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This concept and tooling seems portable to many other contexts.
Personally have been involved in a number of tube-surfing geographically scattered/challenged tech deployments where a plan would have been better than swatting reactively at a buzzing swarm of asynchronously arriving "it's broke and we need parts and delivery."
I guess this will work best sitting on a rich history of stats.
"The proposed Spare Parts Inventory Policy (SPIP) integrates demand requirements, storage capacity, budget limitations, and service reliability targets into a unified planning model that remains transparent and practically interpretable for managerial use. Variability in component failures and offshore accessibility is incorporated through parameterized demand and service-level inputs, allowing managers to evaluate trade-offs without introducing unnecessary model complexity. Rather than introducing a new optimization algorithm, the contribution lies in translating offshore wind operational realities into a linear programming–based decision-support framework that can be implemented with Python using the PuLP optimization package."
Most companies do not have an operational complexity problem.
They have an accumulated improvisation problem. Every workaround that was never revisited.
Kamyar Shah, fractional COO
integratedstrategicexecutive.com/OpsImprovisation
The ops manager who starts making decisions unilaterally is not being insubordinate.
He is filling a vacuum. The problem is the vacuum, not the person filling it.
Kamyar Shah, fractional COO
integratedstrategicexecutive.com/OpsDelegate

The Operations & Project Management Compendium Methodologies, Process Improvement, and Change Management for Businesses That Need Operations to Actually Scale Operations methodology without implementation context is a textbook. Every discipline…

Fractional COO - Fractional CMO - Kamyar Shah | Labor quality is now the number one cost pressure for small businesses, according to the NFIB Small Business Optimism Index for February 2026. Fifteen percent of business owners cite it as their top problem. That number is not a failure of the...
https://dominusmarkham.com/the-one-that-got-away/
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