Use when designing or validating a quantitative metric, model, or ranking, when pre-registering an analysis, or before shipping a research claim or write-up to a paper, deck, post, or proposal — pre-registers the E1–E7 metric-design anti-patterns, the validity ladder (construct → face → predictive → robustness), and the multi-pass review protocol.
