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@article{196269,
        author = {Kajin Karunakaran and Chandni K Nair and Ajish K B},
        title = {Why Assessments Matter Beyond School: A Study on Adult Learning, Skill Gaps, and Continuous Evaluation},
        journal = {International Journal of Innovative Research in Technology},
        year = {2026},
        volume = {12},
        number = {11},
        pages = {3592-3595},
        issn = {2349-6002},
        url = {https://ijirt.org/article?manuscript=196269},
        abstract = {This study examines how professional certification assessments operate as behavioral feedback mechanisms for adult learners across technical (Microsoft .NET, Oracle Java, Python PCEP, Google Cloud, AWS) and non-technical (PMP, CSM, PSM-I, SAFe SM, ISTQB-CTFL) domains. We compare honest, retrieval-based preparation with dump-assisted preparation on metacognitive calibration, immediate skill performance, delayed recall, and on-the-job transfer among N=15 IT professionals. Using surveys, domain-aligned scenario-based skill checks, and interviews, we find that honest preparation is associated with smaller calibration gaps (median 0.6 vs. 1.7), higher skill scores (mean 7.6/10 vs. 5.4/10), stronger delayed recall (7.0 vs. 5.0), and greater transfer to work (median 4 vs. 2–3). Effects are pronounced for technical certifications on applied operations tasks and for non-technical certifications on planning/coordination vignettes. The findings support test-enhanced learning and andragogical principles, underscoring the value of performance-based exams, spaced retrieval practice, and cultural discouragement of exam dumps in sustaining the real-world value of credentials.},
        keywords = {adult learning; certification; retrieval practice; assessment integrity; metacognition; technical certifications; agile; testing effect; performance-based assessment.},
        month = {April},
        }