Agent skill

Jobs To Be Done Analyst

by sickn33 in sickn33/agentic-awesome-skills

Uncover the functional, emotional and social jobs a customer hires a product to do: progress state, hiring trigger, alternatives, success criteria, JTBD map.

MITAuto-check passedProduct & Project Management

Install Jobs To Be Done Analyst

skills CLI
$ npx skills add sickn33/agentic-awesome-skills --skill jobs-to-be-done-analyst -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install sickn33/agentic-awesome-skills jobs-to-be-done-analyst --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/sickn33/agentic-awesome-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/jobs-to-be-done-analyst .claude/skills/jobs-to-be-done-analyst && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
jobs-to-be-done-analyst
GitHub stars
47k
Used in
1 other repo
Token cost
~1.6k tokens
SKILL.md length
820 words
Files
1
Skills in repo
1,497
Repo updated
First seen
Licence
MIT

At a glance

Uncover the functional, emotional and social jobs a customer hires a product to do: progress state, hiring trigger, alternatives, success criteria, JTBD map.

  • Works in 4 steps: The Target Human - use the psychographic… → The Objective - what progress must happen. → The Output - a JTBD map that downstream… → …
  • You need to understand why users buy
  • SKILL.md covers When to Use, CONTEXT GATHERING, PSYCHOLOGICAL FRAMEWORK:… and DECISION MATRIX, plus 6 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Jobs To Be Done Analyst is an agent skill from sickn33/agentic-awesome-skills. 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.

Its SKILL.md is about 1.6k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.

It sits in Product & Project Management, covering User stories and Positioning and messaging. The repository describes itself as: AAS Core is the local, agent-first control plane for complete catalog discovery, agent-owned selection, stack validation, and planning, backed by 2,400+ agentic skills. Includes… The licence is MIT.

When your agent uses it

  • You need to understand why users buy
  • Anchor positioning
  • Messaging and onboarding in real jobs

Example prompts

  • “/jobs-to-be-done-analyst”

Workflow steps

4 steps, taken from the first numbered list in SKILL.md.

  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.

What it can do on your machine

Read from SKILL.md and the folder at commit b84d35a. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    No scripts in the folder and no shell commands in SKILL.md.

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Jobs To Be Done Analyst loads about 1.6k tokens when it runs. Until then it costs about 78 tokens; SKILL.md has 820 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~78
When it runs · the whole SKILL.md, loaded when a task matches
~1.6k

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

The full file from sickn33/agentic-awesome-skills at commit b84d35a, republished under its MIT licence (© sickn33). 820 words, ~1,552 tokens.

Download SKILL.mdSave it as .claude/skills/jobs-to-be-done-analyst/SKILL.md (or your agent's skills folder).
name
jobs-to-be-done-analyst
description
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.
risk
safe
source
community
date_added
2026-04-04

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.
Show full SKILL.md (329 more words)Show less
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.

The line between persuasion and manipulation is using a real progress problem to help versus fabricating a fake pain to force demand. Never cross it.

SKILL CHAINING

Before invoking this skill, the agent should have completed:

  • @customer-psychographic-profiler

This skill's output feeds into:

  • @awareness-stage-mapper
  • @copywriting-psychologist
  • @ux-persuasion-engineer
  • @onboarding-psychologist
  • @pitch-psychologist

OUTPUT QUALITY CHECK

Before finalizing output, the agent asks:

  • Did I define progress in the customer's language?
  • Did I separate functional, emotional, and social jobs?
  • Did I include real alternatives and triggers?
  • Does the map explain why the customer would switch now?
  • Is the result grounded in behavior, not feature inventory?

Example

User request:

Interview me to identify the progress this customer is trying to make, the forces around the decision, and the resulting job statement.

Limitations

  • Use this skill only when the task clearly matches the scope described above.
  • Do not treat the output as a substitute for environment-specific validation, testing, or expert review.
  • Stop and ask for clarification if required inputs, permissions, safety boundaries, or success criteria are missing.

© sickn33, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

Just SKILL.md in skills/jobs-to-be-done-analyst of sickn33/agentic-awesome-skills.

Open the folder on GitHubat commit b84d35a

Used in 1 other repository

We found 5 copies of this SKILL.md (exact, near-identical or edited) in other folders, from 1 other GitHub owner. This page covers the copy in sickn33/agentic-awesome-skills, which our catalogue first saw on October 7, 2026.

Compare with similar skills

Jobs To Be Done Analyst next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Jobs To Be Done Analyst compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Jobs To Be Done Analyst this skillsickn33/agentic-awesome-skills47k1 repos~1.6kAutomated safety check: PassMIT
Building ProductGTM-Strategist/gtm-strategist-skills264—~5.8kAutomated safety check: PassMIT
Jobs To Be Donewondelai/skills2.4k—~4.1kAutomated safety check: PassMIT
Create Businesswondelai/skills2.4k—~6.1kAutomated safety check: PassMIT
Audience Belief Mapperaaron-he-zhu/aaron-marketing-skills2.9k—~3.2kAutomated safety check: PassApache-2.0
Value Propositionphuryn/pm-skills27k—~1.5kAutomated safety check: PassMIT

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Questions about Jobs To Be Done Analyst

What does Jobs To Be Done Analyst do?

Uncover the functional, emotional and social jobs a customer hires a product to do: progress state, hiring trigger, alternatives, success criteria, JTBD map. Jobs To Be Done Analyst is an agent skill from sickn33/agentic-awesome-skills. Uncover the functional, emotional and social jobs a customer hires a product to do: progress state, hiring trigger, alternatives, success criteria, JTBD map.

When should I use Jobs To Be Done Analyst?

Jobs To Be Done Analyst fits situations like: you need to understand why users buy; anchor positioning; messaging and onboarding in real jobs.

How do I install Jobs To Be Done Analyst in Claude Code?

Run `npx skills add sickn33/agentic-awesome-skills --skill jobs-to-be-done-analyst -a claude-code`. Or copy the skill folder (skills/jobs-to-be-done-analyst in sickn33/agentic-awesome-skills) into .claude/skills/jobs-to-be-done-analyst in your project. Claude Code loads it when a task matches its description.

How do I install Jobs To Be Done Analyst in Codex?

Run `npx skills add sickn33/agentic-awesome-skills --skill jobs-to-be-done-analyst -a codex`. Or copy the skill folder (skills/jobs-to-be-done-analyst in sickn33/agentic-awesome-skills) into .agents/skills/jobs-to-be-done-analyst in your project. Codex loads it when a task matches its description.

Can I use Jobs To Be Done Analyst in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add sickn33/agentic-awesome-skills --skill jobs-to-be-done-analyst -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/jobs-to-be-done-analyst, .gemini/skills/jobs-to-be-done-analyst, .github/skills/jobs-to-be-done-analyst and .opencode/skills/jobs-to-be-done-analyst in your project.

What does Jobs To Be Done Analyst need to run?

SKILL.md names no scripts, command-line tools or credentials: Jobs To Be Done Analyst is instructions for the agent only.

Does Jobs To Be Done Analyst access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Jobs To Be Done Analyst safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Jobs To Be Done Analyst use?

Jobs To Be Done Analyst is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Jobs To Be Done Analyst use?

About 1.6k tokens (SKILL.md is roughly 6.2k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Jobs To Be Done Analyst?

Skills that share tags, products or a category with Jobs To Be Done Analyst: Building Product (GTM-Strategist/gtm-strategist-skills, 264 stars), Jobs To Be Done (wondelai/skills, 2.4k stars), Create Business (wondelai/skills, 2.4k stars) and Audience Belief Mapper (aaron-he-zhu/aaron-marketing-skills, 2.9k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Jobs To Be Done Analyst?

sickn33 (a GitHub user) maintains it in sickn33/agentic-awesome-skills, which has 47,405 GitHub stars. The repository holds 1,497 skills in this directory. The repository was last updated on October 9, 2026.

Source: sickn33/agentic-awesome-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.