Business, Design, and Leadership

Identify the main revenue, cost, and risk drivers of a business from a concise company case.

Trace a design decision through customer behavior to a measurable business outcome.

Analyze a strategic trade-off in terms of opportunity cost and organizational fit.

Write a concise design-business thesis that states a choice, causal mechanism, and expected value.

Estimate a venture's total, serviceable, and obtainable market using a bottom-up method.

Define a target segment by shared problem, economic value, and buying context.

Turn customer evidence into a testable willingness-to-pay hypothesis.

Map direct competitors, substitutes, current workarounds, and switching friction for a customer problem.

Assess whether a proposed advantage is defensible through capabilities, data, brand, scale, or switching costs.

Prioritize an opportunity using market attractiveness, strength of evidence, and founder fit.

Compare common revenue models by their incentives, risks, and cash-flow characteristics.

Choose a pricing metric that scales with the value customers receive.

Design a packaging and tier structure for a specified customer segment.

Separate fixed and variable costs to explain a venture's operating leverage.

Assess whether a product has genuine network effects and identify the conditions needed to strengthen them.

Stress-test a business model under changes in demand, pricing, and cost assumptions.

Interpret the revenue, cost, and profit lines of a basic income statement.

Explain the difference between profit and cash using a business scenario.

Calculate gross margin and contribution margin for a product or service.

Calculate customer acquisition cost, customer lifetime value, and CAC payback period from operating data.

Calculate the sales volume required for a venture to break even.

Forecast cash runway under alternative hiring and revenue scenarios.

Recommend a financing path by comparing bootstrapping, debt, and equity in terms of runway, control, dilution, and risk.

Convert a venture thesis into explicit desirability, viability, feasibility, and distribution assumptions.

Rank venture assumptions by uncertainty and consequence.

Define an evidence threshold that would support or invalidate a critical assumption.

Design the lowest-cost valid experiment for a critical venture assumption.

Update confidence in an assumption after interpreting experiment evidence.

Make a reasoned persevere, pivot, or stop decision from a set of validation results.

Create an ideal-customer and buying-unit profile based on problem intensity, economic value, authority, and purchasing roles.

Write a positioning statement that differentiates a product from the customer's alternatives.

Select an initial acquisition channel based on customer behavior and channel economics.

Model conversion rates and constraints across an acquisition-to-retention funnel.

Interpret cohort retention data to diagnose the durability of customer value.

Diagram a growth loop and identify the condition that limits its compounding effect.

Set stage- and business-model-appropriate evidence thresholds for product-market fit and early traction.

Distinguish design outputs, product behaviors, customer outcomes, and business results in a measurement system.

Build a metric tree that connects a design intervention to a business driver.

Select leading, lagging, and guardrail metrics for a design-led initiative.

Specify a baseline and comparison method for evaluating a design intervention.

Estimate a design initiative's incremental contribution while acknowledging confounding factors.

Quantify the financial cost of a defined customer-experience or design-system problem.

Construct a business case with expected benefits, costs, risks, and confidence levels.

Design an executive dashboard that communicates design's contribution without overstating causality.

Write a one-page decision memo that separates evidence, assumptions, options, and recommendation.

Map stakeholders by incentives, decision authority, influence, and likely resistance.

Reframe a design recommendation for finance, product, engineering, and commercial executives.

Present a data-informed narrative that connects customer evidence to strategic and financial value.

Run a pre-mortem to expose risks in a strategic proposal.

Negotiate resources by making explicit trade-offs among value, cost, speed, and risk.

Facilitate a cross-functional decision meeting that concludes with an explicit decision, owner, and next steps.

Diagnose an organization's design maturity from its behaviors, capabilities, and decision patterns.

Choose among centralized, embedded, and federated design structures for a given company context.

Define decision rights at the interfaces among design, product, engineering, data, and go-to-market teams.

Create a capacity plan that links design investment to strategic priorities.

Write a role scorecard with business-linked outcomes for a senior design hire.

Design an operating cadence that integrates portfolio reviews, evidence sharing, decision records, and strategic follow-through.

Identify an incentive that could undermine customer value and redesign it to support the desired behavior.

Classify a leadership decision as reversible or irreversible and choose an appropriate decision process.

Identify cognitive biases that distort a founder or executive team's strategic judgment.

Design conditions for productive dissent and psychological safety in a senior team.

Structure a difficult executive conversation around facts, interests, options, and commitments.

Delegate a strategic responsibility with clear authority, constraints, and accountability.

Resolve an ethical trade-off involving growth, customer welfare, data, or artificial intelligence.

Select a venture problem using explicit opportunity and founder-fit criteria.

Produce a one-page opportunity memo for a chosen venture or realistic case.

Create an assumption map for the venture's customer, solution, business model, and distribution logic.

Construct a 12-month revenue-and-cost forecast from explicit assumptions.

Build a 90-day validation plan ordered by risk and learning value.

Create a staged go-to-market plan for the venture's first target segment.

Draft an initial operating plan covering capabilities, roles, partnerships, and decision cadence.

Deliver and defend an investment narrative using customer evidence, economics, strategic choices, and risks.

Define the audience and observable behavior change for a business–design leadership learning experience.

Sequence a learning pathway from business fundamentals to strategic application.

Create an original visual framework that explains how design contributes to business value.

Write a teaching case that includes evidence, competing options, and a consequential decision.

Design an applied exercise that lets leaders practice a business–design trade-off.

Create an assessment rubric for evaluating strategic business–design reasoning.

Respond to common executive objections about design investment using evidence and business logic.

Deliver a short teach-back session on a business–design leadership concept.