Processes

Identify needs from stakeholders

How identify needs from stakeholders are reshaped as AGI capability advances.

ProcessesIdentify needs from stakeholders
Identify needs from stakeholders — illustrated

The bottom line

Roughly 85% of the work in Identify needs from stakeholders is information-shaped — already within reach of AI delivery. The question here is not whether it shifts, but which tasks go first and who staffs the residual.

Why: With no seeded child occupations, the scalar is derived from the lens and process description. Although the top-level 'Manage environmental health and safety (EHS)' category often involves hybrid physical environments, the specific process of 'Gathering information from stakeholders prior to conducting analytics' is pure information-gathering and requirement-scoping. This is remotely-doable knowledge work, placing it firmly in the digital band.

grounded in the economy graph · digital scalar 0.85 · digital

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How the work flows

Trigger: An upcoming analytics project or reporting cycle prompts the data team to engage with business stakeholders.

  1. Identify and map relevant stakeholders for the upcoming analytics initiative
  2. Schedule and conduct discovery sessions or distribute requirement surveys
  3. Document specific business questions, required data points, and expected analytical outcomes
  4. Review gathered requirements for technical feasibility and strategic alignment
  5. Obtain formal sign-off on the defined needs from key stakeholders

Outcome: Stakeholder requirements and business questions are fully documented, prioritized, and approved to guide the analytics initiative.

Measured by

Requirement Gathering Cycle TimeStakeholder Satisfaction ScoreRequirement Approval RatePost-Delivery Revision Rate