Define before data
Write the construct, causal role, unit, level, time window, and exclusions before selecting convenient proxies.
FRAMEWORK 1.0 / Variables
Variables
Every construct must have a measurement model, uncertainty statement, and documented failure modes.
Core and auxiliary variables
| Symbol | Operational meaning | Scale / range | Candidate observations | Primary failure risk |
|---|---|---|---|---|
| C | Effective, inclusive coordination toward shared or compatible functions. | Latent/composite; normalized [0,1]. | Collective-action success; network reciprocity; service reliability. | Confusing coercion, compliance, or dense connectivity with cooperation. |
| Lₑ | Effective relational trust, legitimacy, and expected fair reciprocity. | Latent field; contextual [0,1]. | Institutional trust; procedural fairness; reliable reciprocity. | Survey translation, strategic responses, and cultural non-invariance. |
| Eₙ | Net usable material, human, informational, institutional, and ecological capacity. | Multidimensional enabling capacity; normalized [0,1]. | Health, skills, infrastructure, fiscal room, energy reliability, ecological slack. | Equating throughput, extraction, or wealth with genuinely usable capacity. |
| E | Entropy pressure: fragmentation, uncertainty, destructive conflict, coordination loss, and dissipative pressure. | Operational index; normalized [0,1], with ε in denominator. | Violence, corruption, information disorder, network fragmentation, recovery loss. | Thermodynamic overclaim, double counting, and proxy endogeneity. |
| S̃ | Unbounded raw multiplicative stability index. | Positive unbounded intermediate. | Computed from registered C, Lₑ, Eₙ, E, exponents, and ε. | Extreme values near a small denominator; misleading cross-domain comparison. |
| S | Bounded capacity to preserve valued function, dignity, legitimate cooperation, correction, and adaptation under disturbance. | Latent/composite outcome; strictly bounded, commonly (0,1). | Recovery, continuity, peaceful transfer, adaptive performance, rights constraints. | Rewarding repression, hiding unequal burdens, or mistaking immobility for stability. |
| R | Shock exposure. | Exogenous/endogenous stressor. | Hazard intensity, conflict exposure, cascade arrival, ecological shock. | Post-treatment measurement and inconsistent event definitions. |
| A | Adaptive capacity not already represented in Eₙ. | Learning, diversity, slack, correction. | Response flexibility, institutional learning, redundancy, reversible options. | Double counting Eₙ or treating nominal plans as usable adaptation. |
Measurement requirements
Declare aggregation
Document weighting, normalization, missingness, dimensional reduction, and the information lost through aggregation.
Test invariance
Evaluate language, culture, subgroup, geography, and time invariance before cross-context comparison.
Propagate uncertainty
Carry source, measurement, parameter, and model uncertainty into S and all downstream decisions.