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Structured requirements elicitation for analysis requests. Use when scoping new analysis projects, clarifying ambiguous business questions, or documenting analysis acceptance criteria with stakeholders.

Use this Skill: https://skilld.dev/gh/nimrodfisher/data-analytics-skills/stakeholder-requirements-gathering

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referencesdecision_maker_framework.md

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Decision-Maker Framework

Use this to calibrate the rigour, format, and speed of an analysis based on the type of decision it will inform.


Decision Types

Strategic Decision

Definition: Sets long-term direction, allocates significant resources, or is difficult to reverse.
Examples: Entering a new market, choosing a pricing model, major product roadmap pivot
Required rigour: High — statistical validity, sensitivity analysis, documented assumptions
Required speed: Low urgency — take the time to do it right
Typical audience tier: Executive (C-suite, Board)
Format: Formal report or presentation with full methodology section

Operational Decision

Definition: Optimises how existing processes run; moderate reversibility.
Examples: Setting SLA thresholds, adjusting a marketing budget allocation, changing a workflow
Required rigour: Medium — directionally correct is sufficient; perfect is the enemy of good
Required speed: Medium urgency — days, not weeks
Typical audience tier: Business analyst / domain lead
Format: One-page summary + supporting data

Tactical Decision

Definition: Day-to-day execution; highly reversible.
Examples: Which customer to prioritise in the CS queue, whether to send a specific campaign today
Required rigour: Low — fast is more valuable than thorough
Required speed: High urgency — hours, not days
Typical audience tier: Operational team
Format: Dashboard metric or single answer


Calibration Matrix

Decision type Acceptable uncertainty Audience Format Turnaround
Strategic Low (< 10%) Executive Report / slide deck 1–2 weeks
Operational Medium (20–30%) Business lead One-pager + data 1–3 days
Tactical High (±50% OK) Operator Number / flag Hours

Stakeholder Role Map

Understanding which role plays which part in a decision:

Role What they need from you
Decider Bottom-line recommendation, confidence level, key risk
Approver Enough detail to validate; needs to understand method
Influencer Findings relevant to their domain; may shape the decision
Implementer Specific, actionable outputs; granular data they can act on
Reviewer Technical validity; reproducibility; comparison to prior work

Ask at the start: "Who is the decider? Who needs to approve? Who will implement?"


Questions to Ask for Each Decision Type

For strategic decisions:

  • What is the irreversible part of this decision?
  • What would cause you to reverse course 6 months from now?
  • What's the cost of being wrong?
  • Who else needs to sign off?

For operational decisions:

  • How often will this decision be revisited?
  • What's good enough for you to act?
  • Who owns the implementation?

For tactical decisions:

  • What is the single number or flag you need?
  • How will this be consumed (dashboard, alert, report)?
  • What's the tolerance for being directionally right vs. precisely right?

Mismatched Rigour Costs

Mismatch Consequence
Over-rigorous for tactical decision Wasted time; answer arrives too late to matter
Under-rigorous for strategic decision Decision based on insufficient evidence; costly reversal
Wrong audience for the format Executive confused by detail; analyst can't validate from summary

Source: SKILL.md on GitHub

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    This skill is a collection of static Markdown templates and process documentation for requirements gathering. It contains no executable code, network operations, or automation commands.

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