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harrylabsj

Cb User Persona Builder

by haidong · GitHub ↗ · v1.0.0 · MIT-0
cross-platform ✓ Security Clean
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Install in OpenClaw
/install cb-user-persona-builder
Description
Guides structured creation and validation of evidence-based user personas for foreign markets using multidimensional insights and cultural context overlays.
README (SKILL.md)

Overseas Market User Persona Builder

Overview

This skill provides a research-backed method for constructing foreign-market user personas that go beyond simple demographic slices. It guides you through defining at least eight distinct persona dimensions, triangulating data from multiple sources, overlaying cultural value frameworks, mapping jobs-to-be-done across functional, emotional, and social dimensions, prioritizing segments, and building a validation loop to reduce stereotyping and keep personas grounded in evidence.

The output is a set of persona profiles you can use to align product, marketing, and sales decisions when entering a new market.

When to Use

  • You are entering a market you have never operated in and lack first-hand customer knowledge
  • Your domestic personas do not transfer because cultural context changes buyer motivation
  • You are building a localization roadmap and need to decide which user segments to prioritize first
  • You are preparing user research for a new market and want a structured persona framework to guide your questions
  • Your investors or leadership want evidence-based user models before approving an expansion plan

Inputs to Collect

  1. Product or service description: what you sell, how it is used, and what problem it solves
  2. Existing market data: customer data from your domestic market, even if not directly transferable
  3. Category intelligence: industry reports, analyst research, or trade publications covering the target market
  4. Cultural context notes: any prior exposure to the target market, including personal experience, research, or local advisor input
  5. Target market definition: country or countries, urban vs. rural, language, and socioeconomic segmentation
  6. Business constraints: price range, regulatory context, and the minimum viable segment size for your business model
  7. Known gaps: what you explicitly do not know about this market that you most need to understand

Workflow

  1. Convert the user’s market-entry question into explicit persona hypotheses, separating demographics from behaviors, motivations, anxieties, and purchase triggers.
  2. Identify evidence sources for each hypothesis, such as customer interviews, support logs, reviews, social listening, sales conversations, and competitor communities.
  3. Build persona cards with jobs-to-be-done, cultural context, trust requirements, buying committee influence, objections, and preferred channels.
  4. Prioritize personas by strategic fit, accessibility, expected value, urgency of pain, and ability to validate quickly.
  5. Define validation tasks that replace stereotypes with evidence, including interview prompts, message tests, and disconfirming questions.

Output Modules

  1. Persona Dimension Framework — table with eight-plus dimensions and evidence quality labels
  2. Data-Source Triangulation Guide — source map with conflict flags for each dimension
  3. Cultural Value Overlay — contrast summary between home and target market with adjustment notes
  4. Jobs-to-be-Done Map — functional, emotional, and social jobs with importance and satisfaction ratings
  5. Segment Prioritization Matrix — scored and plotted segments with selection rationale
  6. Persona Validation Loop — interview questions, assumption tracking table, review schedule, and usage rules

Example Prompts

  • "We built three personas for the Indian market based on our Southeast Asia data. Help us validate them before we share them with our product team."
  • "Our product is a project management tool for creative agencies. We want to enter the French market. Build personas that account for French workplace culture."
  • "We are a health-tech startup entering Japan. How do we overlay cultural dimensions onto our existing buyer personas without stereotyping?"
  • "We need to present user personas to our board for our Brazil expansion. Help us build a research-backed framework that goes beyond basic demographics."

Safety and Limitations

Personas are hypotheses derived from available evidence, not definitive descriptions of real people. They must be treated as working models and updated continuously with new evidence. Using personas to make broad cultural generalization or policy decisions without validation risks stereotyping and misallocation of resources. This skill provides a structured framework for building and validating personas; it does not replace primary research.

Acceptance Criteria

  • Defines at least eight persona dimensions beyond basic demographics for each persona
  • Includes evidence quality labels (Confirmed / Inferred / Assumed) for each dimension
  • Produces at least three complete persona templates when sufficient market context is available
  • Covers functional, emotional, and social jobs-to-be-done for each persona
  • Includes a validation plan with discovery interview questions, assumption tracking, and review schedule
Usage Guidance
This skill is coherent and low-risk from a technical standpoint, but you should still: (1) verify outputs with primary research before making decisions, (2) avoid pasting sensitive or personal data into prompts, (3) be aware the package has no visible homepage or provenance—if provenance matters to you, ask the publisher for references or examples, and (4) treat produced personas as hypotheses (the SKILL.md already emphasizes validation to avoid stereotyping).
Capability Tags
cryptocan-make-purchases
Capability Assessment
Purpose & Capability
The skill claims to build evidence-based foreign-market personas and all declared artifacts (persona frameworks, triangulation, validation loop) match that claim; there are no unrelated requirements such as cloud credentials or platform APIs.
Instruction Scope
The SKILL.md describes a bounded research workflow (inputs to collect, steps to follow, output modules) and does not instruct the agent to read system files, environment variables, or transmit data to external endpoints. It stays within the stated persona-building scope.
Install Mechanism
No install spec and no code files — the skill is instruction-only, so nothing is downloaded or written to disk. This minimizes persistence and supply-chain risk.
Credentials
The skill requests no environment variables, credentials, or config paths; there are no disproportionate secret or system access requests relative to its function.
Persistence & Privilege
Flags show default autonomy settings (user-invocable, model invocation allowed) and always:false. The skill does not request permanent presence or modification of other skills or system-wide settings.
How to Use
  1. Make sure OpenClaw is installed (local or Docker)
  2. Run the install command in chat: /install cb-user-persona-builder
  3. After installation, invoke the skill by name or use /cb-user-persona-builder
  4. Provide required inputs per the skill's parameter spec and get structured output
Version History
v1.0.0
Initial release of Overseas Market User Persona Builder. - Provides a structured, research-backed workflow for building user personas for new markets. - Supports multi-source data triangulation and overlays cultural value frameworks. - Guides creation of at least eight persona dimensions beyond demographics, with evidence labels. - Includes tools for jobs-to-be-done mapping, segment prioritization, and validation planning. - Offers example prompts and warnings to avoid stereotyping. - Outputs comprehensive persona frameworks to support product, marketing, and sales decisions.
Metadata
Slug cb-user-persona-builder
Version 1.0.0
License MIT-0
All-time Installs 0
Active Installs 0
Total Versions 1
Frequently Asked Questions

What is Cb User Persona Builder?

Guides structured creation and validation of evidence-based user personas for foreign markets using multidimensional insights and cultural context overlays. It is an AI Agent Skill for Claude Code / OpenClaw, with 61 downloads so far.

How do I install Cb User Persona Builder?

Run "/install cb-user-persona-builder" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.

Is Cb User Persona Builder free?

Yes, Cb User Persona Builder is completely free, licensed under MIT-0. You can download, install and use it at no cost.

Which platforms does Cb User Persona Builder support?

Cb User Persona Builder is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).

Who created Cb User Persona Builder?

It is built and maintained by haidong (@harrylabsj); the current version is v1.0.0.

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