Pricing, Profitability and Revenue ManagementIntroductionPricing links management accounting to strategy, marketing, operations and law. A price must recover relevant costs and support profitability, but customers, competitors, capacity constraints and regulation limit managerial discretion. A product with a high gross margin may nevertheless destroy value when it requires frequent deliveries, technical support or returns. Conversely, a low-priced order may be worthwhile when it uses otherwise idle capacity without displacing more profitable demand. This chapter develops an integrated approach to pricing and profitability. It evaluates cost-plus, market-based and value-based pricing; explains product, customer, channel and segment profitability; examines transfer pricing; and applies revenue-management techniques to perishable capacity. Particular attention is given to relevant costs, opportunity costs, demand sequencing, legal compliance and ethical judgment. Learning ObjectivesAfter studying this chapter, students should be able to: - Evaluate cost-plus, market-based and value-based pricing methods.
- Incorporate relevant costs, demand and capacity constraints into pricing decisions.
- Conduct product, customer, channel and segment profitability analysis.
- Explain and apply market-based, cost-based and negotiated transfer prices.
- Allocate scarce capacity using contribution and revenue-management principles.
- Apply a two-class booking-limit model under clearly stated demand assumptions.
- Assess the legal, ethical and governance implications of pricing decisions.
1. The Economic and Accounting Foundations of PricingA pricing decision should distinguish between long-run sustainability and short-run relevance. Over the long run, an organization must earn enough revenue to cover variable costs, committed capacity costs and the required return on invested capital. For a particular short-run decision, however, only future cash flows that differ between alternatives are relevant. 1.1 Relevant cost and opportunity costThe minimum economically acceptable price for a particular order is based on its incremental cost plus any opportunity cost: Pmin = ICu + OCu where: - Pmin = minimum acceptable price per unit;
- ICu = incremental cash cost per unit; and
- OCu = contribution sacrificed elsewhere per unit.
This relationship applies to a specific decision and is not a general long-run pricing rule. If idle capacity exists and the order causes no adverse market effects, opportunity cost may be zero. If capacity is scarce, the lost contribution from displaced work must be included. Sunk costs are irrelevant because they cannot be changed by the decision. Allocated common fixed costs are also irrelevant unless the decision changes the underlying resource commitment. Nevertheless, repeatedly accepting prices that cover only incremental costs can make the business unsustainable. 1.2 Profit-maximizing priceWhere a firm can estimate a differentiable demand function q(p), operating profit is: π(p) = (p - v)q(p) - F Here, p is price per unit, v is constant variable cost per unit, q(p) is demand at price p, and F is fixed cost unaffected by the chosen price. At an interior maximum: q(p) + (p - v)q'(p) = 0 Equivalently, if demand elasticity is ε = (dq/dp)(p/q) and ε < -1 at the optimum: (p - v)/p = -1/ε This result assumes a single decision-maker, measurable demand, constant unit variable cost and no strategic reaction that invalidates the demand curve. In practice, competitor responses, capacity limits and regulation often require a broader model. 2. Major Pricing Approaches2.1 Cost-plus pricingCost-plus pricing adds a markup to a selected cost base: P = Bu(1 + r) where Bu is the cost base per unit and r is the markup as a proportion of that base. The base may be variable manufacturing cost, total variable cost, full production cost or full business cost. The markup has meaning only when the cost base is explicitly identified. If total variable cost is used, a markup designed to recover fixed costs and target operating profit is: r = (F + ΠT)/(Qv) where F is relevant annual fixed cost, ΠT is target operating profit, Q is expected sales volume, and v is variable cost per unit. The equation assumes all planned units can be sold at the resulting price and that costs behave as estimated over the relevant range. Worked Example 1: Cost-plus priceA firm expects to sell 10,000 units. Variable cost is £60 per unit, annual fixed cost is £300,000, and target operating profit is £150,000. r = (£300,000 + £150,000)/(10,000 × £60) = 0.75 The price is therefore: P = £60(1.75) = £105 At 10,000 units, revenue is £1,050,000; variable cost is £600,000; and the £450,000 contribution covers £300,000 of fixed cost and £150,000 of target profit. Cost-plus pricing is simple, auditable and useful for contracts, regulated industries and products with uncertain design costs. Its weaknesses are substantial: it may ignore willingness to pay, embed inefficiency, depend on arbitrary overhead allocations and produce a price that the market will not accept. 2.2 Market-based pricing and target costingMarket-based pricing begins with the competitive price rather than the organization’s cost structure. Target costing then derives the maximum allowable cost: Target cost per unit = Market price - Target profit per unit Suppose the expected market price is £230 and management requires profit equal to 25% of sales. Target profit is £230 × 25% = £57.50, giving a target cost of £172.50 per unit. If estimated cost exceeds £172.50, managers must close the cost gap through value engineering, process redesign, supplier development or feature rationalization. Arbitrary cost cutting can impair safety, quality or customer value; target costing should therefore be cross-functional. 2.3 Value-based pricingValue-based pricing begins with the economic and psychological value perceived by the customer. One useful concept is economic value to the customer: EVC = PR + VD where PR is the price of the customer’s best reference alternative and VD is the monetary value of the offering’s positive differentiation, net of disadvantages. For example, if competing equipment costs £40,000 and a new model generates verified annual savings with a present value of £12,000, its estimated economic value is £52,000. The supplier need not charge the full £52,000. A price between cost and customer value can share the benefit and encourage adoption. Value estimates may use experiments, conjoint analysis, customer interviews, usage data or total-cost-of-ownership studies. Managers must distinguish measured value from optimistic sales claims. Different customer segments may also assign different values to the same feature. 2.4 Comparison of pricing approaches| Approach | Starting point | Main strength | Main limitation |
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| Cost-plus | Cost base and markup | Simple and auditable | May ignore demand and value | | Market-based | Competitive market price | Promotes external orientation | Can encourage imitation or price wars | | Value-based | Customer willingness to pay | Captures differentiation value | Value is difficult to estimate | | Dynamic/revenue-based | Time-varying demand and capacity | Improves use of perishable capacity | Data, fairness and legal risks |
Strong pricing systems commonly combine the approaches: relevant cost establishes an economic floor, market evidence indicates feasibility, and customer value informs the attainable upper region. 3. Pricing Under Capacity Constraints3.1 Scarce-resource decisionsWhen demand exceeds capacity, products should generally be ranked by contribution per unit of the constraining resource, not contribution per product unit: Contribution per bottleneck unit = Unit contribution/Bottleneck units required If Product A contributes £30 and requires two machine-hours, it earns £15 per constrained hour. Product B contributes £24 and requires one hour, earning £24 per constrained hour. Subject to demand, contractual and strategic considerations, Product B receives priority. This rule assumes one binding constraint, divisible output and known unit contributions. Multiple constraints require optimization methods such as linear programming. 3.2 Special ordersA special order may be accepted below the normal price if it provides positive incremental contribution and does not displace more profitable demand. Managers should also assess: - setup, inspection, delivery and after-sales costs;
- cannibalization of regular sales;
- customer expectations and future price precedents;
- foreign exchange, credit and regulatory risk;
- use of constrained resources; and
- whether fixed costs are genuinely unchanged.
A low price offered through a separated channel or export market may still attract competition-law scrutiny if it is predatory, discriminatory under applicable law, or supported by misleading representations. 4. Profitability AnalysisTraditional product gross margins often omit the costs of complexity. Activity-based costing (ABC) improves profitability analysis by assigning resource costs using drivers that reflect causal consumption. 4.1 Product profitabilityA product profitability statement may deduct: - direct material and labour;
- unit-level processing costs;
- batch costs such as setups and inspections;
- product-sustaining costs such as engineering support; and
- avoidable channel or service costs.
Product-sustaining costs should not be allocated merely by production volume when batch counts, design changes or components are the actual cost drivers. 4.2 Customer profitabilityCustomer profit for a period can be expressed as: Customer profit = Net customer revenue - Product costs - Customer-specific costs Customer-specific costs may include order processing, delivery, sales visits, returns, credit administration, warranties and dedicated support. Net customer revenue should reflect discounts, rebates and allowances. A low-margin customer is not automatically undesirable. The customer may be new, strategically important or likely to become more profitable. Customer lifetime value provides a forward-looking measure: CLV = Σt=1T [(Rt - Ct)/(1 + i)t] - AC where Rt and Ct are expected customer cash inflows and outflows in period t, i is the discount rate per period, T is the forecast horizon, and AC is acquisition cost paid at or before inception. Survival probabilities should be incorporated into expected period cash flows when retention is uncertain. 4.3 Channel profitabilityChannels such as direct sales, distributors, online marketplaces and retail outlets have different commission, fulfillment, return and support structures. Channel profitability should include channel-specific revenues and avoidable costs while keeping genuinely common corporate costs separate. An online channel may have low selling commissions but high fulfillment and returns costs. A distributor may reduce logistics complexity while demanding a substantial discount. Comparisons should also consider channel conflict and access to customer data. 4.4 Segment margins and cost hierarchyA segment margin is: Segment margin = Segment contribution - Traceable fixed costs Traceable fixed costs disappear over an appropriate period if the segment is eliminated. Common fixed costs remain and should not be allocated when evaluating segment elimination. An allocated accounting loss does not establish that closure will improve organizational profit. | Margin level | Typical deductions | Principal use |
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| Contribution margin | Variable costs | Short-run decisions | | Product/customer margin | Attributable activity costs | Profitability management | | Segment margin | Traceable fixed costs | Segment continuation | | Operating profit | Common corporate costs | Overall performance |
Profitability cubes or matrices can combine product, customer, channel, region and time. However, excessive dimensional detail can create false precision when cost drivers are weak or data quality is poor. 5. Transfer PricingA transfer price is the amount charged when one responsibility centre supplies goods or services to another within the same organization. Transfer pricing affects divisional profit, managerial incentives, resource allocation and, for cross-border transactions, taxable income. 5.1 Alternative transfer-pricing methods- Market-based price: Uses a competitive external price, adjusted for avoided selling, distribution or credit costs.
- Variable-cost transfer: Supports decisions when the supplying division has idle capacity but may fail to motivate the supplier.
- Full-cost or cost-plus transfer: Supports cost recovery but can pass inefficiency to the buyer.
- Negotiated transfer: Preserves divisional autonomy when managers possess relevant information, although bargaining power can distort outcomes.
- Dual pricing: Credits the seller and charges the buyer at different amounts, with the difference recorded centrally.
5.2 Goal-congruent transfer-price rangeThe supplying division’s minimum transfer price is: Minimum TP = Incremental outlay cost + Opportunity cost The buying division’s maximum is the cost of the best external alternative, adjusted for differences in quality, logistics, risk and timing. Suppose Division S has a variable outlay cost of £70 per component. It normally sells externally for £110, earning £40 contribution. Division B can buy an equivalent component externally for £105. - With idle capacity, opportunity cost is zero. The acceptable negotiation range is £70 to £105.
- At full capacity, an internal transfer displaces an external sale. The seller’s minimum becomes £70 + £40 = £110. Because the buyer will pay no more than £105, an internal transfer would reduce company profit by £5 per unit.
This framework assumes that displaced external contribution and external purchasing terms are correctly measured. 5.3 International transfer pricingCross-border transfer prices must satisfy applicable tax rules, commonly based on the arm’s-length principle. Organizations need defensible functional analysis, comparable evidence and documentation. Tax, customs duties, withholding taxes and indirect taxes can create conflicting incentives. Management accounting targets must not encourage artificial profit shifting, document manipulation or non-compliance. 6. Revenue Management and Capacity AllocationRevenue management coordinates price, product availability and capacity for resources that are fixed in the short term and expire if unused. Applications include airlines, hotels, transport, entertainment, healthcare appointments and cloud capacity. The approach is most valuable when: - capacity is relatively fixed and perishable;
- demand varies across time or customer classes;
- customers can be segmented legitimately;
- bookings occur before service delivery; and
- incremental service cost is low relative to revenue.
6.1 A general low-first booking modelConsider two fare classes for a fixed capacity of C units. Low-fare requests arrive before high-fare demand. Management protects y units for the later high-fare class, so the low-fare booking limit is: b = C - y Let DL and DH denote low- and high-class demand, and let mL and mH be their incremental contributions per accepted unit. Under the stated low-first sequence: SL = min(DL, C - y) SH = min[DH, C - SL] The general expected contribution under this policy is therefore: E[CM(y)] = E[mL min(DL, C-y) + mH min(DH, C-min(DL, C-y))] No independence assumption is required if the joint distribution of DL and DH is known. If arrivals are intermingled, customers cancel strategically, or prices vary continuously, this simple static model is insufficient; simulation or dynamic programming may be needed. 6.2 Special case: low demand certainly fills its booking limitSuppose DL ≥ C-y with probability one for each protection level being compared. Low sales then equal C-y, and high sales equal min(DH,y). Expected contribution simplifies to: E[CM(y)] = mL(C-y) + mH E[min(DH,y)] Increasing protection from integer y to y+1 sacrifices one low-fare unit and creates one additional high-fare opportunity. The marginal change is: Δ(y → y+1) = -mL + mH Pr(DH ≥ y+1) Thus, the additional unit should be protected when: Pr(DH ≥ y+1) ≥ mL/mH This is a two-class, low-first special case. It must not be applied without the booking sequence and sufficient-low-demand assumptions. Worked Example 2: Correct protection level and booking limitA service has capacity C=100. Low-class contribution is £120, and high-class contribution is £300. Management currently protects 34 units. Forecast probabilities are: - Pr(DH ≥ 35)=0.42;
- Pr(DH ≥ 36)=0.36.
Assume low demand certainly fills the applicable low booking limit. For the increase from 34 to 35 protected units: Δ(34 → 35) = -£120 + £300(0.42) = £6 Protection should therefore increase to 35 units. For the next unit: Δ(35 → 36) = -£120 + £300(0.36) = -£12 The 36th protected unit should not be added. The selected protection level is 35, and the low-class booking limit is: b = 100 - 35 = 65 units If fixed capacity costs do not change, maximizing expected contribution also maximizes expected operating profit before those fixed costs. 6.3 Overbooking and dynamic pricingWhen customers may not appear, accepting bookings above physical capacity can reduce empty capacity. The benefit of an additional booking must be balanced against expected refunds, compensation, reaccommodation, reputational damage and regulatory penalties. No-show forecasts should be segmented carefully and updated as service time approaches. Dynamic pricing changes prices in response to demand, time, inventory and market conditions. It differs from booking control: dynamic pricing changes the amount charged, whereas booking control changes availability at an established price. Effective systems often use both. 7. Integrated Illustrative Case: Aurora Home SystemsBackgroundAurora Home Systems is a fictional manufacturer of standard and premium air-purification units. Management has historically allocated support cost using production volume and marked up full cost by 20%. Competition has intensified, and managers suspect that product and customer complexity is obscuring profitability. ProblemAnnual data are as follows: | Item | Standard | Premium |
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| Units sold | 15,000 | 6,000 | | Net revenue | £1,800,000 | £1,440,000 | | Direct variable costs | £1,080,000 | £792,000 | | Setups | 60 | 120 | | Orders | 300 | 600 | | Returns | 60 | 240 |
ABC analysis identifies setup cost of £180,000 for 180 setups, order-processing cost of £135,000 for 900 orders, and returns cost of £90,000 for 300 returns. Rates are therefore £1,000 per setup, £150 per order and £300 per return. Analysis| Calculation | Standard | Premium |
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| Revenue | £1,800,000 | £1,440,000 | | Direct variable costs | (1,080,000) | (792,000) | | Setup costs | (60,000) | (120,000) | | Order costs | (45,000) | (90,000) | | Return costs | (18,000) | (72,000) | | Product margin | £597,000 | £366,000 |
Both products are profitable, but Premium consumes disproportionately more support activity. Premium’s attributable cost is £1,074,000, or £179 per unit. Competitor analysis indicates a sustainable market price of £230. If Aurora requires profit equal to 25% of sales, its target cost is £172.50, creating a £6.50 cost gap per unit. Customer analysis also reveals that LargeMart generates £600,000 of net revenue, £330,000 of product cost, £22,500 of order-processing cost, £30,000 of returns cost and £80,000 of dedicated account support. Its customer profit is: £600,000 - £330,000 - £22,500 - £30,000 - £80,000 = £137,500 Approach and solutionAurora should not discontinue Premium merely because traditional allocations make it appear expensive. It should reduce the cost gap causally. Proposed actions include modularizing premium components to reduce setups, improving packaging and installation guidance to reduce returns, and setting minimum economical order quantities. For LargeMart, an immediate price increase may be less effective than redesigning service terms. Aurora can offer consolidated deliveries, electronic ordering and shared return diagnostics. Any revised discount should reflect both customer value and cost-to-serve. If production capacity becomes constrained, Aurora should rank orders by contribution per bottleneck hour rather than by unit margin. Any internal component transfers should include opportunity cost when the component division is at full capacity. Outcome and learning pointsThe analysis separates price, cost and complexity. ABC identifies improvement opportunities, target costing converts the market requirement into a cost objective, and customer profitability guides service redesign. The case also demonstrates that profitability analysis should support managerial action rather than mechanically label products or customers as desirable or undesirable. 8. Legal, Ethical and Governance ConstraintsPricing decisions operate within jurisdiction-specific laws. Relevant issues include collusion, exchange of competitively sensitive information, abuse of market power, predatory pricing, unlawful price discrimination, deceptive reference prices, hidden mandatory fees and resale-price restrictions. International transactions also raise tax and customs requirements. Ethically, organizations should consider transparency, access and distributive effects. Emergency price increases, personalized prices based on vulnerable characteristics, or cancellation practices that exploit customer dependence may be legal in some contexts yet damage trust. Price segmentation should rest on legitimate differences such as service level, timing, volume or cost-to-serve rather than prohibited discrimination. Governance controls should include: - documented authority for price changes and overrides;
- separation of model development, approval and monitoring;
- audit trails for discounts and algorithmic recommendations;
- testing for biased or exploitative outcomes;
- competition-law review of competitor data sources; and
- regular reconciliation of forecast and realized profitability.
9. Technology, Analytics and Contemporary DevelopmentsModern pricing platforms combine transaction histories, competitor observations, inventory, customer behavior and experimentation. Machine learning can improve demand forecasts and estimate heterogeneous price responses. Process mining and ABC analytics can reveal hidden costs of returns, expedited deliveries and service exceptions. These tools do not remove managerial responsibility. Historical data may encode discrimination, competitor-scraping practices may breach terms or law, and independently designed algorithms may still produce anticompetitive outcomes if they facilitate coordination. Models should be monitored for forecast error, drift, fairness and causal validity. Randomized experiments can be useful, but customer consent, privacy and reputational effects require careful management. 10. Best-Practice Decision FrameworkA disciplined pricing and profitability process should: - Define the decision horizon and objective.
- Identify incremental and opportunity costs.
- Estimate demand, competitive alternatives and customer value.
- Test capacity and bottleneck implications.
- Analyze profitability at the appropriate product, customer, channel or segment level.
- Separate traceable costs from arbitrary common-cost allocations.
- conduct sensitivity and scenario analysis.
- Review legal, ethical and strategic consequences.
- Authorize, document and monitor the decision.
- Compare realized outcomes with forecasts and update the model.
Chapter SummaryPricing requires integration of costs, customer value, competition and capacity. Cost-plus pricing is transparent but can ignore demand; market-based pricing and target costing begin with competitive reality; and value-based pricing seeks to share the economic value created for customers. Relevant cost and opportunity cost determine decision-specific price floors, while scarce resources should generally be allocated according to contribution per bottleneck unit. ABC-based product, customer and channel analysis reveals the cost of complexity. Segment decisions should use traceable fixed costs rather than allocated common costs. Transfer prices should support goal congruence and comply with arm’s-length and documentation requirements. Revenue management improves returns from perishable capacity. Under a low-first booking sequence, low sales are limited to capacity minus protected units, after which high demand uses remaining capacity. The familiar marginal protection rule is valid only under additional assumptions, including sufficient low demand to fill the booking limit. Pricing decisions must also satisfy competition, consumer, privacy and tax laws and should be governed for transparency, fairness and accountability. Key TermsActivity-based costing: Assignment of resource costs using activities and causal cost drivers. Booking limit: Maximum capacity made available to a specified booking class. Bottleneck: Resource whose limited capacity constrains organizational output. Channel profitability: Revenue less attributable product and channel costs for a distribution channel. Contribution margin: Revenue less variable or incremental costs. Cost-plus pricing: Pricing based on a defined cost base plus a markup. Customer lifetime value: Discounted expected net cash flows from a customer relationship less acquisition cost. Customer profitability: Net customer revenue less product and customer-specific costs. Dynamic pricing: Adjustment of prices in response to demand, time, inventory or market conditions. Economic value to the customer: Monetary value of an offering relative to the best alternative. Opportunity cost: Benefit sacrificed by choosing one alternative instead of another. Protection level: Capacity reserved for later or higher-valued demand. Revenue management: Coordinated control of price and availability for perishable capacity. Segment margin: Segment contribution less traceable fixed costs. Target costing: Determination of allowable cost from market price less target profit. Traceable fixed cost: Fixed cost attributable to a segment that would eventually disappear if the segment were removed. Transfer price: Amount charged for goods or services exchanged between responsibility centres. Value-based pricing: Pricing based primarily on customer-perceived value and willingness to pay. Review QuestionsShort Answer Questions- Distinguish relevant cost from full cost in a pricing decision.
- What is the purpose of target costing?
- Why can gross margin misrepresent customer profitability?
- Define a protection level and a booking limit.
- Why should common fixed costs generally be excluded from segment-elimination decisions?
Long Answer Questions- Critically compare cost-plus, market-based and value-based pricing.
- Explain how activity-based costing supports product, customer and channel profitability analysis.
- Discuss alternative transfer-pricing methods and their effects on goal congruence.
- Explain the assumptions and logic of the two-class, low-first booking-limit model.
- Evaluate the legal, ethical and governance risks associated with algorithmic pricing.
Analytical / Application Questions- A company has spare capacity, variable order cost of £48 per unit and an additional delivery cost of £4 per unit. Evaluate an offer of £55 per unit and identify relevant qualitative considerations.
- A product earns contribution of £36 and uses three bottleneck hours; another earns £28 and uses two hours. Determine the initial production priority and explain the assumptions behind your answer.
- A supplying division has variable cost of £65, external price of £100 and no idle capacity. The buying division can purchase externally for £95. Determine the transfer-price bounds and recommend whether an internal transfer should occur.
Multiple Choice Questions with AnswersQuestion 1A firm expects sales of 10,000 units, variable cost of £60 per unit, fixed cost of £300,000 and target operating profit of £150,000. What cost-plus price per unit achieves the target, assuming all units are sold? A. £90 B. £100 C. £105 D. £120 Correct Answer: C. £105 Question 2A product has a market price of £230 and target profit equal to 25% of sales. What is its target cost per unit? A. £57.50 B. £172.50 C. £184.00 D. £287.50 Correct Answer: B. £172.50 Question 3Product A contributes £30 and requires two bottleneck hours. Product B contributes £24 and requires one bottleneck hour. With one binding constraint and sufficient demand, which product has initial priority? A. Product A, because its unit contribution is higher B. Product A, because it uses more bottleneck time C. Product B, because it contributes £24 per bottleneck hour D. Both products have equal priority Correct Answer: C. Product B, because it contributes £24 per bottleneck hour Question 4A customer generates net revenue of £500,000, product cost of £280,000, order and delivery cost of £45,000, and dedicated support cost of £25,000. What is customer profit? A. £150,000 B. £175,000 C. £195,000 D. £220,000 Correct Answer: A. £150,000 Question 5Which cost should normally be deducted in calculating segment margin but not allocated arbitrarily among unrelated segments? A. A traceable fixed cost of the segment B. A common head-office cost that will continue after closure C. A sunk development cost D. An owner's dividend Correct Answer: A. A traceable fixed cost of the segment Question 6A supplying division has variable cost of £70 and idle capacity. The buying division can obtain an equivalent component externally for £105. Ignoring other differences, what is the feasible negotiated transfer-price range? A. £0 to £70 B. £70 to £105 C. £105 to £110 D. £110 to £175 Correct Answer: B. £70 to £105 Question 7A supplying division has variable cost of £70, external selling price of £110 and no idle capacity. Each internal transfer displaces one external sale. What is the supplier's minimum transfer price? A. £40 B. £70 C. £105 D. £110 Correct Answer: D. £110 Question 8Capacity is 100 units. Low-class contribution is £120 and high-class contribution is £300. Starting from protection of 34 units, Pr(DH ≥ 35)=0.42 and Pr(DH ≥ 36)=0.36. Low demand certainly fills its booking limit. What policy follows from the marginal rule? A. Protect 34 units and set the booking limit to 66 B. Protect 35 units and set the booking limit to 65 C. Protect 36 units and set the booking limit to 64 D. Protect 65 units and set the booking limit to 35 Correct Answer: B. Protect 35 units and set the booking limit to 65 Question 9Capacity is 100 and 35 units are protected for high demand, so the low booking limit is 65. If low demand of 50 arrives first and high demand is 60, how many units of each class are accepted? A. 50 low and 50 high B. 40 low and 60 high C. 50 low and 35 high D. 65 low and 35 high Correct Answer: A. 50 low and 50 high Question 10Which governance practice most directly supports accountability for algorithmic pricing? A. Deleting historical pricing records after each update B. Allowing unrestricted manual overrides without documentation C. Maintaining audit trails and monitoring model outcomes D. Using competitor prices without reviewing how the data were obtained Correct Answer: C. Maintaining audit trails and monitoring model outcomes
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