# Faculty Implementation Guide

Begin with questions and context rather than formulas. Use real or carefully simulated data, repeated investigation, simulation, writing, and critique. Require learners to distinguish description, prediction, generalization, and causation. Grade reasoning, design, uncertainty, and communication—not only arithmetic. Use pathway choice for scaffolding, not tracking.