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theory library

Navigate the theory

Every phase across the three tracks, searchable by concept. Each finance phase now carries the intuition, the pitfalls interviewers catch, and a fully worked numeric example next to the drills and cases that use it.

Open the finance statistics glossary →Read all the theory on one page →

Start here: the basics, assuming you know nothing yet.

  1. Phase 1

    What a business is, financially

    Revenue, cost, profit and cash — and who has a claim on what is left.

    13 sections · 3 drills · 1 cases

  2. Phase 2

    The three statements and how they link

    A film, a photograph and a bank statement — and the two lines that join them.

    11 sections · 2 drills · 1 cases

  3. Phase 3

    Reading a balance sheet

    Assets = liabilities + equity, and what 'current' actually means.

    12 sections · 2 drills · 1 cases

  4. Phase 4

    Reading an income statement

    From revenue down to net income, and the three margins on the way.

    11 sections · 4 drills · 2 cases

  5. Phase 5

    Reading a cash flow statement

    Operating, investing, financing — and why profitable companies go bust.

    11 sections · 3 drills · 2 cases

  6. Phase 6

    Basic ratios you can do in your head

    Margin, growth, return, liquidity and leverage — with the rounding tricks for each.

    12 sections · 4 drills · 2 cases

  7. Phase 7

    Money has a time cost

    Interest, compounding, discounting and the Rule of 72 — the intuition first.

    12 sections · 4 drills · 2 cases

  8. Phase 8

    Where the money comes from

    Debt, equity, and what 'cost of capital' means before any formula.

    11 sections · 3 drills · 2 cases

Accounting through valuation and risk — the analyst core.

  1. Phase 1

    Accounting & Financial Statements

    Read the three statements, trace a transaction, decompose returns.

    16 sections · 5 drills · 2 cases

  2. Phase 2

    Time Value of Money

    Discounting, NPV, IRR and payback — the decision rules of corporate finance.

    14 sections · 6 drills · 3 cases

  3. Phase 3

    Corporate Finance

    What to invest in, how to fund it, how much to pay out.

    14 sections · 5 drills · 2 cases

  4. Phase 4

    Financial Markets & Instruments

    Bonds, duration, yield curves, equities and market efficiency.

    13 sections · 4 drills · 1 cases

  5. Phase 5

    Portfolio Theory

    Diversification, the efficient frontier, CAPM and factor models.

    14 sections · 5 drills · 1 cases

  6. Phase 6

    Derivatives & Pricing

    Forwards, futures, options, swaps, no-arbitrage and the Greeks.

    14 sections · 4 drills · 1 cases

  7. Phase 7

    Valuation

    DCF, multiples and precedent transactions — and defending the assumptions.

    14 sections · 6 drills · 3 cases

  8. Phase 8

    M&A Mechanics

    Accretion/dilution, synergies, cash vs. stock, diligence and defences.

    13 sections · 5 drills · 3 cases

  9. Phase 9

    Comparable Companies & Precedent Transactions

    Building a comps table, choosing multiples, and reading precedent deals.

    12 sections · 4 drills · 3 cases

  10. Phase 10

    LBO Model Construction

    Sources & uses, debt schedule, cash sweep, returns waterfall and attribution.

    11 sections · 5 drills · 3 cases

  11. Phase 11

    Risk Management

    VaR, expected shortfall, stress testing and the Basel framework.

    14 sections · 5 drills · 1 cases

  12. Phase 12

    Financial Analysis & Ratio Diagnostics

    Turn statements into a diagnosis: margins, capital turns, working capital and debt capacity.

    17 sections · 4 drills · 3 cases

  13. Phase 13

    Bond Markets & Fixed Income Valuation

    Price a bond, read a yield curve, and translate rate moves into price moves.

    15 sections · 5 drills · 2 cases

  14. Phase 14

    Equity Markets & Stock Valuation

    Dividend discount, earnings power, and what a multiple is actually saying.

    15 sections · 5 drills · 3 cases

  15. Phase 15

    Capital Structure & Payout Policy

    Modigliani–Miller, the tax shield, and why dividends and buybacks are signals.

    15 sections · 4 drills · 2 cases

  16. Phase 16

    Foreign Exchange & International Finance

    Quotes, parity conditions, hedging, and cross-border cash flow valuation.

    19 sections · 3 drills · 3 cases

  17. Phase 17

    Corporate Finance — The Berk & DeMarzo Lens

    Investment, financing and payout decisions through the leading corporate-finance textbook and Graham's reality check.

    26 sections · 8 drills · 5 cases

  18. Phase 18

    Earnings Quality & Forensic Accounting

    Where management paints the picture, and how the cash flow statement gives it away.

    10 sections · 4 drills · 3 cases

  19. Phase 19

    Payout Policy & Capital Returns

    Dividends, buybacks, signalling and the excess-cash decision tree.

    10 sections · 4 drills · 3 cases

  20. Phase 20

    Management Accounting & Cost Transformation

    ABC, cost allocation, price/volume/mix variance, transfer pricing and break-even.

    12 sections · 4 drills · 3 cases

  21. Phase 21

    Agency Theory — Ownership Apart From Control

    Why managers do not automatically act for owners, what that costs, and how contracts, debt and payout push behaviour back into line.

    12 sections · 2 drills · 3 cases

  22. Phase 22

    Corporate Governance — Internal and External Mechanisms

    Boards, incentives, ownership structures and market discipline: the machinery that makes agency costs bearable, and how Sweden does it differently.

    12 sections · 1 drills · 3 cases

  23. Phase 23

    Information Asymmetry, Signalling and Disclosure

    Why issuing equity is expensive, why disclosure lowers the cost of capital, and why credit ratings shape capital structure more than any textbook optimum.

    12 sections · 2 drills · 2 cases

  24. Phase 24

    Stakeholder Theory and Transaction Cost Economics

    Who has a claim on the firm and whose claim you must answer today — and why the same logic decides which activities the firm should own at all.

    13 sections · 2 drills · 3 cases

  25. Phase 25

    Private Company Valuation & Restructuring

    Discounts and premia for unlisted assets, then what happens when ROIC stays below WACC.

    12 sections · 5 drills · 3 cases

  26. Phase 26

    Excel for Consultants

    Keyboard-first modelling, lookups, sensitivity tables and audit-proof formatting.

    11 sections · 4 drills · 3 cases

Strategy Bridge

Open the track →

Why a company wins, and how that turns into numbers.

  1. External analysis

    Industry & Competitive Analysis

    Five Forces, PESTEL, strategic groups and the industry life cycle.

    11 sections · 3 drills · 3 cases

  2. Internal analysis

    Internal Analysis & Capabilities

    RBV, VRIO, the value chain and core competences.

    10 sections · 3 drills · 2 cases

  3. Corporate strategy

    Corporate & Growth Strategy

    Generic strategies, Ansoff, BCG, Blue Ocean and diversification.

    10 sections · 4 drills · 3 cases

  4. Execution

    Strategy Execution

    Balanced Scorecard, OKRs, organisational design and game theory.

    10 sections · 3 drills · 2 cases

  5. Integration

    Where Finance Meets Strategy

    Capital allocation, M&A discipline, balance-sheet strategy and EVA.

    11 sections · 5 drills · 3 cases

  6. Theory

    Theoretical Lenses on Competitive Advantage

    IO economics, RBV, dynamic capabilities, TCE, agency, real options and the institutional view.

    8 sections · 3 drills · 3 cases

  7. Corporate scope

    Corporate Scope & the Multi-Business Firm

    Parenting advantage, headquarters roles, synergy versus bureaucracy and the conglomerate discount.

    9 sections · 4 drills · 3 cases

  8. Boundaries

    Vertical Integration & Firm Boundaries

    Make, buy or ally: asset specificity, hold-up, double marginalisation and ecosystems.

    9 sections · 4 drills · 3 cases

  9. Diversification

    Diversification & Corporate Value Creation

    Related versus unrelated moves, economies of scope, the three tests and refocusing.

    7 sections · 4 drills · 3 cases

  10. International

    International & Global Strategy

    CAGE distance, the integration–responsiveness grid, entry modes and location choice.

    8 sections · 4 drills · 3 cases

  11. Innovation

    Innovation, Technology & Evolving Industries

    Standards, network effects, disruption, appropriability and business-model innovation.

    7 sections · 4 drills · 3 cases

  12. Governance

    Governance, Stakeholders & Strategy Under Uncertainty

    Shareholder versus stakeholder logic, incentives, activists, ESG and scenario planning.

    7 sections · 4 drills · 3 cases

  13. Craft

    Reasoning & Writing Like a Strategist

    Applying frameworks rather than naming them, critical reflection and proposition-building.

    7 sections · 4 drills · 3 cases

Probability through machine learning and visualisation.

  1. Phase 1

    Describing Data

    Populations and samples, averages, spread, shape and what a number can honestly claim.

    14 sections · 4 drills · 2 cases

  2. Phase 2

    Probability Foundations

    Random variables, Bayes, key distributions, CLT and LLN.

    12 sections · 5 drills · 1 cases

  3. Phase 3

    Statistics of Returns & Risk

    Return definitions, log returns, volatility scaling, fat tails and the risk numbers built on them.

    13 sections · 5 drills · 1 cases

  4. Phase 4

    Correlation, Diversification & Beta

    Covariance, correlation, portfolio variance and the regression that produces beta.

    14 sections · 4 drills · 2 cases

  5. Phase 5

    Statistical Inference

    Hypothesis testing, p-values, errors, power and confidence intervals.

    12 sections · 5 drills · 1 cases

  6. Phase 6

    Regression & Econometrics

    OLS, R², diagnostics, endogeneity and logistic regression.

    30 sections · 4 drills · 2 cases

  7. Phase 7

    Time Series

    Stationarity, ARIMA, GARCH and out-of-sample forecasting.

    19 sections · 4 drills · 2 cases

  8. Phase 8

    Applied Time Series for Business & Finance

    ARIMA, ADL, forecasting, VAR, cointegration and GARCH — plus how to run the whole project in R.

    16 sections · 6 drills · 3 cases

  9. Phase 9

    Machine Learning

    Trees, ensembles, regularisation, clustering and cross-validation.

    11 sections · 4 drills · 2 cases

  10. Phase 10

    Advanced Methods

    Bayesian statistics, deep learning, NLP and high-dimensional data.

    10 sections · 3 drills · 1 cases

  11. Phase 11

    Tools & Programming

    Python, R, SQL and Excel — the stack employers screen on.

    10 sections · 3 drills · 1 cases

  12. Phase 12

    Data Visualization

    Charts as analysis: match the type, cut the junk, label directly.

    11 sections · 3 drills · 2 cases