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Get Started Free →Structured persona creation and JTBD analysis methodology - persona templates, ODI job step tables, pain point mapping, success metric quantification, and multi-persona segmentation
.claude/skills/nwave-ai-nw-persona-jtbd-analysis/SKILL.md| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-03 | ✗→✓ | ▲ Improved | 6% | 0% |
| case-05 | ✗→✓ | ▲ Improved | 40% | 0% |
| case-08 | ✗→✓ | ▲ Improved | 33% | 0% |
| case-14 | ✗→✓ | ▲ Improved | 55% | 0% |
| case-16 | ✗→✓ | ▲ Improved | 59% | 0% |
Use during Phase 1 (GATHER) when the user lacks clear personas or the "Who" section needs rigorous definition. Provides structured alternative to ad-hoc persona descriptions.
For each user type, build a complete persona:
markdown## Persona: {Name} **Who**: {Role description -- one sentence capturing relationship to product} **Demographics**: - {Characteristic 1: e.g., technical proficiency level} - {Characteristic 2: e.g., frequency of interaction} - {Characteristic 3: e.g., environment/context of use} - {Characteristic 4: e.g., primary motivation} **Jobs-to-be-Done**: (see Job Step Table below) **Pain Points**: - {Pain 1} -- maps to Job Step: {step name} - {Pain 2} -- maps to Job Step: {step name} **Success Metrics**: - {Quantified outcome 1: e.g., "Task completed in < 2 minutes"} - {Quantified outcome 2: e.g., "Zero manual configuration steps"}
Each persona has job steps describing what they accomplish. Steps follow ODI format.
| Job Step | Goal | Desired Outcome | |----------|------|-----------------| | {Verb} | {What the user wants to achieve} | Minimize {metric} of {undesirable state} |
| Job Step | Goal | Desired Outcome | |----------|------|-----------------| | Discover | Find the right tool for the task | Minimize time to evaluate fit | | Install | Get the tool running locally | Minimize steps to working state | | Configure | Adapt to local environment | Minimize likelihood of misconfiguration | | Verify | Confirm correct installation | Minimize uncertainty about readiness | | Start | Begin productive work | Minimize time from install to first output |
Every pain point maps to a specific job step. Pain points without a corresponding step indicate either a missing step or irrelevant pain point.
Pain Point: "I don't know if the tool supports my OS"
-> Job Step: Discover
-> Desired Outcome: Minimize uncertainty about compatibility
Pain Point: "Installation fails silently with no error message"
-> Job Step: Install
-> Desired Outcome: Minimize time to diagnose installation failuresPrioritize: pain points on high-frequency job steps deserve attention first.
Every success metric needs a number or threshold. Qualitative metrics ("easy to use") are not actionable.
| Qualitative | Quantified | |-------------|-----------| | "Easy to install" | "Install completed in < 2 minutes with zero manual steps" | | "Fast startup" | "First productive output within 30 seconds of launch" | | "Reliable" | "Zero silent failures; all errors produce actionable messages" | | "Intuitive" | "New user completes core task without reading documentation" |
Different users have fundamentally different jobs even when using the same product. Segment by relationship to the product.
Common axes: Frequency (first-time vs returning vs power user) | Role (end user vs admin vs developer) | Context (individual vs team vs CI/CD) | Motivation (exploration vs production vs evaluation)
| Persona | Primary Job | Key Difference | |---------|-------------|----------------| | Explorer | Evaluate the tool quickly | Needs fast time-to-value, minimal commitment | | Returner | Resume work after absence | Needs state preservation, quick re-orientation | | Deployer | Install for a team | Needs configuration management, multi-user setup | | Automator | Integrate into CI/CD pipeline | Needs scriptability, headless operation, exit codes |
Each persona gets their own Job Step table because workflows differ. Do not merge personas -- JTBD analysis value comes from surfacing differences.
After completing persona analysis, feed results into LeanUX user story template:
Cross-reference: use bdd-requirements skill for Example Mapping once personas established. Use jtbd-workflow-selection skill to determine workflow for resulting stories.
Other measured skills in the registry, with their headline benchmark lift.