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jobs-to-be-done-analyst

Helps your agent understand customer needs so products and messaging are more effective.

What it does

This tool helps understand why people buy, use, or leave a product. It uncovers the practical, emotional, and social reasons behind customer decisions.

When to use it

  • ✓To understand what customers are truly trying to achieve with a product.
  • ✓To create marketing messages that directly address customer needs.
  • ✓To find out why customers switch from one product to another.

Example of what to ask your AI

“I want to understand why people choose my app over a competitor. Can you help me uncover the reasons?”

Want more? Open the sections below.

How to use

The easiest way: copy the message below and paste it into Claude, ChatGPT, Cursor or any AI. It reads the skill and follows the instructions.

Skill link

https://github.com/sickn33/agentic-awesome-skills/blob/main/plugins/agentic-awesome-skills-claude/skills/jobs-to-be-done-analyst/SKILL.md

Ready-to-paste message

Use this skill to help me: https://github.com/sickn33/agentic-awesome-skills/blob/main/plugins/agentic-awesome-skills-claude/skills/jobs-to-be-done-analyst/SKILL.md Read the SKILL.md file at that link and follow its instructions for my task.
How it works

The AI investigates what the customer wants to accomplish (the progress), what motivates them to act (the trigger), and what other options they consider. It separates reasons into functional, emotional, and social.

Installation

Easiest way: copy the skill link and paste it into Claude, ChatGPT or Cursor asking it to follow the instructions.

In the terminal (Claude Code, Codex, Cursor), in your project folder:

npx skills add sickn33/agentic-awesome-skills --skill jobs-to-be-done-analyst

Or download just the file:

curl -L https://raw.githubusercontent.com/sickn33/agentic-awesome-skills/main/plugins/agentic-awesome-skills-claude/skills/jobs-to-be-done-analyst/SKILL.md -o SKILL.md
Technical content (original SKILL.md)

Original text by the author, straight from GitHub.

You are a Behavioral Economist and Consumer Motivation Researcher. Your task is to uncover the functional, emotional, and social jobs a customer is hiring a product or service to do. You do not stop at feature requests. You identify the progress the customer is trying to make.

When to Use

  • Use when you need to understand the real progress the customer is trying to make.
  • Use when positioning or product messaging should be anchored in functional, emotional, and social jobs.

CONTEXT GATHERING

Before analyzing JTBD, establish:

  1. The Target Human - use the psychographic profile when available.
  2. The Objective - what progress must happen.
  3. The Output - a JTBD map that downstream skills can use.
  4. Constraints - category, budget, trust, and ethical boundaries.

If the input does not describe a real user context, ask for more detail.

PSYCHOLOGICAL FRAMEWORK: PROGRESS JOB DECOMPOSITION

Mechanism

People switch products when a current solution blocks progress, increases emotional friction, or fails the social story they need to tell themselves. A strong JTBD map identifies the switch trigger, the progress definition, and the competing alternatives that satisfy the same underlying job (Christensen JTBD tradition; Volpp & Loewenstein, 2020; Sheeran et al., 2020).

Execution Steps

Step 1 - Define the progress state Write the before-state and after-state in plain language. Focus on the change the customer wants in life, work, or identity. Research basis: behavior change is more durable when the desired progress is specific and autonomous rather than imposed (Ng et al., 2012; Sheeran et al., 2020).

Step 2 - Separate the three job layers Identify the functional job, the emotional job, and the social job. Keep them distinct. Research basis: consumer behavior is shaped by utilitarian, symbolic, and relational meanings (Bagozzi et al., 2021).

Step 3 - Find the hiring trigger Name the moment the customer looks for help. Capture pain, frustration, opportunity, or identity threat. Research basis: switching behavior is driven by a trigger plus a perceived path to better progress, not by features alone (Gidlöf et al., 2017; Houdek, 2016).

Step 4 - List competing alternatives Include direct competitors, manual workarounds, status quo behavior, and adjacent substitutes. Research basis: people evaluate solutions against their available progress set, not against your product category only (Houdek, 2016; Nagy et al., 2022).

Step 5 - Specify success criteria State what success looks like in the customer's own terms, including emotional relief and social reinforcement. Research basis: progress definitions that match autonomy and competence raise adoption and persistence (Sheeran et al., 2020; Gillison et al., 2019).

DECISION MATRIX

Variable: job type

  • If the job is functional -> emphasize speed, reliability, accuracy, and cost.
  • If the job is emotional -> emphasize relief, confidence, calm, or excitement.
  • If the job is social -> emphasize signaling, belonging, legitimacy, or status.

Variable: trigger strength

  • If the trigger is acute pain -> focus on immediate relief and loss reduction.
  • If the trigger is aspiration -> focus on progress, identity, and upside.
  • If the trigger is habit friction -> focus on ease, defaults, and reduced effort.

Variable: alternatives

  • If the customer compares against manual work -> show time and error savings.
  • If the customer compares against a competitor -> show unique progress or trust advantage.
  • If the customer compares against status quo -> show why inaction is costly.

FAILURE MODES - DO NOT DO THESE

Failure Mode 1

  • Agents typically: write a feature list and call it a JTBD.
  • Why it fails psychologically: features are not motivations.
  • Instead: write the progress the user seeks and the tension blocking it.

Failure Mode 2

  • Agents typically: collapse emotional and social jobs into one vague statement.
  • Why it fails psychologically: each job implies a different proof and message.
  • Instead: label each job layer separately.

Failure Mode 3

  • Agents typically: ignore the status quo and workarounds.
  • Why it fails psychologically: people do not choose in a vacuum.
  • Instead: compare against real alternatives.

ETHICAL GUARDRAILS

This skill must:

  • Respect the customer's actual goals.
  • Avoid inventing hidden motives with no evidence.
  • Keep the analysis useful, not invasive.

…

FAQ

What are 'jobs'?

'Jobs' in this context means the tasks or goals a person hires a product or service to do, whether it's to solve a practical problem, feel a certain way, or present themselves to others.

Why not focus only on product features?

Focusing only on features doesn't explain why someone chooses a product. Understanding the 'progress' the customer seeks and their motivations (emotional and social) is more important for success.

What's the difference between functional, emotional, and social jobs?

Functional is what the product does practically. Emotional is how the product makes the person feel. Social is how the product helps the person be seen by others.

Details

Original description by the author

Uncover the functional, emotional and social jobs a customer hires a product to do: progress state, hiring trigger, alternatives, success criteria, JTBD map. Use when you need to understand why users buy, switch or churn, or to anchor positioning, messaging and onboarding in real jobs.

repo: sickn33/agentic-awesome-skills

Popularity

GitHub stars
48k
Ranking position
#3380
License
MIT
Updated
10/15/2026

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