home / skills / coowoolf / insighthunt-skills / causal-interview-protocol

causal-interview-protocol skill

/user-research/causal-interview-protocol

This skill helps uncover the real causes behind a purchase by reconstructing the customer timeline and penetrating surface answers.

npx playbooks add skill coowoolf/insighthunt-skills --skill causal-interview-protocol

Review the files below or copy the command above to add this skill to your agents.

Files (1)
SKILL.md
3.8 KB
---
name: Causal Interview Protocol
description: A JTBD interviewing technique to reconstruct the customer's timeline and uncover causal mechanisms behind a purchase. Resembles criminal investigation—penetrate surface-level answers to find the struggling moment.
---

# The Causal Interview Protocol

> "It's criminal and intelligence interrogation that feels like therapy because most people don't actually know why they bought." — Bob Moesta

## What It Is

A specific interviewing technique designed to **reconstruct the customer's timeline** and uncover the causal mechanisms behind a purchase, resembling a criminal investigation or therapy session rather than a standard survey.

## When To Use

- During **customer discovery**
- Validating **zero-to-one product** concepts
- Understanding why a product is being **"hired"**
- When survey data seems **unreliable or shallow**

## The Protocol

```
┌──────────────────────────────────────────────────────┐
│  STEP 1: RECRUIT                                     │
│  → Interview ONLY people who already switched        │
│  → Recent behavior > Hypothetical intent             │
├──────────────────────────────────────────────────────┤
│  STEP 2: RECONSTRUCT TIMELINE                        │
│  → Work backwards from purchase moment               │
│  → "Walk me through when you first thought about..." │
├──────────────────────────────────────────────────────┤
│  STEP 3: PENETRATE LAYERS                            │
│  → Layer 1: Pablum (polite surface answers)          │
│  → Layer 2: Fantasy/Nightmare (hypothetical fears)   │
│  → Layer 3: Reality (actual causal mechanism)        │
├──────────────────────────────────────────────────────┤
│  STEP 4: CLUSTER CAUSAL PATHWAYS                     │
│  → Group by WHY they switched, not WHO they are      │
│  → Ignore demographics initially                     │
└──────────────────────────────────────────────────────┘
```

## Core Principles

### 1. Interview Only Actual Switchers
People who have already made the progress (purchased/switched), not prospects.

### 2. No Discussion Guide
Follow the story and the energy. Don't force a script.

### 3. Penetrate the Pablum
Get past polite surface answers to the real story.

### 4. Cluster by Causality
Group interviews by causal pathways, not demographic segments.

### 5. Find the Struggling Moment
Listen for what triggered the search.

## Key Questions

```
❌ AVOID: "Why did you buy this?"
   (Invites post-hoc rationalization)

✅ USE: "Walk me through what happened..."
   "What was going on in your life when you first thought about this?"
   "Tell me about the moment you decided to actually purchase..."
   "What did you try before this?"
```

## Common Mistakes

❌ Asking "Why?" repeatedly (invites **rationalization**)

❌ Believing customers' **hypothetical claims** ("I would buy this")

❌ Segmenting by **demographics** instead of causal pathways

## Real-World Example

Discovering why people buy Snickers (meal replacement/masticaton for energy) vs. Milky Way (emotional reward/melting texture), leading to completely different competitive sets.

---
*Source: Bob Moesta, Co-creator of Jobs-to-be-Done, Lenny's Podcast*

Overview

This skill is the Causal Interview Protocol, a JTBD interviewing technique that reconstructs a customer's timeline to surface the true causal reasons behind a purchase. It treats discovery like an investigation—moving past polite answers to find the struggling moment that triggered behavior. The goal is actionable causal patterns, not demographic stereotypes.

How this skill works

Interview only people who actually switched or purchased, then work backwards from the purchase moment to rebuild their timeline. The interviewer avoids scripted why-questions, penetrates layers of surface answers, and listens for concrete events, constraints, and attempts made before the switch. Finally, interviews are clustered by causal pathways to reveal distinct reasons customers hired the product.

When to use it

  • Early customer discovery for zero-to-one products
  • Validating why customers actually choose a solution
  • When survey responses feel shallow or contradictory
  • Designing features that address a specific struggling moment
  • Prioritizing which customer problems to solve first

Best practices

  • Recruit only actual switchers or recent buyers—avoid hypothetical intent
  • Start from the purchase and reconstruct the timeline backward
  • Follow the story; do not rely on a rigid discussion guide
  • Penetrate layers: surface answers, fantasies/fears, then concrete reality
  • Cluster findings by causal pathway rather than by demographics

Example use cases

  • Discover the exact trigger that made customers abandon competitors
  • Differentiate product positioning when users hire your product for different jobs
  • Uncover prior workarounds users tried before switching
  • Inform MVP feature selection based on real causal constraints
  • Segment customers by why they bought to target onboarding flows

FAQ

How many interviews do I need?

Start with 10–20 switcher interviews to surface recurring causal patterns; iterate until additional interviews yield diminishing new pathways.

Should I ask 'why' repeatedly?

No. Repeated 'why' invites rationalization. Instead, ask for concrete timelines, preceding events, and what they tried before switching.