Course library

Build real workplace skills, one course at a time

A growing library of interactive courses — open any course to explore its modules. A few modules are free; unlock the full course with a one-time purchase.

Course Corporate Foundations Your grounding in how the modern workplace runs — projects and delivery, leadership, strategy, data and AI, finance, customers, people, operations, and the tools teams use every day. 24 courses · 157 modules · $49 one-time

Foundations

Projects & Delivery How work actually gets done — from a hallway idea to a shipped product, and the language teams use along the way. 10 lessons · ~18 min Free 🎓 Certificate
Leadership & Chain of Command Who's who at the top, who reports to whom, and how to work with leaders — including when and how to escalate. 4 lessons · ~18 min 🔒 Premium 1 free 🎓 Certificate

What you'll be able to do

  • Know what every C-suite role actually owns
  • Read an org chart and the reporting lines in it
  • Tell stakeholders apart from end users
  • Escalate issues the right way using a RACI

Lessons

  1. Section 1 — Leadership Structure
  2. 1. The C-Suite: Who Owns What5 min · free
  3. 🔒 1 premium module
  4. Section 2 — Stakeholders & Escalation
  5. 🔒 2 premium modules
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Strategy & Priorities How companies decide what matters, what gets funded, and what gets pushed aside. 4 lessons · ~16 min 🔒 Premium 1 free 🎓 Certificate

What you'll be able to do

  • Explain what "strategy" actually means at work
  • Tell a North Star from a strategic objective or initiative
  • Understand priorities and the tradeoffs behind them
  • Read a roadmap and why things get funded or cut

Lessons

  1. Section 1 — What Strategy Is
  2. 1. What Strategy Really Means4 min · free
  3. 🔒 1 premium module
  4. Section 2 — Priorities, Roadmaps & Funding
  5. 🔒 2 premium modules
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Change Management Why change efforts stall, the frameworks that help, and how to bring people with you instead of dragging them along. 5 lessons · ~20 min 🔒 Premium 1 free 🎓 Certificate

What you'll be able to do

  • Spot the common reasons change efforts fail
  • Use Kotter, ADKAR and Lewin in plain English
  • Communicate and measure change without jargon
  • Map stakeholders and turn resistors into allies

Lessons

  1. Section 1 — Why Change Fails
  2. 1. Why Change Fails4 min · free
  3. Section 2 — Leading Change
  4. 🔒 2 premium modules
  5. Section 3 — Measuring & Managing Resistance
  6. 🔒 2 premium modules
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Data & AI

AI & Automation The plain-English language of AI projects — models, copilots, chatbots, automation, RAG, prompts, and responsible use. 9 lessons · ~24 min Free 🎓 Certificate
Data & Cloud Platforms How business data moves through cloud systems — databases, data lakes, pipelines, dashboards, and platforms like Azure. 6 lessons · ~24 min 🔒 Premium 1 free 🎓 Certificate

What you'll be able to do

  • Tell databases, warehouses and data lakes apart
  • Understand ETL/ELT and data pipelines
  • Read dashboards, BI and self-service analytics
  • Know why data quality, governance and cloud cost matter

Lessons

  1. Section 1 — Data Foundations
  2. 1. Databases, Data Warehouses & Data Lakes4 min · free
  3. 🔒 1 premium module
  4. Section 2 — Cloud Platforms & BI
  5. 🔒 2 premium modules
  6. Section 3 — Governance & Cost
  7. 🔒 2 premium modules
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Azure Data for Non-Engineers A no-code tour of Azure's data stack — storage, pipelines, Databricks, Synapse/Fabric, Power BI, governance and cloud cost. 8 lessons · ~32 min 🔒 Premium 2 free 🎓 Certificate

What you'll be able to do

  • Understand what Azure is and its storage options
  • Follow Data Factory pipelines and Databricks
  • Know Synapse/Fabric warehouses and Power BI
  • Manage access, governance and cloud cost

Lessons

  1. Section 1 — Azure Fundamentals
  2. 1. What Azure Is in Plain English4 min · free
  3. 2. Storage Accounts, Blob Storage & Data Lakes4 min · free
  4. Section 2 — Data Engineering on Azure
  5. 🔒 3 premium modules
  6. Section 3 — Analytics, Governance & Cost
  7. 🔒 3 premium modules
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Finance & Metrics

Finance for Non-Finance People The finance every employee runs into — the three statements, budgets and variance, working capital, business cases, and the executive money talk — in plain English. 20 lessons · ~90 min Free 🎓 Certificate

What you'll be able to do

  • Read the three financial statements — income statement, balance sheet and cash-flow statement — and how they connect
  • Read a P&L and tell gross, operating and net margin apart
  • Explain why a profitable company can still run out of cash
  • Work with budgets, forecasts, run rate and actual-vs-budget variance
  • Handle fixed vs variable costs, break-even, unit economics and working capital
  • Judge a business case with ROI, payback, NPV and IRR
  • Follow executive money talk: EBITDA, burn rate, runway and operating leverage
  • Understand how public companies are valued, acquired and integrated

Lessons

  1. Section 1 — How Company Finance Works
  2. 1. How Finance Thinks: Revenue, Cost, Profit and Cash4 min
  3. 2. The Three Financial Statements — In Plain English5 min
  4. 3. Reading a P&L Without Being an Accountant4 min
  5. 4. Profit, Gross Margin and Operating Margin4 min
  6. 5. Cash Flow: Why Profit Is Not the Same as Cash5 min
  7. Section 2 — Budgets and Business Performance
  8. 6. Budgets, Forecasts and Run Rate4 min
  9. 7. Actual vs Budget: Understanding Variance5 min
  10. 8. Fixed Costs, Variable Costs and Break-Even4 min
  11. 9. Unit Economics and Contribution Margin4 min
  12. 10. Cost Centers, Headcount and Department Spending4 min
  13. Section 3 — Making Better Business Decisions
  14. 11. Pricing, Discounts and Margin Compression5 min
  15. 12. CapEx vs OpEx: How Companies Classify Spending4 min
  16. 13. Working Capital: Inventory, Receivables and Payables5 min
  17. 14. Business Cases, ROI and Payback Period4 min
  18. 15. NPV and IRR Without the Complicated Math4 min
  19. Section 4 — Understanding Executive Finance Conversations
  20. 16. EBITDA and 'Adjusted' Earnings5 min
  21. 17. Burn Rate, Runway and Liquidity4 min
  22. 18. Cost-Cutting, Restructuring and Operating Leverage5 min
  23. 19. How Public Companies Are Evaluated5 min
  24. 20. Valuation, Acquisitions and Due Diligence6 min
Start →
Metrics & Money The numbers leaders watch and how decisions get justified — KPIs, OKRs, ROI, and the basics of budgets. 7 lessons · ~12 min 🔒 Premium 2 free 🎓 Certificate

What you'll be able to do

  • Tell KPIs (ongoing health) from OKRs (ambitious goals)
  • Calculate and sanity-check an ROI
  • Read a budget vs forecast vs actual

Lessons

  1. Section 1 — Metrics & Goals
  2. 1. KPIs vs OKRs4 min · free
  3. 2. ROI & Payback4 min · free
  4. Section 2 — Budgets & Financial Terms
  5. 🔒 2 premium modules
  6. Section 3 — Benchmarking & Decisions
  7. 🔒 3 premium modules
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Customers & Growth

Sales, Revenue & Growth How companies talk about selling, revenue growth, renewals, and customer expansion. 4 lessons · ~16 min 🔒 Premium 1 free 🎓 Certificate

What you'll be able to do

  • Follow a sales pipeline from lead to close
  • Understand conversion and the sales cycle
  • Explain ARR/MRR and recurring revenue
  • Know how upsell, cross-sell and renewals grow accounts

Lessons

  1. Section 1 — The Sales Pipeline
  2. 1. The Sales Pipeline4 min · free
  3. 🔒 1 premium module
  4. Section 2 — Revenue Metrics & Growth
  5. 🔒 2 premium modules
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Customers & Market The customer and market language behind product, sales, marketing, and leadership decisions. 4 lessons · ~16 min 🔒 Premium 1 free 🎓 Certificate

What you'll be able to do

  • Describe customer segments and personas
  • Identify pain points and use cases
  • Follow the customer journey and what "market fit" means
  • Tell acquisition, retention and churn apart

Lessons

  1. Section 1 — Who the Customer Is
  2. 1. Customer Segments & Personas4 min · free
  3. 🔒 1 premium module
  4. Section 2 — Growth & Retention
  5. 🔒 2 premium modules
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Marketing Fundamentals The plain-English language of marketing — the 4Ps, channels, branding and content, explained for people who don't work in marketing. 4 lessons · ~16 min 🔒 Premium 1 free 🎓 Certificate

What you'll be able to do

  • Tell marketing apart from sales and name the 4Ps
  • Recognise the main digital channels and the metrics behind them
  • Understand branding, positioning and why messaging stays consistent
  • See how content and thought leadership build trust over time

Lessons

  1. Section 1 — Marketing Basics
  2. 1. Marketing Basics & the 4Ps4 min · free
  3. 🔒 1 premium module
  4. Section 2 — Brand & Content
  5. 🔒 2 premium modules
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Product & User Experience How product teams turn customer needs into features, requirements, launches, and improvements. 4 lessons · ~16 min 🔒 Premium 1 free 🎓 Certificate

What you'll be able to do

  • Read product requirements, user stories and acceptance criteria
  • Understand features, the backlog and prioritisation
  • Know what prototypes and UX work involve
  • Follow launches, feedback loops and product-market fit

Lessons

  1. Section 1 — Requirements & Backlog
  2. 1. Requirements, User Stories & Acceptance Criteria4 min · free
  3. 🔒 1 premium module
  4. Section 2 — Design, Launch & Feedback
  5. 🔒 2 premium modules
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People & Soft Skills

HR, People & Performance The workplace terms around reviews, promotions, feedback, compensation, and career growth. 5 lessons · ~16 min 🔒 Premium 1 free 🎓 Certificate

What you'll be able to do

  • Navigate performance reviews, goals and feedback
  • Understand the career ladder and promotion cycle
  • Decode compensation basics
  • Make the most of 1:1s and know what a PIP is

Lessons

  1. Section 1 — Performance & Growth
  2. 1. Reviews, Goals & Feedback4 min · free
  3. 🔒 1 premium module
  4. Section 2 — Compensation & Difficult Conversations
  5. 🔒 2 premium modules
  6. Section 3 — Employment Types
  7. 🔒 1 premium module
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Negotiation Skills How everyday deals really get made — interests, leverage, hard conversations, and the paperwork around them — in plain English. 5 lessons · ~20 min 🔒 Premium 1 free 🎓 Certificate

What you'll be able to do

  • Separate what people want from what they say
  • Prepare with a BATNA and a clear walk-away
  • Stay calm and listen in tense conversations
  • Tell win-win and split-the-pie deals apart

Lessons

  1. Section 1 — Negotiation Fundamentals
  2. 1. Negotiation Fundamentals4 min · free
  3. 🔒 1 premium module
  4. Section 2 — Styles & Difficult Conversations
  5. 🔒 2 premium modules
  6. Section 3 — Legal Basics
  7. 🔒 1 premium module
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Operations & Risk

Legal, Compliance & Risk The rules, policies, and risk language employees need to recognize before problems happen. 7 lessons · ~16 min 🔒 Premium 2 free 🎓 Certificate

What you'll be able to do

  • Recognise compliance, policy and regulation
  • Understand risk, controls and audits
  • Handle privacy and confidential data correctly
  • Spot conflicts of interest before they bite

Lessons

  1. Section 1 — Compliance & Risk Basics
  2. 1. Compliance, Policy & Regulation4 min · free
  3. 2. Risk, Controls & Audits4 min · free
  4. Section 2 — Data, Ethics & IP
  5. 🔒 3 premium modules
  6. Section 3 — Contracts & Third-Party Risk
  7. 🔒 2 premium modules
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Security Essentials The everyday security habits every employee is expected to have — protecting accounts, spotting scams, and handling data safely. 4 lessons · ~14 min 🔒 Premium 1 free 🎓 Certificate

What you'll be able to do

  • Protect your accounts: strong passwords, MFA, lock screen
  • Spot phishing emails and online scams
  • Use only safe, approved tools and devices
  • Handle private and confidential data correctly

Lessons

  1. Section 1 — Access & Threats
  2. 1. Passwords, Access & Your Device4 min · free
  3. 🔒 1 premium module
  4. Section 2 — Safe Tools & Data Handling
  5. 🔒 2 premium modules
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Supply Chain & Operations How products, materials, suppliers, inventory, and operations connect — and why delays, shortages, and capacity affect the whole business. 6 lessons · ~24 min 🔒 Premium 1 free 🎓 Certificate

What you'll be able to do

  • See how the supply chain connects suppliers to customers
  • Understand inventory, stockouts and backorders
  • Read time and capacity language: lead time, throughput, bottlenecks
  • Know how service levels and forecasting are measured

Lessons

  1. Section 1 — Supply Chain Basics
  2. 1. Supply Chain in Plain English4 min · free
  3. 🔒 1 premium module
  4. Section 2 — Capacity & Throughput
  5. 🔒 2 premium modules
  6. Section 3 — Service Levels & Forecasting
  7. 🔒 2 premium modules
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Procurement, Vendors & Logistics The language of buying, suppliers, contracts, shipping, and vendor relationships — from purchase orders to delivery delays. 6 lessons · ~24 min 🔒 Premium 1 free 🎓 Certificate

What you'll be able to do

  • Tell procurement, purchasing and sourcing apart
  • Understand suppliers, vendors and contracts
  • Follow purchase orders, invoices and payment terms
  • Recognise supplier risk and cost/quality/delivery tradeoffs

Lessons

  1. Section 1 — Procurement Basics
  2. 1. Procurement vs Purchasing vs Sourcing4 min · free
  3. 🔒 1 premium module
  4. Section 2 — Purchase-to-Pay
  5. 🔒 2 premium modules
  6. Section 3 — Risk & Performance
  7. 🔒 2 premium modules
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Sustainability & ESG The plain-English language of corporate sustainability — what E, S and G mean, carbon scopes, reporting rules, and the circular economy. 5 lessons · ~22 min 🔒 Premium 1 free 🎓 Certificate

What you'll be able to do

  • Tell environmental, social and governance topics apart
  • Understand carbon footprints and Scope 1, 2 and 3
  • Follow ESG reporting rules like CSRD and ISSB
  • Spot circular-economy ideas and greenwashing risk

Lessons

  1. Section 1 — ESG Fundamentals
  2. 1. ESG Fundamentals4 min · free
  3. 🔒 1 premium module
  4. Section 2 — Reporting & Regulations
  5. 🔒 2 premium modules
  6. Section 3 — Circular Economy
  7. 🔒 1 premium module
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Tools & Tech

Microsoft Teams The chat, channels, meetings and files that run your workday — finally explained in plain English. 9 lessons · ~30 min 🔒 Premium 2 free 🎓 Certificate

What you'll be able to do

  • Know when to use a team, a channel, a chat or a meeting
  • Organize channels and files without creating a mess
  • Run and join meetings with recording, notes and Copilot
  • Work async, manage notifications and use Teams' newer features

Lessons

  1. Section 1 — Teams Basics
  2. 1. Teams vs Channels vs Chats: When to Use What4 min · free
  3. 2. Building & Organizing Effective Teams and Channels5 min · free
  4. 🔒 1 premium module
  5. Section 2 — Meetings & Collaboration
  6. 🔒 3 premium modules
  7. Section 3 — Apps, Focus & Governance
  8. 🔒 3 premium modules
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Microsoft 365 & Productivity Get more out of Microsoft 365 — Copilot and its agents, Power Automate, Excel, and making your work findable. 6 lessons · ~24 min 🔒 Premium 1 free 🎓 Certificate

What you'll be able to do

  • Use Microsoft 365 Copilot safely and verify its output
  • Understand Copilot agents, Researcher and Analyst
  • Build simple Power Automate flows for everyday tasks
  • Use Excel and Copilot to analyze data, and make work findable

Lessons

  1. Section 1 — Copilot Fundamentals
  2. 1. Microsoft 365 Copilot Fundamentals5 min · free
  3. 🔒 1 premium module
  4. Section 2 — Applied Copilot
  5. 🔒 2 premium modules
  6. Section 3 — Excel & Knowledge Management
  7. 🔒 2 premium modules
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Outlook & Email Productivity Turn a chaotic inbox into a calm system — write better email, tame the pile, master your calendar, and let Outlook do the busywork. 8 lessons · ~26 min 🔒 Premium 2 free 🎓 Certificate

What you'll be able to do

  • Write clear, well-addressed email people actually read
  • Empty your inbox with the 4 Ds and Focused Inbox
  • Automate sorting with rules and Quick Steps
  • Run your calendar, tasks and follow-ups with confidence

Lessons

  1. Section 1 — Email Fundamentals
  2. 1. Email Fundamentals & Modern Best Practices4 min · free
  3. 2. Taming Your Inbox4 min · free
  4. Section 2 — Inbox Management
  5. 🔒 3 premium modules
  6. Section 3 — Organization, Security & Integration
  7. 🔒 3 premium modules
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Engineering & Code How software actually gets built and shipped — environments, architecture, Git, and code reviews — explained for non-engineers and new devs. 7 lessons · ~16 min 🔒 Premium 2 free 🎓 Certificate

What you'll be able to do

  • Tell dev, test and prod environments apart
  • Read a basic system architecture: sources and storage
  • Follow Git: repos, branches, commits and merges
  • Understand pull requests and code reviews

Lessons

  1. Section 1 — Foundations
  2. 1. Environments: Dev, Test & Prod4 min · free
  3. 2. Architecture: Apps, Sources & Storage5 min · free
  4. Section 2 — Collaboration & Version Control
  5. 🔒 2 premium modules
  6. Section 3 — Delivery & Quality
  7. 🔒 3 premium modules
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Course Business Systems in Plain English CRM, ERP, HRIS, ITSM, SSO, and APIs — the systems every employee bumps into — plus the data literacy to read the numbers they produce. Explained for people who don't work in IT. Free for everyone. 2 courses · 25 modules

Business Systems

Business Systems in Plain English CRM, ERP, HRIS, ITSM, SSO, and APIs — the systems every employee bumps into, decoded for people who don't work in IT. 12 lessons · ~55 min Free 🎓 Certificate

What you'll be able to do

  • Recognize the big system categories — CRM, ERP, HRIS, ITSM — and what each one is actually for
  • Know what Salesforce, SAP, Workday, and ServiceNow do without ever opening a manual
  • Understand SSO and MFA — and why you have to log in again
  • Explain what an API is at a dinner-party level, and why systems don't always talk
  • Tell dev, test, sandbox, UAT and production apart — and know who owns which system
  • Follow customer, employee, money and support information all the way through a company
Start →

Data Literacy

Data Literacy for Everyone Understand, question, and talk about data with confidence — averages, percentages, charts, correlation, surveys, and A/B tests, in plain English for people who don't work in analytics. 13 lessons · ~65 min Free 🎓 Certificate

What you'll be able to do

  • Explain what data literacy means — and why it isn't just for analysts
  • Know where business data comes from, and why the source decides whether you can trust it
  • Tell a metric from a measure, a target, and a KPI — and catch a vanity metric
  • Choose between average and median, and spot when the average is hiding the story
  • Read percentages with the right baseline, and separate percentage change from percentage points
  • Spot misleading charts: truncated axes, cherry-picked windows, and dual axes
  • Explain why correlation isn't causation — confounders, reverse causation, and survivorship
  • Judge surveys by who was asked and who answered, not just the headline number
  • Understand A/B tests and "statistical significance" — and why significant isn't the same as important
  • Ask the questions that separate a trustworthy number from a dressed-up one
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Course How Companies Work Departments, business units, decisions, reorgs, budgets, business models, and the financial calendar — the whole machine behind your job, decoded end to end. 4 courses · 28 modules · $29 one-time

The Building Blocks

The Building Blocks Departments, business units, legal entities, owners, and culture — the pieces every company is assembled from, and where you sit among them. 7 lessons · ~30 min 🔒 Premium 2 free 🎓 Certificate

What you'll be able to do

  • Name the core departments and say what each one does
  • Know what Finance, HR, Legal and Ops do for you day to day
  • Explain business units, functions and matrix reporting
  • See how the same map scales from startup to enterprise
  • Decode legal entities, subsidiaries, and holding companies
  • Know who owns the company — and read the culture fast

Lessons

  1. Section 1 — The Company Map
  2. 1. The Department Map4 min · free
  3. 2. What Finance, HR, Legal & Ops Actually Do4 min · free
  4. Section 2 — Structure & Scale
  5. 🔒 2 premium modules
  6. Section 3 — Ownership, Legal & Culture
  7. 🔒 3 premium modules
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How It Really Runs

How the Org Really Runs Decisions, meetings, reorgs, new-era job titles, and influence — the moving parts behind the org chart. 7 lessons · ~30 min 🔒 Premium 2 free 🎓 Certificate

What you'll be able to do

  • Trace how a real decision travels through a company
  • Read the meeting landscape and use each meeting type well
  • Stay calm and useful through a reorg
  • Speak org: decode the jargon people actually use
  • Decode the new job titles — business translators, champions, chiefs of staff, responsible AI leads
  • Know when a council, task force, or tiger team is real work — and how to move things without authority

Lessons

  1. Section 1 — Decisions & Governance
  2. 1. How Decisions Actually Get Made4 min · free
  3. 2. Meetings & Governance: Where Decisions Live4 min · free
  4. Section 2 — Reorgs & Jargon
  5. 🔒 3 premium modules
  6. Section 3 — Working the System
  7. 🔒 2 premium modules
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How Money Flows

How Money Flows Revenue, costs, budgets, business models, pricing, and cash — where the money comes from, where it goes, and why it behaves the way it does. 7 lessons · ~30 min 🔒 Premium 2 free 🎓 Certificate

What you'll be able to do

  • Follow a dollar from revenue to profit
  • Understand budgets and why headcount is the currency that matters
  • Know whether you sit in a cost center or a revenue center
  • See exactly how your own work lands on the P&L
  • Recognize the business model your company runs on — and the metrics it forces everyone to chase
  • Understand pricing, unit economics, and why profit is not the same thing as cash

Lessons

  1. Section 1 — Revenue to Profit
  2. 1. From Revenue to Profit4 min · free
  3. 2. Budgets & Headcount4 min · free
  4. Section 2 — Budgets, Costs & the P&L
  5. 🔒 2 premium modules
  6. Section 3 — Business Models & Pricing
  7. 🔒 3 premium modules
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The Financial Calendar

The Financial Calendar Fiscal years, forecasts, quarter-end, earnings calls, budget season, and the signals of a lean quarter — the rhythm that sets the company's moods, decoded. 7 lessons · ~30 min 🔒 Premium 2 free 🎓 Certificate

What you'll be able to do

  • Read the fiscal year and quarterly rhythm, including the Q4 crunch
  • Tell budgets, forecasts and actuals apart — and explain a variance
  • Know what happens during quarter-end close and earnings
  • Speak money: decode the finance jargon around you
  • Read an earnings call and annual report like an insider
  • Survive budget and audit season — and read freezes and belt-tightening calmly

Lessons

  1. Section 1 — The Fiscal Calendar
  2. 1. The Fiscal Year & Why Q4 Gets Tense4 min · free
  3. 2. Forecasts & Variance: On Track or Off?4 min · free
  4. Section 2 — Close, Earnings & Reporting
  5. 🔒 3 premium modules
  6. Section 3 — Budget Season & Reading the Signals
  7. 🔒 2 premium modules
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Course End-to-End Case Studies One real problem, followed through every person who touches it — what lands on each desk, what they decide and why, the software they do it in, and what they hand on. Whole-organisation case studies for people who want to see how work actually flows. 3 courses · 36 modules

Data & AI

An AI Project, End to End One company, one problem, twelve desks. Follow a single AI project from the boardroom argument about a revenue decline all the way to the meeting where someone proves whether it worked — and see exactly what each person decides, and what they hand to the next. 12 lessons · ~81 min Free 🎓 Certificate

What you'll be able to do

  • Follow one real problem through every person who touches it, in order
  • Understand what each of the ten roles actually decides — and why
  • See how a decision made in the boardroom quietly sets the limits for the data scientist five months later
  • Read a hand-off: what lands on a desk, what gets added, what moves on
  • Explain why an AI project succeeds or fails for reasons that have nothing to do with the model
  • Recognise the four places these hand-offs usually break, and what breaking looks like
  • Speak confidently with strategy, finance, product, data, engineering, governance and operations colleagues
  • Judge a finished AI project the way a board does: impact, cost, evidence, risk
Start →
AI Agents at Work: A Product Launch, End to End A software company launches a product in fourteen weeks with AI agents doing the research, the drafting and the design. Follow the campaign through all twelve people who touch it — and watch the bottleneck move from making things to being sure about them. 12 lessons · ~115 min Free 🎓 Certificate

What you'll be able to do

  • Follow a product launch campaign through every person who shapes it, in order
  • See exactly where AI agents help, where they don't, and what each one costs
  • Understand why an agent needs a human who owns what it asserts
  • Turn a pipeline target into leads, MQLs and opportunities — and back into a budget
  • Tell an approved product fact from a claim marketing wishes were true
  • Judge a thin statistic the way legal, product and analytics each judge it
  • Recognise how agents move the bottleneck downstream to review and approval
  • Measure a campaign — and measure the agents themselves — without flattering either
  • Specify an agent properly: the state it holds, its inputs, its behaviours and what it may never do alone
  • Choose the right metric for each agent — precision and recall, calibration, provenance completeness
  • Name who owns the outcome when an agent gets it wrong
Start →

Operations & Risk

A Supply Shock, End to End Tuesday morning, one email: your only supplier of a critical part is twelve weeks late. Follow that email through every person it lands on — procurement, engineering, planning, the factory floor, finance, sales, customer service and the board — and watch operational decisions turn into money and broken promises. 12 lessons · ~85 min Free 🎓 Certificate

What you'll be able to do

  • Follow a supply disruption through all eleven people who have to answer for it
  • Do the arithmetic that turns a supplier's delay into a number of unbuilt products
  • Understand the four levers available in a shortage — and why none of them is free
  • See why 'just use a different supplier' takes ten weeks and 'just redesign it' takes fourteen
  • Allocate scarce stock, and understand what allocation does to the people not chosen
  • Tell the difference between revenue lost and revenue merely moved — and why cash cares
  • Judge which customers to protect using strategy, not just order value
  • Explain how single-source risk gets created by sensible people making sensible savings
Start →
Course For Developers Hands-on technical training for people who can already write code but have never worked inside a company codebase. Environments, tooling, repository structure, and the professional habits that universities and bootcamps skip. You at a keyboard, not a whiteboard. 2 courses · 53 modules · $39 one-time

Enterprise Development

Enterprise Coding & Development in the Real World Learn how professional software, AI, and data teams actually build, organize, test, deploy, and maintain code — the environments, tooling, structure, and process nobody teaches you alongside the syntax. 51 lessons · ~458 min 🔒 Premium 4 free 🎓 Certificate

What you'll be able to do

  • Explain what separates enterprise code from a personal project — and why the difference is mostly about the next person, not the machine
  • Walk through a real first day: clone the repo, open VS Code, pick the interpreter, activate the environment, install packages, run the app
  • Follow one change from ticket to production — branch, pull request, review, CI, staging, release, and the monitoring that closes the loop
  • Name the core roles on an enterprise development team and know when each one matters in your sprint
  • Install and manage Python versions, and explain what the interpreter actually does with your source file
  • Create and share virtual environments, choose between venv and Conda, and defend the choice
  • Manage dependencies with pip and requirements files, and apply semantic versioning and pinning correctly
  • Build a reproducible environment a new developer can stand up from git clone to passing tests in five minutes
  • Navigate VS Code like a professional: terminal, explorer, extensions, debugger, interpreter selector, and Git panel
  • Configure extensions and kernels, and diagnose the single most misunderstood error in Python — the kernel pointing at the wrong environment
  • Work confidently at the command line, and read any command's flags and arguments without guessing
  • Use Jupyter notebooks properly, and explain why notebooks should never become production code
  • Step through code with a real debugger — breakpoints, the variables panel, the call stack, and a watch expression
  • Read an enterprise repository folder by folder, and place a new file correctly on the first try
  • Explain the src layout, and recognise when a utils module has become a dumping ground
  • Keep data and documentation out of the places they cause damage, and recover when something is already committed
  • Read and choose between config.py, YAML, JSON, TOML and INI for a given settings file
  • Explain how environment variables let identical code behave differently across development, testing and production
  • Tell a secret from ordinary configuration, and respond correctly to a leaked credential
  • Explain why production secrets live in a secret manager, and tell Azure Key Vault, AWS Secrets Manager and GitHub Secrets apart
  • Use git clone, fetch, pull, commit, push and merge precisely — and stop confusing fetch with pull
  • Create and merge branches, follow a feature branch workflow, and resolve a real merge conflict
  • Write a pull request worth reviewing, and know when to approve, request changes, or block one
  • Tag a release, apply semantic versioning, and name the Git habits that keep a repo debuggable a year later
  • Name the environments a change passes through from Dev to Production, and what gates each one
  • Explain build-once-promote-many, and why rebuilding between stages undoes every test that came before
  • Choose between rolling back and fixing forward, and explain why a schema migration makes that harder
  • Explain CI/CD precisely, including the real difference between continuous delivery and continuous deployment
  • Read a failing pipeline log and find the actual error rather than the last line
  • Tell GitHub Actions, Azure DevOps and Jenkins apart, and know what each is actually good at
  • Explain how data and analytics teams work, and why analytics code fails silently where application code fails loudly
  • Read int, float, decimal, date, timestamp, array, struct, map and null correctly, and know why float is wrong for money
  • Handle dates, time zones and nulls without producing off-by-one-day errors or broken aggregates
  • Read a nested JSON payload, plan how to flatten it, and handle a source that changes shape without warning
  • Write a README, comments and docstrings that actually help the next person, and know when a decision belongs in an ADR
  • Use Python's logging module instead of print(), and handle exceptions without hiding them
  • Configure Black, Ruff or Flake8 for a team, and wire quality checks into pre-commit and CI
  • Explain what a test suite really buys a team, and read a coverage number correctly
  • Write pytest tests with fixtures, parametrisation, and mocking at the right boundary
  • Tell unit, integration, regression, smoke and end-to-end tests apart, and read a failing test's output to find the bug
  • Read a REST endpoint and predict what it does from the method and path alone
  • Diagnose an API problem from its status code, and tell API keys, bearer tokens and OAuth flows apart
  • Call an API from Python with proper timeouts, retries with backoff, and pagination
  • Map a need to the right cloud service category, and translate service names between Azure, AWS and GCP
  • Read a Dockerfile line by line, and explain why instruction order decides how long your builds take
  • Distinguish monitoring from observability, and write a structured log line that is still useful six months later
  • Walk a change through an entire enterprise organization's tooling, start to finish, without needing anyone to explain it

Lessons

  1. Section 1 — Enterprise Fundamentals
  2. 1. Why Enterprise Code Looks Different5 min · free
  3. 2. Your First Day as a Developer6 min · free
  4. 3. From Idea to Production: The Enterprise Software Lifecycle6 min · free
  5. 4. How Development Teams Work7 min · free
  6. Section 2 — Python Environment & Tooling
  7. 🔒 4 premium modules
  8. Section 3 — IDEs, Notebooks, and Debugging
  9. 🔒 5 premium modules
  10. Section 4 — Project Structure and Architecture
  11. 🔒 4 premium modules
  12. Section 5 — Configuration, Secrets, and Environments
  13. 🔒 3 premium modules
  14. Section 6 — Git, Branching, and Collaboration
  15. 🔒 4 premium modules
  16. Section 7 — Environments, Releases, and Ops
  17. 🔒 3 premium modules
  18. Section 8 — CI/CD and Automation
  19. 🔒 3 premium modules
  20. Section 9 — Data and Analytics Context
  21. 🔒 4 premium modules
  22. Section 10 — Enterprise Coding Practices
  23. 🔒 3 premium modules
  24. Section 11 — Testing and Quality
  25. 🔒 3 premium modules
  26. Section 12 — APIs and Integrations
  27. 🔒 3 premium modules
  28. Section 13 — Cloud, Containers, and Observability
  29. 🔒 3 premium modules
  30. Section 14 — Enterprise Capstone Simulation
  31. 🔒 5 premium modules
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Data & Databricks Track How a notebook actually runs on a cluster — the workspace, the compute, the lakehouse underneath, and the cluster choice that quietly decides your bill. 2 lessons · ~14 min 🔒 Premium 2 free 🎓 Certificate

What you'll be able to do

  • Trace how a notebook actually runs in Databricks — workspace, cluster, notebook, jobs, repos, libraries and Unity Catalog
  • Tell the notebook you edit from the compute that runs it, and explain what happens when a cluster terminates
  • Explain what a lakehouse is, and how storage, tables and catalogs sit underneath the notebook you are looking at
  • Choose the right cluster — small vs. large, single node vs. autoscaling, job vs. all-purpose — and see how that choice changes cost
  • Explain why an idle all-purpose cluster is the most common source of unexpected Databricks spend
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