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Zhongwei Li
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name: audit-data-contracts
description: Reviews BI data contracts, ownership, and quality SLAs across GTM domains.
usage: /business-intelligence:audit-data-contracts --domains revenue,success --window 30d --format memo
---
# Command: audit-data-contracts
## Inputs
- **domains** comma-separated business areas (revenue, marketing, success, product, finance).
- **window** lookback for incidents/changes (7d, 30d, quarter).
- **owners** optional list of data owners to highlight.
- **format** dashboard | memo | ticket-pack.
- **severity-threshold** warn | breach to filter issues.
## Workflow
1. **Contract Inventory** pull registered contracts with schemas, owners, SLAs.
2. **Issue Harvest** gather incidents, failed tests, schema changes, and backlog tickets.
3. **Compliance Review** compare to SLAs, governance policies, and regulatory requirements.
4. **Recommendation Engine** prioritize fixes, assign owners, and set timelines.
5. **Packaging** produce memo/dashboard plus follow-up tasks for RevOps + engineering.
## Outputs
- Contract health report with SLA adherence and issue list.
- Remediation tracker assigning owners, due dates, and status.
- Governance summary for leadership covering risks + decisions needed.
## Agent/Skill Invocations
- `data-architecture-lead` leads contract evaluation + remediation planning.
- `insights-program-director` escalates systemic risks and resource asks.
- `data-contract-framework` skill enforces documentation + SLA standards.
- `metric-governance-kit` skill cross-checks KPI dependencies.
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name: build-exec-dashboard
description: Generates executive KPI dashboard spec with governance hooks and adoption plan.
usage: /business-intelligence:build-exec-dashboard --audience elt --kpis bookings,pipeline,nrr --cadence weekly --format deck
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# Command: build-exec-dashboard
## Inputs
- **audience** elt | board | revenue-leadership | marketing-lead | cs-lead.
- **kpis** comma-separated KPI list to emphasize.
- **cadence** reporting frequency (daily, weekly, monthly, quarterly).
- **format** deck | dashboard | memo | loom.
- **drilldowns** optional list of dimensions to include (segment, region, product).
## Workflow
1. **Requirement Intake** align on decisions the dashboard should drive + success metrics.
2. **KPI Blueprint** confirm definitions, formulas, source tables, and owners.
3. **Layout Design** arrange hero metrics, drill panels, and action callouts.
4. **Governance Layer** document refresh cadence, QA steps, and change control.
5. **Enablement Pack** prepare walkthrough notes, adoption plan, and automation hooks.
## Outputs
- Dashboard spec with layout, queries, filters, and data sources.
- KPI dictionary snippet for the selected metrics.
- Enablement kit (talk track, adoption checklist, Slack/email rollout plan).
## Agent/Skill Invocations
- `data-architecture-lead` validates KPI definitions + data contracts.
- `analytics-enablement-partner` crafts rollout + training plan.
- `dashboard-playbook` skill enforces layout + storytelling best practices.
- `executive-kpi-briefings` skill formats exec-ready narratives.
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name: plan-bi-roadmap
description: Prioritizes BI initiatives with impact, effort, and governance alignment.
usage: /business-intelligence:plan-bi-roadmap --inputs backlog.csv --capacity 5 --themes revenue,success --audience exec
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# Command: plan-bi-roadmap
## Inputs
- **inputs** backlog source (csv, notion, jira board, spreadsheet).
- **capacity** number of initiatives supportable next cycle.
- **themes** comma-separated strategic themes (revenue, success, marketing, product).
- **audience** exec | bi-lead | revops | async.
- **constraints** optional notes on tooling, compliance, or dependency limits.
## Workflow
1. **Backlog Normalization** ingest initiatives, tag by theme, align to OKRs.
2. **Scoring Engine** calculate impact, effort, risk, and sponsor readiness.
3. **Roadmap Draft** allocate capacity, stage workstreams, and highlight dependencies.
4. **Governance Layer** attach owners, status checkpoints, and success metrics.
5. **Packaging** tailor roadmap deck/memo with decisions + asks for audience.
## Outputs
- Prioritized roadmap with scoring table + swimlane view.
- Governance tracker with owners, milestones, and KPI definitions.
- Decision log capturing trade-offs and follow-up actions.
## Agent/Skill Invocations
- `insights-program-director` orchestrates prioritization + stakeholder alignment.
- `data-architecture-lead` validates feasibility and data contract implications.
- `metric-governance-kit` skill ensures KPI definitions are locked.
- `dashboard-playbook` skill provides adoption considerations for planning.
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