CLM-L004 — AQ (Alignment Quotient) Scoring Rubric — Legacy Operationalization
Status: ✅ Integrated · 🔍 Practitioner-grounded · Falsifiable ✓ — 4 sub-skills ↔ 7 dimensions ↔ 5 tiers mapping locked into THEORY-OF-TRAITS.md 2026-04-29; operational rubric → diagnostics/canon/
Structuring status: Pre-adoption Locked / In structuring
Confidence: Locked (under historical informal protocol; pending GOV-24 re-evidencing)
Last reviewed: 2026-04-29
Topic: 01-alignment-metrics
CLAIM TEXT
The Alignment Quotient (AQ) is a capacity metric (0–100) measuring an individual's ability to recognize, sustain, and restore alignment across changing conditions. AQ is operationalized through 7 behavioral dimensions, each scored 0–10: Reflection Depth, Action Responsiveness, Recalibration Speed, Alignment Literacy, Self-Initiated Alignment Behavior, Feedback Integration, and Emotional Regulation. Raw scores (0–70) are normalized to 0–100 and segment into 5 developmental tiers (Emerging / Developing / Skilled / Advanced / Mastering). AQ is distinct from and complementary to AX (state) and ASS (stability over time).
LOCATION (pre-adoption)
archive/planning-desk/RAG & Articles/Markdown Articles/App and Dev Files/Building Birthday Bot/AQ Scoring Rubric.md (v1.0, 2025-04-30, Steven Rudolph)- Cross-referenced in
Alignment Index (AX).md, Master List of Parameters for Alignment Tracking System.md
LOCATION (post-adoption, when integrated)
Conceptually integrated into current canon at multiple-natures/research/theory/THEORY-OF-TRAITS.md § "Alignment Intelligence (AQ), will, and Wu Wei" (lock dated 2026-04-29). Current canon defines AQ as "the developed quality of Orientation" with four component sub-skills (Nature literacy, Situation literacy, choice-making, wisdom of when to push). The 7-dimension legacy operationalization is not in current canon as a scored rubric.
EVIDENCE TYPES
[P] Phenomenological
Practitioner observation across many cases that the seven named behaviors are distinguishable and trackable. The five tier descriptions (Emerging through Mastering) reflect actual developmental trajectories observed in clients. N: hundreds of cases over 18+ years; specific N for tier-discrimination accuracy not formally tracked.
[E] Empirical
- MISSING — empirical literature on multi-dimensional capacity scoring vs. single composite. The 7-dimension structure is theoretically motivated but not psychometrically validated.
- MISSING — research on emotional regulation as a component of adaptive intelligence. Possible: Gross & John (2003) Emotion Regulation Questionnaire; trait emotional intelligence (TEIQue, Petrides) literature.
- MISSING — research on metacognitive monitoring (relates to Reflection Depth and Recalibration Speed). Possible: Fleming & Lau (2014) on metacognitive sensitivity.
- Indirect support from current canon's references to controlled vs. automatic processing (Schneider & Shiffrin) — AQ as the executive/self-regulatory layer aligns with this distinction.
[T] Theoretical
- AQ-as-capacity is internally consistent with current canon's framing of Orientation as the trainable layer (per THEORY-OF-TRAITS.md "Orientation as the trainable layer").
- The seven dimensions can be re-organized into current canon's four AQ sub-skills:
- Nature literacy ← Alignment Literacy (legacy)
- Situation literacy ← Reflection Depth + Feedback Integration (legacy)
- Choice-making ← Self-Initiated Alignment Behavior + Action Responsiveness (legacy)
- Wisdom of when to push ← Recalibration Speed + Emotional Regulation (legacy)
- This mapping is a working hypothesis, not yet verified against cases.
[C] Convergent
- MISSING — Adaptive intelligence literature (Sternberg's Adaptive Intelligence; Schunk on self-regulated learning). Should add rs- entries.
- MISSING — Self-Determination Theory's autonomous self-regulation construct.
- MISSING — Metacognitive intelligence research.
- Internal convergence with current canon's locked AQ definition (4 sub-skills) — different decomposition, same underlying construct.
UPSTREAM SOURCES
- Steven Rudolph (2025-04-30). Alignment Quotient (AQ) Scoring Rubric, v1.0. Internal Xavigate document.
- Self-source: practitioner-derived; not yet externally peer-reviewed
- Document explicitly references "complexity science, behavior design, cognitive psychology, and systems thinking" but does not cite primary sources
POSITIONING IN LITERATURE
- Confirms: The IQ/EQ tradition of quotient-based capacity metrics; adaptive intelligence research (Sternberg); metacognitive monitoring literature; tier-based developmental scoring (e.g., Kegan's stages of adult development).
- Extends: Names a specific 7-dimension structure for measuring alignment capacity — finer-grained than IQ (cognitive only) or EQ (emotional only). Adds tier classification with specific behavioral correlates.
- Departs: From frameworks that treat alignment as a binary or single-axis variable. AQ explicitly multidimensional. Also departs from frameworks that conflate state and capacity (AX vs. AQ separation).
FALSIFIABILITY
The 7-dimension AQ rubric would be falsified if:
- Inter-rater reliability is unacceptably low (different practitioners assigning very different scores to the same client). Current canon's "transfer reproducibility" rigor practice (GOV-24 §11) directly addresses this — not yet field-tested for AQ.
- Factor analysis on collected AQ scores reveals fewer than 7 underlying factors, or a structure inconsistent with the 7 named dimensions.
- The 5-tier classification fails to discriminate meaningfully different practitioner cases (i.e., clients across tiers behave indistinguishably in observable ways).
- AQ scores correlate too tightly with EQ or general intelligence (suggesting the construct adds nothing beyond existing measures).
The capacity/state distinction (AQ ≠ AX) would be falsified if AQ and AX moved in lockstep across all observed conditions. Current canon's "clear-eyed paralysis" lock (high AQ × low will, low AX) is direct evidence the two can dissociate.
EDGE CASES / KNOWN LIMITS
- Self-report bias — like AX/TAS/SAS, AQ scoring leans on user self-report or AI-inferred behavior. Behavioral validation is not built into the rubric.
- Cultural calibration — the 7 dimensions are framed in Western individualist terms (Self-Initiated Behavior, Reflection Depth). Collectivist contexts may need different operationalization.
- Trauma/clinical confound — Emotional Regulation as a dimension presumes baseline capacity. Trauma history can suppress this dimension independent of AQ as a whole. Current canon's "clear-eyed paralysis" quadrant (trauma + structural lock-in) is the framework's handle for this; legacy AQ rubric does not separately model it.
- AQ as fixed vs. dynamic — original rubric explicitly frames AQ as dynamic (last section of the rubric: "AQ as a Dynamic Rather Than Fixed Trait"). Good. But scoring snapshots can imply fixedness; longitudinal tracking required.
- Equal-weighting assumption — the (Raw / 70) × 100 normalization weights all 7 dimensions equally. Theoretically, some dimensions (e.g., Recalibration Speed) may be more diagnostic than others (e.g., Action Responsiveness, which correlates with general conscientiousness).
DISCONFIRMING CASES TRACKED
None formally tracked under this rubric. Possible disconfirming case pattern: a client scoring high on all 7 dimensions in self-report, but practitioners observe sustained misfires in real situations (suggesting AQ is being measured in articulation, not in deployment).
REFLEXIVITY NOTE
The 7-dimension structure reflects the author's training in the Western adult-development tradition (Kegan, Loevinger) and IQ/EQ literature. A practitioner from a different tradition might decompose AQ differently. The dimensions privilege visible self-regulation behaviors over interior states (e.g., somatic alignment, intuitive sense-making) that may be equally diagnostic in some practitioner traditions.
The rubric was designed for AI-mediated session scoring, which biases toward observable/inferable dimensions. A practitioner working primarily face-to-face might design the rubric differently.
RELATIONSHIP TO CURRENT CANON
- Already integrated? Partial.
- Conceptually yes: current canon defines AQ as the developed quality of Orientation, with four sub-skills (Nature literacy, Situation literacy, choice-making, wisdom of when to push).
- Operationally no: the 7-dimension rubric and 5-tier scoring system are not in current canon.
- Contradicts current canon? No, but decompositions differ. Legacy: 7 dimensions. Current: 4 sub-skills. Both are valid views of the same underlying construct. The legacy structure is finer-grained and operational; the current structure is coarser and theoretical.
- Net-new? The 7-dimension scoring + 5-tier classification is net-new operationalization that current canon does not name. Worth preserving for diagnostic / Map output use.
- Recommended action: Treat as Map-output / diagnostic-layer canon, not theory canon.
- Keep current canon's 4 sub-skills as the theoretical decomposition of AQ.
- Adopt the 7-dimension rubric in
diagnostics/canon/ as the operational scoring instrument.
- Add a mapping table: 4 sub-skills ↔ 7 dimensions ↔ practitioner observables.
- Surface the 5-tier classification (Emerging / Developing / Skilled / Advanced / Mastering) in practitioner-facing communication. The tiers are useful for client conversation in a way that "Working / Locked / Open" confidence levels are not.
RESEARCH-BANK GAPS FLAGGED
For RESEARCH-BACKLOG.md:
- Adaptive intelligence literature — Sternberg (Adaptive Intelligence, 2021); Sternberg & Grigorenko on practical intelligence; rs- entry needed.
- Metacognitive monitoring — Fleming & Lau (2014); Nelson & Narens framework; rs- entry needed for Reflection Depth + Recalibration Speed grounding.
- Trait emotional intelligence — Petrides TEIQue literature; rs- entry for Emotional Regulation dimension.
- Self-regulated learning — Schunk, Zimmerman; rs- entry for Self-Initiated Behavior + Action Responsiveness dimensions.
- Adult developmental tiers — Kegan, Loevinger ego development, Cook-Greuter; rs- entry candidates for the 5-tier structure.
- Inter-rater reliability for behavior-based capacity rubrics — psychometric literature; needed to defend any 7-dimension claim.
- Factor analytic validation for multi-dimensional capacity constructs — needed to defend the claim that the 7 dimensions are factorially distinct.
NOTES
- AQ vs. AX vs. ASS triad. Original rubric explicitly distinguishes:
- AQ: capacity (skill at managing alignment)
- AX: current state
- ASS (Alignment Stability Score): historical volatility / stability over time
- These three together form a comprehensive alignment-health profile.
- ASS deserves its own claim file (CLM-L006); not yet written.
- The legacy rubric's claim that AQ = "applied intelligence" / "alignment fluency" / "feedback literacy" anticipates the current canon's framing of AQ as developed quality of Orientation.
- The 7 dimensions can be reduced to current canon's 4 sub-skills (mapping above), but the reverse — going from 4 to 7 — is non-trivial. Worth preserving the 7-dimension structure for diagnostic-layer fidelity.
- The dynamic-not-fixed framing in the legacy doc is critical and should be carried forward into any operationalization.