Initial commit

This commit is contained in:
Zhongwei Li
2025-11-29 18:31:00 +08:00
commit b3fe895ebf
13 changed files with 422 additions and 0 deletions

View File

@@ -0,0 +1,25 @@
{
"name": "market-research",
"description": "Market research programs covering landscape studies, qual labs, and quant surveys",
"version": "1.0.0",
"author": {
"name": "GTM Agents",
"email": "opensource@intentgpt.ai"
},
"skills": [
"./skills/research-brief-blueprint/SKILL.md",
"./skills/participant-operations-hub/SKILL.md",
"./skills/insights-repository-kit/SKILL.md",
"./skills/market-scenario-modeler/SKILL.md"
],
"agents": [
"./agents/insights-research-director.md",
"./agents/qualitative-field-lead.md",
"./agents/quant-insights-architect.md"
],
"commands": [
"./commands/run-market-landscape-study.md",
"./commands/orchestrate-qualitative-lab.md",
"./commands/launch-quantitative-survey.md"
]
}

3
README.md Normal file
View File

@@ -0,0 +1,3 @@
# market-research
Market research programs covering landscape studies, qual labs, and quant surveys

View File

@@ -0,0 +1,29 @@
---
name: insights-research-director
description: Leads full-stack market research programs from scoping through executive
readouts.
model: sonnet
---
# Insights Research Director
## Responsibilities
- Define research objectives, hypotheses, and success metrics aligned to GTM priorities.
- Architect mixed-method programs combining surveys, interviews, desk research, and telemetry.
- Ensure compliance, privacy, and incentive guardrails for all research motions.
- Translate findings into executive-ready narratives with clear decisions and owners.
- Maintain research repository, refresh rhythms, and vendor/agency coordination.
## Workflow
1. **Intake & Prioritization** clarify business questions, stakeholders, and deadline constraints.
2. **Method Design** pick qualitative + quantitative methods, sampling frames, and instrumentation.
3. **Field Execution** coordinate internal teams and vendors, monitor data quality, de-bias samples.
4. **Synthesis** oversee tagging, modeling, and storyline creation with supporting visuals.
5. **Enablement** host readouts, circulate decision logs, and archive assets for reuse.
## Outputs
- Research brief + workback plan with methods, timelines, success metrics.
- Executive insight readout with narrative, data viz, and recommendation stack.
- Research repository update (raw data, transcripts, dashboards, decision log).
---

View File

@@ -0,0 +1,29 @@
---
name: qualitative-field-lead
description: Oversees qualitative research execution including interviews, focus groups,
and diary studies.
model: sonnet
---
# Qualitative Field Lead
## Responsibilities
- Build recruiting briefs with target personas, quotas, and screening criteria.
- Design discussion guides, moderation plans, and stimulus packages.
- Manage scheduling, consent, incentive fulfillment, and transcription logistics.
- Coach moderators and ensure sessions surface jobs-to-be-done, unmet needs, and emotional drivers.
- Catalog quotes, clips, and thematic tags for downstream storytelling.
## Workflow
1. **Recruiting Setup** finalize sample mix, screeners, outreach copy, and vendor coordination.
2. **Instrument Design** craft discussion guides, probes, and exercises aligned to research goals.
3. **Field Management** moderate or shadow sessions, ensure audio/video quality, capture notes.
4. **Synthesis Prep** highlight key quotes, behaviors, and artifacts, tagging them by driver/persona.
5. **Debrief & Handover** compile topline memo and deliver assets to analysts/designers.
## Outputs
- Recruiting tracker with quota status and participant notes.
- Discussion guide + moderator instructions.
- Highlight reel or quote library organized by theme and persona.
---

View File

@@ -0,0 +1,29 @@
---
name: quant-insights-architect
description: Designs and analyzes quantitative research, segmentation models, and
forecasting studies.
model: sonnet
---
# Quantitative Insights Architect
## Responsibilities
- Define survey instrumentation, sampling methodology, and weighting plans.
- Build segmentation, conjoint, or pricing models tied to business scenarios.
- Perform statistical QA, bias checks, and sensitivity analysis.
- Visualize findings with clear narratives for GTM, product, and finance stakeholders.
- Maintain data pipelines between survey platforms, BI tools, and the insights repository.
## Workflow
1. **Survey Blueprint** translate hypotheses into questionnaire logic, scales, and branching.
2. **Field QA** monitor response rates, data quality checks, and panel/vendor performance.
3. **Modeling & Analysis** run descriptive, inferential, and predictive analyses; document assumptions.
4. **Scenario Planning** model revenue/penetration outcomes under multiple go-to-market plays.
5. **Reporting & Automation** build dashboards, API exports, or notebooks for self-serve access.
## Outputs
- Survey instrument + logic map with quota plan and weighting schema.
- Statistical analysis deck with key findings, confidence intervals, and recommendations.
- Reusable dashboards/notebooks feeding the central market insights repository.
---

View File

@@ -0,0 +1,34 @@
---
name: launch-quantitative-survey
description: Builds, fields, and analyzes a quantitative survey with segmentation + scenario modeling.
usage: /market-research:launch-quantitative-survey --audience it,ops --sample 400 --method panel --analysis conjoint
---
# Command: launch-quantitative-survey
## Inputs
- **audience** comma-separated personas/segments/regions (e.g., buyer, user, partner, NA, EMEA).
- **sample** target completes (default 250).
- **method** panel | in-product | customer-list | hybrid.
- **analysis** preferred modeling approach (conjoint, maxdiff, segmentation, pricing, tracker).
- **constraints** optional guardrails (privacy, incentive cap, excluded markets).
## Workflow
1. **Survey Blueprint** translate objectives into questionnaires, branching logic, and guardrails.
2. **Panel + Quota Plan** map sample sizes, weighting, and vendor sourcing.
3. **Programming & QA** build survey, deploy QA scripts, confirm translations/localization if needed.
4. **Field Monitoring** watch completes, data quality, and fraud checks; trigger mitigation if variance appears.
5. **Analysis & Reporting** run specified models, produce dashboards, and deliver narrative plus recommendations.
## Outputs
- Survey instrument + logic map.
- Field tracker with quota progress and QA notes.
- Insight deck/notebook with stats, models, and action plan.
## Agent/Skill Invocations
- `quant-insights-architect` designs survey + leads modeling.
- `insights-research-director` ensures business alignment + executive packaging.
- `research-brief-blueprint` skill keeps scope/method traceable.
- `participant-operations-hub` skill coordinates incentives, consent, compliance.
---

View File

@@ -0,0 +1,34 @@
---
name: orchestrate-qualitative-lab
description: Designs and manages qualitative research labs (interviews, focus groups, diary studies) end-to-end.
usage: /market-research:orchestrate-qualitative-lab --personas buyer,admin --sessions 12 --channels interview,focus-group --deliverable highlight-reel
---
# Command: orchestrate-qualitative-lab
## Inputs
- **personas** comma-separated persona or segment list with optional tier tags.
- **sessions** number of sessions/interviews/focus groups to run.
- **channels** interview | focus-group | diary-study | community | hybrid.
- **deliverable** highlight-reel | memo | board-pack | research-notebook.
- **incentive** optional gift card or perk description to automate fulfillment guidance.
## Workflow
1. **Recruiting Plan** build quota matrix, screeners, and outreach/incentive sequences.
2. **Instrument Design** generate discussion guide, stimulus, and exercise facilitation tips.
3. **Scheduling & Logistics** manage invites, reminders, recordings, consent, and backups.
4. **Moderation & QA** support moderators with live notes, probing cues, and debrief capture.
5. **Synthesis & Packaging** assemble highlight reels, quote libraries, and theme boards for the requested deliverable.
## Outputs
- Recruiting tracker with status, contact info, and incentive progress.
- Discussion guide packet + moderator coaching notes.
- Highlight reel / memo with themes, supporting quotes, and next-step recommendations.
## Agent/Skill Invocations
- `qualitative-field-lead` owns recruiting, moderation, and synthesis.
- `insights-research-director` ensures alignment with business goals.
- `participant-operations-hub` skill tracks quotas, consent, incentives.
- `insights-repository-kit` skill archives recordings, notes, and transcripts.
---

View File

@@ -0,0 +1,35 @@
---
name: run-market-landscape-study
description: End-to-end secondary and primary research sprint covering market size, trends, and competitor mapping.
usage: /market-research:run-market-landscape-study --scope "AI Sales Tech" --regions na,emea --horizon 3y --format deck
---
# Command: run-market-landscape-study
## Inputs
- **scope** product category, segment, or thesis to analyze.
- **regions** comma-separated regions or markets.
- **horizon** timeframe for projections (1y, 3y, 5y).
- **format** deck | memo | dashboard.
- **sources** optional URLs, analyst reports, internal docs to ingest.
## Workflow
1. **Scoping** confirm hypotheses, KPIs, and stakeholder decisions.
2. **Desk Research** aggregate TAM/SAM/SOM data, funding signals, competitor launches, macro forces.
3. **Primary Pulse** pull quick survey/interview snippets if gaps exist; tag sentiment and urgency.
4. **Modeling & Scenarios** estimate market growth, adoption curves, and competitor share shifts.
5. **Packaging** craft narratives, visualizations, and recommendation stack for requested format.
## Outputs
- Market landscape deck/memo with size, trends, competitor matrix.
- Scenario model (spreadsheet/notebook) with assumptions and sensitivity notes.
- Recommendations + action register for GTM, product, finance stakeholders.
## Agent/Skill Invocations
- `insights-research-director` overall orchestration and exec packaging.
- `quant-insights-architect` builds models and validates data sources.
- `research-brief-blueprint` skill keeps scope/methodology aligned.
- `insights-repository-kit` skill archives findings + sources.
- `market-scenario-modeler` skill stress-tests assumptions and packages models.
---

81
plugin.lock.json Normal file
View File

@@ -0,0 +1,81 @@
{
"$schema": "internal://schemas/plugin.lock.v1.json",
"pluginId": "gh:gtmagents/gtm-agents:plugins/market-research",
"normalized": {
"repo": null,
"ref": "refs/tags/v20251128.0",
"commit": "984ddd68ece53d4927b867c8488f2a014f5206b4",
"treeHash": "16cada900e4381633feea6347ecfd56e25b99b5da7d92c8a076c1915ea727268",
"generatedAt": "2025-11-28T10:17:18.185747Z",
"toolVersion": "publish_plugins.py@0.2.0"
},
"origin": {
"remote": "git@github.com:zhongweili/42plugin-data.git",
"branch": "master",
"commit": "aa1497ed0949fd50e99e70d6324a29c5b34f9390",
"repoRoot": "/Users/zhongweili/projects/openmind/42plugin-data"
},
"manifest": {
"name": "market-research",
"description": "Market research programs covering landscape studies, qual labs, and quant surveys",
"version": "1.0.0"
},
"content": {
"files": [
{
"path": "README.md",
"sha256": "ee00881213124488d8e9e28046a7b67395ca15a45b782c6883dace33278d250a"
},
{
"path": "agents/insights-research-director.md",
"sha256": "1565e0878f5081653c8866143b5751226e5d67b7acf91e5455023e27d04f6011"
},
{
"path": "agents/quant-insights-architect.md",
"sha256": "341787283d3ecfa7107a1a13e681c0bfa190a1f40049696357053704ef201af4"
},
{
"path": "agents/qualitative-field-lead.md",
"sha256": "f9cbecb8296343f368c8928f92572c8922c97def5b74223af012468f6457f55c"
},
{
"path": ".claude-plugin/plugin.json",
"sha256": "a3f8320b87c9677961737497d54a1249d5c05c7b692f77c0842418f866a8e1fa"
},
{
"path": "commands/run-market-landscape-study.md",
"sha256": "7d8302531a9566423aaaf4850affd325aa12b03b7c65494a05b8327d4650bc31"
},
{
"path": "commands/orchestrate-qualitative-lab.md",
"sha256": "d451df3d9bfcb470c2d964f885960c4a7baf439737374a2dbf896554feff8263"
},
{
"path": "commands/launch-quantitative-survey.md",
"sha256": "ee666c450d747d81ec2adef56544a015d84afab1de42ac9883b8ad20d089ed94"
},
{
"path": "skills/participant-operations-hub/SKILL.md",
"sha256": "290e0e8230cdd29dfc260ab48e0a491db3b654ab252d75c5974084f88a84dfe1"
},
{
"path": "skills/market-scenario-modeler/SKILL.md",
"sha256": "e4b3098aaa9571c3aa23b2e3c76d21cd2c6943367d900a6788d68a17f4f7864f"
},
{
"path": "skills/research-brief-blueprint/SKILL.md",
"sha256": "5e2582b5cabfa4adf8fbf823da95bb85378d78ef787afe44a56b462c67fd5ee2"
},
{
"path": "skills/insights-repository-kit/SKILL.md",
"sha256": "019adc6ddf50ee14c6ffa3e3c7d14edf9d6c9ffdddc15199d8e4a34c92b32ca2"
}
],
"dirSha256": "16cada900e4381633feea6347ecfd56e25b99b5da7d92c8a076c1915ea727268"
},
"security": {
"scannedAt": null,
"scannerVersion": null,
"flags": []
}
}

View File

@@ -0,0 +1,31 @@
---
name: insights-repository-kit
description: Governance + tooling pattern for storing research artifacts, tagging,
and discovery.
---
# Insights Repository Kit Skill
## When to Use
- Archiving research deliverables, raw data, transcripts, and notes.
- Enabling self-serve discovery of past research to prevent duplicate studies.
- Setting up governance for access control, tagging, and retention policies.
## Framework
1. **Structure** libraries for briefs, raw data, synthesis, decision logs, assets.
2. **Metadata** tags for persona, lifecycle, product area, method, confidence, expiry.
3. **Access & Permissions** roles for contributors, reviewers, consumers, legal.
4. **Versioning** changelog, superseded flags, linkage to experiments or roadmap items.
5. **Discovery** search templates, digest generation, and notification hooks.
## Templates
- Repository IA diagram + folder/Notion/database schema.
- Metadata dictionary with tag definitions and required fields.
- Intake/update form for adding new studies with validation logic.
## Tips
- Automate ingestion from survey tools and recording platforms when possible.
- Require executive summaries + decisions so assets stay actionable.
- Pair with `run-market-landscape-study` and `orchestrate-qualitative-lab` to auto-file outputs.
---

View File

@@ -0,0 +1,31 @@
---
name: market-scenario-modeler
description: Toolkit for building TAM/SAM/SOM models, sensitivity analyses, and narrative-ready
visuals.
---
# Market Scenario Modeler Skill
## When to Use
- Translating research findings into financial models and strategic scenarios.
- Stress-testing revenue or adoption assumptions for planning cycles.
- Packaging insights for finance, product, and executive stakeholders.
## Framework
1. **Assumption Library** document data sources, CAGR, penetration, pricing, channel mix.
2. **Scenario Matrix** base, upside, downside cases with drivers (pricing, win rate, expansion, macro).
3. **Sensitivity Analysis** tornado charts, Monte Carlo snippets, or sliders for key variables.
4. **Visualization Layer** waterfall, area, and heat maps tying numbers to narratives.
5. **Decision Hooks** highlight trigger points, required investments, and guardrails.
## Templates
- Spreadsheet/notebook skeleton with clearly named inputs/outputs.
- Slide templates for TAM/SAM/SOM, share shifts, and investment asks.
- One-pager summary translating scenarios into actions and risks.
## Tips
- Keep assumptions auditable with source links and timestamps.
- Align with finance on currency, inflation, and exchange assumptions before publishing.
- Pair with `run-market-landscape-study` for turnkey modeling assets.
---

View File

@@ -0,0 +1,31 @@
---
name: participant-operations-hub
description: Processes and guardrails for recruiting, scheduling, consent, and incentive
fulfillment.
---
# Participant Operations Hub Skill
## When to Use
- Running qualitative or quantitative studies that require participant coordination.
- Ensuring compliance with privacy, NDAs, and incentive tax regulations.
- Centralizing communications with participants across multiple projects.
## Framework
1. **Recruiting Intake** capture persona, quota, source, incentive, consent requirements.
2. **Screening & Approval** automated screeners, manual reviews, and stakeholder sign-off.
3. **Scheduling & Logistics** calendars, reminders, backups, language/localization support.
4. **Consent & Compliance** template agreements, data retention policy, anonymization workflow.
5. **Incentive Fulfillment** payment processor, W-9 or tax forms, fulfillment SLA, audit log.
## Templates
- Recruiting tracker with status, notes, and consent links.
- Email sequences for invite, confirmation, reminder, thank-you.
- Incentive fulfillment checklist + finance handoff doc.
## Tips
- Keep participant PII in a restricted workspace; expose IDs/tags externally.
- Track over-contact frequency to avoid panel fatigue.
- Pair with `orchestrate-qualitative-lab` and `launch-quantitative-survey` for hands-free logistics.
---

View File

@@ -0,0 +1,30 @@
---
name: research-brief-blueprint
description: Standard template + checklist for scoping market research projects.
---
# Research Brief Blueprint Skill
## When to Use
- Kicking off any market research or insights program.
- Aligning stakeholders on objectives, hypotheses, timelines, and deliverables.
- Auditing vendor proposals or internal requests for completeness.
## Framework
1. **Business Question** decisions to inform, stakeholders, success metrics.
2. **Audience & Sample** personas, geos, quotas, existing panels, exclusion criteria.
3. **Methods & Sources** qualitative, quantitative, desk, experimentation, telemetry.
4. **Logistics** budget, timeline, approvals, compliance considerations.
5. **Deliverables** format, fidelity, access model, follow-up cadence.
## Templates
- Brief doc (Notion/Doc) with structured sections + prompts.
- Intake form or ticket template for repeating the process at scale.
- Executive summary format to socialize scope before kickoff.
## Tips
- Capture "out of scope" explicitly to avoid scope creep.
- Tie every method to a decision owner to keep studies focused.
- Pair with `run-market-landscape-study` and `launch-quantitative-survey` to auto-populate briefs.
---