Core Idea
Effective AI use is commonly attributed to tool access and basic familiarity with prompting. Emerging evidence suggests the critical variable is neither — it’s prompt literacy: the ability to iteratively refine inputs and evaluate outputs. This reframes AI use from a technical skill to a learning process.
Research Focus
How does prompt literacy affect task completion, efficiency, confidence, and depth of learning when users engage with unfamiliar problems? Rather than treating AI as a uniform tool, this perspective recognizes that outcomes are co-constructed through interaction, with user behavior playing a decisive role.
Theoretical and Empirical Support
The literature increasingly positions prompt literacy as a mediating factor in AI effectiveness. Structured engagement with prompting strategies enhances metacognitive awareness and iterative problem-solving (de Santiago et al., 2025). Prompt quality directly shapes whether learners engage deeply or rely on superficial outputs (Palomares et al., 2025). Unequal preparation leads to significantly different outcomes even with identical tasks and tools (Jin et al., 2025). Across domains, users who refine and iterate with AI achieve more meaningful results than those relying on single-step interactions — a finding consistent with my own dissertation work on prompt literacy in AI-supported learning.
Proposed Study
Design Participants would be pre-tested on their ability to construct, refine, and adapt prompts, then grouped into higher and lower literacy categories. Both groups complete identical tasks under identical conditions, enabling direct comparison of performance, interaction patterns, confidence, and iteration behavior.
Implications
The deeper question isn’t how do we write better prompts? It’s: what actually differentiates effective from ineffective AI users?
If prompt literacy is a primary driver of outcomes, training programs and educational frameworks need to shift from tool exposure toward iterative reasoning, reflective evaluation, and adaptive interaction, treating prompt literacy not as technique, but as digital problem-solving competence.
Robert Foreman
📧 forem1r@cmich.edu
🎓 Doctoral Student, Educational Technology
Central Michigan University