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Zhongwei Li
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name: analyze-enrollment-funnel
description: Audits inquiry → enrollment funnel to surface channel gaps, yield risks, and experiments.
usage: /edtech-growth:analyze-enrollment-funnel --program "STEM Bootcamp" --audience "working-professionals" --window 90d --detail full
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# Command: analyze-enrollment-funnel
## Inputs
- **program** program, cohort, or product line.
- **audience** k12 | higher-ed | workforce | corporate | mixed (optional custom string).
- **window** analysis lookback (30d | 60d | 90d | custom).
- **detail** summary | standard | full.
- **data-links** optional CSV/URL for funnel metrics or CRM exports.
## Workflow
1. **Data Aggregation** pull inquiries, apps started, apps completed, admits, enrollments.
2. **Segmentation** slice by channel, geography, persona, or program format.
3. **Benchmarking** compare conversion rates vs internal targets and industry references.
4. **Root Cause + Experiment Map** flag drop-off points, capacity issues, and prioritized tests.
5. **Executive Readout** package insights, recommendations, and success metrics.
## Outputs
- Funnel diagnostic report with charts, conversion deltas, and forecast impact.
- Experiment backlog prioritized by velocity x impact.
- Data QA + instrumentation checklist for RevOps.
## Agent/Skill Invocations
- `enrollment-growth-strategist` leads analysis and recommendations.
- `student-success-program-manager` highlights downstream retention implications.
- `enrollment-persona-playbook` skill ensures persona/SKU segmentation structure.
- `student-success-scorecard` skill aligns KPIs to lifecycle outcomes.
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name: design-curriculum-partnership
description: Produces curriculum alignment plan, pilot structure, and co-marketing roadmap for an EdTech partner.
usage: /edtech-growth:design-curriculum-partnership --partner "Metro ISD" --program "STEM Pathways" --format deck
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# Command: design-curriculum-partnership
## Inputs
- **partner** school, district, university, or employer partner.
- **program** product/program offering being integrated.
- **audience** k12 | higher-ed | workforce | employer.
- **format** deck | memo | docset.
- **goals** enrollment, learning outcomes, certification, workforce placement.
## Workflow
1. **Partner Discovery** synthesize partner objectives, constraints, and stakeholders.
2. **Curriculum Alignment** map program modules to standards, accreditation, or employer skill frameworks.
3. **Pilot Blueprint** define scope, success metrics, enablement plan, and support model.
4. **Co-Marketing & Recruiting Plan** outline joint launches, comms cadences, and lead capture routes.
5. **Governance Package** specify SLAs, review cadences, and data/reporting expectations.
## Outputs
- Partnership proposal (deck/memo) with alignment matrix and pilot plan.
- Joint enablement checklist (training, tech integrations, support contacts).
- Governance + success measurement tracker.
## Agent/Skill Invocations
- `curriculum-partnership-lead` leads alignment + pilot design.
- `enrollment-growth-strategist` contributes recruiting + marketing plan.
- `curriculum-alignment-kit` skill provides standards mapping template.
- `community-advocacy-toolkit` skill seeds partner storytelling assets.
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name: launch-student-success-program
description: Builds onboarding + retention program plan with interventions, enablement, and KPI stack.
usage: /edtech-growth:launch-student-success-program --program "AI Certificate" --cohort spring-2026 --risk-profile mixed --channels email,sms,community
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# Command: launch-student-success-program
## Inputs
- **program** program/cohort name.
- **cohort** cohort identifier or term (e.g., fall-2025, summer-bootcamp).
- **risk-profile** low | mixed | high (drives intervention intensity).
- **channels** email, sms, community, coaching, in-app, live (comma-separated).
- **data-links** optional CSAT/engagement exports for reference.
## Workflow
1. **Cohort Analysis** review admissions mix, modality, and historical performance.
2. **Journey Design** map onboarding, activation, momentum, and completion stages.
3. **Intervention Planning** define nudges, coaching cadences, community events, and escalation paths.
4. **Enablement & Tooling** assign owners, scripts, dashboards, and automation hooks.
5. **Launch & Monitoring** publish calendar, define KPIs, and set review cadence.
## Outputs
- Student success program plan (timeline, touchpoints, content themes).
- Enablement kit for faculty/support (scripts, escalation, FAQs).
- KPI tracker + dashboard spec aligned to engagement/retention goals.
## Agent/Skill Invocations
- `student-success-program-manager` leads journey + intervention design.
- `enrollment-growth-strategist` ties success plan to top-of-funnel promises.
- `student-success-scorecard` skill defines KPIs and dashboards.
- `community-advocacy-toolkit` skill seeds community + referral motions.
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