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Funnel Analysis

A 7-step analysis framework for comparing two datasets and finding relevant gaps. Guides the reader from question to action through visual filtering.

Born from Real Work
1. Question 2. Sources 3. Compare 4. Funnel 5. Confirm 6. Findings 7. Action
1 The Question "What do we want to know?"
2 The Sources "What are we comparing?"
3 The Comparison "How do we match them?"
4 The Funnel "How much drops off at each step?"
5 The Confirmation "What's already covered?"
6 The Findings "What's missing and why does it matter?"
7 The Action "What needs to happen now?"
Example: SAP Migration Objects
329
Total objects
↓ remove already covered (−31)
298
Not in scope
↓ remove wrong system (−12)
286
Correct system
↓ remove irrelevant sectors (−261)
~25
Relevant gaps to review
1

The Question — Start with the Reader

What do we actually want to know?
Audience: everyone
SectionContent
The questionOne sentence, plain language, no jargon
Why it mattersWhat happens if we don't answer this?
For whomWho will act on the answer?
Rules of Thumb
  • One question, one sentence — if you need a comma, it's too complex
  • Write it as if asking a colleague in the hallway
  • No abbreviations, no system jargon
2

The Sources — Show Your Datasets

What are we comparing?
Audience: everyone
SectionContent
Dataset AName, origin, size, who created it
Dataset BName, origin, size, who created it
What's in themColumns/fields per dataset, with an example row
The join fieldWhich field connects the two datasets?
Rules of Thumb
  • Always show an example — a concrete row from each dataset
  • Mention the version and date — datasets change
  • Name the owner — who assembled this?
3

The Comparison — Explain the Process

How do we lay them side by side?
Audience: analysts
SectionContent
The methodWhich comparison do we perform?
The raw numbersHow many matches, how many gaps?
What the numbers meanTranslation to plain language
Rules of Thumb
  • Describe the comparison as a recipe — step 1, step 2, step 3
  • Numbers must add up — the reader should be able to verify
  • Always give numbers context — "298 of 329 (90%)"
  • No judgement yet — that comes in the funnel
4

The Funnel — Visual Filtering

How many of those gaps are actually relevant?
Audience: decision makers

The funnel is the heart of the analysis. It transforms an overwhelming number into a manageable shortlist through progressive filtering.

SectionContent
The funnelVisual diagram: each filter level with count
Per filterWhy this filter? Which items drop off?
The final numberWhat remains after all filters?
Rules of Thumb
  • Each filter must explain why items drop off, not just how many
  • Numbers must be traceable — top to bottom should add up
  • Use concrete category names ("41 EHS objects") not just abstract counts
  • The funnel tells the story: from overwhelming (329!) to manageable (~25)
5

The Confirmation — What’s Already Covered

What's going well? What don't we need to do?
Audience: stakeholders
SectionContent
Covered itemsWhat's already matched, by category
What we skipIrrelevant categories with brief explanation
Percentage coveredHow much of the relevant work is done?
Rules of Thumb
  • This step is psychological: show it's not as bad as it looks
  • Name specifically what's covered — not "many objects" but actual names
  • After this step the reader should think: "OK, most of it is handled"
6

The Findings — Explain Every Gap

What exactly is missing, and why is it relevant for us?
Audience: functional team
SectionContent
High priorityItems almost certainly needed, with explanation
To discussItems that may be relevant, depending on usage
Per finding(1) What is it? (2) Why relevant for you?
Rules of Thumb
  • Two sentences per finding: sentence 1 = what it is, sentence 2 = why it matters to you
  • Group by urgency, not by technical category
  • Mark the biggest gap explicitly
  • "To discuss" items always have an if-then: "if you do X, then this is relevant"
7

The Action — Concrete Next Steps

What needs to happen now?
Audience: project lead
SectionContent
Direct actionsWhat can be picked up now (numbered)
Discussion pointsWhat needs to be discussed, with whom
What we skipExplicit confirmation of what does NOT need action
Rules of Thumb
  • Actions are numbered and start with a verb
  • Every action has an owner
  • "Skip" is also an action — state it explicitly
  • Close with the next meeting: who discusses this with whom?

The 7 steps follow a deliberate psychological arc:

PhaseStepsEffect on reader
Orient1–3"I understand what we're looking at"
Reassure4–5"It's not as bad as 298 gaps sounds"
Focus6"These specific items need attention"
Activate7"I know exactly what to do next"
The Key Insight
  • Present findings after building trust, never before
  • The funnel reduces anxiety: 329 → ~25 is a relief, not a threat
  • By step 6, the reader is ready to hear about gaps — they already know most is covered
Situation Method
Building something (software, process) Helicopter to Detail
Researching a topic (product, decision) Knowledge Pyramid
Comparing two datasets for gaps Funnel Analysis
Convincing a non-expert with data Funnel Analysis
GoalSteps
Quick check (chat message)1 + 3 + 4 (question, comparison, funnel)
Management summary1 + 4 + 7 (question, funnel, action)
Team working documentAll 7 steps
Interactive HTML documentAll 7 steps with visual funnel

Core principle: The reader should never have to think. Every step explains itself completely — no prior knowledge required.