Atlas / Skills / deanpeters / Jobs To Be Done

Jobs To Be DoneSAFE

skills/deanpeters/jobs-to-be-done

Product Management skills framework built on battle-tested methods for Claude Code, Cowork, Codex, and AI agents.

Verdict
SAFE
Grade
B
Trust score
89 /100
Version
—
Hosts
—
License
NOASSERTION
Stars
7,184
01

Overview

Product Management skills framework built on battle-tested methods for Claude Code, Cowork, Codex, and AI agents.

Read from source at commit 0b657a54b6d7OBSERVED · 2026-10-07
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
argument-hint: "[customer segment or product]"
description: Uncover customer jobs, pains, and gains in a structured JTBD format. Use when clarifying unmet needs, repositioning a product, or improving discovery and messaging.
intent: >-
  Systematically explore what customers are trying to accomplish (functional, social, emotional jobs), the pains they experience, and the gains they seek. Use this framework to uncover unmet needs, validate product ideas, and ensure your solution addresses real motivations—not just surface-level feature requests.
type: component
theme: discovery-research
best_for:
  - "Clarifying what customers actually hire your product to do"
  - "Repositioning a product around unmet needs rather than features"
  - "Turning fuzzy user feedback into structured jobs, pains, and gains"
scenarios:
  - "Customers keep asking for features that don't fit our roadmap — what job are they hiring us for?"
  - "We're repositioning and need to understand the unmet needs behind the switching behavior"
estimated_time: "20-30 min"
---


## Purpose
Systematically explore what customers are trying to accomplish (functional, social, emotional jobs), the pains they experience, and the gains they seek. Use this framework to uncover unmet needs, validate product ideas, and ensure your solution addresses real motivations—not just surface-level feature requests.

This is not a survey—it's a structured lens for understanding *why* customers "hire" your product and what would make them "fire" it.

## Input

**Works best with:** The customer segment (or product whose customers) you're analyzing.
**Also useful:** Interview notes, support tickets, or research to mine for jobs, pains, and gains; the situation or trigger you care about.

Anything supplied with the invocation itself — text after the skill name, a pasted context dump, or an appended `ARGUMENTS:` line — counts as answers already given. Use it and skip whatever it covers; don't re-ask.

**Arriving empty-handed? That works too.** The skill asks who the customer is and what progress they're trying to make before structuring the JTBD breakdown.

**Example invocation:** `Run JTBD for freelance designers using our invoicing tool — here are 6 interview summaries.`

## Key Concepts

### The Jobs-to-be-Done Framework
Influenced by Clayton Christensen and the Value Proposition Canvas (Osterwalder), JTBD breaks customer needs into three categories:

**1. Customer Jobs:**
- **Functional jobs:** Tasks customers need to perform (e.g., "send an invoice")
- **Social jobs:** How customers want to be perceived (e.g., "look professional to clients")
- **Emotional jobs:** Emotional states customers seek or avoid (e.g., "feel confident in my work")

**2. Pains:**
- **Challenges:** Obstacles customers face
- **Costliness:** What's too expensive in time, money, or effort
- **Common mistakes:** Errors customers make that could be prevented
- **Unresolved problems:** Gaps in current solutions

**3. Gains:**
- **Expectations:** What would exceed current solutions
- **Savings:** Time, money, or effort reductions that delight
- **Adoption factors:** What increases likelihood of switching
- **Life improvement:** How a solution makes life easier or more enjoyable

### Why This Structure Works
- **Separates job from solution:** "Communicate with my team" (job) ≠ "email" (solution)
- **Reveals underlying motivations:** Functional job may be "track expenses," but emotional job is "feel in control of finances"
- **Surfaces competition you didn't see:** Customers "hire" non-obvious alternatives (pen and paper, spreadsheets, workarounds)
- **Prioritizes by intensity:** Not all pains are equal—focus on the most acute

### Anti-Patterns (What This Is NOT)
- **Not a feature wishlist:** "I want AI, automation, and dashboards" is not a job
- **Not demographics:** "Millennials want mobile-first" is a persona trait, not a job
- **Not generic:** "Be more productive" is too vague—dig into *which* tasks and *why*
- **Not one-dimensional:** Focusing only on functional jobs misses social/emotional motivations

### When to Use This
- Early-stage discovery (before you know the solution)
- Validating product-market fit (does your solution address the right jobs?)
- Prioritizing roadmap (which jobs are most painful/important?)
- Competitive analysis (what are customers "hiring" competitors for?)
- Marketing messaging (speak to jobs, not features)

### When NOT to Use This
- After you've already built the product (too late for discovery)
- For trivial features (don't over-analyze small tweaks)
- As a substitute for quantitative validation (JTBD informs hypotheses; data validates them)

---

## Application

Use `template.md` for the full fill-in structure.

### Step 1: Define the Context
Before exploring JTBD, clarify:
- **Target customer segment:** Who are you studying? (reference `skills/proto-persona/SKILL.md`)
- **Situation:** In what context does the job arise? (e.g., "When managing a project deadline...")
- **Current solutions:** What do they use today? (competitors, workarounds, doing nothing)

**If missing context:** Conduct customer interviews, contextual inquiries, or "switch interviews" (why they switched from a previous solution).

---

### Step 2: Explore Customer Jobs

#### Functional Jobs
Ask: "What tasks are you trying to complete?"

```markdown
### Functional Jobs:
- [Task 1 customer needs to perform]
- [Task 2 customer needs to perform]
- [Task 3 customer needs to perform]
```

**Examples:**
- "Reconcile monthly expenses for tax filing"
- "Onboard a new team member in under 2 hours"
- "Deploy code to production without downtime"

**Quality checks:**
- **Verb-driven:** Jobs are actions ("send," "analyze," "coordinate")
- **Solution-agnostic:** Don't say "use email to communicate"—say "communicate with remote teammates"
- **Specific:** "Manage finances" is too broad; "Track business expenses for tax deductions" is specific

---

#### Social Jobs
Ask
03

Trust audit

SAFEgrade B · trust 89/100 Nothing in the source contradicts what it says it does. Grade A is reserved for packages that have also passed the behavioural sandbox.

LayerWhat it checksResult
L0Provenance & inventoryPASS
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 (0)

No findings outside the package's declared scope.

Gates applied: no_behavioural_pass.

Audited 2026-10-07 · audit v0.4.1 · source sha 0b657a54b6d7full audit observations/trust-audit/skill/deanpeters__jobs-to-be-done.json · Report an issue / request a re-scan
04

Audit history

Every audit this skill has had.

DateSourceVerdictGradeScoreChange
2026-10-070b657a54b6d7SAFEB89first audit
05

Questions

What does the Jobs To Be Done skill do?

Product Management skills framework built on battle-tested methods for Claude Code, Cowork, Codex, and AI agents.

Is Jobs To Be Done safe to install?

The audit found nothing in the source that contradicts what it says it does, and graded it B (89/100). Grade A is held back for packages that have also passed a sandboxed behavioural run, which is why a clean skill reads B.

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 (0b657a54b6d7), read on 2026-10-07. The repository is watched, and a new audit runs when it changes — this is the first audit.

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