Tracks/Track 8 — Data & Analytics Economics/8-9
Track 8 — Data & Analytics Economics

8-9: Business Intelligence ROI

Navigating Dashboard Proliferation, BI Seat Licensing (Tableau/Looker), and actionability.

1 Lessons~45 min

🎯 What You'll Learn

  • Audit BI Seat Licensing
  • Combat Dashboard Sprawl
  • Enforce actionable metric creation
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1

Dashboard Proliferation Analytics

A standard Enterprise has more Looker or Tableau dashboards than it has employees. This indicates massive organizational waste. A dashboard without a clear, intended operational action is just expensive digital art.

When you have 50 dashboards reporting slightly different daily revenue numbers, executive alignment disintegrates. "Single Source of Truth" is an economic imperative, not a buzzword.

BI Seat licenses ($50-100/mo/user) stack up aggressively. If a user has not logged into Tableau in 60 days, auto-harvesting that license saves $1,000 annually per ghost seat.

📝 Exercise

Execute a BI License harvesting script.

Execution Checklist

Action Items

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You've seen the theory. The Vault contains the exact board-ready financial models, autonomous AI orchestration codes, and executive action playbooks that drive 8-figure valuation impacts.

Executive Dashboards

Generate deterministic, board-ready financial artifacts to justify CAPEX workflows immediately to your CFO.

Defensible Economics

Replace heuristic guesswork with hard mathematical frameworks for build-vs-buy and SLA penalty negotiations.

3-Step Playbooks

Actionable remediation templates attached to every module to neutralize friction and drive instant deployment velocity.

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Engineering Intelligence Awaiting Extraction

No generic advice. No filler. Just uncompromising architectural truths and unit economic calculators.

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Awaiting authorization clearance. Unlock the module to decrypt architectural playbooks, P&L models, and deterministic diagnostic utilities.

Telemetry Stream
Inference Architecture
01import { orchestrator } from '@exogram/core';
02
03const router = new AgentRouter({);
04strategy: 'COST_EFFICIENT_SLM',
05fallback: 'FRONTIER_MODEL'
06});
07
08await router.guardrail(payload);
+ 340%

Module Syllabus

Lesson 1: Dashboard Proliferation Analytics

A standard Enterprise has more Looker or Tableau dashboards than it has employees. This indicates massive organizational waste. A dashboard without a clear, intended operational action is just expensive digital art.When you have 50 dashboards reporting slightly different daily revenue numbers, executive alignment disintegrates. "Single Source of Truth" is an economic imperative, not a buzzword.BI Seat licenses ($50-100/mo/user) stack up aggressively. If a user has not logged into Tableau in 60 days, auto-harvesting that license saves $1,000 annually per ghost seat.

15 MIN
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