Empirical Independence of WSCM Axes

Determine whether the two axes of the Weak Signal Cultivation Model—Risk Intensity (x) and Risk Growth Potential (y)—are empirically independent in organizational practice by testing, using field data from team-assessed signals, whether assessments on x and y represent two genuinely independent factors.

Background

The WSCM defines a two-dimensional coordinate field where each weak signal is positioned by Risk Intensity (x) and Risk Growth Potential (y). In the mathematical formalization, the axes are uncoupled by design, meaning updates to one axis do not mechanically affect the other.

However, the authors explicitly note that it is unknown whether this mathematical decoupling reflects empirical independence in real organizational settings. They identify this as an empirical question requiring field experiments to validate whether team assessments treat intensity and growth as independent constructs.

References

We do not, a priori, know whether the two dimensions are also empirically uncoupled, whether in real data from organizations the members of a team who are asked to assess a set of weak signals assess the intensity and growth potential as two genuinely independent factors. This is an empirical question that field experiments will need to test.

— The Weak Signal Cultivation Model: A Human-Centric Framework for Frontline Risk Detection, Signal Tracking, and Proactive Organizational Resilience  (2604.01495 - Codourey et al., 2 Apr 2026) in Section 3.1 Base Model