practitioner perceptions of the benefits of theoretically informed practice. https://link.springer.com/content/pdf/10.1007/s10775-025-09726-6.pdf
- Zha, S., Liu, Y., Zheng, C., Xu, J., Yu, F., Gong, J., & Xu, Y. (2025). Mentigo: An Intelligent Agent for Mentoring Students in the Creative Problem Solving Process. https://dl.acm.org/doi/pdf/10.1145/3706598.3713952
- Zhang, Y. & Lin, C. (2021). Effects of community of inquiry, learning presence and mentor presence on K‐12 online learning outcomes. https://doi.org/10.1111/jcal.12523
- Zhou, L., Cai, C., Wu, R., & Qi, Y. (2025). Effectiveness of scaffolded case-based learning in anesthesiology residency training: a randomized controlled trial. https://bmcmededuc.biomedcentral.com/counter/pdf/10.1186/s12909-025-07236-1