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This is a Quantitative Study study.

November 4, 2025

Framework for Modern Learner-Centric Technical Knowledge Management and Learning System

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Human errors contribute to 70% of incidents in oil and gas, emphasizing the need for effective training.
A focus on personalized and scalable approaches may improve safety and knowledge retention in complex environments.
Oil and gas faces challenges from conservative cultures and outdated training practices, hindering modernization efforts.
Adopting adaptive learning and digital ecosystems is essential to enhance workforce development and safety measures.

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Analysis reveals safety concerns in oil and gas due to knowledge gaps, suggesting innovative training and adaptive learning is crucial.

Kalleparambil et al. (2025) studied this question.

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