The proliferation of digital learning tools has not correlated with proportional gains in educational outcomes, revealing a critical disconnect between technological development and the science of learning. This paper contends that this disparity stems from the treatment of learning theory as a post-hoc justification rather than a foundational design constraint. We synthesize three core theoretical paradigms—Cognitive Load Theory, Social Constructivism, and Connectivism—to explain the cognitive, social, and networked dimensions of learning. From this synthesis, we derive the Integrated Theory-Technology Framework (ITTF), a prescriptive model asserting that effective learning tools must be simultaneously cognitively efficient, socially mediating, and network fluent. The ITTF provides a generative blueprint for design and a critical lens for evaluation, moving the field beyond isolated feature-checking toward holistic, theory-driven engineering. We identify key barriers to implementation, including disciplinary divides and translational complexity, and propose concrete recommendations for research, design, and institutional policy. This work argues that transforming educational technology into a mature design science is not merely an optimization challenge but a necessary condition for achieving scalable, effective, and future-ready learning.
Aliyu et al. (Sun,) studied this question.
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