Learn · AI · Guide
SPARK + TRACE Analytics
A ten-week beginner course linking problem framing, Excel, SQL, Tableau, AI verification, decision writing, presentation, and portfolio evidence.
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Learn · AI · Guide
A ten-week beginner course linking problem framing, Excel, SQL, Tableau, AI verification, decision writing, presentation, and portfolio evidence.
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Open resource →Learn · Analytics · Guide
A reusable process for scoping, analysis, verification, storytelling, and professional delivery.
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Open resource →Learn · Analytics · Guide
How analysts build durable value through problem framing, governance, proactive hypotheses, storytelling, and executive decision support.
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Open resource →Learn · Analytics · Guide
How charters, timeboxing, lifecycle thinking, stakeholder alignment, and change management strengthen analytics work.
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Open resource →Learn · Analytics · Guide
Why strategic context, verification, and critical judgment matter more as software automates spreadsheet mechanics.
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Open resource →Learn · Career · Guide
A review of the capabilities leaders expect from modern analysts and how those expectations affect education and career preparation.
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Open resource →Learn · Analytics · Guide
A practical collection of methods, tools, habits, and checks for defensible analysis.
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Open resource →Learn · Analytics · Guide
An accessible overview of the analytics process, major tool categories, and the relationship between evidence and decision-making.
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Open resource →Learn · Analytics · Guide
A blueprint organized around four sources of business value: revenue, cost, risk, and strategic growth.
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Skills, Portfolio, AI usage, Relationships, and Knowledge in Action. A durable career framework with weekly habits and evidence of growth.
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Open resource →Learn · Career · Guide
Self, Position, Augment, Relationships, and Knowledge to Proof. The separate capability profile used in the ten-week analytics course.
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Open resource →Learn · Analytics · Guide
Translate the problem, Retrieve evidence, Analyze, Challenge, then Explain and Execute. A repeatable evidence-to-action routine.
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Open resource →Learn · Analytics · Guide
Objective, Resources, Build, Inspect, Transfer. Plan an analysis, check the result, and apply the skill to a new problem.
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A separate 15-module course blueprint about framing, decomposing, assigning, designing, testing, and governing AI-enabled business systems. This is a curriculum blueprint, not an enrollment or certification offer.
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A short explanation of the role at the boundary of business judgment and technology. Read this before the detailed course blueprint.
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Open resource →Learn · AI · Download
A reusable review kit for course relevance, learning evidence, program outcomes, career skills, and responsible AI. Produces sourced KEEP, UPDATE, ADD, and REMOVE recommendations for faculty review.
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Open resource →Learn · Analytics · Guide
A proposed coordination guide for course baselines, instructor support, MOS logistics, assessment evidence, and continuous improvement. Local program leadership approves roles and changes.
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Open resource →Learn · AI · Guide
A teaching philosophy organized around Ask, Analyze, Improve, Apply, and Reflect. Includes prompts for assessing judgment, verification, and learning.
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Open resource →Learn · Analytics · Guide
Five distinct resources: master playbook, quick field guide, practice workbook, terminology guide, and professional questions and answers. Start with the field guide, then apply one method.
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A separate collection of reusable checks, templates, SQL examples, method selection, KPI governance, peer review, AI safety, and delivery practices.
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Open resource →Learn · Analytics · Guide
A small fictional retail dataset for learning Excel, SQL, visual explanation, and verification. Includes actual practice files and checked examples without SUMMIT+ assessment answer keys.
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Open resource →Learn · AI · Guide
Plan an audience, storyboard, assets, and quality checks for an AI-assisted video.
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A focused writing-assistant project. Treat the guide as a design exercise; reach and engagement are not guaranteed.
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Open resource →Learn · Analytics · Guide
A beginner project guide for turning an idea into an application. Product interfaces and plan limits should be checked before use.
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Find a repeatable workflow, choose a trigger and action, and test normal cases and exceptions.
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Open resource →Learn · AI · Guide
Organize prompts around clear tasks, context, output formats, and verification steps.
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Open resource →Learn · AI · Guide
Use prompts to explore roles and capabilities, then verify requirements against employers and current sources.
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24 editable templates organized across planning, data quality, analysis, delivery, and closeout. Each includes a completion check.
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Open resource →Learn · AI · Guide
A searchable spreadsheet of prompts. Use each as a starting specification and independently verify consequential outputs.
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Two idea sheets for exploring small AI-enabled projects and business experiments. Evaluate a real user need, costs and evidence before committing time or money.
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Open resource →Learn · Analytics · Guide
Course summaries on global information systems, problem analysis, organizational value, SQL and communicating analytical findings. Sharing varies by source document.
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Open resource →Learn · AI · Article
Agentic AI, compute economics, AI-native redesign, cybersecurity, robotics, identity, quantum computing, connectivity, sustainability, and career guidance for students.
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Open resource →Learn · Analytics · Article
A concise explanation of deep focus, the conditions that support it, and why it matters in learning, performance, and well-being.
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Open resource →Learn · Analytics · Article
Why useful design depends on clarity, restraint, intuitive interaction, durability, and the discipline to remove what does not help.
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Open resource →Learn · Analytics · Guide
The fuller source statement describing the teaching principles summarized on the About page.
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A reference guide for common spreadsheet functions.
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A practical keyboard-shortcut reference for more efficient spreadsheet work.
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Open resource →Learn · AI · Guide
A large searchable collection of prompts for AI-assisted work.
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Open resource →Learn · AI · Guide
Directions for organizing reusable prompts around tasks and outcomes.
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Open resource →Learn · AI · Guide
A structured project guide for planning and creating AI-assisted video.
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A guided build for a focused AI writing assistant.
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Open resource →Learn · Analytics · Guide
A beginner project guide for moving from idea to a deployed application.
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Prompts for exploring roles, required capabilities, and career directions.
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Open resource →Learn · AI · Guide
Two spreadsheets for brainstorming possible AI-enabled projects and business experiments.
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Open resource →Learn · Analytics · Guide
Course material on technology in business environments and information systems.
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Open resource →Learn · Analytics · Guide
A management information systems framework for identifying functional and technological issues and defending a course of action.
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Strategies for improving information systems and connecting technology to organizational value.
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Open resource →Learn · Analytics · Guide
An introduction to querying and managing data for business use.
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Principles for developing effective data visualizations and explaining what the evidence means.
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Open resource →Teach · Analytics · Download
Follow the workflow from business framing through data, analysis, delivery, and review.
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Open resource →Teach · Analytics · Download
Start here for a concise checklist and the next useful action.
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Open resource →Teach · Analytics · Download
Complete blank working templates while applying the methods to your own case.
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Open resource →Teach · Analytics · Download
Look up terms such as grain, lineage, hypothesis, dashboard, and governance.
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Open resource →Teach · Analytics · Download
Read common beginner questions and practical mentoring responses.
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Open resource →Learn · AI · Download
Skills, Portfolio, AI usage, Relationships, and Knowledge in Action. Build useful capabilities, show evidence of your work, use AI thoughtfully, learn with others, and apply knowledge to create value.
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Open resource →Learn · AI · Guide
Self, Position, Augment, Relationships, and Knowledge to Proof. Inventory what you can demonstrate, identify where it creates value, explore AI support, build relationships, and choose evidence that proves growth.
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Open resource →Learn · Analytics · Guide
Translate the problem, Retrieve evidence, Analyze, Challenge, then Explain and Execute. E includes both communication and action. Keep a visible evidence record throughout.
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Open resource →Learn · Analytics · Guide
Organize, Review, Build, Inspect, Tell. Preserve source data, review fields and quality, build the analysis, inspect the results, and tell the decision-relevant finding.
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Open resource →Learn · Analytics · Guide
Define the audience, decision, evidence, constraints, and action before starting analysis.
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Open resource →Learn · AI · Guide
Use AI for acceleration while keeping human responsibility for the source, logic, result, and consequence.
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Open resource →Learn · AI · Guide
Understand the distinct roles of Excel, SQL, Tableau, Power BI, Python, and AI assistants instead of expecting one tool to do everything.
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Open resource →Learn · Analytics · Guide
Use hypotheses, a single source of truth, reasonableness checks, documentation, timeboxes, and the “So What?” test.
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