{ "metadata": { "title": "Measuring GenAI ROI: Token Efficiency and Executive Financial Reporting", "description": "A learning graph of 561 concepts for an IT-professional course that teaches how to measure the ROI of generative AI systems, understand token efficiency, optimize cost across the software development and data science lifecycles, and produce a high-quality, executive-ready financial ROI report.", "creator": "Katie Jo Schuman", "date": "2026-08-20", "version": "1.0", "format": "Learning Graph JSON v1.0", "schema": "https://raw.githubusercontent.com/dmccreary/learning-graphs/refs/heads/main/src/schema/learning-graph-schema.json", "license": "CC BY-NC-SA 4.0 DEED" }, "groups": { "FOUND": { "classifierName": "Generative AI & LLM Foundations", "color": "SteelBlue", "font": { "color": "white" } }, "TOKEN": { "classifierName": "Tokenization & Token Economics", "color": "DarkSlateBlue", "font": { "color": "white" } }, "INFRA": { "classifierName": "Compute, Infrastructure & Pricing", "color": "DarkGreen", "font": { "color": "white" } }, "EFFIC": { "classifierName": "Token & Cost Efficiency Techniques", "color": "LimeGreen", "font": { "color": "black" } }, "FINRO": { "classifierName": "Financial & ROI Fundamentals", "color": "Gold", "font": { "color": "black" } }, "METRC": { "classifierName": "ROI Metrics & KPIs", "color": "DarkGoldenrod", "font": { "color": "white" } }, "DATOP": { "classifierName": "Data Collection, Instrumentation & Observability", "color": "Khaki", "font": { "color": "black" } }, "SDLC": { "classifierName": "Software Development Lifecycle Cost Optimization", "color": "Teal", "font": { "color": "white" } }, "DSLC": { "classifierName": "Data Science Lifecycle Cost Optimization", "color": "DodgerBlue", "font": { "color": "white" } }, "VNDR": { "classifierName": "Vendor, Model & Build-vs-Buy Economics", "color": "LightSkyBlue", "font": { "color": "black" } }, "RISK": { "classifierName": "Risk, Governance & Hidden Costs", "color": "Crimson", "font": { "color": "white" } }, "COMM": { "classifierName": "Executive Communication & Financial Literacy", "color": "DarkRed", "font": { "color": "white" } }, "RPRT": { "classifierName": "Report Design, Visualization & Capstone", "color": "MediumPurple", "font": { "color": "white" } } }, "nodes": [ { "id": 1, "label": "Artificial Intelligence", "group": "FOUND", "shape": "box", "cis": 424 }, { "id": 2, "label": "Machine Learning", "group": "FOUND", "cis": 423 }, { "id": 3, "label": "Deep Learning", "group": "FOUND", "cis": 422 }, { "id": 4, "label": "Neural Network", "group": "FOUND", "cis": 421 }, { "id": 5, "label": "Generative AI", "group": "FOUND", "cis": 420 }, { "id": 6, "label": "Large Language Model", "group": "FOUND", "cis": 292 }, { "id": 7, "label": "Foundation Model", "group": "FOUND", "cis": 249 }, { "id": 8, "label": "Transformer Architecture", "group": "FOUND", "cis": 248 }, { "id": 9, "label": "Attention Mechanism", "group": "FOUND", "cis": 1 }, { "id": 10, "label": 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