Product Management

Chapter 10
Product Economics, Pricing and Financial Evaluation

Diploma in Product Management
Product Management   •   Diploma

Product Economics, Pricing and Financial Evaluation

Introduction

Product management is not only the discipline of identifying customer problems and designing solutions; it is also the discipline of allocating scarce resources to products that can create sustainable value. A product may attract users, generate strong engagement, or solve an important problem and still be economically unattractive. Product economics provides the tools for testing whether the value created for customers can support the costs of building, selling, delivering, and servicing the product.

This chapter examines unit economics, cost structures, revenue models, pricing, willingness to pay, customer lifetime value, customer acquisition cost, contribution margin, forecasting, and business cases. The central managerial question is:

Can this product create sufficient customer and company value, at an acceptable level of risk, to justify continued investment?

Financial evaluation should not replace product discovery or customer research. Rather, it complements them. Financial models are representations of reality, not reality itself. Their quality depends on the assumptions, evidence, and decision rules used to construct them.

Learning Objectives

By the end of this chapter, you should be able to:

  1. Distinguish revenue, cost, profit, cash flow, and contribution margin.
  2. Analyse product unit economics and identify economic risks.
  3. Compare common revenue and pricing models.
  4. Estimate willingness to pay and interpret price sensitivity.
  5. Calculate customer acquisition cost, customer lifetime value, payback period, and break-even volume.
  6. Construct and critically evaluate a product forecast and business case.
  7. Recognise ethical, regulatory, and governance issues in pricing and financial decisions.
  8. Recommend investment actions using evidence, assumptions, and sensitivity analysis.

1. The Economic Logic of a Product

A product creates economic value when the benefits perceived by a customer exceed the price paid, while the price and associated revenue exceed the resources required to serve that customer. Three perspectives must therefore be considered:

  • Customer value: the economic, functional, emotional, or social benefit received by the customer.
  • Company value: revenue, margin, strategic advantage, learning, or other benefits received by the organisation.
  • System value: effects on partners, employees, communities, competitors, and the environment.

A product manager is often responsible for decisions that influence all three. For example, reducing service quality may improve short-term margin but increase complaints and churn. A low introductory price may accelerate adoption but establish a reference price that is difficult to raise later.

Important distinctions are shown below.

ConceptMeaningProduct-management relevance
RevenueMoney earned from selling products or services, recognised according to applicable accounting rulesMeasures commercial inflow, not necessarily cash received immediately
CostResources consumed to create, sell, deliver, or support a productDetermines profitability and scalability
ProfitRevenue minus relevant expensesIndicates accounting performance over a period
Cash flowCash received and paid during a periodDetermines liquidity and ability to fund operations
MarginA financial amount or percentage retained after specified costsHelps compare products and customer segments
InvestmentCurrent expenditure intended to generate future valueIncludes development, infrastructure, research, and acquisition spending

A product can be profitable on an accounting basis but experience negative cash flow because customers pay late or because large development costs are paid before revenue arrives. Conversely, a subscription business may collect cash in advance while still having poor long-term economics if customers churn rapidly.

2. Cost Structure and Unit Economics

Fixed, variable, and semi-variable costs

Fixed costs do not change directly with short-term output within a relevant range. Examples include product-manager salaries, annual software licences, and office leases. Variable costs change with the number of units or customers served, such as payment fees, shipping, cloud usage, or customer support contacts. Semi-variable costs contain both components; a support operation may have a fixed staffing base plus usage-related costs.

The classification depends on the decision horizon. Cloud infrastructure may appear fixed under a monthly contract but become variable as usage scales. Product development may be treated as a fixed investment for a launch decision but as an avoidable cost when comparing alternative technical architectures.

Unit economics

Unit economics evaluates the revenue and directly attributable costs associated with one unit of economic activity. The unit may be a physical item, order, transaction, subscriber, active account, or customer cohort. The selected unit must match the business model.

For a simple transaction, contribution margin is:

CMu = P − VCu

where:

  • CMu = contribution margin per unit, in currency per unit;
  • P = selling price or revenue per unit, in currency per unit;
  • VCu = variable cost per unit, in currency per unit.

The contribution margin ratio is:

CMR = (P − VCu) ÷ P

where CMR is expressed as a decimal or percentage. This calculation assumes that the price and variable cost are measured on the same basis, such as excluding or including tax consistently, and that the relevant unit is clearly defined.

Contribution margin is not the same as gross profit. Organisations differ in which costs they classify as cost of goods sold, direct cost, or operating expense. Product managers should therefore document the cost boundary used in a model.

Worked example: unit contribution

A digital service charges £30 per month. Payment processing costs £1.20, usage-based infrastructure costs £4.80, and average monthly support cost is £2.00 per subscriber. The monthly contribution margin is:

CMu = £30 − (£1.20 + £4.80 + £2.00) = £22.00

The contribution margin ratio is:

CMR = £22 ÷ £30 = 0.7333 ≈ 73.3%

This does not mean that 73.3% is profit. Product salaries, marketing, administration, research, depreciation, taxes, and other costs still have to be considered.

3. Revenue Models

A revenue model explains how a product captures value. A product may use more than one model, but complexity should be justified by customer needs and operational capability.

Common models

  • One-time sale: the customer pays once for ownership or access. This is simple but may create irregular revenue and weak incentives for continuing service.
  • Subscription: the customer pays periodically for continuing access. It supports recurring revenue but makes retention and service quality critical.
  • Usage-based pricing: payment varies with consumption, such as transactions, storage, minutes, or API calls. It aligns price with value for some customers but can create bill uncertainty.
  • Freemium: a basic version is free while advanced features require payment. It can reduce adoption barriers, but conversion and free-user servicing must be economically viable.
  • Commission or marketplace model: the platform retains a percentage or fee from transactions between participants. It depends on transaction volume, trust, and balanced participation.
  • Advertising-supported model: users receive free access while advertisers pay for attention or outcomes. Privacy, brand safety, and audience quality are central concerns.
  • Licensing: customers pay for rights to use intellectual property or software, often under contractual restrictions.
  • Bundling: the product is sold with complementary products or services. Bundles can increase perceived value but make product-level profitability harder to observe.

Revenue model selection should consider willingness to pay, frequency of value delivery, measurement reliability, customer procurement practices, switching costs, and competitive norms.

4. Pricing and Willingness to Pay

Pricing is both an economic decision and a communication of product value. A price signals positioning, controls access, influences demand, and determines whether the organisation can deliver the promised experience.

Value-based, cost-plus, and competition-based pricing

Cost-plus pricing sets price by adding a markup to cost. It is easy to administer but may ignore customer value and competitive alternatives.

Competition-based pricing uses competitor prices as a reference. It can be appropriate in transparent markets with comparable offerings, but copying competitors does not establish that the price is profitable or strategically appropriate.

Value-based pricing begins with the benefits delivered to a target customer and the customer’s alternatives. It is usually more strategically powerful, but it requires evidence about outcomes and willingness to pay.

A useful conceptual relationship is:

Customer surplus = Perceived value − Price

Perceived value is not necessarily the same as production cost. It may include revenue gained, time saved, risk reduced, convenience, status, or compliance benefits. The customer will generally not pay more than the value they perceive, and the organisation cannot sustainably charge below its relevant long-run cost unless another strategic rationale exists.

Willingness to pay

Willingness to pay (WTP) is the maximum amount a customer is prepared to exchange for an offering under specified conditions. It is not a single permanent psychological number. It varies by segment, use case, budget authority, urgency, alternatives, perceived risk, and purchasing context.

Useful evidence sources include:

  • interviews focused on existing behaviour and alternatives;
  • analysis of current spending and switching costs;
  • conjoint or discrete-choice research;
  • price experiments and controlled tests;
  • sales negotiations and win/loss analysis;
  • usage and retention differences across price plans.

Directly asking, “Would you buy this at £X?” often produces unreliable answers because respondents may be polite, speculative, or uninformed. Behavioural evidence is generally stronger than stated intention, although experiments must be designed carefully to avoid misleading customers or creating unfair treatment.

Price elasticity

Price elasticity of demand measures the responsiveness of quantity demanded to a change in price:

Ep = (% change in quantity demanded) ÷ (% change in price)

Using a midpoint method for two observations:

Ep = [(Q₂ − Q₁) ÷ ((Q₂ + Q₁) ÷ 2)] ÷ [(P₂ − P₁) ÷ ((P₂ + P₁) ÷ 2)]

Here P₁ and P₂ are prices, and Q₁ and Q₂ are quantities demanded. Price elasticity is usually negative because higher prices reduce demand, although the absolute value is often used for interpretation. The midpoint method is useful because it gives the same absolute result when moving from observation 1 to 2 or from 2 to 1. It assumes that other important factors remain sufficiently stable and that the observed change can reasonably be attributed to price.

Elasticity is not automatically a reason to lower price. If demand is inelastic, a price increase may increase revenue, but it may also damage trust, retention, access, or regulatory compliance. Revenue effects should be considered together with costs and strategic objectives.

Price architecture

Price architecture includes the structure of plans, tiers, discounts, limits, add-ons, contract terms, and payment frequency. A well-designed architecture helps customers select an appropriate option without manipulation. Common approaches include:

  • good-better-best tiers;
  • per-seat versus usage-based charging;
  • monthly versus annual payment;
  • entry-level plans for low-complexity users;
  • enterprise plans with service levels and negotiated terms;
  • packaging by customer outcome rather than by internal feature list.

Discounts should have a reason, such as lower service cost for annual commitment, introductory adoption, education access, or volume efficiency. Uncontrolled discounting can obscure willingness to pay and train customers to delay purchase.

5. Customer Acquisition Cost and Customer Lifetime Value

Customer acquisition cost

Customer acquisition cost (CAC) estimates the cost of acquiring a customer. A simple form is:

CAC = Acquisition and sales spend ÷ Number of newly acquired customers

The numerator and denominator must refer to the same period, channel, and customer definition. If a campaign costs £40,000 and produces 500 new paying customers, the blended CAC is £80 per customer. A more useful analysis may separate paid search, sales-led acquisition, partnerships, and organic acquisition.

CAC can be distorted by attributing all sales and marketing costs to immediate customers, excluding shared costs, or counting leads rather than paying customers. Product managers should state whether CAC includes sales salaries, commissions, marketing technology, onboarding, and promotional credits.

Customer lifetime value

Customer lifetime value (CLV or LTV) estimates the discounted or undiscounted contribution expected from a customer over the relationship. A simplified subscription formula is:

LTV ≈ (ARPU × CM%) ÷ Monthly churn

where ARPU is average revenue per user per month, CM% is the contribution margin ratio, and monthly churn is expressed as a decimal. This formula assumes constant revenue, constant contribution margin, a stable churn rate, and a geometric retention process. It does not include discounting or expansion unless those are incorporated into the inputs.

For the earlier service, if ARPU is £30, contribution margin is 73.3%, and monthly logo churn is 4%, then:

LTV ≈ (£30 × 0.733) ÷ 0.04 = £549.75

This is an estimate of contribution, not revenue and not accounting profit. If churn, price, or margin changes materially by customer age, segment, or plan, a cohort model is preferable.

A discounted cohort formulation is:

LTV = ∑ₜ₌₁ⁿ [(Rₜ − VCₜ) × Sₜ] ÷ (1 + r)ᵗ

where Rₜ is revenue per customer in period t, VCₜ is variable cost per customer, Sₜ is the probability of surviving to period t, r is the discount rate per period, and n is the analysis horizon. This formulation is more flexible and makes assumptions visible. If future cash flows are uncertain, survival probabilities and expansion revenue should be estimated from cohort data rather than assumed to be constant.

LTV:CAC and payback

The ratio LTV ÷ CAC is often used as a screening indicator. It should not be treated as a universal law or a complete investment criterion. A high ratio may result from under-investment in growth, delayed cost recognition, or optimistic churn assumptions.

CAC payback period estimates how long it takes contribution margin to recover acquisition cost. With constant monthly contribution:

Payback period = CAC ÷ Monthly contribution per customer

For CAC of £80 and monthly contribution of £22, payback is approximately 3.64 months. In practice, partial-month revenue, onboarding costs, churn during the payback period, and cash collection terms should be incorporated.

6. Break-Even, Forecasting, and Investment Evaluation

Break-even analysis

Break-even volume is the quantity at which total contribution equals fixed costs:

QBE = Fixed costs ÷ (Price per unit − Variable cost per unit)

where QBE is break-even units. This formula assumes a constant price, constant variable cost, one relevant product or a stable sales mix, and a defined time period.

If annual fixed costs are £220,000, price is £30, and variable cost is £8, then:

QBE = £220,000 ÷ (£30 − £8) = 10,000 units

At 10,000 units, contribution is £220,000, covering fixed costs before tax, financing costs, and any excluded expenses.

For multiple products, a weighted average contribution margin may be used only when the sales mix is sufficiently stable. If the mix changes, break-even should be modelled separately by scenario.

Forecasting

A product forecast converts assumptions about customers, prices, usage, costs, and timing into expected financial outcomes. A robust model commonly includes:

  1. market or segment assumptions;
  2. leads, conversion, and activation;
  3. beginning customers, new customers, churn, and ending customers;
  4. price, usage, expansion, and discounts;
  5. revenue recognition and cash collection;
  6. variable costs and contribution margin;
  7. fixed operating costs and investment;
  8. cash flow, runway, and key risks.

For a subscription product, ending customers can be represented as:

Ending customers = Beginning customers + New customers − Churned customers

If churn is a rate applied to beginning customers:

Churned customers = Beginning customers × Churn rate

The model should specify whether customers are counted at the beginning, end, or average of a period. Revenue may be calculated using average customers when usage occurs throughout the period, but contractual revenue recognition may follow accounting rules that differ from cash collection.

Forecasts should contain base, upside, and downside cases. Sensitivity analysis tests how output changes when one assumption changes; scenario analysis changes several related assumptions together. Common high-sensitivity variables include conversion, retention, price, usage, implementation cost, and sales cycle length.

Business cases

A business case explains why a product investment should or should not be made. It should connect customer evidence to financial consequences and decision criteria. A practical business case includes:

  • problem and target customer;
  • proposed product and differentiated value;
  • strategic fit;
  • market and competitive assumptions;
  • investment required and timing;
  • revenue model and pricing rationale;
  • cost structure and resource plan;
  • forecast scenarios;
  • risks, dependencies, and mitigations;
  • measurable decision gates;
  • recommendation and conditions for continuation.

For larger investments, discounted cash flow methods may be relevant. Net present value is:

NPV = ∑ₜ₌₀ⁿ CFₜ ÷ (1 + r)ᵗ

where CFₜ is net cash flow in period t, r is the discount rate per period, and n is the final period. A positive NPV means that, under the chosen assumptions and discount rate, discounted benefits exceed discounted costs. NPV is sensitive to timing, terminal assumptions, and the selected rate; it should therefore be accompanied by scenario and sensitivity analysis.

Return on investment can be expressed as:

ROI = (Net benefit − Investment) ÷ Investment

The numerator and denominator must use a consistent definition of benefit, cost, and time period. ROI is easy to communicate but can be misleading when comparing investments with different durations, risk, or cash-flow timing.

7. Illustrative Case: FleetFlow Mobile

The following is a fictional illustrative case.

Background and problem

FleetFlow provides route-planning software to small delivery companies. Its existing product is sold through a sales team at £240 per vehicle per year. Management is considering a self-service mobile product for small operators with fewer than ten vehicles.

Research indicates that customers value reduced planning time and fewer failed deliveries. However, many prospects are price-sensitive and currently use spreadsheets. The product team proposes a subscription of £25 per vehicle per month.

Analysis

The first-year assumptions are:

AssumptionBase case
Monthly price per vehicle£25
Variable infrastructure and support cost£6 per vehicle-month
Payment and service cost£1 per vehicle-month
Contribution per vehicle-month£18
Monthly churn3.5%
Acquisition and onboarding cost per new customer£120
Annual fixed product investment£180,000

The contribution calculation is:

£25 − (£6 + £1) = £18

The contribution margin ratio is 72%. If the average customer has four vehicles, monthly contribution per customer is £72 before acquisition recovery and fixed costs.

Using the simplified LTV formula at the vehicle level:

LTV ≈ (£25 × 0.72) ÷ 0.035 ≈ £514.29

This suggests an LTV:CAC ratio of approximately 4.29 at the vehicle level, but this comparison is invalid if CAC is measured per customer rather than per vehicle. The team must standardise the unit. If the average customer has four vehicles and CAC is £120 per customer, CAC per vehicle is approximately £30, producing a different ratio. This illustrates why unit definition is a governance issue, not a cosmetic modelling choice.

Approach and decision

The team recommends a controlled launch rather than a full rollout. The launch should test three propositions:

  1. whether prospects activate the product without high-touch sales;
  2. whether the observed value supports the proposed price;
  3. whether monthly churn remains below the level required by the business case.

The launch includes an annual-plan experiment, a transparent usage explanation, and a customer-success intervention for accounts showing low engagement. Success gates are defined before launch: activation within seven days, a target paid conversion rate, support cost per account, and a 90-day retention threshold.

Outcome and learning points

After the pilot, conversion is acceptable but support contacts are higher than expected because customers misunderstand route constraints. The product team postpones scale investment, improves onboarding, and updates the variable-cost assumption. The case demonstrates that financial evaluation is iterative: customer behaviour changes the model, and the model identifies which product assumptions require validation.

Key lessons include:

  • define the economic unit before calculating metrics;
  • distinguish contribution from profit;
  • validate retention rather than assuming it;
  • include service and onboarding costs;
  • use financial gates to guide learning, not merely to justify a predetermined launch;
  • treat pricing experiments as customer-impacting interventions requiring transparency and fairness.

8. Challenges, Ethics, and Governance

Financial models commonly fail because of false precision, inconsistent definitions, omitted costs, and optimistic assumptions. Product teams should maintain an assumptions register identifying the source, confidence level, owner, and review date for each important input.

Pricing also raises ethical issues. Personalisation based on sensitive characteristics may produce discriminatory outcomes. Dark patterns, hidden charges, difficult cancellation, and confusing auto-renewal practices may increase short-term revenue while damaging autonomy and trust. Consumer-protection, competition, tax, accounting, data-protection, and sector-specific rules may apply. Prices and terms should be clear, accessible, and consistent with contractual and regulatory obligations.

AI can support forecasting, segmentation, anomaly detection, and price experimentation, but it does not remove managerial accountability. Models trained on historical prices may reproduce discriminatory patterns or mistake correlation for willingness to pay. Automated pricing should have human oversight, audit trails, documented constraints, monitoring for disparate impact, and a process for customer appeal where appropriate.

9. Best Practices for Product Financial Evaluation

  1. Define the unit, period, customer population, and cost boundary before calculating metrics.
  2. Separate observed data, estimates, and assumptions.
  3. Use cohort-based retention and revenue analysis where customer behaviour changes over time.
  4. Include onboarding, support, refunds, discounts, payment fees, and service failures where relevant.
  5. Reconcile product metrics with finance definitions and accounting treatment.
  6. Present base, upside, and downside scenarios rather than a single-point forecast.
  7. Test the sensitivity of decisions to price, conversion, churn, and cost assumptions.
  8. Use experiments to learn about willingness to pay, while protecting customers from misleading practices.
  9. Set explicit investment gates and stop or change direction when evidence fails to support the case.
  10. Review the model after launch and compare actuals with forecast assumptions.

Chapter Summary

Product economics connects customer value, company value, costs, revenue, and investment decisions. Unit economics begins by defining an appropriate unit and measuring revenue and directly attributable costs. Contribution margin shows how much remains to cover fixed costs and investment, but it is not the same as profit. Revenue models include sales, subscriptions, usage charges, freemium, commissions, advertising, licensing, and bundles.

Pricing should reflect customer value, alternatives, willingness to pay, competitive context, costs, and strategic objectives. Elasticity helps evaluate demand response but requires careful interpretation. CAC measures acquisition efficiency, while LTV estimates the contribution expected over the customer relationship. Both metrics are highly sensitive to definitions and assumptions. Break-even analysis identifies the volume required to cover fixed costs, while forecasts, scenarios, NPV, and ROI support broader investment decisions.

A credible business case is evidence-based, transparent about uncertainty, and linked to measurable decision gates. Ethical pricing, regulatory compliance, privacy, fairness, and human oversight are essential, particularly when data and AI influence price or access decisions.

Key Terms

Unit economics: Analysis of revenue and directly attributable costs for one defined economic unit.

Revenue: Income generated from selling goods or services.

Fixed cost: Cost that does not vary directly with short-term output within a relevant range.

Variable cost: Cost that changes with output, usage, or customers served.

Contribution margin: Revenue remaining after specified variable costs.

Contribution margin ratio: Contribution margin expressed as a proportion of revenue.

Revenue model: The mechanism through which a product captures financial value.

Willingness to pay: The maximum amount a customer is prepared to pay under specified conditions.

Value-based pricing: Pricing based primarily on perceived customer value and alternatives.

Price elasticity: Responsiveness of quantity demanded to a change in price.

Customer acquisition cost (CAC): Acquisition and sales expenditure divided by newly acquired customers, under a defined measurement basis.

Customer lifetime value (LTV): Estimated contribution generated by a customer over the relationship.

Churn: The rate or number of customers, accounts, or revenue lost during a period.

Payback period: Time required for contribution to recover acquisition or investment cost.

Break-even volume: Output at which contribution equals fixed costs.

Forecast: A quantified estimate of future performance based on assumptions and evidence.

Scenario analysis: Evaluation of outcomes under coherent alternative sets of assumptions.

Net present value (NPV): Discounted value of future cash flows net of investment.

Business case: Structured justification for an investment decision.

Price architecture: The structure of plans, tiers, discounts, limits, and payment terms.

Review Questions

Short Answer Questions

  1. What is the difference between contribution margin and profit?
  2. Why must the economic unit be defined before calculating LTV or CAC?
  3. Identify two advantages and two risks of subscription pricing.
  4. What does price elasticity of demand measure?
  5. Why should a product forecast include downside scenarios?

Long Answer Questions

  1. Explain how value-based pricing differs from cost-plus and competition-based pricing. Discuss situations in which each approach may be useful.
  2. Describe the assumptions behind the simplified subscription LTV formula and explain why a cohort model may be preferable.
  3. Explain how a product manager should construct a business case for a major product investment.
  4. Discuss the relationship between revenue model, cost structure, contribution margin, and scalability.
  5. Evaluate the ethical and governance risks of using AI for personalised pricing.

Analytical / Application Questions

  1. A product sells for £50 per month. Variable costs are £14, monthly churn is 5%, and CAC is £180. Calculate monthly contribution margin, simplified LTV, and the LTV:CAC ratio. State two limitations of your calculation.
  2. A company has fixed annual costs of £300,000, a selling price of £80, and variable cost of £35. Calculate break-even volume. Explain how the result would change if the company introduced a 10% average discount.
  3. Design a financial validation plan for a new freemium product. Specify the unit of analysis, metrics, experiments, assumptions, ethical safeguards, and investment decision gates.

Multiple Choice Questions with Answers

Question 1

A product sells for £40 and has a variable cost of £15 per unit. What is the contribution margin per unit?

A. £15

B. £25

C. £40

D. £55

Correct Answer: B. £25

Question 2

Which statement best describes willingness to pay?

A. The cost of producing one unit

B. The competitor’s listed price

C. The maximum amount a customer is prepared to pay under specified conditions

D. The organisation’s required profit margin

Correct Answer: C. The maximum amount a customer is prepared to pay under specified conditions

Question 3

A campaign costs £12,000 and produces 150 new paying customers. What is CAC?

A. £18

B. £80

C. £150

D. £1,800

Correct Answer: B. £80

Question 4

Which assumption is required by the simplified subscription LTV formula using ARPU, contribution margin, and churn?

A. Churn must be zero

B. Revenue and churn are assumed to be reasonably stable

C. Fixed costs must be included in contribution margin

D. Customers must all pay annually

Correct Answer: B. Revenue and churn are assumed to be reasonably stable

Question 5

If fixed costs are £100,000, price is £20, and variable cost is £10, what is break-even volume?

A. 5,000 units

B. 10,000 units

C. 20,000 units

D. 100,000 units

Correct Answer: B. 10,000 units

Question 6

What does a positive NPV indicate under the assumptions used in the model?

A. The product will certainly succeed

B. Discounted benefits exceed discounted costs

C. Revenue is greater than price

D. Cash flow is positive in every period

Correct Answer: B. Discounted benefits exceed discounted costs

Question 7

Which pricing approach begins primarily with customer-perceived benefits and alternatives?

A. Cost-plus pricing

B. Value-based pricing

C. Inventory pricing

D. Historical pricing

Correct Answer: B. Value-based pricing

Question 8

Why is comparing LTV and CAC difficult when units are inconsistent?

A. The calculations cannot use percentages

B. One metric may be measured per vehicle while the other is measured per customer

C. CAC is always a fixed cost

D. LTV cannot include contribution margin

Correct Answer: B. One metric may be measured per vehicle while the other is measured per customer

Question 9

What is the main purpose of sensitivity analysis in a product business case?

A. To remove all uncertainty from the forecast

B. To test how outcomes change when an assumption changes

C. To guarantee a positive NPV

D. To replace customer research

Correct Answer: B. To test how outcomes change when an assumption changes

Question 10

Which practice is most consistent with ethical pricing governance?

A. Hiding renewal terms to increase retention

B. Using sensitive personal data without safeguards

C. Providing clear terms and monitoring automated pricing for unfair impact

D. Changing prices secretly for customers in the same situation

Correct Answer: C. Providing clear terms and monitoring automated pricing for unfair impact

Product Management
Chapter 10 of 14