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The Pulickal Matrix: A Dual-Axis Model of Cognitive and Computational Expense
Difficulty is conventionally treated as a scalar, undifferentiated construct, obscuring the precise mechanisms by which tasks exert demand on human agents. This paper proposes a dual-axis framework-the Pulickal Matrix-which disentangles task difficulty into two orthogonal dimensions: cognitive expense and computational expense. Cognitive expense captures the mental latency of semantic mapping, abstraction, and the integration of novel conceptual schemas. Computational expense models the algorithmic execution cost-the operational effort required to process multi-step procedures once a schema is established. By mapping these dimensions onto a two-dimensional conceptual space, tasks are categorized into four distinct quadrants, providing a diagnostic tool for task analysis. Furthermore, we introduce a mathematical formalization demonstrating that difficulty is not an intrinsic property of a task, but an observer-relative vector transformed by the operator of an agent's domain expertise. Implications for instructional design, interdisciplinary communication, formal systems design, and human-computer interaction are discussed.
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