M1 — Market Intelligence
This layer addresses where and how to build by considering talent, compensation, commercial space, infrastructure, incentives, scalability and risk.
The purpose is not to produce an unquestioned score, but to make assumptions and trade-offs visible.
M2 — Managed Talent
This layer addresses who should build and operate the capability: leadership, permanent hiring, contract-to-hire, specialists, onboarding, learning, mobility and performance.
Workforce information should connect to the capability plan rather than remain a separate recruitment dashboard.
M3 — Machine Intelligence
This layer addresses continuous improvement through analytics, forecasting, workflow automation, skills intelligence, alerts and recommendations.
Responsible use requires suitable data, access controls, monitoring and accountable human review.
The connected workflow
Market Data + Workforce Data + Operating Data → Machine Intelligence → Human Review → Business Decision → Action.
The value comes from connecting the flow and ownership, not merely adding another dashboard.
Start with one decision
Choose a recurring management question, such as workforce demand, budget burn, attrition risk or city cost, and define the data, owner, threshold and action.
Expand the system only after the decision loop is working.
Apply the framework to your mandate.
Discuss the capability, location, operating model, workforce or evidence you need to validate.
Talk to Clikin Tech