Library / First Principles Framework (FPF) - Core Conceptual Specification
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C.16:6 - Scale-type admissibility quick reference (Informative)

Didactic note. This table is a memory aid for engineers and managers. It does not introduce new admissibility rules. Normative admissibility of operations by scale type is governed by A.18 (CSLC) and, where mechanized in CG‑frames, by the relevant admissibility profiles. If any row below conflicts with A.18, treat it as an illustrative example and follow A.18.

Scale typeComparisonsLocationDifferencesRatiosAdmissible summariesTypical unsupported anti-patterns
Nominal=, ≠mode, frequencies——counts, proportionsaveraging labels; ordering categories without a declared order
Ordinal<, =, > (rank)median, quantilesnot meaningful—order‑respecting summaries (median rank, percentiles)arithmetic mean of ranks; variance on ranks; linear blends of ranks
Interval<, =, >mean locationΔ meaningfulratio not meaningfulmean, sd of differences, correlationratio claims (“twice as hot” in °C); geometric mean
Ratio<, =, >mean locationΔ meaningfulratios meaningfularithmetic/geometric means, cv, growth ratesadding heterogeneous units; log on nonpositive values

Reminders (informative; see A.18 for normative rules). G‑1 (Order). On ordinal, transforms should be monotone. G‑2 (Differences). On interval or ratio, Δ is meaningful; on ordinal or nominal, it is undefined. G‑3 (Ratios). Only ratio Scales admit x/y semantics; interval, ordinal, or nominal do not. G‑4 (Unit coherence). Interval or ratio arithmetic presumes compatible units (or a declared conversion). G‑5 (Target polarity). If polarity is targeted, comparisons use distance‑from‑target semantics as declared by the relevant subject pattern, template, and cited method or mechanism.

(These rules line up with the MM‑CHR exposition of CSLC and term discipline; A.17 fixes the lexical side.)