WSCM-Lite: A Practitioner-Ready Implementation of the Weak Signal Cultivation Model
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arXiv
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| Format: | Preprint |
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2026
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| _version_ | 1866913009485479936 |
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| author | Codourey, Maurice Gonzalez, Emmanuel A. |
| author_facet | Codourey, Maurice Gonzalez, Emmanuel A. |
| contents | The Weak Signal Cultivation Model (WSCM) provides a mathematically rigorous framework for tracking frontline risk signals across a two-dimensional coordinate field using 15 equations and 16 tunable parameters. While this specification is designed for eventual software implementation, its computational requirements create an adoption barrier for organizations whose available infrastructure is a spreadsheet. This paper introduces WSCM-Lite, a lookup-table implementation that reproduces the full WSCM's coordinate trajectories within 0.01 field units while eliminating all exponential functions, state-dependent tracking, and free parameters. The simplification replaces continuous recency weighting with a four-row lookup table and removes consensus momentum and reversal amplification entirely, reducing the specification to seven formulas and five hardcoded constants. A 26-session worked example using the Gas Fumes signal from the parent paper demonstrates that WSCM-Lite traverses the same four-region path (Question Marks --> Lit Fuses --> Owls --> Sleeping Cats --> Question Marks) and triggers SMS escalation within two sessions of the full model. Five additional scenarios validate boundary behavior, and a sensitivity analysis confirms stability under +/-30% gap threshold variation. An accompanying Excel simulator and supplementary materials are publicly available at https://github.com/emmgonai/wscm-lite. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2604_05381 |
| institution | arXiv |
| publishDate | 2026 |
| record_format | arxiv |
| spellingShingle | WSCM-Lite: A Practitioner-Ready Implementation of the Weak Signal Cultivation Model Codourey, Maurice Gonzalez, Emmanuel A. Human-Computer Interaction Software Engineering H.5.2; K.6.1 The Weak Signal Cultivation Model (WSCM) provides a mathematically rigorous framework for tracking frontline risk signals across a two-dimensional coordinate field using 15 equations and 16 tunable parameters. While this specification is designed for eventual software implementation, its computational requirements create an adoption barrier for organizations whose available infrastructure is a spreadsheet. This paper introduces WSCM-Lite, a lookup-table implementation that reproduces the full WSCM's coordinate trajectories within 0.01 field units while eliminating all exponential functions, state-dependent tracking, and free parameters. The simplification replaces continuous recency weighting with a four-row lookup table and removes consensus momentum and reversal amplification entirely, reducing the specification to seven formulas and five hardcoded constants. A 26-session worked example using the Gas Fumes signal from the parent paper demonstrates that WSCM-Lite traverses the same four-region path (Question Marks --> Lit Fuses --> Owls --> Sleeping Cats --> Question Marks) and triggers SMS escalation within two sessions of the full model. Five additional scenarios validate boundary behavior, and a sensitivity analysis confirms stability under +/-30% gap threshold variation. An accompanying Excel simulator and supplementary materials are publicly available at https://github.com/emmgonai/wscm-lite. |
| title | WSCM-Lite: A Practitioner-Ready Implementation of the Weak Signal Cultivation Model |
| topic | Human-Computer Interaction Software Engineering H.5.2; K.6.1 |
| url | https://arxiv.org/abs/2604.05381 |