Course curriculum

A complete sequence for starting and running a business, and for leading an established company. Five focused lessons, one case, and one review in every seven-lesson cycle.

18 modules588 lessons · 20–30 minutes a day
Start with Lesson 1
Published lessons are linked
01

Business foundations and managerial judgment

Lessons 001–021 · 21 available

Explain how a business works, frame decisions, and write a clear recommendation.

  1. 001

    Customers, problems, and value

    Identify a customer's problem, the alternative they use today, and the benefit that could justify paying for a solution.

    Read lesson
    Concept
  2. 002

    Business models and the flow of money

    Map who pays, what they buy, how often they pay, and the main resources and activities needed to deliver it.

    Read lesson
    Concept
  3. 003

    Revenue, profit, and cash

    Calculate revenue and a simple profit, then explain why the business can show a profit while its bank balance falls.

    Read lesson
    Concept
  4. 004

    The business as a connected system

    Trace how a change in sales affects operations, staffing, cash needs, and the customer experience.

    Read lesson
    Concept
  5. 005

    Owners, managers, employees, and other stakeholders

    Identify the different interests and decision rights of owners, managers, employees, customers, and lenders in one business.

    Read lesson
    Concept
  6. 006

    Fictional case: Cedar Home Services

    Use a small owner-operated service company's facts to draw its business model and identify the constraint most likely to limit growth.

    Read lesson
    Case
  7. 007

    Cumulative review: Value, money, and business systems

    Reconstruct a business model from memory and solve a new revenue, profit, and cash example while naming the stakeholder affected.

    Read lesson
    Review
  8. 008

    Markets, industries, and the customer's alternatives

    Define a market from the customer's perspective and distinguish direct competitors, substitutes, and the option of doing nothing.

    Read lesson
    Concept
  9. 009

    Strategy as a set of choices

    State which customers a company serves, how it will win, and one trade-off that makes its strategy more than a growth target.

    Read lesson
    Concept
  10. 010

    From goals to operating decisions

    Translate a broad goal into a measurable outcome, a practical action, and an explicit assumption linking the two.

    Read lesson
    Concept
  11. 011

    Organizations, authority, and accountability

    Assign decision rights for a cross-functional business problem and identify when a manager should decide, consult, or escalate.

    Read lesson
    Concept
  12. 012

    Evidence, metrics, and the limits of dashboards

    Distinguish activities, leading indicators, and business outcomes, and identify one metric that could improve while the business gets worse.

    Read lesson
    Concept
  13. 013

    Fictional case: Northstar Industrial Products

    Recommend a response to a manufacturer's sales-growth target using its capacity, customer-service, and cash constraints.

    Read lesson
    Case
  14. 014

    Cumulative review: Strategy and the business model

    Connect customer value and money flows from week 1 to market definition, strategic trade-offs, decision rights, and useful metrics.

    Read lesson
    Review
  15. 015

    Define the decision before solving the problem

    Turn a vague business concern into a decision with alternatives, success criteria, constraints, and a deadline.

    Read lesson
    Concept
  16. 016

    Opportunity cost, sunk cost, and marginal thinking

    Compare alternatives using what changes and what is forgone, excluding past costs that the decision cannot recover.

    Read lesson
    Concept
  17. 017

    Assumptions, uncertainty, and AI as a thought partner

    Challenge a decision's assumptions, using AI when helpful, while independently verifying claims, protecting confidential information, and choosing a reversible next test.

    Read lesson
    Concept
  18. 018

    Bias, incentives, and ethical judgment

    Identify a likely bias or incentive conflict in a recommendation and propose a safeguard that improves the decision.

    Read lesson
    Concept
  19. 019

    Writing a decision memo for your audience

    Write a concise recommendation for a named audience, with alternatives, evidence, assumptions, principal risk, next action, and a useful supporting chart.

    Read lesson
    Concept
  20. 020

    Fictional case: Willow Market's second location

    Choose whether a retailer should expand now, test a smaller format, or wait, using opportunity cost and clearly stated assumptions.

    Read lesson
    Case
  21. 021

    Cumulative review: The first management decision

    Solve a new decision that combines value creation, profit versus cash, strategic trade-offs, opportunity cost, and evidence quality.

    Read lesson
    Review
02

Quantitative methods and decision analytics

Lessons 022–063 · 25 available

Use spreadsheets, probability, statistics, experiments, forecasts, and optimization to make better decisions.

  1. 022

    Units, rates, and orders of magnitude

    Convert a business question into a calculation with consistent units and use an estimate to catch an implausible result.

    Read lesson
    Concept
  2. 023

    Percent changes, percentage points, and margins

    Calculate growth, margin, markup, and percentage-point changes and explain why the denominators differ.

    Read lesson
    Concept
  3. 024

    Weighted averages and changes in mix

    Calculate a weighted average price or margin and distinguish changes within a category from changes in the sales mix.

    Read lesson
    Concept
  4. 025

    Equations, ratios, and sensitivity

    Rearrange a simple business equation to solve for a missing variable and show how one input changes the result.

    Read lesson
    Concept
  5. 026

    Growth rates and compounding

    Calculate multi-period growth and a compound annual growth rate, distinguishing a compounded result from an arithmetic average.

    Read lesson
    Concept
  6. 027

    Fictional case: Harbor Software's growth report

    Audit a division's claims about revenue growth, customer mix, and margin using the correct units and denominators.

    Read lesson
    Case
  7. 028

    Cumulative review: Numbers behind a recommendation

    Solve mixed percentage, weighted-average, and growth problems, then revise a week 3-style decision memo when a calculation changes.

    Read lesson
    Review
  8. 029

    Model structure: Inputs, calculations, and outputs

    Lay out a small business model with separate assumptions, formulas, and decision outputs, using clear units and time periods.

    Read lesson
    Concept
  9. 030

    References, formulas, and reusable calculations

    Use relative and absolute references, sums, and conditional formulas to build a monthly revenue and cost model.

    Read lesson
    Concept
  10. 031

    Data tables, lookups, and aggregation

    Join a small sales table to a price or category table and summarize results while checking for missing and duplicate records.

    Read lesson
    Concept
  11. 032

    Scenarios and sensitivity analysis

    Compare coherent base, downside, and upside scenarios and test one important assumption without hiding dependencies.

    Read lesson
    Concept
  12. 033

    Model checks and responsible AI assistance

    Add reconciliation checks and inspect an AI-suggested formula against a hand-worked example before relying on the model.

    Read lesson
    Concept
  13. 034

    Fictional case: BrightPath Repair's staffing choice

    Build a compact spreadsheet comparing two staffing plans and identify the sales assumption that changes the owner's decision.

    Read lesson
    Case
  14. 035

    Cumulative review: Audit the model

    Find planted errors involving units, percentage denominators, formula references, and decision assumptions, drawing on weeks 1–4.

    Read lesson
    Review
  15. 036

    Events, probabilities, and dependence

    Calculate probabilities for simple business events and identify when treating events as independent would distort the result.

    Read lesson
    Concept
  16. 037

    Expected value and the shape of risk

    Compute expected outcomes for two choices and explain how downside size and cash constraints can change the preferred choice.

    Read lesson
    Concept
  17. 038

    Conditional probability and base rates

    Use a two-way table to distinguish the probability of a signal given an event from the probability of the event given the signal.

    Read lesson
    Concept
  18. 039

    Bayesian updating in business

    Update a prior probability with new evidence using a simple frequency table and explain what the revised belief means for a decision.

    Read lesson
    Concept
  19. 040

    Decision trees and the value of information

    Build a small decision tree and estimate the maximum worth of additional information before committing to an uncertain choice.

    Read lesson
    Concept
  20. 041

    Fictional case: Meridian Components' quality alert

    Use defect base rates, test accuracy, and recall costs to choose a response to a quality signal at a manufacturing division.

    Read lesson
    Case
  21. 042

    Cumulative review: Decisions under uncertainty

    Combine probability, expected value, spreadsheet scenarios, and opportunity cost to choose between acting now and buying more information.

    Read lesson
    Review
  22. 043

    Describing a distribution

    Summarize a business dataset using location, spread, percentiles, and a suitable chart, explaining when the average misleads.

    Read lesson
    Concept
  23. 044

    Sampling, selection, and measurement bias

    Identify how a sample or measurement process could distort a business conclusion and propose a more representative approach.

    Read lesson
    Concept
  24. 045

    Estimates, standard errors, and confidence intervals

    Interpret a confidence interval for a mean or conversion rate without treating it as a guarantee about one future outcome.

    Read lesson
    Concept
  25. 046

    Hypothesis tests and practical significance

    Interpret a p-value and distinguish evidence of an effect from the size and business importance of that effect.

    Read lesson
    Concept
  26. 047

    Sample size, power, and repeated comparisons

    Explain how noisy data, small effects, early stopping, and multiple tests can create misleading apparent winners.

    Upcoming
    Concept
  27. 048

    Fictional case: Alder Coffee's customer survey

    Assess whether a retailer's customer survey supports a menu change, considering the sample, uncertainty, and likely business effect.

    Upcoming
    Case
  28. 049

    Cumulative review: Is the evidence strong enough?

    Use distributions, confidence intervals, base rates, expected value, and week 3 decision criteria to assess a new recommendation.

    Upcoming
    Review
  29. 050

    Correlation and simple regression

    Interpret a scatterplot and a fitted line's slope and intercept while recognizing that correlation does not establish causation.

    Upcoming
    Concept
  30. 051

    Multiple regression and confounding

    Explain how a third variable can change an apparent relationship and interpret a coefficient conditional on other model inputs.

    Upcoming
    Concept
  31. 052

    Model fit, residuals, and misleading extrapolation

    Use residual patterns and the observed data range to identify a regression that is unreliable for the intended decision.

    Upcoming
    Concept
  32. 053

    Prediction, holdouts, and data leakage

    Compare training and holdout performance and identify leakage that gives a prediction model access to information unavailable at decision time.

    Upcoming
    Concept
  33. 054

    Causal questions and observational evidence

    Sketch a simple causal story, identify a confounder, and assess what additional design or evidence would support a causal claim.

    Upcoming
    Concept
  34. 055

    Fictional case: Summit Software's customer-success program

    Evaluate whether higher renewal among supported customers demonstrates program impact or reflects customer selection and other confounders.

    Upcoming
    Case
  35. 056

    Cumulative review: Predict, explain, or test

    Distinguish prediction from causation in examples that also require sampling judgment, confidence intervals, base rates, and spreadsheet checks.

    Upcoming
    Review
  36. 057

    Designing a business experiment

    Specify a randomized test's unit, treatment, outcome, guardrail, duration, and decision rule while identifying contamination risks.

    Upcoming
    Concept
  37. 058

    Interpreting experimental results

    Turn an estimated treatment effect and its uncertainty into a business recommendation using implementation cost and practical significance.

    Upcoming
    Concept
  38. 059

    Forecasting with trends and seasonality

    Compare a simple baseline forecast with a trend or seasonal forecast using time-ordered validation and a suitable error measure.

    Upcoming
    Concept
  39. 060

    Simulation and ranges of possible outcomes

    Use a supplied spreadsheet simulation to estimate the chance of missing a target and identify the assumption driving that risk.

    Upcoming
    Concept
  40. 061

    Optimization under constraints

    Formulate a small allocation problem with an objective, decision variables, and capacity constraints, then interpret its feasible solution.

    Upcoming
    Concept
  41. 062

    Fictional case: Pine Street Meal Prep

    Choose a production and promotion plan using a short demand forecast, an experiment result, and kitchen-capacity constraints.

    Upcoming
    Case
  42. 063

    Cumulative review: The analytics decision brief

    Select among descriptive statistics, probability, regression, experimentation, forecasting, and optimization for several management questions.

    Upcoming
    Review
03

Financial accounting and statement analysis

Lessons 064–098 · 0 available

Read and connect financial statements, assess earnings quality, and explain cash needs.

  1. 064

    The accounting equation and the balance sheet

    Classify assets, liabilities, and equity and show how a simple transaction preserves the accounting equation.

    Upcoming
    Concept
  2. 065

    Double-entry bookkeeping without the mystery

    Record a small set of common transactions with balanced entries and explain the economic event behind each entry.

    Upcoming
    Concept
  3. 066

    The income statement and accrual accounting

    Construct a simple income statement and distinguish earned revenue and incurred expense from cash receipts and payments.

    Upcoming
    Concept
  4. 067

    The cash flow statement

    Classify cash movements as operating, investing, or financing and reconcile the beginning and ending cash balances.

    Upcoming
    Concept
  5. 068

    How the statements connect

    Trace a sale on credit, equipment purchase, and loan through all three statements without counting the same event twice.

    Upcoming
    Concept
  6. 069

    Fictional case: Atlas Distribution's monthly close

    Complete simplified linked statements for a corporate distribution unit and explain why reported profit differs from cash generated.

    Upcoming
    Case
  7. 070

    Cumulative review: From transactions to decisions

    Reconcile basic statements, revisit week 1's profit-versus-cash distinction, and apply spreadsheet checks and quantitative reasoning.

    Upcoming
    Review
  8. 071

    Revenue recognition and customer contracts

    Determine when revenue is earned in straightforward service, product, and subscription examples and distinguish it from invoicing or collection.

    Upcoming
    Concept
  9. 072

    Receivables, bad debts, and collection risk

    Explain how credit sales and estimated credit losses affect revenue-related balances, profit, and cash.

    Upcoming
    Concept
  10. 073

    Inventory and cost of goods sold

    Reconcile beginning inventory, purchases, cost of goods sold, and ending inventory and explain how cost assumptions affect reported margins.

    Upcoming
    Concept
  11. 074

    Accruals, prepayments, and deferred revenue

    Adjust simple accounts for an unpaid expense, prepaid service, and customer deposit and explain the timing differences.

    Upcoming
    Concept
  12. 075

    Working capital and the cash conversion cycle

    Calculate receivable, inventory, and payable days and estimate the cash tied up by a change in the operating cycle.

    Upcoming
    Concept
  13. 076

    Fictional case: Oak & Thread's profitable cash shortage

    Diagnose an owner-led retailer's cash shortfall using inventory, payment terms, and seasonal sales rather than profit alone.

    Upcoming
    Case
  14. 077

    Cumulative review: Timing changes the story

    Use linked statements, growth math, and working-capital calculations to explain why a growing business may need additional cash.

    Upcoming
    Review
  15. 078

    Capitalization, depreciation, and impairment

    Trace a long-lived asset from purchase through depreciation and a possible impairment, distinguishing book value from market value.

    Upcoming
    Concept
  16. 079

    Intangibles, goodwill, and development spending

    Distinguish acquired intangibles, goodwill, and internally developed assets and identify why accounting treatment can limit company comparisons.

    Upcoming
    Concept
  17. 080

    Debt, interest, and leases

    Separate principal repayment from interest expense and explain how debt and lease obligations appear in simplified financial statements.

    Upcoming
    Concept
  18. 081

    Taxes, provisions, and contingent obligations

    Distinguish tax expense from cash tax and explain when an uncertain obligation is recognized, estimated, or disclosed at a conceptual level.

    Upcoming
    Concept
  19. 082

    Equity, dividends, repurchases, and stock compensation

    Explain how owner contributions, retained earnings, distributions, and share-based compensation change equity and shareholder claims.

    Upcoming
    Concept
  20. 083

    Fictional case: Eastfield Manufacturing's equipment upgrade

    Explain how a financed equipment purchase affects profit, cash, assets, and obligations over its first two years.

    Upcoming
    Case
  21. 084

    Cumulative review: Read beyond current profit

    Combine accruals, working capital, long-lived assets, debt, and equity to reconcile changes across a supplied set of statements.

    Upcoming
    Review
  22. 085

    The indirect operating cash flow bridge

    Reconcile net income to operating cash flow using noncash items and working-capital changes with the correct signs.

    Upcoming
    Concept
  23. 086

    EBIT, EBITDA, operating cash flow, and free cash flow

    Calculate common performance measures from supplied statements, state the definition used, and explain what each measure leaves out.

    Upcoming
    Concept
  24. 087

    Recurring earnings and unusual items

    Assess a proposed earnings adjustment and distinguish a genuinely unusual item from a recurring cost labeled exceptional.

    Upcoming
    Concept
  25. 088

    Estimates, accounting policies, and comparability

    Identify how changes in useful lives, reserves, capitalization, or revenue estimates could alter reported performance without equivalent cash improvement.

    Upcoming
    Concept
  26. 089

    Footnotes, controls, and warning signs

    Use selected disclosures and reconciliations to identify a question for management without treating a warning sign as proof of misconduct.

    Upcoming
    Concept
  27. 090

    Fictional case: Bluebird Software's adjusted profit

    Assess an owner-led software company's earnings presentation using deferred revenue, capitalized development costs, and recurring adjustments.

    Upcoming
    Case
  28. 091

    Cumulative review: Can these earnings be trusted?

    Reconcile cash to earnings and revisit accounting estimates, sampling caution, incentive conflicts, and evidence-based decision writing.

    Upcoming
    Review
  29. 092

    Common-size statements and trend analysis

    Normalize statements by revenue or assets and distinguish operating changes from scale, seasonality, and one-off effects.

    Upcoming
    Concept
  30. 093

    Margins, asset efficiency, and returns

    Calculate and interpret operating margin, asset turnover, return on equity, and a clearly defined return on invested capital.

    Upcoming
    Concept
  31. 094

    Liquidity, leverage, and coverage

    Use liquidity, debt, and interest-coverage measures to identify financing pressure while recognizing their dependence on business context.

    Upcoming
    Concept
  32. 095

    Peer comparisons and the DuPont relationship

    Decompose return on equity into margin, turnover, and leverage and explain why a higher return does not necessarily mean a stronger business.

    Upcoming
    Concept
  33. 096

    An integrated financial diagnosis

    Prioritize a company's financial strengths, weaknesses, and unanswered questions using statements, ratios, and business-model evidence together.

    Upcoming
    Concept
  34. 097

    Fictional case: Coastline Group's competing divisions

    Compare a retail division and a service division using their operating models, returns, cash generation, and financing needs.

    Upcoming
    Case
  35. 098

    Cumulative review: Financial-statement analysis checkpoint

    Complete a mixed assessment covering accounting links, working capital, earnings quality, ratios, quantitative checks, and management recommendations.

    Upcoming
    Review
04

Managerial accounting and performance

Lessons 099–126 · 0 available

Understand costs, unit economics, budgets, incentives, and operating performance.

  1. 099

    Fixed, variable, mixed, and step costs

    Classify costs for a stated time horizon and activity range and explain when a seemingly fixed cost becomes avoidable.

    Upcoming
    Concept
  2. 100

    Contribution margin and unit economics

    Calculate contribution per unit, customer, or job using a clearly defined cost boundary and distinguish it from gross margin.

    Upcoming
    Concept
  3. 101

    Break-even and target-profit analysis

    Calculate break-even volume and the sales needed for a target operating profit while stating the assumptions behind the calculation.

    Upcoming
    Concept
  4. 102

    Sales mix, capacity, and operating leverage

    Assess how a change in product mix or fixed-cost commitment affects profit sensitivity and downside exposure.

    Upcoming
    Concept
  5. 103

    Cost estimation from operating data

    Estimate a simple cost relationship from data and use operational knowledge to question a model outside its relevant range.

    Upcoming
    Concept
  6. 104

    Fictional case: ClearSpace Organizing's service packages

    Recommend a package and staffing mix for a service owner using contribution, available labor hours, and a downside volume scenario.

    Upcoming
    Case
  7. 105

    Cumulative review: What makes the next sale valuable?

    Combine contribution economics with financial-statement margins, regression cautions, weighted averages, and opportunity cost.

    Upcoming
    Review
  8. 106

    Relevant costs and make-or-buy decisions

    Compare internal production with an external supplier using avoidable costs, quality requirements, and the opportunity cost of released capacity.

    Upcoming
    Concept
  9. 107

    Special orders and short-run pricing

    Evaluate an incremental order using spare capacity, incremental contribution, and possible effects on existing customers.

    Upcoming
    Concept
  10. 108

    Product, customer, and channel profitability

    Use activity drivers to identify cost-to-serve differences and explain why an allocated loss does not automatically justify dropping a segment.

    Upcoming
    Concept
  11. 109

    Bottlenecks and contribution per constrained resource

    Rank feasible work by contribution per bottleneck hour and identify when market demand or another constraint changes the best mix.

    Upcoming
    Concept
  12. 110

    Quality costs and process trade-offs

    Compare the total cost of prevention, inspection, failure, and rework to evaluate a process-improvement choice.

    Upcoming
    Concept
  13. 111

    Fictional case: Riverton Pumps' outsourcing offer

    Recommend whether a manufacturer should outsource a component using relevant costs, capacity value, and supplier-performance assumptions.

    Upcoming
    Case
  14. 112

    Cumulative review: Allocate scarce resources

    Solve mixed make-or-buy, constrained-mix, and customer-profitability problems using contribution, optimization, and sunk-cost reasoning.

    Upcoming
    Review
  15. 113

    Budgets, targets, and forecasts serve different purposes

    Distinguish a performance target, resource budget, and best-estimate forecast and explain the problems caused by treating them as identical.

    Upcoming
    Concept
  16. 114

    Building a driver-based operating budget

    Connect sales volume, price, staffing, and operating costs in a small monthly budget with explicit capacity assumptions.

    Upcoming
    Concept
  17. 115

    Cash budgets and funding gaps

    Convert an operating plan into a cash budget using collection, payment, and investment timing and identify the peak funding gap.

    Upcoming
    Concept
  18. 116

    Flexible budgets and price-volume-cost variances

    Separate the effect of actual activity from price and efficiency changes using a simple flexible-budget comparison.

    Upcoming
    Concept
  19. 117

    Rolling forecasts and management responses

    Update a forecast with new evidence and choose an operating response without rewriting the original target or hiding forecast error.

    Upcoming
    Concept
  20. 118

    Fictional case: Maple Outdoor Goods' seasonal plan

    Revise an owner's seasonal inventory and staffing plan after lower demand creates a cash shortfall despite an acceptable annual profit forecast.

    Upcoming
    Case
  21. 119

    Cumulative review: Explain the miss and choose a response

    Combine forecasting, working capital, cost behavior, and variance analysis to distinguish a planning error from an execution problem.

    Upcoming
    Review
  22. 120

    Responsibility centers and controllable performance

    Choose suitable measures for a cost, revenue, profit, or investment center and separate controllable performance from external effects.

    Upcoming
    Concept
  23. 121

    Return measures and residual income

    Calculate a unit's return and residual income using an explicitly supplied capital charge and explain how ratio targets can discourage worthwhile investment.

    Upcoming
    Concept
  24. 122

    Transfer pricing and internal coordination

    Explain how an internal transfer price changes divisional behavior and distinguish the company's economic decision from managerial performance allocation.

    Upcoming
    Concept
  25. 123

    Balanced measures and incentive design

    Build a small scorecard combining financial results, customer outcomes, operational drivers, and a guardrail against metric gaming.

    Upcoming
    Concept
  26. 124

    Operating reviews and accountability

    Structure a management review that identifies causes, assigns actions, and checks prior commitments without confusing explanation with excuse.

    Upcoming
    Concept
  27. 125

    Fictional case: Beacon Services' divisional bonus plan

    Redesign a corporation's bonus scorecard after a profit target encourages deferred maintenance and declining customer service.

    Upcoming
    Case
  28. 126

    Cumulative review: Management-control checkpoint

    Integrate unit economics, relevant costs, budgets, variances, return measures, and incentive conflicts in a short management-control assessment.

    Upcoming
    Review
05

Managerial economics and pricing

Lessons 127–154 · 0 available

Analyze demand, competition, incentives, market structure, and pricing choices.

  1. 127

    Demand, willingness to pay, and customer surplus

    Explain how willingness to pay differs across customers and distinguish a movement along demand from a shift in demand.

    Upcoming
    Concept
  2. 128

    Supply, marginal cost, and capacity

    Use marginal cost and capacity limits to explain a firm's short-run output choice and distinguish it from its long-run investment choice.

    Upcoming
    Concept
  3. 129

    Elasticity and revenue response

    Calculate an arc price elasticity from two observations and use it to reason about revenue while noting that correlation alone does not establish price response.

    Upcoming
    Concept
  4. 130

    Marginal revenue and profit-maximizing choices

    Choose among a small set of price-volume options by comparing incremental revenue and incremental cost rather than maximizing sales alone.

    Upcoming
    Concept
  5. 131

    Market equilibrium and economic shocks

    Use a supply-and-demand diagram to explain the likely direction of price and quantity after a specified demand or supply shock.

    Upcoming
    Concept
  6. 132

    Fictional case: Brookside Fitness's membership price

    Recommend a price and capacity response for an owner-led fitness studio using customer response estimates, contribution, and uncertain retention.

    Upcoming
    Case
  7. 133

    Cumulative review: Price, volume, and profit

    Combine elasticity, marginal reasoning, contribution margin, experimental evidence, and working-capital effects in a pricing decision.

    Upcoming
    Review
  8. 134

    Competition, differentiation, and market power

    Compare how competitive intensity, substitutes, and differentiation affect a firm's ability to earn returns above its economic costs.

    Upcoming
    Concept
  9. 135

    Entry barriers, scale, and economic profit

    Distinguish accounting profit from economic profit and assess whether scale, access, or switching costs plausibly protect an incumbent's returns.

    Upcoming
    Concept
  10. 136

    Game theory and simultaneous choices

    Use a small payoff matrix to identify best responses and explain a competitive outcome that neither firm would prefer collectively.

    Upcoming
    Concept
  11. 137

    Sequential choices and credible commitments

    Work backward through a simple entry or capacity game and distinguish a credible commitment from a threat a firm would not rationally carry out.

    Upcoming
    Concept
  12. 138

    Repeated interaction and competitive response

    Assess how repeated competition changes incentives and distinguish a firm's independent response from coordination that requires legal scrutiny.

    Upcoming
    Concept
  13. 139

    Fictional case: Vertex Materials' capacity expansion

    Assess a corporate expansion proposal under alternative competitor responses and identify the commitment that makes the forecast vulnerable.

    Upcoming
    Case
  14. 140

    Cumulative review: Anticipate the response

    Combine demand and supply, opportunity cost, expected value, capacity constraints, and game-theory reasoning in an entry decision.

    Upcoming
    Review
  15. 141

    Cost, competition, and value as pricing inputs

    Compare cost-based, competitor-based, and value-based price arguments and identify the evidence missing from each in a given decision.

    Upcoming
    Concept
  16. 142

    Segmentation, price fences, and versioning

    Design two differentiated offers for customers with different needs and explain how a credible price fence limits self-selection problems.

    Upcoming
    Concept
  17. 143

    Bundles, subscriptions, and usage pricing

    Compare pricing structures using purchase behavior, consumption variability, customer risk, and the company's cost to serve.

    Upcoming
    Concept
  18. 144

    Discounts, the price waterfall, and sales incentives

    Reconcile list price to realized contribution after discounts and concessions and identify an approval rule that protects deal economics.

    Upcoming
    Concept
  19. 145

    Capacity pricing and disciplined price experiments

    Specify a limited pricing test with a contribution outcome, customer guardrail, and method to distinguish price response from changes in customer mix.

    Upcoming
    Concept
  20. 146

    Fictional case: FieldNote Software's new packages

    Recommend a simple package and discount structure for an owner-led software business using segment needs, usage costs, and retention uncertainty.

    Upcoming
    Case
  21. 147

    Cumulative review: Build a defensible price recommendation

    Combine willingness to pay, elasticity, contribution, segmentation, experimental design, and metric incentives in one pricing recommendation.

    Upcoming
    Review
  22. 148

    Information asymmetry and adverse selection

    Identify how hidden information changes participation in a market and design a credible screening or signaling mechanism.

    Upcoming
    Concept
  23. 149

    Moral hazard and principal-agent problems

    Explain how hidden actions and misaligned incentives affect outcomes and propose a contract or monitoring change with its trade-off.

    Upcoming
    Concept
  24. 150

    Transaction costs and vertical integration

    Compare market contracting with internal ownership using coordination costs, asset specificity, dependence, and adaptability.

    Upcoming
    Concept
  25. 151

    Externalities, public goods, and policy responses

    Identify a cost or benefit excluded from a private decision and compare the logic of a price, rule, or collective response.

    Upcoming
    Concept
  26. 152

    Labor markets, productivity, and compensation

    Assess a staffing or pay decision using worker productivity, labor supply, retention costs, and the limits of individual performance measurement.

    Upcoming
    Concept
  27. 153

    Fictional case: Pacific Devices' service partner network

    Recommend a partner contract and monitoring approach for a corporate service network facing quality problems and hidden effort.

    Upcoming
    Case
  28. 154

    Cumulative review: Economics checkpoint

    Integrate marginal choices, market structure, pricing, information asymmetry, transaction costs, and managerial incentives across short cases.

    Upcoming
    Review
06

Corporate finance and capital allocation

Lessons 155–203 · 0 available

Evaluate investments, risk, financing, valuation, acquisitions, and the use of capital.

  1. 155

    Why timing changes value

    Calculate future and present value for a single cash flow and explain the roles of time, opportunity cost, and risk.

    Upcoming
    Concept
  2. 156

    Discounting a sequence of cash flows

    Draw a cash-flow timeline and calculate the present value of several dated payments using a rate matched to the period.

    Upcoming
    Concept
  3. 157

    Annuities and loan amortization

    Calculate a level-payment loan's payment and separate interest from principal in an early payment period.

    Upcoming
    Concept
  4. 158

    Perpetuities, growth, and terminal assumptions

    Value a level or growing perpetuity under valid assumptions and explain why small changes in the growth-rate gap can dominate the result.

    Upcoming
    Concept
  5. 159

    Nominal versus real rates and effective borrowing cost

    Compare financing or savings alternatives using consistent effective rates and distinguish nominal cash flows from inflation-adjusted cash flows.

    Upcoming
    Concept
  6. 160

    Fictional case: Stonebridge Dental's equipment payment terms

    Compare an owner's cash purchase and installment offer by placing their payments on a common timeline and using an explicitly stated comparison rate.

    Upcoming
    Case
  7. 161

    Cumulative review: Put every cash flow on the timeline

    Combine compounding, loan payments, accounting-versus-cash distinctions, and opportunity cost in a timed-cash-flow comparison.

    Upcoming
    Review
  8. 162

    The counterfactual and incremental project cash flow

    Define the no-project alternative and identify incremental revenue, operating costs, cannibalization, opportunity costs, and irrelevant sunk costs.

    Upcoming
    Concept
  9. 163

    Taxes, capital expenditure, and working capital

    Build a small project cash-flow schedule that includes investment, cash taxes, depreciation's tax effect, and changes in working capital.

    Upcoming
    Concept
  10. 164

    Net present value and the investment decision

    Calculate project NPV with a supplied, explicitly provisional discount rate and interpret the result relative to the no-project alternative.

    Upcoming
    Concept
  11. 165

    IRR, payback, and their limitations

    Calculate or interpret IRR and payback, and explain why scale, timing, or unconventional cash flows can make them conflict with NPV.

    Upcoming
    Concept
  12. 166

    Residual value, sensitivity, and break-even assumptions

    Include a justified terminal cash flow and identify the price, volume, or cost assumption that makes the project's NPV zero.

    Upcoming
    Concept
  13. 167

    Fictional case: Lakeside Logistics' warehouse automation

    Recommend whether a corporate logistics unit should fund automation using incremental after-tax cash flows, NPV, and a downside case.

    Upcoming
    Case
  14. 168

    Cumulative review: Audit an investment proposal

    Correct a proposal that mixes sunk costs, accounting profit, allocated overhead, working capital, and discount-rate timing using earlier accounting and costing lessons.

    Upcoming
    Review
  15. 169

    Risk, diversification, and required return

    Distinguish diversifiable risk from market-related risk and explain why an owner's concentrated exposure can differ from a diversified investor's exposure.

    Upcoming
    Concept
  16. 170

    The cost of debt and the cost of equity

    Estimate illustrative debt and equity costs from supplied inputs, explaining the CAPM intuition and the uncertainty in risk estimates.

    Upcoming
    Concept
  17. 171

    Weighted average cost of capital

    Calculate a simple WACC using market-value weights and a stated tax assumption and identify which cash flows it can appropriately discount.

    Upcoming
    Concept
  18. 172

    Project risk, hurdle rates, and consistency

    Evaluate whether a corporate hurdle rate suits a particular project and explain why no single percentage is a universal investment standard.

    Upcoming
    Concept
  19. 173

    Risk analysis without double counting

    Distinguish downside scenarios, expected cash-flow adjustments, and discount-rate adjustments, and identify when risk has been counted twice.

    Upcoming
    Concept
  20. 174

    Fictional case: Juniper Foods' adjacent-market expansion

    Assess an owner's investment using a range of defensible required returns and separate business downside, financing constraints, and personal concentration risk.

    Upcoming
    Case
  21. 175

    Cumulative review: Does the rate match the cash flow?

    Combine probability, NPV, nominal-versus-real consistency, capital costs, and scenario analysis to audit a discount-rate recommendation.

    Upcoming
    Review
  22. 176

    Enterprise value, equity value, and the value bridge

    Convert between enterprise value and equity value using an explicitly defined treatment of cash, debt, and other claims.

    Upcoming
    Concept
  23. 177

    Discounted cash flow valuation

    Value a simplified operating business using unlevered cash flow and WACC, with transparent forecast and terminal-value assumptions.

    Upcoming
    Concept
  24. 178

    Growth, reinvestment, and returns on capital

    Explain why growth creates value only when its economics justify the reinvestment, using a small return-on-capital example.

    Upcoming
    Concept
  25. 179

    Trading multiples and comparable companies

    Compare a target with peers using a consistent multiple and identify differences in growth, risk, margins, and accounting that limit the comparison.

    Upcoming
    Concept
  26. 180

    Valuation ranges and reverse valuation

    Present a reasoned valuation range and infer the operating assumptions required to justify a proposed price.

    Upcoming
    Concept
  27. 181

    Fictional case: Orion Group's software acquisition screen

    Assess a target's asking price with a simplified DCF and comparable-company range, highlighting the terminal and growth assumptions that drive value.

    Upcoming
    Case
  28. 182

    Cumulative review: Value is a set of assumptions

    Reconcile enterprise and equity value while revisiting accounting quality, return on capital, NPV, cost of capital, and sensitivity analysis.

    Upcoming
    Review
  29. 183

    Debt, equity, dilution, and control

    Compare debt and equity funding using repayment obligations, ownership dilution, decision rights, and downside exposure.

    Upcoming
    Concept
  30. 184

    Capital structure and financial distress

    Explain the benefits and costs of leverage and assess how additional debt changes shareholder risk and operating flexibility.

    Upcoming
    Concept
  31. 185

    Financing terms, covenants, and repayment capacity

    Read a simplified financing term sheet and test debt-service capacity under a downside operating scenario using the lender's stated definitions.

    Upcoming
    Concept
  32. 186

    Liquidity planning and treasury risk

    Build a short cash runway or liquidity stress test and identify a proportionate response to interest-rate or currency exposure.

    Upcoming
    Concept
  33. 187

    Retain cash, distribute it, or repurchase shares

    Compare uses of excess cash using investment opportunities, balance-sheet resilience, shareholder objectives, and the price paid for repurchases.

    Upcoming
    Concept
  34. 188

    Fictional case: Elm Street Clinics' growth funding

    Recommend a financing mix for an owner-led clinic group using expansion cash needs, repayment capacity, ownership preferences, and downside liquidity.

    Upcoming
    Case
  35. 189

    Cumulative review: Fund the plan and survive the downside

    Combine cash budgets, working capital, valuation, interest costs, capital structure, and incentive trade-offs in a financing decision.

    Upcoming
    Review
  36. 190

    Why acquire and where synergies come from

    Compare an acquisition with organic investment and distinguish credible revenue or cost synergies from benefits already included in the target forecast.

    Upcoming
    Concept
  37. 191

    Due diligence and purchase-price adjustments

    Identify how earnings quality, debt-like items, and normal working capital can change the economics of a proposed purchase.

    Upcoming
    Concept
  38. 192

    Deal structure, earnouts, and integration costs

    Compare cash, shares, and contingent consideration and include transaction and integration costs in a simple buyer cash-flow analysis.

    Upcoming
    Concept
  39. 193

    Accretion, returns, and value creation

    Explain why higher earnings per share does not prove an acquisition creates value and compare buyer NPV with shareholder return measures.

    Upcoming
    Concept
  40. 194

    Leveraged acquisitions and return decomposition

    Use a small acquisition model to separate equity returns driven by operating improvement, debt repayment, and changes in the exit multiple.

    Upcoming
    Concept
  41. 195

    Fictional case: Meridian Group acquires Delta Maintenance

    Recommend a maximum defensible purchase price for a corporate service acquisition after adjusting for synergies, integration cost, debt, and downside performance.

    Upcoming
    Case
  42. 196

    Cumulative review: Underwrite the transaction

    Combine earnings quality, incremental cash flows, valuation, financing, and managerial incentives to challenge an acquisition investment memo.

    Upcoming
    Review
  43. 197

    Comparing mutually exclusive investments

    Choose between alternatives with different scale or useful lives using a common decision horizon and consistent assumptions rather than ranking IRRs alone.

    Upcoming
    Concept
  44. 198

    Capital rationing and investment portfolios

    Select a feasible group of projects under a funding or capacity limit and explain why the highest individual return may not create the most total value.

    Upcoming
    Concept
  45. 199

    Real options and staged commitments

    Explain the value of waiting, piloting, expanding, or abandoning a project and use a small decision tree to compare staged and immediate investment.

    Upcoming
    Concept
  46. 200

    Build, buy, partner, or do nothing

    Compare four ways to meet the same business need using incremental economics, execution ability, timing, and dependence on another party.

    Upcoming
    Concept
  47. 201

    Investment governance and post-investment review

    Design a review that records the original counterfactual, assumptions, decision owner, and evidence needed to continue, adapt, or stop an investment.

    Upcoming
    Concept
  48. 202

    Fictional case: Cedar Services allocates its next $500,000

    Recommend a limited investment portfolio for an owner-led service company choosing among a new location, software, an acquisition, and cash reserves.

    Upcoming
    Case
  49. 203

    Cumulative review: Integrated finance and management checkpoint

    Defend a capital decision using strategy, evidence quality, financial statements, unit economics, market response, NPV, financing, and implementation accountability.

    Upcoming
    Review
07

Customers, marketing, and growth

Lessons 204–238 · 0 available

Research customers, choose a market, position an offer, and assess acquisition and retention.

  1. 204

    Customer problems and jobs to be done

    Separate a customer’s underlying job, current workaround, and desired outcome in one short example.

    Upcoming
    Concept
  2. 205

    Research questions and evidence quality

    Choose interviews, observation, surveys, or existing data to answer one specific business question.

    Upcoming
    Concept
  3. 206

    Interview without steering the answer

    Rewrite three leading questions to elicit past behavior, tradeoffs, and evidence of urgency.

    Upcoming
    Concept
  4. 207

    Customer journeys and buying decisions

    Map the steps, participants, and friction in one consumer purchase and one organizational purchase.

    Upcoming
    Concept
  5. 208

    Synthesize findings without overstating them

    Group six sample observations into patterns and identify a conclusion the evidence does not support.

    Upcoming
    Concept
  6. 209

    Fictional case: Demand for a home maintenance subscription

    Interpret supplied customer notes and select the most useful next research question before funding a launch.

    Upcoming
    Case
  7. 210

    Review: Customer evidence, sampling, and contribution margin

    Retrieve sampling and contribution-margin concepts, then explain how weak research could distort a revenue forecast.

    Upcoming
    Review
  8. 211

    Segment by needs and buying behavior

    Divide a supplied market into actionable segments using needs, behavior, and ability to serve rather than demographics alone.

    Upcoming
    Concept
  9. 212

    Select a target customer

    Compare three segments using size, accessibility, willingness to pay, and expected contribution.

    Upcoming
    Concept
  10. 213

    Define the competitive alternative

    Identify the incumbent, workaround, or decision to do nothing that an offer must displace.

    Upcoming
    Concept
  11. 214

    Write a credible positioning statement

    State a target buyer, relevant alternative, promised benefit, and reason to believe without unsupported claims.

    Upcoming
    Concept
  12. 215

    Match an offer to a segment

    Adjust product, service, packaging, and price for a chosen segment while preserving a coherent economic model.

    Upcoming
    Concept
  13. 216

    Fictional case: A manufacturer enters the small-business market

    Choose between two customer segments using supplied market evidence, channel costs, and production constraints.

    Upcoming
    Case
  14. 217

    Review: Segmentation, elasticity, and customer research

    Use prior elasticity and research concepts to explain when a large segment may be a poor target.

    Upcoming
    Review
  15. 218

    Products as bundles of customer value

    Distinguish the core benefit, supporting service, and reassurance a customer receives from an offer.

    Upcoming
    Concept
  16. 219

    Brand as expectations and memory

    Identify the associations and observable behaviors that would make a brand promise believable.

    Upcoming
    Concept
  17. 220

    Product portfolios and brand architecture

    Compare one master brand with separate product brands using a small supplied portfolio.

    Upcoming
    Concept
  18. 221

    Communicate benefits with evidence

    Rewrite a feature-heavy message into a clear benefit supported by a demonstration or verifiable fact.

    Upcoming
    Concept
  19. 222

    Plan a focused product launch

    Choose one audience, offer, distribution path, message, and learning measure for an initial launch.

    Upcoming
    Concept
  20. 223

    Fictional case: A regional food company introduces a premium line

    Choose a brand structure and launch message while checking customer fit and potential cannibalization.

    Upcoming
    Case
  21. 224

    Review: Positioning, incremental cash flow, and brand credibility

    Distinguish incremental demand from shifted demand and test whether a proposed brand promise fits the chosen position.

    Upcoming
    Review
  22. 225

    Choose acquisition channels that fit the purchase

    Compare search, content, referrals, paid media, events, and outbound activity for two different buying journeys.

    Upcoming
    Concept
  23. 226

    Translate a funnel into an acquisition cost

    Calculate conversion at each stage and distinguish media-only cost from fully loaded customer acquisition cost.

    Upcoming
    Concept
  24. 227

    Set an acquisition budget under uncertainty

    Allocate a small budget using expected contribution, learning value, and cash constraints.

    Upcoming
    Concept
  25. 228

    Attribution is not incrementality

    Explain why a credited conversion may not be caused by a campaign and choose a suitable lift test.

    Upcoming
    Concept
  26. 229

    Creative testing and acquisition saturation

    Interpret a small campaign table to decide whether to change the message, audience, or spending level.

    Upcoming
    Concept
  27. 230

    Fictional case: A training company reallocates its marketing budget

    Compare three channels using supplied funnel, lift-test, and margin data, then justify a limited budget change.

    Upcoming
    Case
  28. 231

    Review: Experiments, regression, and customer acquisition economics

    Revisit confounding and randomization, then distinguish an attributed return from an incremental return.

    Upcoming
    Review
  29. 232

    Retention, churn, and cohorts

    Calculate retention for two customer cohorts and distinguish customer churn from revenue churn.

    Upcoming
    Concept
  30. 233

    Estimate customer lifetime value carefully

    Build a simple discounted customer contribution estimate and identify its most sensitive assumption.

    Upcoming
    Concept
  31. 234

    Onboarding and time to value

    Find the first useful customer outcome and propose one change that could help customers reach it sooner.

    Upcoming
    Concept
  32. 235

    Service recovery and customer feedback

    Choose a response to a service failure using its cause, customer impact, and cost to resolve.

    Upcoming
    Concept
  33. 236

    Expansion without destroying trust

    Compare renewal, cross-sell, referral, and loyalty tactics using customer benefit and incremental contribution.

    Upcoming
    Concept
  34. 237

    Fictional case: A software business chooses between acquisition and retention

    Use supplied cohort and service-cost data to select a limited growth investment and a follow-up test.

    Upcoming
    Case
  35. 238

    Review: Lifetime value, discounting, cohorts, and acquisition cost

    Recalculate a short customer example and explain why average lifetime value can conceal an unattractive segment.

    Upcoming
    Review
08

Sales, distribution, partnerships, and negotiation

Lessons 239–273 · 0 available

Build a commercial system, choose channels, manage accounts, and negotiate sound agreements.

  1. 239

    B2C and B2B sales motions

    Choose self-service, inside sales, field sales, or a hybrid motion using purchase complexity and contribution per customer.

    Upcoming
    Concept
  2. 240

    Discovery and qualification

    Use a short customer conversation to identify the problem, buying process, fit, and unresolved assumptions.

    Upcoming
    Concept
  3. 241

    Pipeline stages and useful evidence

    Define entry and exit evidence for four sales stages without confusing completed activities with buyer progress.

    Upcoming
    Concept
  4. 242

    Build a proposal around a buying decision

    Connect a proposed solution to the buyer’s expected benefit, implementation burden, and decision criteria.

    Upcoming
    Concept
  5. 243

    Forecast sales without rewarding wishful thinking

    Compare weighted pipeline with stage-conversion and timing evidence to produce a defensible short forecast.

    Upcoming
    Concept
  6. 244

    Fictional case: A growing equipment business redesigns its sales motion

    Choose a sales model for small and large customers using supplied deal size, workload, and conversion data.

    Upcoming
    Case
  7. 245

    Review: Sales forecasts, contribution margin, and funnel conversion

    Revisit forecast uncertainty and funnel arithmetic to explain when increased pipeline fails to create profitable growth.

    Upcoming
    Review
  8. 246

    Direct, indirect, and hybrid distribution

    Compare three channel structures using reach, control, fixed cost, and customer access.

    Upcoming
    Concept
  9. 247

    Channel economics and double marginalization

    Calculate how manufacturer and intermediary pricing can affect end-customer demand and total channel contribution.

    Upcoming
    Concept
  10. 248

    Recruit partners with a reason to participate

    Write a short partner value proposition that accounts for the partner’s effort, economics, and existing alternatives.

    Upcoming
    Concept
  11. 249

    Channel conflict and account ownership

    Choose clear rules for leads, territories, service obligations, and pricing conflicts in a hybrid model.

    Upcoming
    Concept
  12. 250

    Digital distribution and platform dependence

    Evaluate the economics and exposure of relying on a marketplace, app store, API distributor, or aggregator.

    Upcoming
    Concept
  13. 251

    Fictional case: A specialty manufacturer weighs dealers against direct sales

    Compare two channel designs using supplied margins, coverage, service requirements, and likely conflict.

    Upcoming
    Case
  14. 252

    Review: Pricing, customer journeys, and channel contribution

    Revisit elasticity and contribution analysis to distinguish channel revenue from the value a channel actually adds.

    Upcoming
    Review
  15. 253

    Map an organizational buying group

    Identify the user, sponsor, budget owner, technical evaluator, procurement role, and final approver in a supplied buying scenario.

    Upcoming
    Concept
  16. 254

    Make the buyer’s business case

    Translate an offer into the buyer’s incremental benefits, costs, implementation risks, and relevant financial test.

    Upcoming
    Concept
  17. 255

    Work through procurement and vendor selection

    Explain how an RFP, evaluation scorecard, due diligence, and contracting process influence a supplier’s sales plan.

    Upcoming
    Concept
  18. 256

    Calculate the true economics of an account

    Estimate account contribution after discounts, onboarding, support, payment terms, and customer-specific work.

    Upcoming
    Concept
  19. 257

    Grow or exit a strategic account

    Choose between expansion, repricing, service redesign, or exit using account economics and realistic switching constraints.

    Upcoming
    Concept
  20. 258

    Fictional case: A services firm bids for a national retail contract

    Assess the buyer’s criteria and account cash flows, then choose whether and how to bid.

    Upcoming
    Case
  21. 259

    Review: NPV, working capital, and customer lifetime value

    Explain how payment delays and custom implementation work can make a prestigious account financially unattractive.

    Upcoming
    Review
  22. 260

    BATNA, reservation value, and the bargaining range

    Calculate a walk-away point from a supplied alternative and identify a possible zone of agreement.

    Upcoming
    Concept
  23. 261

    Interests, issues, and value creation

    Separate stated positions from underlying interests and identify two terms the parties value differently.

    Upcoming
    Concept
  24. 262

    Anchors, offers, and concessions

    Plan an opening offer and conditional concessions that fit the evidence and protect a reservation value.

    Upcoming
    Concept
  25. 263

    Negotiate more than the headline price

    Compare deals with different payment timing, scope, service levels, risk allocation, and contingent terms.

    Upcoming
    Concept
  26. 264

    Power, ethics, and difficult tactics

    Choose a response to pressure or misleading claims without inventing facts or abandoning a defensible alternative.

    Upcoming
    Concept
  27. 265

    Fictional case: A business owner renegotiates a major service contract

    Prepare a short negotiation plan and compare two proposed agreements using the supplied interests and alternatives.

    Upcoming
    Case
  28. 266

    Review: Negotiation, opportunity cost, and cash-flow timing

    Revisit opportunity cost and discounting to explain why the highest nominal price may not be the best agreement.

    Upcoming
    Review
  29. 267

    Choose the right form of partnership

    Compare referral relationships, reselling, co-development, alliances, and joint ventures using dependence and coordination needs.

    Upcoming
    Concept
  30. 268

    Due diligence and mutual commitment

    Select a small set of commercial, capability, and reliability checks before committing to a partner.

    Upcoming
    Concept
  31. 269

    Govern a partnership through clear decisions

    Specify decision rights, obligations, escalation routes, and information sharing for one joint activity.

    Upcoming
    Concept
  32. 270

    Manage commercial teams and incentives

    Compare quota, commission, and quality measures for unintended effects on margin, retention, and partner behavior.

    Upcoming
    Concept
  33. 271

    Review, repair, or end a partnership

    Use a balanced scorecard and switching costs to choose whether to invest, renegotiate, or exit.

    Upcoming
    Concept
  34. 272

    Fictional case: A software company’s implementation alliance underperforms

    Diagnose weak incentives and unclear responsibilities, then recommend a focused repair or exit plan.

    Upcoming
    Case
  35. 273

    Review: Channel conflict, account economics, and negotiation

    Combine prior commercial concepts to distinguish a relationship problem from a structurally unattractive partnership.

    Upcoming
    Review
09

Operations, supply chains, and projects

Lessons 274–315 · 0 available

Design reliable processes, manage capacity and inventory, improve quality, and execute projects.

  1. 274

    Map the work and the customer outcome

    Draw a simple process with inputs, steps, handoffs, outputs, and one clear customer requirement.

    Upcoming
    Concept
  2. 275

    Flow rate, flow time, and work in process

    Apply Little’s Law to a stable supplied process using average time in the system, distinguish flow time from time between completions, and state the assumptions.

    Upcoming
    Concept
  3. 276

    Capacity and bottlenecks

    Calculate step capacity and identify the bottleneck in a short service or production process.

    Upcoming
    Concept
  4. 277

    Improve throughput before adding resources

    Compare reducing rework, changing a handoff, and adding capacity at different process steps.

    Upcoming
    Concept
  5. 278

    Choose an operating model

    Compare standardization, customization, automation, and human judgment for a given customer promise.

    Upcoming
    Concept
  6. 279

    Fictional case: A home-services business cannot meet demand

    Use a supplied process map and workload table to identify its constraint and select one improvement.

    Upcoming
    Case
  7. 280

    Review: Bottlenecks, contribution margin, and opportunity cost

    Calculate the contribution from one additional unit of constrained capacity and explain which work should receive priority.

    Upcoming
    Review
  8. 281

    Why high utilization creates long waits

    Explain how variable arrivals and service times interact with utilization using a small supplied queue example.

    Upcoming
    Concept
  9. 282

    Pool resources or specialize

    Compare pooled and dedicated queues using waiting, expertise, customer differences, and coordination costs.

    Upcoming
    Concept
  10. 283

    Match staffing to demand

    Build a simple two-period staffing plan from arrival rates, service time, and a stated service target.

    Upcoming
    Concept
  11. 284

    Use appointments, triage, and self-service

    Choose a demand-shaping or routing intervention that addresses the cause of waiting in a service process.

    Upcoming
    Concept
  12. 285

    Balance service levels and operating cost

    Compare the incremental cost and customer benefit of two service-level targets.

    Upcoming
    Concept
  13. 286

    Fictional case: A repair center faces long waits and idle periods

    Interpret a supplied demand pattern and choose a combination of staffing, scheduling, and queue design.

    Upcoming
    Case
  14. 287

    Review: Variance, Little’s Law, and capacity utilization

    Revisit variability and flow measures to explain why average demand alone is insufficient for staffing.

    Upcoming
    Review
  15. 288

    Define quality and its economic cost

    Separate prevention, appraisal, internal failure, and external failure costs in a short operating example.

    Upcoming
    Concept
  16. 289

    Distinguish common-cause and special-cause variation

    Interpret a simple control chart without treating every fluctuation as a reason to intervene.

    Upcoming
    Concept
  17. 290

    Find root causes without jumping to solutions

    Use a process map and supplied observations to test a plausible cause of recurring defects.

    Upcoming
    Concept
  18. 291

    Lean improvement and standard work

    Identify avoidable work and draft a short standard that preserves necessary judgment.

    Upcoming
    Concept
  19. 292

    Run an improvement cycle

    Design a small plan-do-study-act test with a baseline, outcome measure, and guardrail.

    Upcoming
    Concept
  20. 293

    Fictional case: A distributor ships too many incorrect orders

    Analyze supplied defect and process data, then choose a targeted improvement and verification method.

    Upcoming
    Case
  21. 294

    Review: Experiments, process variation, and cost behavior

    Connect earlier experiment design and fixed-versus-variable costs to evaluating an operational improvement.

    Upcoming
    Review
  22. 295

    Why businesses hold inventory

    Distinguish cycle, safety, pipeline, and seasonal inventory and explain the working-capital cost of each.

    Upcoming
    Concept
  23. 296

    Order quantities and replenishment

    Calculate a basic reorder point and interpret the tradeoff behind an economic order quantity.

    Upcoming
    Concept
  24. 297

    Safety stock and the cost of shortages

    Compare two safety-stock policies using uncertainty, service goals, carrying cost, and stockout consequences.

    Upcoming
    Concept
  25. 298

    Forecast sharing and the bullwhip effect

    Explain how batching, promotions, and delayed information can amplify upstream demand variation.

    Upcoming
    Concept
  26. 299

    Warehouses, transport, and fulfillment

    Compare two fulfillment designs using landed cost, lead time, reliability, and returns handling.

    Upcoming
    Concept
  27. 300

    Fictional case: A retailer stocks too much and still loses sales

    Use a small SKU table to select replenishment changes and a targeted logistics improvement.

    Upcoming
    Case
  28. 301

    Review: Forecast error, working capital, and service levels

    Connect prior forecasting and cash-conversion concepts to the cost of improving product availability.

    Upcoming
    Review
  29. 302

    Source for total cost, not just purchase price

    Compare supplier offers including transport, quality, inventory, switching, and administration costs.

    Upcoming
    Concept
  30. 303

    Make, buy, or co-produce

    Assess a supplied make-or-buy decision using relevant costs, capacity, know-how, and dependence.

    Upcoming
    Concept
  31. 304

    Segment suppliers and manage performance

    Choose different review and relationship approaches for routine purchases and strategically critical suppliers.

    Upcoming
    Concept
  32. 305

    Design for disruption and recovery

    Map one critical dependency and compare dual sourcing, buffers, substitution, and recovery planning.

    Upcoming
    Concept
  33. 306

    Responsible sourcing and environmental tradeoffs

    Evaluate a sourcing change using supplied labor, traceability, emissions, cost, and reliability evidence.

    Upcoming
    Concept
  34. 307

    Fictional case: A medical-device producer faces a component shortage

    Compare three sourcing responses using provided total costs, quality requirements, and recovery times.

    Upcoming
    Case
  35. 308

    Review: Relevant costs, inventory buffers, and scenario analysis

    Revisit sunk costs and uncertainty to explain when the lowest expected-cost supplier may be a poor choice.

    Upcoming
    Review
  36. 309

    Define success, scope, and ownership

    Write a short project charter with an outcome, scope boundary, accountable owner, and acceptance criterion.

    Upcoming
    Concept
  37. 310

    Dependencies, critical paths, and resource limits

    Find a critical path in a small task network and explain the effect of one resource conflict.

    Upcoming
    Concept
  38. 311

    Choose predictive, agile, or hybrid delivery

    Match a delivery approach to uncertainty, reversibility, dependencies, and the cost of late changes.

    Upcoming
    Concept
  39. 312

    Manage project risk and changing requirements

    Rank three project risks and choose a simple rule for evaluating scope changes.

    Upcoming
    Concept
  40. 313

    Govern a portfolio and realize benefits

    Compare projects competing for a constrained team and specify who will verify benefits after launch.

    Upcoming
    Concept
  41. 314

    Fictional case: A growing company replaces its order-management system

    Build a small phased plan from supplied dependencies and choose the first milestone that tests a critical assumption.

    Upcoming
    Case
  42. 315

    Review: NPV, bottlenecks, and experiment design

    Combine financial value, capacity constraints, and learning to explain why project priority is not determined by NPV alone.

    Upcoming
    Review
10

Organizations, leadership, and talent

Lessons 316–357 · 0 available

Hire, motivate, organize, communicate, resolve conflict, and lead change.

  1. 316

    The manager’s responsibility for results and conditions

    Distinguish doing work personally from setting direction, enabling work, and holding people accountable.

    Upcoming
    Concept
  2. 317

    Motivation beyond pay

    Use autonomy, competence, purpose, fairness, and expected rewards to explain a supplied performance problem.

    Upcoming
    Concept
  3. 318

    Set clear goals without narrowing judgment

    Rewrite a vague goal into an outcome and guardrail that leave room for sound professional judgment.

    Upcoming
    Concept
  4. 319

    Delegate with appropriate support

    Choose decision boundaries, check-ins, and escalation conditions for a task based on risk and employee experience.

    Upcoming
    Concept
  5. 320

    Coach performance and give useful feedback

    Draft a short feedback conversation grounded in observed behavior, its effect, and an agreed next step.

    Upcoming
    Concept
  6. 321

    Fictional case: A founder becomes the manager of former peers

    Diagnose one performance issue and choose a delegation and coaching response that avoids unsupported assumptions about motivation.

    Upcoming
    Case
  7. 322

    Review: Incentives, constraints, and root-cause analysis

    Revisit sales incentives and operational diagnosis to separate a motivation problem from a broken work system.

    Upcoming
    Review
  8. 323

    Design teams around interdependent work

    Identify when work requires a team and choose a suitable mix of roles and expertise.

    Upcoming
    Concept
  9. 324

    Create psychological safety with accountability

    Distinguish permission to raise concerns from an absence of standards in a supplied team scenario.

    Upcoming
    Concept
  10. 325

    Run decisions and meetings deliberately

    Choose a decision method, required participants, and communication record for one team decision.

    Upcoming
    Concept
  11. 326

    Handle task conflict and relationship conflict

    Use a short disagreement to separate facts, interests, interpretations, and behaviors requiring intervention.

    Upcoming
    Concept
  12. 327

    Coordinate remote and hybrid work

    Draft a simple agreement for synchronous work, asynchronous updates, handoffs, and availability.

    Upcoming
    Concept
  13. 328

    Fictional case: A product team and operations team keep missing handoffs

    Redesign one shared decision and one communication practice using supplied examples of failed coordination.

    Upcoming
    Case
  14. 329

    Review: Decision rights, process handoffs, and coaching

    Connect partnership governance and process mapping to a team problem, then choose a focused feedback intervention.

    Upcoming
    Review
  15. 330

    Translate strategy into roles and skills

    Define the essential outcomes and capabilities of one role before writing a job description.

    Upcoming
    Concept
  16. 331

    Select people with structured evidence

    Create three consistent interview or work-sample criteria tied to actual job requirements.

    Upcoming
    Concept
  17. 332

    Onboard for capability and belonging

    Choose the first three outcomes a new employee should achieve and the support each requires.

    Upcoming
    Concept
  18. 333

    Compensation, benefits, and internal equity

    Compare two compensation packages using total cost, market fit, internal fairness, and likely employee preferences.

    Upcoming
    Concept
  19. 334

    Develop, retain, and manage performance

    Choose coaching, training, role redesign, or a formal performance response based on supplied evidence.

    Upcoming
    Concept
  20. 335

    Fictional case: A regional business hires its first operations manager

    Use a supplied scorecard to compare candidates and choose an affordable offer and onboarding plan.

    Upcoming
    Case
  21. 336

    Review: Structured evidence, opportunity cost, and motivation

    Revisit selection bias and motivation to explain why an impressive interview or higher pay may not predict better performance.

    Upcoming
    Review
  22. 337

    Functional, divisional, and matrix structures

    Compare three structures using specialization, accountability, coordination needs, and duplication of effort.

    Upcoming
    Concept
  23. 338

    Centralize or delegate a decision

    Choose where a decision should sit based on local information, scale benefits, speed, and risk.

    Upcoming
    Concept
  24. 339

    Span of control and management layers

    Assess whether a supplied reporting structure fits task complexity, manager workload, and employee experience.

    Upcoming
    Concept
  25. 340

    Incentives and performance measurement

    Identify gaming and conflicting incentives in a small set of team measures and propose one repair.

    Upcoming
    Concept
  26. 341

    Informal power and organizational networks

    Map who controls expertise, resources, access, and trust in a supplied decision without confusing influence with formal authority.

    Upcoming
    Concept
  27. 342

    Fictional case: A multi-location company outgrows its founder-led structure

    Choose a reporting structure and allocate three key decisions using supplied coordination failures and costs.

    Upcoming
    Case
  28. 343

    Review: Principal-agent problems, bottlenecks, and decision rights

    Connect economic incentives and process constraints to the design of authority and accountability.

    Upcoming
    Review
  29. 344

    Culture as repeated behavior and expectations

    Infer actual team norms from what leaders reward, tolerate, and do when someone raises unwelcome information.

    Upcoming
    Concept
  30. 345

    Ethical reasoning in ordinary business decisions

    Compare consequences, duties, fairness, and stakeholder effects in a supplied management dilemma.

    Upcoming
    Concept
  31. 346

    Inclusion and access to contribution

    Identify a barrier to participation or advancement and choose a concrete practice that addresses it.

    Upcoming
    Concept
  32. 347

    Write and present an evidence-based recommendation

    Draft a 100-word recommendation, deliver it aloud in 60 seconds, and answer one skeptical question using supplied evidence.

    Upcoming
    Concept
  33. 348

    Communicate through crisis and uncertainty

    Prepare a short crisis message separating confirmed facts, unknowns, current actions, and the timing of the next update.

    Upcoming
    Concept
  34. 349

    Fictional case: A sales organization rewards behavior that damages trust

    Diagnose a gap between stated values and incentives, then present a brief leadership response explaining a specific remedy.

    Upcoming
    Case
  35. 350

    Review: Psychological safety, incentives, and negotiation ethics

    Use prior team and negotiation concepts to explain how pressure can suppress information and distort conduct.

    Upcoming
    Review
  36. 351

    Diagnose the need and readiness for change

    Distinguish the business reason for change from assumptions about people’s willingness and ability to adopt it.

    Upcoming
    Concept
  37. 352

    Map stakeholders and sources of resistance

    Classify concerns about loss, workload, competence, trust, and incentives in a supplied change scenario.

    Upcoming
    Concept
  38. 353

    Sequence a change and build sponsorship

    Choose a pilot group, sponsor, and initial scope that can test assumptions and build credible evidence.

    Upcoming
    Concept
  39. 354

    Measure adoption and sustain new behavior

    Define leading adoption indicators and specify the training, reinforcement, and workflow changes required.

    Upcoming
    Concept
  40. 355

    Lead transitions and preserve essential work

    Draft a brief transition message explaining changing responsibilities, support, and how the team will preserve essential service.

    Upcoming
    Concept
  41. 356

    Fictional case: A company introduces an AI-assisted service workflow

    Build a limited rollout plan using supplied employee concerns, quality risks, workload, and expected benefits.

    Upcoming
    Case
  42. 357

    Review: Experiments, project dependencies, culture, and motivation

    Integrate earlier concepts to explain why a technically successful launch may still fail to change daily work.

    Upcoming
    Review
11

Competitive and corporate strategy

Lessons 358–392 · 0 available

Make choices about where and how to compete, allocate resources, and implement a strategy.

  1. 358

    Diagnose whether strategic choices fit together

    Audit a supplied strategy for consistency among customer choices, value proposition, capabilities, and exclusions, then identify one contradiction and the evidence needed to resolve it.

    Upcoming
    Concept
  2. 359

    Define the market and the relevant competitors

    Choose useful market boundaries while accounting for substitutes, complements, and nonconsumption.

    Upcoming
    Concept
  3. 360

    Industry structure and profit pressure

    Use rivalry, entry, substitutes, buyer power, and supplier power to explain a supplied industry’s economics.

    Upcoming
    Concept
  4. 361

    Competitor incentives and likely responses

    Assess a competitor’s objectives, constraints, and capabilities before predicting its response to one move.

    Upcoming
    Concept
  5. 362

    Diagnose the central strategic problem

    Write a short diagnosis connecting customer behavior, competitive pressure, and the business’s own performance.

    Upcoming
    Concept
  6. 363

    Fictional case: A regional distributor faces digital competitors

    Identify the central strategic problem from supplied customer, competitor, channel, and financial evidence.

    Upcoming
    Case
  7. 364

    Review: Pricing, channel economics, and financial returns

    Connect prior economics and finance concepts to industry analysis without assuming an attractive market guarantees a successful company.

    Upcoming
    Review
  8. 365

    Cost advantage and differentiated value

    Compare two businesses using willingness to pay, cost to serve, and the sources of the gap between them.

    Upcoming
    Concept
  9. 366

    Activity systems and strategic tradeoffs

    Map how a small set of operating choices reinforce one position and identify a tempting choice that would weaken it.

    Upcoming
    Concept
  10. 367

    Resources, capabilities, and imitation

    Evaluate a claimed advantage using value, scarcity, imitability, substitutes, and the organization’s ability to use it.

    Upcoming
    Concept
  11. 368

    Learning effects, network effects, and switching costs

    Distinguish three mechanisms that may strengthen a business with scale and identify evidence needed to verify each.

    Upcoming
    Concept
  12. 369

    Advantage erosion and strategic renewal

    Identify how technology, changing customer needs, imitation, or internal rigidity could weaken an existing advantage.

    Upcoming
    Concept
  13. 370

    Fictional case: A successful service company considers rapid expansion

    Test whether its advantage depends on local density, founder expertise, repeatable processes, or unsupported assumptions.

    Upcoming
    Case
  14. 371

    Review: Scale economies, organizational design, and process capability

    Combine prior economic and operating concepts to explain why growing revenue may fail to strengthen competitive advantage.

    Upcoming
    Review
  15. 372

    Compare growth paths

    Contrast deeper penetration, new products, new customers, and new geographies using risk and capability requirements.

    Upcoming
    Concept
  16. 373

    Enter a market with a defensible wedge

    Choose a narrow entry point where customer need, access, and the entrant’s strengths align.

    Upcoming
    Concept
  17. 374

    Innovate without confusing novelty with value

    Evaluate a proposed business-model change using the customer problem, value capture, and operating implications.

    Upcoming
    Concept
  18. 375

    Choose a global market and entry mode

    Compare export, licensing, partnership, acquisition, and owned operations using supplied distance, control, and resource considerations.

    Upcoming
    Concept
  19. 376

    Stage commitments and define exit signals

    Design a small market-entry test with an investment limit, success threshold, and a condition for stopping.

    Upcoming
    Concept
  20. 377

    Fictional case: A profitable software company considers international expansion

    Compare two countries and entry modes using supplied customer evidence, capabilities, unit economics, and operating constraints.

    Upcoming
    Case
  21. 378

    Review: Customer research, real options, and channel design

    Use earlier research and staged-investment concepts to explain what a low-cost entry test can and cannot establish.

    Upcoming
    Review
  22. 379

    Corporate scope and the parenting advantage

    Explain what a corporate owner must contribute beyond funding for a group of businesses to create additional value.

    Upcoming
    Concept
  23. 380

    Diversification and shared capabilities

    Compare related and unrelated expansion using transferable capabilities, risk, complexity, and opportunity cost.

    Upcoming
    Concept
  24. 381

    Vertical integration and firm boundaries

    Assess whether ownership improves coordination or protection enough to justify capital, rigidity, and management costs.

    Upcoming
    Concept
  25. 382

    Allocate capital across business units

    Choose a limited set of investments using expected value, strategic fit, risk, and the organization’s capacity to deliver.

    Upcoming
    Concept
  26. 383

    Build, partner, acquire, or divest

    Compare four routes to changing business scope while explicitly testing synergies and integration requirements.

    Upcoming
    Concept
  27. 384

    Fictional case: A business group chooses between acquisition and internal expansion

    Use supplied financial and organizational evidence to choose a growth route and identify one assumption that could reverse the decision.

    Upcoming
    Case
  28. 385

    Review: Valuation, M&A, relevant costs, and organization structure

    Revisit financial evaluation and integration demands to distinguish a cheap asset from an attractive ownership decision.

    Upcoming
    Review
  29. 386

    Develop distinct strategic alternatives

    Write three alternatives that differ in target customer, value proposition, or activity system rather than only spending level.

    Upcoming
    Concept
  30. 387

    Compare alternatives under plausible scenarios

    Test two strategies against distinct supplied scenarios without treating scenarios as precise forecasts.

    Upcoming
    Concept
  31. 388

    Connect strategy to resources and responsibilities

    Translate one strategic choice into a small set of funded initiatives, owners, and necessary tradeoffs.

    Upcoming
    Concept
  32. 389

    Build a useful strategic scorecard

    Choose leading and lagging measures that connect customer outcomes, operating capability, people, and financial performance.

    Upcoming
    Concept
  33. 390

    Set a review cadence and decision triggers

    Define when leaders should continue, adapt, or stop an initiative using evidence and pre-agreed thresholds.

    Upcoming
    Concept
  34. 391

    Fictional case: A mid-sized company chooses its next three-year direction

    Recommend one supplied strategy using financial, customer, operating, and organizational evidence, then answer a simulated board question about a tradeoff.

    Upcoming
    Case
  35. 392

    Review: Competitive advantage, NPV, change adoption, and scenario planning

    Reconcile strategic fit, financial value, execution capacity, and uncertainty in a short cumulative decision exercise.

    Upcoming
    Review
12

Product, technology, and data management

Lessons 393–420 · 0 available

Manage products, technology sourcing, platforms, data, privacy, and cybersecurity.

  1. 393

    Product management and the business model

    Identify a product manager’s decision rights and connect one product outcome to customer value and business economics.

    Upcoming
    Concept
  2. 394

    Test usability and real customer behavior

    Interpret a supplied prototype test to separate usability failures, weak demand, and unsupported customer claims.

    Upcoming
    Concept
  3. 395

    Separate desirability, feasibility, and viability

    Identify one customer, technical, and economic assumption in a proposed product and choose the next test.

    Upcoming
    Concept
  4. 396

    Prototypes, MVPs, and learning milestones

    Choose the cheapest credible test of one risky assumption and set a decision threshold before seeing results.

    Upcoming
    Concept
  5. 397

    Prioritization and product measurement

    Rank three product bets using expected impact, effort, uncertainty, and a primary metric with guardrails.

    Upcoming
    Concept
  6. 398

    Case: A service company considers a customer app

    Use supplied customer interviews and cost estimates to choose between a manual service, prototype, and full app.

    Upcoming
    Case
  7. 399

    Review: Product discovery meets marketing and experiments

    Use customer segmentation, contribution margin, and experimental design to correct an overconfident product proposal.

    Upcoming
    Review
  8. 400

    How software systems fit together

    Label interfaces, APIs, databases, and external dependencies in a simple supplied system diagram and explain one failure path.

    Upcoming
    Concept
  9. 401

    Software delivery and managing technical debt

    Break a small feature into deliverable increments and assess a debt-reduction task using future change cost and operational risk.

    Upcoming
    Concept
  10. 402

    Reliability, service levels, and incident economics

    Interpret a service-level objective and estimate business losses from a supplied outage without assuming every interrupted transaction is lost.

    Upcoming
    Concept
  11. 403

    Build, buy, or partner

    Compare three options using total lifecycle cost, integration effort, switching costs, differentiation, and vendor dependency.

    Upcoming
    Concept
  12. 404

    Cloud, API, and software unit economics

    Calculate cost per completed transaction using usage charges, retries, support, and fixed engineering costs.

    Upcoming
    Concept
  13. 405

    Case: A business needs a new ordering platform

    Use a supplied three-year cash-flow table and architecture sketch to recommend a build, buy, or partner option.

    Upcoming
    Case
  14. 406

    Review: Technology investment meets finance and operations

    Reconcile the chosen option’s NPV, capacity assumptions, and service risks, then state what evidence could reverse the decision.

    Upcoming
    Review
  15. 407

    Pipeline businesses and platform businesses

    Identify who supplies value, who consumes it, and what a platform must coordinate in a supplied business model.

    Upcoming
    Concept
  16. 408

    Network effects and scale economies

    Distinguish same-side effects, cross-side effects, and ordinary cost advantages using three business examples.

    Upcoming
    Concept
  17. 409

    Marketplace liquidity and matching quality

    Calculate match rate, time to match, repeat use, and local density from a small supplied marketplace dataset.

    Upcoming
    Concept
  18. 410

    Solving the initial participation problem

    Choose a narrow launch segment and design a supply-and-demand activation experiment with a spending limit.

    Upcoming
    Concept
  19. 411

    Platform pricing, rules, and dependency

    Compare take rates, subsidies, access rules, and multihoming while accounting for participant incentives and concentration risk.

    Upcoming
    Concept
  20. 412

    Case: Launch an expert marketplace or a managed service

    Use supplied acquisition, fulfillment, and repeat-purchase data to choose a launch model and estimate contribution margin.

    Upcoming
    Case
  21. 413

    Review: Network strategy meets economics and negotiation

    Explain how pricing, bargaining power, and marketplace quality change under three competitor or participant responses.

    Upcoming
    Review
  22. 414

    Data as an operating asset

    Map the collection, use, sharing, retention, and deletion of one business dataset and name accountable owners.

    Upcoming
    Concept
  23. 415

    Data quality, definitions, and lineage

    Find conflicting metric definitions and trace a supplied dashboard error back to its source.

    Upcoming
    Concept
  24. 416

    Privacy in product and process design

    Reduce unnecessary data collection and identify purpose, consent or other authorization, access, and retention questions in a supplied workflow.

    Upcoming
    Concept
  25. 417

    Cybersecurity as business risk

    Rank phishing, access misuse, ransomware, and supplier compromise scenarios using exposure, business impact, and existing controls.

    Upcoming
    Concept
  26. 418

    Third-party security and incident readiness

    Choose evidence to request from a software supplier and write the first five actions for a suspected data incident.

    Upcoming
    Concept
  27. 419

    Case: A growing company shares customer data with vendors

    Use a supplied data map and vendor list to prioritize three improvements within a fixed budget.

    Upcoming
    Case
  28. 420

    Review: Data controls meet operating metrics and incentives

    Repair a flawed growth dashboard while explaining how access controls, employee incentives, and retention choices affect trust and cost.

    Upcoming
    Review
13

AI and automation

Lessons 421–441 · 0 available

Evaluate AI capabilities and economics, design useful workflows, and manage adoption and risk.

  1. 421

    Prediction, generation, and automation

    Match classification, forecasting, retrieval, generation, and deterministic rules to five business tasks.

    Upcoming
    Concept
  2. 422

    Where model failures come from

    Identify plausible fabrication, missing context, bias, leakage, and distribution shift in supplied outputs.

    Upcoming
    Concept
  3. 423

    Grounding models in business information

    Compare a prompt, retrieval-based approach, and model customization for a task with changing internal information.

    Upcoming
    Concept
  4. 424

    Designing an evaluation set

    Build a small representative test set with acceptance criteria, edge cases, and costly failure examples.

    Upcoming
    Concept
  5. 425

    Measuring quality beyond a demo

    Calculate error rates from a supplied evaluation table and choose tolerances based on the consequences of false positives and false negatives.

    Upcoming
    Concept
  6. 426

    Case: Can AI review incoming customer requests?

    Score supplied model outputs against a rubric and decide which requests can be routed automatically and which require review.

    Upcoming
    Case
  7. 427

    Review: AI evaluation meets statistics and quality management

    Identify sample bias, uncertain error estimates, and missing process controls in a vendor’s accuracy claim.

    Upcoming
    Review
  8. 428

    Map the work before adding AI

    Break a supplied process into steps and identify where information, judgment, waiting, and rework consume time.

    Upcoming
    Concept
  9. 429

    Human review and exception handling

    Design a workflow with explicit escalation triggers, review ownership, fallback behavior, and audit records.

    Upcoming
    Concept
  10. 430

    AI cost per completed task

    Calculate all-in cost using model usage, retrieval, tools, retries, human review, and maintenance.

    Upcoming
    Concept
  11. 431

    From time saved to economic benefit

    Separate theoretical capacity, usable capacity, avoided expense, and incremental revenue in a supplied staffing example.

    Upcoming
    Concept
  12. 432

    Pilot design, ROI, and adoption

    Set a bounded pilot with baseline measurements, adoption measures, incremental cash flows, and stop-or-expand criteria.

    Upcoming
    Concept
  13. 433

    Case: Automate proposal preparation

    Use supplied task times, quality results, demand, and pricing to calculate savings, bottlenecks, and a three-year investment case.

    Upcoming
    Case
  14. 434

    Review: AI investment meets finance and organizational behavior

    Recalculate the business case when usage falls, review effort rises, and the saved time cannot reduce staffing.

    Upcoming
    Review
  15. 435

    AI procurement and supplier comparison

    Compare vendors on measured task performance, total cost, data terms, integrations, observability, and exit options.

    Upcoming
    Concept
  16. 436

    Data rights, confidentiality, and intellectual property

    Identify ownership, permitted-use, retention, training-use, and output-rights questions in a supplied AI contract summary.

    Upcoming
    Concept
  17. 437

    Agents, tools, and bounded authority

    Define permitted actions, spending limits, approval points, and rollback paths for a tool-using AI workflow.

    Upcoming
    Concept
  18. 438

    Monitoring after deployment

    Select indicators for quality drift, cost changes, user overrides, security events, and business outcomes.

    Upcoming
    Concept
  19. 439

    Accountability, workforce change, and governance

    Assign product, process, technical, and risk owners and plan role changes, training, and escalation responsibilities.

    Upcoming
    Concept
  20. 440

    Case: An AI assistant makes unauthorized customer promises

    Use supplied incident facts to contain the problem, identify the control failure, and decide whether to restart the workflow.

    Upcoming
    Case
  21. 441

    Review: AI governance meets contracts, incentives, and strategy

    Defend an AI operating policy against a speed-versus-control scenario and explain which decisions remain with accountable people.

    Upcoming
    Review
14

Entrepreneurship and business ownership

Lessons 442–476 · 0 available

Validate, launch, finance, buy, operate, grow, and eventually transition a business.

  1. 442

    Founder fit and business selection

    Score three opportunities against skills, available time, capital, customer access, and desired owner involvement.

    Upcoming
    Concept
  2. 443

    Find a painful, reachable customer problem

    Define a narrow customer and purchasing situation using supplied interviews and observed workarounds.

    Upcoming
    Concept
  3. 444

    Size an accessible market from the bottom up

    Estimate reachable customers, annual purchase frequency, and plausible spending without treating total market size as attainable revenue.

    Upcoming
    Concept
  4. 445

    Test willingness to pay

    Design an ethical offer, deposit, paid pilot, or other behavioral test and distinguish commitments from compliments.

    Upcoming
    Concept
  5. 446

    Set evidence thresholds and stop rules

    Specify what would justify continuing, changing the offer, or abandoning a business idea after a limited test.

    Upcoming
    Concept
  6. 447

    Case: Choose among three owner-operated businesses

    Use supplied customer evidence, startup costs, and operating constraints to choose an initial opportunity and test.

    Upcoming
    Case
  7. 448

    Review: Opportunity selection meets strategy and statistics

    Challenge a promising idea using opportunity cost, selection bias, competitive response, and contribution margin.

    Upcoming
    Review
  8. 449

    Define an offer customers can understand

    Write an offer with customer, problem, scope, price, exclusions, and evidence of value using a supplied business brief.

    Upcoming
    Concept
  9. 450

    Choose a revenue model and pricing test

    Compare one-time, recurring, usage-based, and outcome-based pricing against customer value, delivery cost, and collection risk.

    Upcoming
    Concept
  10. 451

    Build the initial delivery process

    Map order-to-delivery steps, owner responsibilities, quality checks, and a realistic weekly capacity.

    Upcoming
    Concept
  11. 452

    Forecast startup cash and runway

    Build a short cash forecast including deposits, receivables, equipment, founder pay assumptions, and a contingency.

    Upcoming
    Concept
  12. 453

    Plan the first ten customers

    Choose one initial acquisition channel and estimate outreach, conversion, delivery, and follow-up requirements.

    Upcoming
    Concept
  13. 454

    Case: Launch a local service with limited cash

    Use a supplied offer, demand test, and cost sheet to set price, launch capacity, and a go-or-delay decision.

    Upcoming
    Case
  14. 455

    Review: Launch design meets marketing, operations, and accounting

    Resolve a conflict between strong bookings, inadequate capacity, and a cash shortfall without confusing revenue and cash.

    Upcoming
    Review
  15. 456

    Bootstrap, borrow, or raise equity

    Match financing sources to cash-flow predictability, growth needs, risk, and the founder’s ownership goals.

    Upcoming
    Concept
  16. 457

    Equity and capitalization tables

    Calculate pre-money value, post-money value, new shares, and ownership percentages in a simple priced round.

    Upcoming
    Concept
  17. 458

    Options, dilution, and convertible instruments

    Trace the ownership effect of an option pool and a supplied convertible instrument using explicitly stated simplified terms.

    Upcoming
    Concept
  18. 459

    Term sheets and investor rights

    Identify how board rights, protective provisions, liquidation preferences, and participation affect control and payout.

    Upcoming
    Concept
  19. 460

    Funding milestones and investor communication

    Connect requested capital to measurable milestones and write a concise update that reports cash, progress, and material risks.

    Upcoming
    Concept
  20. 461

    Case: Two funding offers for the same business

    Use supplied term sheets and exit scenarios to compare founder ownership, investor proceeds, runway, and control.

    Upcoming
    Case
  21. 462

    Review: Venture financing meets valuation and agency theory

    Reconcile a cap table and payout waterfall, then explain why the highest headline valuation may not offer the best outcome.

    Upcoming
    Review
  22. 463

    Choose an acquisition target and sourcing approach

    Define target size, industry characteristics, operating role, financing limits, and disqualifying risks.

    Upcoming
    Concept
  23. 464

    Normalize earnings and test cash conversion

    Adjust supplied owner-operated financials for documented owner compensation, unusual expenses, capital needs, and working capital.

    Upcoming
    Concept
  24. 465

    Commercial and operational due diligence

    Prioritize questions about customer retention, concentration, supplier dependence, employee capability, and owner reliance.

    Upcoming
    Concept
  25. 466

    Deal structure and acquisition financing

    Compare supplied asset-versus-equity deal summaries, seller financing, earnouts, and debt service under base and downside cases.

    Upcoming
    Concept
  26. 467

    Transition and the first hundred days

    Sequence seller handover, employee communication, customer continuity, cash monitoring, and essential control changes.

    Upcoming
    Concept
  27. 468

    Case: Acquire a profitable but owner-dependent company

    Use a compact financial pack and diligence findings to set a price range, conditions, and a buy-or-pass recommendation.

    Upcoming
    Case
  28. 469

    Review: Acquisition entrepreneurship meets accounting and negotiation

    Identify unsupported add-backs, test debt coverage, and choose which diligence findings require price changes, protections, or withdrawal.

    Upcoming
    Review
  29. 470

    The owner’s weekly management routine

    Choose a small set of cash, customer, delivery, and people measures and set an agenda for a weekly operating review.

    Upcoming
    Concept
  30. 471

    Delegation and management layers

    Assign decision rights and escalation limits to remove a founder bottleneck while retaining accountability.

    Upcoming
    Concept
  31. 472

    Standardize before expanding

    Select which processes need documentation and quality checks before adding a second team, location, or market.

    Upcoming
    Concept
  32. 473

    Cash allocation and responsible growth

    Compare reinvestment, owner distributions, debt reduction, and reserves using supplied return estimates and downside cash needs.

    Upcoming
    Concept
  33. 474

    Succession, transferability, and exit readiness

    Identify dependencies that reduce transferability and compare management succession, family succession, sale, and continued ownership.

    Upcoming
    Concept
  34. 475

    Case: A growing company outpaces its owner

    Use supplied workload, margins, service quality, and cash data to choose an operating redesign and pace of expansion.

    Upcoming
    Case
  35. 476

    Review: Ownership meets strategy, controls, and leadership

    Build a balanced response when growth improves revenue but damages cash, staff retention, and customer service.

    Upcoming
    Review
15

Macroeconomics and global business

Lessons 477–504 · 0 available

Interpret economic conditions, trade, currency exposure, institutions, and international expansion.

  1. 477

    Output, employment, productivity, and the business cycle

    Interpret a supplied economic dashboard and distinguish growth rates, levels, nominal measures, and real measures.

    Upcoming
    Concept
  2. 478

    Inflation, disinflation, and purchasing power

    Separate price-level changes from changes in inflation and calculate the effect on a business’s real prices and costs.

    Upcoming
    Concept
  3. 479

    Interest rates and monetary policy

    Trace how a hypothetical rate change could affect borrowing costs, investment, demand, and asset values.

    Upcoming
    Concept
  4. 480

    Fiscal policy and public-sector demand

    Map how government spending, taxation, and deficits could affect a supplied company through several competing channels.

    Upcoming
    Concept
  5. 481

    Leading indicators and forecast uncertainty

    Compare leading and lagging indicators and convert conflicting forecasts into a range of planning assumptions.

    Upcoming
    Concept
  6. 482

    Case: Budgeting during an economic slowdown

    Use a supplied macro dashboard and customer mix to revise volume, price, working-capital, and financing assumptions.

    Upcoming
    Case
  7. 483

    Review: Macroeconomics meets unit economics and capital budgeting

    Explain why a favorable headline economic indicator can still coincide with deteriorating economics for a particular business.

    Upcoming
    Review
  8. 484

    Why countries trade and why firms cross borders

    Apply comparative advantage and transaction costs to a simple sourcing and production example.

    Upcoming
    Concept
  9. 485

    Trade barriers and policy changes

    Calculate the landed-cost impact of a supplied tariff or customs change and identify who may bear the economic burden.

    Upcoming
    Concept
  10. 486

    Read exchange rates and measure transaction exposure

    Convert a foreign-currency invoice and calculate the cash effect of a specified exchange-rate movement.

    Upcoming
    Concept
  11. 487

    Translation, economic exposure, and natural hedges

    Distinguish reporting effects from cash effects and identify operating choices that offset currency exposure.

    Upcoming
    Concept
  12. 488

    Financial hedges and their limits

    Compare an unhedged position, a supplied forward quote, and a supplied option contract using simple cash-flow scenarios.

    Upcoming
    Concept
  13. 489

    Case: A domestic company begins importing and exporting

    Use supplied orders, currencies, payment terms, and hedge quotes to choose a pricing and exposure-management approach.

    Upcoming
    Case
  14. 490

    Review: International finance meets cash management and pricing

    Reconcile currency effects with margins, payment timing, competitive response, and hedge costs.

    Upcoming
    Review
  15. 491

    Select a foreign market

    Compare two supplied markets by institutional reliability, channel access, local competitive structure, and operating constraints, building on the earlier market-entry analysis.

    Upcoming
    Concept
  16. 492

    Choose how to enter a market

    Evaluate control rights, profit sharing, knowledge transfer, and exit difficulty across two plausible international entry structures.

    Upcoming
    Concept
  17. 493

    Local adaptation and global consistency

    Decide which product, brand, staffing, and process choices should be standardized and which require local adaptation.

    Upcoming
    Concept
  18. 494

    Lead cross-cultural teams

    Diagnose a supplied communication conflict using individual evidence and working norms without relying on national stereotypes.

    Upcoming
    Concept
  19. 495

    Geopolitical, sanctions, and country exposure

    Map dependencies and identify information and specialist reviews needed before acting on a hypothetical restriction or political disruption.

    Upcoming
    Concept
  20. 496

    Case: Expand internationally with a local partner

    Use supplied market, partner, and operating data to select an entry approach and define governance and exit conditions.

    Upcoming
    Case
  21. 497

    Review: Global business meets strategy and organizational design

    Defend local-versus-central decision rights while considering economics, partner incentives, and country risk.

    Upcoming
    Review
  22. 498

    Forecasts, scenarios, and stress tests

    Distinguish expected forecasts from plausible scenarios and solvency or continuity stress tests.

    Upcoming
    Concept
  23. 499

    Build a small scenario matrix

    Choose two material uncertain drivers and develop coherent business assumptions for four combinations.

    Upcoming
    Concept
  24. 500

    Translate scenarios into cash and capacity

    Calculate revenue, gross margin, working capital, and cash needs from a supplied scenario table.

    Upcoming
    Concept
  25. 501

    Preserve flexibility with staged commitments

    Compare an irreversible expansion with a staged pilot using decision trees, switching costs, and information gained.

    Upcoming
    Concept
  26. 502

    Set triggers and contingency actions

    Choose observable indicators and predetermined actions for hiring, inventory, capital spending, and financing.

    Upcoming
    Concept
  27. 503

    Case: Invest when rates, demand, and supply are uncertain

    Use supplied scenarios and project cash flows to recommend a full investment, staged investment, delay, or rejection.

    Upcoming
    Case
  28. 504

    Review: Uncertainty meets finance, operations, and strategy

    Separate sensitivity, scenario, and probability analysis and identify where the investment decision is robust or assumption-dependent.

    Upcoming
    Review
16

Business law, governance, ethics, and risk

Lessons 505–532 · 0 available

Identify legal issues, govern responsibly, handle competing interests, and manage enterprise risks.

  1. 505

    Business entities and authority to act

    Compare ownership, control, liability, tax questions, and administrative requirements across supplied entity options in a stated jurisdiction.

    Upcoming
    Concept
  2. 506

    How commercial contracts allocate obligations

    Identify parties, deliverables, payment, acceptance, term, and termination rights in a short supplied agreement.

    Upcoming
    Concept
  3. 507

    Allocate contractual risk

    Compare supplied indemnity, liability-limit, warranty, dispute, and insurance clauses and explain their business consequences.

    Upcoming
    Concept
  4. 508

    Intellectual property and commercial use rights

    Distinguish copyright, trademark, patent, trade-secret, and license issues in a supplied product-development scenario.

    Upcoming
    Concept
  5. 509

    Negotiate a practical agreement

    Rank five contract issues by business impact and draft a plain-language negotiation position with acceptable alternatives.

    Upcoming
    Concept
  6. 510

    Case: Sign a strategically important supplier agreement

    Use supplied contract excerpts and business requirements to identify decision-critical issues and recommend conditions for signing.

    Upcoming
    Case
  7. 511

    Review: Contracts meet operations, finance, and bargaining power

    Connect scope, service levels, payment timing, remedies, and exit rights to the operating model and negotiated economics.

    Upcoming
    Review
  8. 512

    Hiring, classification, pay, and termination

    Identify jurisdiction-specific questions raised by a supplied staffing plan and distinguish factual employment practices from job labels.

    Upcoming
    Concept
  9. 513

    Fair treatment, complaints, and workplace process

    Design a fair fact-gathering and escalation process for a supplied workplace complaint while protecting relevant records.

    Upcoming
    Concept
  10. 514

    Competition and commercial conduct

    Spot competition-law questions in hypothetical competitor communications, exclusivity terms, bundling, and market-power scenarios.

    Upcoming
    Concept
  11. 515

    Customer promises and consumer protection

    Review supplied advertising, subscription, refund, and product claims for evidence gaps and potentially misleading presentation.

    Upcoming
    Concept
  12. 516

    Privacy obligations in everyday business decisions

    Identify applicable-jurisdiction, individual-rights, security, retention, and cross-border questions in a supplied data-use proposal.

    Upcoming
    Concept
  13. 517

    Case: A fast-growing business changes staffing and pricing

    Use a supplied launch plan to flag the most consequential issues, propose business alternatives, and prepare a focused adviser brief.

    Upcoming
    Case
  14. 518

    Review: Legal issue spotting meets incentives and customer economics

    Find how compensation, growth targets, and poorly designed customer processes can produce recurring disputes and business losses.

    Upcoming
    Review
  15. 519

    Owners, boards, and management

    Map the distinct roles, information needs, and decision rights of owners, directors, and executives in a supplied company.

    Upcoming
    Concept
  16. 520

    Agency problems and incentive design

    Identify how a proposed bonus plan could encourage short-termism, hidden risk, or distorted reporting and redesign one measure.

    Upcoming
    Concept
  17. 521

    Board information and consequential decisions

    Build a short board decision pack with alternatives, economics, risks, assumptions, and a specific requested decision.

    Upcoming
    Concept
  18. 522

    Ethical reasoning when rules are insufficient

    Evaluate a business choice through consequences, duties, fairness, and affected stakeholders, then explain the tradeoffs.

    Upcoming
    Concept
  19. 523

    Conflicts, speak-up systems, and accountability

    Design disclosure, recusal, reporting, investigation, and anti-retaliation steps for a supplied conflict-of-interest scenario.

    Upcoming
    Concept
  20. 524

    Case: Growth targets conflict with customer interests

    Use supplied incentive terms and customer outcomes to recommend a board response and changes to management accountability.

    Upcoming
    Case
  21. 525

    Review: Governance meets accounting, strategy, and leadership

    Explain how oversight could detect and correct an attractive strategy supported by misleading metrics and harmful incentives.

    Upcoming
    Review
  22. 526

    Risk appetite and enterprise risk assessment

    Distinguish strategic, operating, financial, and compliance exposures and define practical tolerances for three supplied risks.

    Upcoming
    Concept
  23. 527

    Internal controls and fraud prevention

    Find weaknesses in a supplied purchasing-and-payments process and add segregation, authorization, reconciliation, and review controls.

    Upcoming
    Concept
  24. 528

    Insurance and other ways to finance risk

    Compare avoidance, reduction, retention, reserves, contractual transfer, and insurance using supplied deductibles, limits, and exclusions.

    Upcoming
    Concept
  25. 529

    Business continuity and recovery priorities

    Set recovery priorities for people, systems, facilities, and critical suppliers based on the business impact of downtime.

    Upcoming
    Concept
  26. 530

    Crisis leadership and communication

    Write a first-day response plan with verified facts, decision owners, stakeholder messages, and a schedule for updates.

    Upcoming
    Concept
  27. 531

    Case: A business faces suspected fraud and a service outage

    Use supplied incident evidence to prioritize containment, continuity, investigation, and financial decisions.

    Upcoming
    Case
  28. 532

    Review: Risk management meets finance and operations

    Test whether proposed controls, reserves, and insurance address the actual loss scenarios rather than only the most visible risks.

    Upcoming
    Review
17

Sustainability and business resilience

Lessons 533–546 · 0 available

Evaluate environmental and social effects, measure credible progress, and plan for long-term disruptions.

  1. 533

    Externalities and business responsibilities

    Identify environmental and social costs or benefits outside market prices in a supplied value chain.

    Upcoming
    Concept
  2. 534

    Financial materiality and impact materiality

    Separate effects on the business from effects of the business and identify where the two interact.

    Upcoming
    Concept
  3. 535

    Emissions, resource use, and measurement boundaries

    Interpret a simplified inventory with operational and value-chain boundaries and identify omissions and double-counting risks.

    Upcoming
    Concept
  4. 536

    Evaluate sustainability investments

    Compare supplied efficiency, sourcing, and redesign projects using cash flows, measurable impacts, uncertainty, and implementation constraints.

    Upcoming
    Concept
  5. 537

    Credible claims and supplier accountability

    Test a supplied environmental or social claim against its baseline, boundary, evidence, and tradeoffs.

    Upcoming
    Concept
  6. 538

    Case: A company chooses among three sustainability projects

    Use supplied cost, impact, supplier, and customer data to recommend a prioritized investment portfolio.

    Upcoming
    Case
  7. 539

    Review: Sustainability meets economics, capital budgeting, and ethics

    Explain when an initiative creates private returns, wider benefits, both, or neither, and defend an explicit tradeoff.

    Upcoming
    Review
  8. 540

    Physical climate risks and business dependencies

    Trace how heat, flood, fire, or water stress could affect a supplied site, workforce, supplier, and customer network.

    Upcoming
    Concept
  9. 541

    Transition risks and changing economics

    Map how hypothetical policy, technology, financing, and customer changes could alter demand and asset values.

    Upcoming
    Concept
  10. 542

    Adaptation and resilient capital allocation

    Compare protective investment, relocation, diversification, insurance, and acceptance using supplied scenarios and lifecycle costs.

    Upcoming
    Concept
  11. 543

    Supply resilience and the price of redundancy

    Quantify the margin and inventory cost of dual sourcing, buffers, or backup capacity against disruption losses.

    Upcoming
    Concept
  12. 544

    Long-term decisions under deep uncertainty

    Use thresholds, reversible steps, and adaptation pathways when precise probabilities are unavailable.

    Upcoming
    Concept
  13. 545

    Case: Protect an operation exposed to recurring disruption

    Use supplied site, supplier, and loss scenarios to select a phased resilience plan within a capital limit.

    Upcoming
    Case
  14. 546

    Review: Resilience meets risk, operations, and strategy

    Stress-test the plan against demand shifts and financing constraints and identify where resilience reinforces or weakens competitive advantage.

    Upcoming
    Review
18

Integrated capstones and decision defense

Lessons 547–588 · 0 available

Combine the disciplines in owner and executive decisions, defend a recommendation, and build a practical portfolio.

  1. 547

    Define the opportunity and evidence standard

    Use a supplied fictional service-business packet to state the customer problem, alternatives, launch objective, and evidence required.

    Upcoming
    Concept
  2. 548

    Select the offer and initial customers

    Use supplied interview excerpts and conversion data to choose an initial segment, offer, price, and acquisition channel.

    Upcoming
    Concept
  3. 549

    Reconcile delivery economics and capacity

    Calculate contribution per job, break-even volume, and weekly capacity from the supplied staffing and cost exhibit.

    Upcoming
    Concept
  4. 550

    Test startup cash and downside survival

    Use the supplied forecast template to estimate working capital, runway, and the effect of slower sales or higher rework.

    Upcoming
    Concept
  5. 551

    Design a bounded launch

    Choose milestones, responsibilities, controls, and stop-or-expand rules using the supplied resource constraints.

    Upcoming
    Concept
  6. 552

    Case defense: Invest personal capital or decline

    Use a supplied consolidated draft and new competitor information to issue a conditional go-or-no-go memo with the strongest counterargument.

    Upcoming
    Case
  7. 553

    Review: Audit the launch decision across disciplines

    Reconcile the supplied model and decision memo against marketing, accounting, operations, finance, and strategy; correct the largest inconsistency.

    Upcoming
    Review
  8. 554

    Frame the decision and credible alternatives

    Use a supplied fictional company brief to define the problem, baseline, alternatives, sponsor, and measurable decision criteria.

    Upcoming
    Concept
  9. 555

    Validate customer and channel assumptions

    Evaluate supplied research and channel data to separate incremental demand from channel switching and unsupported adoption claims.

    Upcoming
    Concept
  10. 556

    Choose the delivery and partnership approach

    Use supplied technical and vendor exhibits to compare build, buy, and partner options on cost, timing, reliability, and control.

    Upcoming
    Concept
  11. 557

    Evaluate investment returns and attribution

    Calculate incremental project cash flows and NPV from a supplied table, avoiding sunk costs and double-counted benefits.

    Upcoming
    Concept
  12. 558

    Plan adoption and accountable execution

    Use a supplied organizational chart and workflow to assign decision rights, pilot metrics, training, and rollout gates.

    Upcoming
    Concept
  13. 559

    Case defense: Present to the investment committee

    Use a supplied complete draft and a late budget constraint to recommend scope, funding, conditions, and a response to the strongest objection.

    Upcoming
    Case
  14. 560

    Review: Audit the initiative across disciplines

    Challenge the supplied investment case using finance, product discovery, incentives, operational capacity, and technology risk.

    Upcoming
    Review
  15. 561

    Screen the target and acquisition thesis

    Use a supplied fictional target packet to define the acquisition rationale, owner role, non-negotiable criteria, and initial concerns.

    Upcoming
    Concept
  16. 562

    Normalize earnings and working capital

    Reconcile supplied statements and add-backs to estimate sustainable operating earnings, maintenance investment, and normal working capital.

    Upcoming
    Concept
  17. 563

    Assess customer, workforce, and operating dependencies

    Use supplied diligence exhibits to rank concentration, retention, key-person, supplier, and control risks.

    Upcoming
    Concept
  18. 564

    Set price, financing, and downside limits

    Use supplied financing terms and cash scenarios to estimate affordable debt, equity needs, coverage, and a maximum defensible offer.

    Upcoming
    Concept
  19. 565

    Structure protections and the transition

    Select supplied deal protections and sequence the first hundred days around continuity, controls, and seller knowledge transfer.

    Upcoming
    Concept
  20. 566

    Case defense: Renegotiate, proceed, or walk away

    Use a supplied consolidated analysis and newly disclosed customer loss to revise the offer or reject the acquisition.

    Upcoming
    Case
  21. 567

    Review: Audit the acquisition across disciplines

    Find the largest inconsistency among valuation, cash conversion, financing, legal protections, and transition assumptions in a supplied decision memo.

    Upcoming
    Review
  22. 568

    Diagnose the business before cutting costs

    Use a supplied fictional company packet to separate demand decline, margin erosion, execution failures, and financing pressure.

    Upcoming
    Concept
  23. 569

    Build the short-term cash view

    Use supplied receivables, payables, payroll, and debt schedules to identify the timing and size of a liquidity shortfall.

    Upcoming
    Concept
  24. 570

    Protect value while changing the operating model

    Rank supplied pricing, product, procurement, capacity, and overhead actions by cash impact, reversibility, and customer consequences.

    Upcoming
    Concept
  25. 571

    Align people, incentives, and communication

    Use a supplied organization and stakeholder map to assign responsibilities and prepare clear messages around a proposed operating change.

    Upcoming
    Concept
  26. 572

    Create scenarios and a recovery dashboard

    Set leading indicators, cash thresholds, contingency actions, and governance using a supplied recovery-plan template.

    Upcoming
    Concept
  27. 573

    Case defense: Respond to a lender and board challenge

    Use a supplied full recovery proposal and a new disruption to defend priorities, funding needs, and changes to the plan.

    Upcoming
    Case
  28. 574

    Review: Audit the turnaround across disciplines

    Test the supplied plan for cash-versus-profit confusion, capacity mistakes, unsupported sales recovery, and incentives that encourage harmful shortcuts.

    Upcoming
    Review
  29. 575

    Choose a growth path and owner objective

    Use a supplied fictional business packet to compare deeper penetration, new locations, adjacent offers, and deliberate slower growth.

    Upcoming
    Concept
  30. 576

    Test expansion economics and market access

    Use supplied customer, competition, and cohort data to estimate incremental contribution, acquisition payback, and location break-even.

    Upcoming
    Concept
  31. 577

    Design the scalable operating system

    Choose staffing, process standards, training, quality checks, and technology support from a supplied expansion design.

    Upcoming
    Concept
  32. 578

    Choose financing and owner cash allocation

    Compare supplied debt, retained-earnings, and equity options against cash needs, ownership preferences, and downside exposure.

    Upcoming
    Concept
  33. 579

    Reduce founder dependence and prepare succession

    Use a supplied organization chart to delegate decisions, develop managers, and address the two largest continuity risks.

    Upcoming
    Concept
  34. 580

    Case defense: Approve a staged expansion

    Use a supplied consolidated proposal and conflicting pilot results to select a pace, funding limit, stage gates, and stop rules.

    Upcoming
    Case
  35. 581

    Review: Audit the scaling plan across disciplines

    Reconcile growth, financing, unit economics, management capacity, and quality in a supplied plan and correct its binding constraint.

    Upcoming
    Review
  36. 582

    Compare investments across ownership contexts

    Use supplied summaries of a startup, acquisition, corporate initiative, and resilience project to identify comparable goals, risks, and cash needs.

    Upcoming
    Concept
  37. 583

    Audit models and competing claims

    Reconcile the supplied projects’ cash flows, discounting, unit economics, and evidence quality before comparing their reported returns.

    Upcoming
    Concept
  38. 584

    Allocate limited capital and management attention

    Choose a portfolio within supplied funding and leadership-capacity constraints while explaining concentration and sequencing tradeoffs.

    Upcoming
    Concept
  39. 585

    Stress-test the portfolio

    Apply supplied macroeconomic, operational, and technology shocks to identify cash shortages, correlated risks, and contingent actions.

    Upcoming
    Concept
  40. 586

    Prepare a decision brief and opposing argument

    Write a concise recommendation using a supplied portfolio template and articulate the strongest evidence-based argument against it.

    Upcoming
    Concept
  41. 587

    Final case defense: Respond to a skeptical owner and board

    Answer supplied challenges on finance, strategy, operations, people, ethics, and uncertainty; revise the recommendation where the evidence warrants it.

    Upcoming
    Case
  42. 588

    Final cumulative review and continued practice

    Use a supplied cross-functional diagnostic and worked examples to identify weak areas and create a focused 90-day application and review plan.

    Upcoming
    Review