Decision
Ask what action or choice the analysis should inform.
Career Lab · Module 18
Stakeholders & Communication.
Analysis creates value only when people understand what you found, trust the evidence, and know what decision or next step follows.
Core idea
Stakeholder management is not saying yes faster. It is aligning the question, evidence, decision and confidence level.
01
Context
The VP wants “a dashboard by tomorrow.”
“Can you just build the dashboard first? We can figure out the details later.”
The fastest way to waste analytical time is to accept an output request before understanding the decision behind it.
A good analyst can clarify scope quickly, propose a minimum useful version, and explain what cannot be responsibly answered yet.
02
Communication loop
Align before you analyze.
Definition
Resolve ambiguous metrics and populations.
Scope
Agree the minimum useful output and deadline.
Update
Communicate evidence, uncertainty, recommendation and next step.
Rule
Push back on ambiguity, not on the stakeholder. Offer a sharper path forward.
03
Challenge
Turn “build me a churn dashboard” into a useful brief.
Exercise · 20–30 minutes
Clarify the request.
- What decision will the dashboard support?
- How should churn be defined for this business?
- Who is the audience and how often will they use it?
- What must be available tomorrow versus later?
- What uncertainty should be disclosed?
- What would you write in a two-paragraph stakeholder update?
04
AI assist
Use AI to tighten communication, not manufacture certainty.
Executive update prompt
Rewrite my analytical update for a VP.
Structure:
1. What changed
2. Evidence
3. What we know / do not know
4. Recommended next action
Constraints:
- no jargon unless necessary,
- no causal language without evidence,
- preserve uncertainty,
- put the decision-relevant point first,
- keep it under 150 words.
Do not add facts that are not in my notes.05
Validation
The stakeholder communication checklist.
01
Is the decision explicit?
02
Are metric definitions agreed?
03
Did I distinguish requested output from actual need?
04
Does the update lead with the business point?
05
Is uncertainty specific rather than vague?
06
Is the recommendation supported by evidence?
06
Worked takeaway
Good communication reduces ambiguity without hiding uncertainty.
Ask what decision and audience define success.
Offer a minimum useful first version.
Lead with the finding, then evidence and caveats.
State the next action and why it follows.
Analyst habit
Before sending analysis, ask: if the stakeholder reads only the first two sentences, will they understand the decision-relevant point?