Atlas / Skills / wondelai / Jobs To Be Done

Jobs To Be DoneCAUTION

skills/wondelai/jobs-to-be-done

Wondel.ai Agent Skills — Business, Marketing, UX & Coding Frameworks from Bestselling Books. 50 skills + 12 guided journeys for Claude Code, Codex, Cursor & other agentskills.io agents.

Verdict
CAUTION
Grade
B
Trust score
89 /100
Version
1.5.0
Hosts
—
License
MIT
Stars
2,377
01

Overview

Wondel.ai Agent Skills — Business, Marketing, UX & Coding Frameworks from Bestselling Books. 50 skills + 12 guided journeys for Claude Code, Codex, Cursor & other agentskills.io agents.

Read from source at commit c502026d022aOBSERVED · 2026-10-10
02

What it tells the agent

The instruction file, verbatim from the audited commit — this is the text the model reads, and the surface the audit's instruction layer examines. Quoted here so you can judge it without cloning anything.

---
name: jobs-to-be-done
description: 'Discover what customers truly need by analyzing the "job" they hire your product to do. Use when the user mentions "customer discovery", "why customers churn", "what job does this solve", "competing against luck", "product-market fit", "switching behavior", "milkshake moment", or "functional vs emotional jobs". Also trigger when investigating why users choose competitors, designing features around real customer needs, or reframing a value proposition. Covers JTBD interviews, competition analysis, and jobs-oriented roadmaps. For product positioning, see obviously-awesome. For rapid validation, see design-sprint. For non-leading interview technique, see mom-test.'
license: MIT
metadata:
  author: wondelai
  version: "1.5.0"
---

# Jobs to Be Done Framework

Framework for discovering innovation based on a fundamental truth: customers don't buy products -- they "hire" them to do a specific job in their lives.

## Core Principle

**Job to Be Done** = the progress a customer wants to make in specific circumstances.

Key elements of the definition:
- **Progress** (not goal, not solution) -- the customer wants to move from the current state to a better one
- **Circumstances** -- context determines the job, not customer attributes (demographics are useless)
- **Hiring/Firing** -- the customer actively chooses a product for the "job"

## Scoring

**Goal: 10/10.** Score 1 point per satisfied row in the Quick Diagnostic (7 rows) plus up to 3 points for depth: +1 if all three job dimensions are evidenced, +1 if the job statement avoids any product/solution name, +1 if competition includes non-consumption. Bands: **9-10** = job stated without the product, all four forces mapped, three dimensions evidenced, non-obvious competition and Little Hire tracked; **5-6** = job named but one or two diagnostic rows fail (usually missing forces or emotional/social dimensions); **<=3** = product-first framing, demographic segmentation, or Pull-only thinking. Always state the current score and the specific diagnostic rows to fix.

## Three Dimensions of Every Job

Every job has three inseparable dimensions -- omitting any means failure:

| Dimension | Question | Example (milkshake) |
|-----------|----------|---------------------|
| **Functional** | What does the customer need to do? | Occupy myself during a boring commute |
| **Emotional** | How do they want to feel? | Have a small treat for myself |
| **Social** | How do they want to be perceived? | As a sensible parent (not buying donuts) |

## Framework

### 1. The Job Statement

**Core concept:** A job statement captures the progress a customer seeks in a specific circumstance, in a structured format separating context, desired progress, and expected outcome.

**Why it works:** Because jobs are stable while solutions churn, anchoring on the job protects a roadmap from chasing features that the next technology shift makes irrelevant.

**Key insights:**
- Format: "When [circumstances], I want to [progress], so I can [outcome]"
- Circumstances matter more than demographics -- the same person has different jobs in different situations
- A well-written job statement never mentions your product or any specific solution
- Jobs are stable over time; solutions change but the underlying job persists

**Product applications:**

| Context | Application | Example |
|---------|-------------|---------|
| New product ideation | Define the job before brainstorming features | "When I'm commuting alone, I want something to occupy me and satisfy hunger, so I'm not hungry until lunch" |
| Feature prioritization | Evaluate whether a feature serves the core job | Features that advance the stated job beat nice-to-haves |
| Positioning & messaging | Use job statement language in copy | Lead with circumstance and progress, not product specs |

**Copy patterns:**
- "When you're [circumstance], you need [progress] -- that's exactly what [product] does"
- Lead with the situation the customer recognizes, not the product category
- Mirror the emotional and social dimensions alongside the functional one

See [references/innovation-process.md](references/innovation-process.md) when running an innovation project end-to-end -- the job-hunting methodology, the job atlas, and fill-in statement templates.

### 2. Forces of Progress (Push, Pull, Anxiety, Habit)

**Core concept:** The decision to "hire" a new product results from four forces: Push (frustration with the current situation), Pull (attraction of the new solution), Anxiety (fear of the new), and Habit (comfort with the current behavior). Change happens only when Push + Pull > Habit + Anxiety.

**Why it works:** Most innovation efforts only increase Pull while ignoring the anti-change forces -- which is why great products still fail to gain adoption.

**Key insights:**
- Push: "this annoys me"; Pull: "I want this"; Habit: "I've always done it this way"; Anxiety: "what if it doesn't work?"
- Reducing anxiety and habit is often more effective than increasing push and pull
- Passive seekers (vaguely aware of a problem) are easier to influence than active seekers who already have criteria

**Product applications:**

| Context | Application | Example |
|---------|-------------|---------|
| Onboarding design | Reduce anxiety with trials, guarantees, social proof | Money-back guarantee answers "what if it doesn't work?" |
| Switching campaigns | Make migration effortless to defeat habit | One-click data import from competitor |
| Content marketing | Awaken push in passive seekers by naming the frustration | "5 signs your current tool is costing you hours every week" |

**Copy patterns:**
- Address anxiety directly: "No lock-in, cancel anytime, your data is always yours"
- Name the push: "Tired of [frustration]? There's a better way"
- Reduce habit friction: "Switch in 5 minutes -- we import everything automatically"

See [references/competitive-strategy.md](references/competitive-strategy.md) when mapping c
03

Trust audit

CAUTIONgrade B · trust 89/100 Install with care. The audit found things worth knowing before you trust its output.

LayerWhat it checksResult
L0Provenance & inventoryWARN
L1Static analysis of the codeNA
L2Instruction surface (what it tells the agent)PASS
L3Class-specific surfacePASS
L4Behavioural (sandbox)SKIPPED

What the source does

Filesystem
none-observed
Network
none-observed
Shell
none-observed
Dependencies
pinned
Secrets in source
none-found

Findings (5)

MEDIUMInventory / provenance · inv.symlink · CWE-1104
.agents/skills/37signals-way
.agents/skills/37signals-way
Why it matters. link not followed
MEDIUMInventory / provenance · inv.symlink · CWE-1104
.agents/skills/architecture-optimization
.agents/skills/architecture-optimization
Why it matters. link not followed
MEDIUMInventory / provenance · inv.symlink · CWE-1104
.agents/skills/blue-ocean-strategy
.agents/skills/blue-ocean-strategy
Why it matters. link not followed
MEDIUMInventory / provenance · inv.symlink · CWE-1104
.agents/skills/clean-architecture
.agents/skills/clean-architecture
Why it matters. link not followed
MEDIUMInventory / provenance · inv.symlink · CWE-1104
.agents/skills/clean-code
.agents/skills/clean-code
Why it matters. link not followed

Gates applied: no_behavioural_pass.

Audited 2026-10-10 · audit v0.4.1 · source sha c502026d022afull audit observations/trust-audit/skill/wondelai__jobs-to-be-done.json · Report an issue / request a re-scan
04

Audit history

Every audit this skill has had.

DateSourceVerdictGradeScoreChange
2026-10-10c502026d022aCAUTIONB89first audit
05

Questions

What does the Jobs To Be Done skill do?

Wondel.ai Agent Skills — Business, Marketing, UX & Coding Frameworks from Bestselling Books. 50 skills + 12 guided journeys for Claude Code, Codex, Cursor & other agentskills.io agents.

Is Jobs To Be Done safe to install?

With care. The audit graded it B (89/100) and found 5 things worth knowing before you trust this skill, listed below with the exact line each was found on.

What can Jobs To Be Done access on my machine?

The audit observed no filesystem, network or shell use at all in its source.

How current is this page?

The grade is for one exact copy of the source (c502026d022a), read on 2026-10-10. The repository is watched, and a new audit runs when it changes — this is the first audit.

Advertisement