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.
Foundations
Projects & Delivery How work actually gets done — from a hallway idea to a shipped product, and the language teams use along the way.
What you'll be able to do
- Follow how an idea becomes a shipped product
- Use PoC, PoV and MVP correctly and in the right order
- Spot scope creep early and control it gracefully
- Work confidently inside Agile sprints
Lessons
- 1. How Work Actually Flows5 min
- 2. The Project Charter & Kickoff5 min
- 3. The Security Review (Before You Trial a Tool)5 min
- 4. PoC vs PoV vs MVP5 min
- 5. Scope & Scope Creep4 min
- 6. Agile, Scrum & Sprints5 min
- 7. Stage Gates, Go/No-Go & UAT6 min
- 8. Project Risk Management5 min
- 9. Resource Management & Capacity Planning5 min
- 10. Benefits Realization & Post-Implementation Review5 min
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.
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
- Section 1 — Leadership Structure
- 1. The C-Suite: Who Owns What5 min · free
- 🔒 1 premium module
- Section 2 — Stakeholders & Escalation
- 🔒 2 premium modules
Strategy & Priorities How companies decide what matters, what gets funded, and what gets pushed aside.
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
- Section 1 — What Strategy Is
- 1. What Strategy Really Means4 min · free
- 🔒 1 premium module
- Section 2 — Priorities, Roadmaps & Funding
- 🔒 2 premium modules
Change Management Why change efforts stall, the frameworks that help, and how to bring people with you instead of dragging them along.
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
- Section 1 — Why Change Fails
- 1. Why Change Fails4 min · free
- Section 2 — Leading Change
- 🔒 2 premium modules
- Section 3 — Measuring & Managing Resistance
- 🔒 2 premium modules
Data & AI
AI & Automation The plain-English language of AI projects — models, copilots, chatbots, automation, RAG, prompts, and responsible use.
What you'll be able to do
- Tell AI, machine learning and GenAI apart
- Use prompts, chatbots and copilots at work
- Understand automation, agents and RAG
- Judge AI risk, accuracy and business cases
Lessons
- 1. AI, Machine Learning & GenAI4 min
- 2. Prompts, Chatbots & Copilots4 min
- 3. Automation & Agents4 min
- 4. RAG, Vector Search & Knowledge Bases4 min
- 5. AI Risk, Accuracy & Human Review4 min
- 6. AI Business Cases4 min
- 7. Responsible AI & AI Ethics5 min
- 8. AI Governance & Compliance5 min
- 9. Evaluating AI Tools & Vendors5 min
Data & Cloud Platforms How business data moves through cloud systems — databases, data lakes, pipelines, dashboards, and platforms like Azure.
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
- Section 1 — Data Foundations
- 1. Databases, Data Warehouses & Data Lakes4 min · free
- 🔒 1 premium module
- Section 2 — Cloud Platforms & BI
- 🔒 2 premium modules
- Section 3 — Governance & Cost
- 🔒 2 premium modules
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.
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
- Section 1 — Azure Fundamentals
- 1. What Azure Is in Plain English4 min · free
- 2. Storage Accounts, Blob Storage & Data Lakes4 min · free
- Section 2 — Data Engineering on Azure
- 🔒 3 premium modules
- Section 3 — Analytics, Governance & Cost
- 🔒 3 premium modules
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.
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
- Section 1 — How Company Finance Works
- 1. How Finance Thinks: Revenue, Cost, Profit and Cash4 min
- 2. The Three Financial Statements — In Plain English5 min
- 3. Reading a P&L Without Being an Accountant4 min
- 4. Profit, Gross Margin and Operating Margin4 min
- 5. Cash Flow: Why Profit Is Not the Same as Cash5 min
- Section 2 — Budgets and Business Performance
- 6. Budgets, Forecasts and Run Rate4 min
- 7. Actual vs Budget: Understanding Variance5 min
- 8. Fixed Costs, Variable Costs and Break-Even4 min
- 9. Unit Economics and Contribution Margin4 min
- 10. Cost Centers, Headcount and Department Spending4 min
- Section 3 — Making Better Business Decisions
- 11. Pricing, Discounts and Margin Compression5 min
- 12. CapEx vs OpEx: How Companies Classify Spending4 min
- 13. Working Capital: Inventory, Receivables and Payables5 min
- 14. Business Cases, ROI and Payback Period4 min
- 15. NPV and IRR Without the Complicated Math4 min
- Section 4 — Understanding Executive Finance Conversations
- 16. EBITDA and 'Adjusted' Earnings5 min
- 17. Burn Rate, Runway and Liquidity4 min
- 18. Cost-Cutting, Restructuring and Operating Leverage5 min
- 19. How Public Companies Are Evaluated5 min
- 20. Valuation, Acquisitions and Due Diligence6 min
Metrics & Money The numbers leaders watch and how decisions get justified — KPIs, OKRs, ROI, and the basics of budgets.
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
- Section 1 — Metrics & Goals
- 1. KPIs vs OKRs4 min · free
- 2. ROI & Payback4 min · free
- Section 2 — Budgets & Financial Terms
- 🔒 2 premium modules
- Section 3 — Benchmarking & Decisions
- 🔒 3 premium modules
Customers & Growth
Sales, Revenue & Growth How companies talk about selling, revenue growth, renewals, and customer expansion.
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
- Section 1 — The Sales Pipeline
- 1. The Sales Pipeline4 min · free
- 🔒 1 premium module
- Section 2 — Revenue Metrics & Growth
- 🔒 2 premium modules
Customers & Market The customer and market language behind product, sales, marketing, and leadership decisions.
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
- Section 1 — Who the Customer Is
- 1. Customer Segments & Personas4 min · free
- 🔒 1 premium module
- Section 2 — Growth & Retention
- 🔒 2 premium modules
Marketing Fundamentals The plain-English language of marketing — the 4Ps, channels, branding and content, explained for people who don't work in marketing.
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
- Section 1 — Marketing Basics
- 1. Marketing Basics & the 4Ps4 min · free
- 🔒 1 premium module
- Section 2 — Brand & Content
- 🔒 2 premium modules
Product & User Experience How product teams turn customer needs into features, requirements, launches, and improvements.
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
- Section 1 — Requirements & Backlog
- 1. Requirements, User Stories & Acceptance Criteria4 min · free
- 🔒 1 premium module
- Section 2 — Design, Launch & Feedback
- 🔒 2 premium modules
People & Soft Skills
HR, People & Performance The workplace terms around reviews, promotions, feedback, compensation, and career growth.
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
- Section 1 — Performance & Growth
- 1. Reviews, Goals & Feedback4 min · free
- 🔒 1 premium module
- Section 2 — Compensation & Difficult Conversations
- 🔒 2 premium modules
- Section 3 — Employment Types
- 🔒 1 premium module
Negotiation Skills How everyday deals really get made — interests, leverage, hard conversations, and the paperwork around them — in plain English.
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
- Section 1 — Negotiation Fundamentals
- 1. Negotiation Fundamentals4 min · free
- 🔒 1 premium module
- Section 2 — Styles & Difficult Conversations
- 🔒 2 premium modules
- Section 3 — Legal Basics
- 🔒 1 premium module
Operations & Risk
Legal, Compliance & Risk The rules, policies, and risk language employees need to recognize before problems happen.
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
- Section 1 — Compliance & Risk Basics
- 1. Compliance, Policy & Regulation4 min · free
- 2. Risk, Controls & Audits4 min · free
- Section 2 — Data, Ethics & IP
- 🔒 3 premium modules
- Section 3 — Contracts & Third-Party Risk
- 🔒 2 premium modules
Security Essentials The everyday security habits every employee is expected to have — protecting accounts, spotting scams, and handling data safely.
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
- Section 1 — Access & Threats
- 1. Passwords, Access & Your Device4 min · free
- 🔒 1 premium module
- Section 2 — Safe Tools & Data Handling
- 🔒 2 premium modules
Supply Chain & Operations How products, materials, suppliers, inventory, and operations connect — and why delays, shortages, and capacity affect the whole business.
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
- Section 1 — Supply Chain Basics
- 1. Supply Chain in Plain English4 min · free
- 🔒 1 premium module
- Section 2 — Capacity & Throughput
- 🔒 2 premium modules
- Section 3 — Service Levels & Forecasting
- 🔒 2 premium modules
Procurement, Vendors & Logistics The language of buying, suppliers, contracts, shipping, and vendor relationships — from purchase orders to delivery delays.
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
- Section 1 — Procurement Basics
- 1. Procurement vs Purchasing vs Sourcing4 min · free
- 🔒 1 premium module
- Section 2 — Purchase-to-Pay
- 🔒 2 premium modules
- Section 3 — Risk & Performance
- 🔒 2 premium modules
Sustainability & ESG The plain-English language of corporate sustainability — what E, S and G mean, carbon scopes, reporting rules, and the circular economy.
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
- Section 1 — ESG Fundamentals
- 1. ESG Fundamentals4 min · free
- 🔒 1 premium module
- Section 2 — Reporting & Regulations
- 🔒 2 premium modules
- Section 3 — Circular Economy
- 🔒 1 premium module
Tools & Tech
Microsoft Teams The chat, channels, meetings and files that run your workday — finally explained in plain English.
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
- Section 1 — Teams Basics
- 1. Teams vs Channels vs Chats: When to Use What4 min · free
- 2. Building & Organizing Effective Teams and Channels5 min · free
- 🔒 1 premium module
- Section 2 — Meetings & Collaboration
- 🔒 3 premium modules
- Section 3 — Apps, Focus & Governance
- 🔒 3 premium modules
Microsoft 365 & Productivity Get more out of Microsoft 365 — Copilot and its agents, Power Automate, Excel, and making your work findable.
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
- Section 1 — Copilot Fundamentals
- 1. Microsoft 365 Copilot Fundamentals5 min · free
- 🔒 1 premium module
- Section 2 — Applied Copilot
- 🔒 2 premium modules
- Section 3 — Excel & Knowledge Management
- 🔒 2 premium modules
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.
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
- Section 1 — Email Fundamentals
- 1. Email Fundamentals & Modern Best Practices4 min · free
- 2. Taming Your Inbox4 min · free
- Section 2 — Inbox Management
- 🔒 3 premium modules
- Section 3 — Organization, Security & Integration
- 🔒 3 premium modules
Engineering & Code How software actually gets built and shipped — environments, architecture, Git, and code reviews — explained for non-engineers and new devs.
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
- Section 1 — Foundations
- 1. Environments: Dev, Test & Prod4 min · free
- 2. Architecture: Apps, Sources & Storage5 min · free
- Section 2 — Collaboration & Version Control
- 🔒 2 premium modules
- Section 3 — Delivery & Quality
- 🔒 3 premium modules
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.
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.
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
Lessons
- 1. The Systems Map: Why Your Company Runs on Acronyms5 min
- 2. CRM in Plain English (Yes, That's What Salesforce Is)5 min
- 3. ERP in Plain English (What SAP Actually Does)5 min
- 4. HRIS in Plain English (What Workday Actually Is)5 min
- 5. ITSM and the Ticket: Why IT Says 'Raise a Ticket'5 min
- 6. SSO, MFA, and Why You Have to Log In Again5 min
- 7. APIs and Integrations at a Recognition Level5 min
- 8. Why the System Doesn't Talk to the Other System5 min
- 9. Production, Test, Sandbox, and UAT — Why You Can't Just Change It5 min
- 10. Who Owns the System? (Hint: It's Usually Not IT)5 min
- 11. Following One Customer Through Every System6 min
- 12. Quick-Reference Glossary & Final Check5 min
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.
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
Lessons
- 1. What Data Literacy Actually Means (and Why It's Not Just for Analysts)5 min
- 2. Where Data Comes From — and Why the Source Decides Everything6 min
- 3. Metrics, Measures, Targets & KPIs: Not Every Number Is a KPI6 min
- 4. Averages vs Medians: The Number That Describes Nobody4 min
- 5. Up 300% — From What? Percentages and Baselines4 min
- 6. Reading Charts Without Being Misled5 min
- 7. Correlation vs Causation: Moving Together Isn't Caused By4 min
- 8. Surveys & Sample Sizes: Who Did They Ask?4 min
- 9. A/B Tests in Plain English6 min
- 10. "Is That Lift Significant?" — Statistical Significance in Plain English6 min
- 11. Significant Isn't the Same as Important5 min
- 12. Before You Trust the Number: Asking Better Questions7 min
- 13. Quick-Reference Glossary & Final Check6 min
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.
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.
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
- Section 1 — The Company Map
- 1. The Department Map4 min · free
- 2. What Finance, HR, Legal & Ops Actually Do4 min · free
- Section 2 — Structure & Scale
- 🔒 2 premium modules
- Section 3 — Ownership, Legal & Culture
- 🔒 3 premium modules
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.
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
- Section 1 — Decisions & Governance
- 1. How Decisions Actually Get Made4 min · free
- 2. Meetings & Governance: Where Decisions Live4 min · free
- Section 2 — Reorgs & Jargon
- 🔒 3 premium modules
- Section 3 — Working the System
- 🔒 2 premium modules
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.
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
- Section 1 — Revenue to Profit
- 1. From Revenue to Profit4 min · free
- 2. Budgets & Headcount4 min · free
- Section 2 — Budgets, Costs & the P&L
- 🔒 2 premium modules
- Section 3 — Business Models & Pricing
- 🔒 3 premium modules
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.
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
- Section 1 — The Fiscal Calendar
- 1. The Fiscal Year & Why Q4 Gets Tense4 min · free
- 2. Forecasts & Variance: On Track or Off?4 min · free
- Section 2 — Close, Earnings & Reporting
- 🔒 3 premium modules
- Section 3 — Budget Season & Reading the Signals
- 🔒 2 premium modules
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.
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.
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
Lessons
- 1. How One Problem Travels6 min
- 2. The CIO: Where the Money Goes6 min
- 3. Finance: Is It Worth It?6 min
- 4. Product: What Exactly Are We Building?7 min
- 5. Customer Success: What Is Actually Happening6 min
- 6. The Analyst: Where and When Did This Start?7 min
- 7. The Data Engineer: Making It Arrive Every Night7 min
- 8. The Data Scientist: Who Is At Risk?7 min
- 9. Governance: The Conditions Under Which Yes Stays Safe7 min
- 10. The ML Engineer: From Notebook to Monday Morning7 min
- 11. Operations: What We Actually Do About It7 min
- 12. Did It Work — And What Happens Now?8 min
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.
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
Lessons
- 1. The CMO: The Number Behind the Campaign9 min
- 2. The Product Manager: What Is Actually True?9 min
- 3. The Data Scientist: Give the Agent Access to the Market10 min
- 4. Customer Insights: What Do They Actually Feel?9 min
- 5. Product Marketing: Who Is This For, and What Do We Promise?10 min
- 6. The Campaign Manager: How a Stranger Becomes a Buyer10 min
- 7. The Content Strategist: Directing the Agents10 min
- 8. The Creative Director: A Hundred Variants and One Idea9 min
- 9. Legal and Privacy: May We Publish This?10 min
- 10. Marketing Operations: Does Any of It Connect?9 min
- 11. Sales Development: Which of These Leads Are Real?9 min
- 12. Did It Work — And Were the Agents Worth It?11 min
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.
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
Lessons
- 1. The Email That Stops a Factory7 min
- 2. The COO: What Are We Actually Optimising?7 min
- 3. Procurement: Is There Another Source?7 min
- 4. Engineering: Can We Design Around It?7 min
- 5. Allocation: Who Gets the Boards?7 min
- 6. Manufacturing: What the Plan Costs on the Floor7 min
- 7. The Analyst: Which of These Orders Are Real?7 min
- 8. Finance: Lost Revenue, or Just Late Revenue?7 min
- 9. Sales: Which Customers Do We Protect?7 min
- 10. Customer Service: Delivering the News7 min
- 11. Risk: Why Could One Supplier Do This to Us?7 min
- 12. The Reckoning: What It Cost, and What Changes8 min
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.
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.
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
- Section 1 — Enterprise Fundamentals
- 1. Why Enterprise Code Looks Different5 min · free
- 2. Your First Day as a Developer6 min · free
- 3. From Idea to Production: The Enterprise Software Lifecycle6 min · free
- 4. How Development Teams Work7 min · free
- Section 2 — Python Environment & Tooling
- 🔒 4 premium modules
- Section 3 — IDEs, Notebooks, and Debugging
- 🔒 5 premium modules
- Section 4 — Project Structure and Architecture
- 🔒 4 premium modules
- Section 5 — Configuration, Secrets, and Environments
- 🔒 3 premium modules
- Section 6 — Git, Branching, and Collaboration
- 🔒 4 premium modules
- Section 7 — Environments, Releases, and Ops
- 🔒 3 premium modules
- Section 8 — CI/CD and Automation
- 🔒 3 premium modules
- Section 9 — Data and Analytics Context
- 🔒 4 premium modules
- Section 10 — Enterprise Coding Practices
- 🔒 3 premium modules
- Section 11 — Testing and Quality
- 🔒 3 premium modules
- Section 12 — APIs and Integrations
- 🔒 3 premium modules
- Section 13 — Cloud, Containers, and Observability
- 🔒 3 premium modules
- Section 14 — Enterprise Capstone Simulation
- 🔒 5 premium modules
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.
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
Lessons