Abstract

This academic article aims to present the essential components of prompt engineering artistry for enabling artificial intelligence to create online learning assessment and evaluation tools that respond to the needs of digital-age learners. These tools operate consistently across all locations and timeframes, providing immediate results and feedback that foster sustainable development while ensuring comprehensive, equitable, and quality education for all learners through authentic assessment practices. The development of learner assessment tools through prompt engineering for AI implementation can be executed by instructors who establish assessment objectives, beginning with five systematic phases: First, learner analysis focuses on foundational knowledge of subject content, behavioral practices, learner characteristics, and appropriate assessment timeframes. Second, the selection of appropriate assessment tool categories. Third, prompt design involves selecting prompt engineering components and validating prompt quality to ensure alignment with learning objectives, accuracy, clarity, and appropriateness for target populations. Fourth, the selection of AI platforms for creating learning assessment tools using predetermined prompt commands. Fifth, program testing and validation to verify accuracy and appropriateness, with prompt engineering refinement and regeneration when errors are identified. Consequently, the application of AI prompt engineering artistry for creating digital-age learning assessment tools holds significant importance in driving and supporting instructional management, enabling learners to develop themselves effectively and efficiently. This approach promotes continuous learner potential fulfillment, leading to sustainable learning outcomes while facilitating educators’ ability to provide personalized, immediate feedback that enhances the overall educational experience. The systematic integration of prompt engineering with artificial intelligence represents a transformative approach to educational assessment, offering scalable solutions that maintain pedagogical rigor while addressing the diverse needs of contemporary learners in digitally mediated learning environments.

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