Hospitality Marketing

Chapter 9
Distribution and Hospitality Channel Management

Post Graduate Program in Hotel Management
Hospitality Marketing   •   Post Graduate

Distribution and Hospitality Channel Management

Introduction

Hospitality distribution is the system through which a hotel, resort, serviced apartment, cruise company, or destination makes its inventory discoverable, bookable, payable, and serviceable. It includes owned channels such as a hotel website and reservation office, intermediated channels such as online travel agencies (OTAs), global distribution systems (GDSs), wholesalers and tour operators, and relationship-based channels such as corporate accounts and destination-management companies.

Distribution is strategically important because a room is a perishable product. An unsold room tonight cannot normally be stored and sold tomorrow. At the same time, selling through a channel creates acquisition costs, contractual obligations, operational complexity, and risks concerning customer ownership and price transparency. The managerial task is therefore not to maximise bookings from any single channel, but to design a profitable and resilient channel portfolio.

A useful strategic question is: Which channel should sell which product, to which market, under which conditions, at what net cost, and with what effect on future demand?

Learning Objectives

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

  1. Distinguish direct, indirect and hybrid hospitality distribution channels.
  2. Explain the roles of GDSs, OTAs, metasearch, tour operators and corporate accounts.
  3. Evaluate channels using net revenue, contribution, conversion, reach, data ownership and strategic fit.
  4. Design a channel mix using inventory controls, segmentation, parity management and demand forecasts.
  5. Develop direct-booking strategies without undermining profitable intermediary relationships.
  6. Assess contractual, ethical, technological and regulatory issues in distribution management.

1. The Architecture of Hospitality Distribution

A distribution channel performs several functions: market access, search and comparison, transaction processing, payment, confirmation, packaging, communication and sometimes post-stay support. A channel may add value by reaching customers a hotel cannot efficiently reach alone, but it also captures part of the booking value.

1.1 Direct and indirect channels

A direct channel is controlled substantially by the hospitality firm. Examples include the brand website, mobile application, telephone reservation centre, walk-in sales, hotel sales team, email database and social-commerce link. Direct channels generally provide stronger access to first-party customer data and greater control over merchandising, cancellation rules and ancillary offers.

An indirect channel involves one or more independent intermediaries. OTAs, GDS-connected travel agencies, tour operators, wholesalers and destination-management companies are examples. Intermediaries may provide global demand, search functionality, payment assurance, multilingual service and market expertise.

A hybrid channel combines functions. Metasearch platforms may display prices from several sellers while directing the customer either to the hotel or to an OTA. A brand website may use an external booking engine. A tour operator may package a hotel room with transport and excursions.

1.2 Channel conflict and complementarity

Channels conflict when they target the same customer with materially different prices, conditions or messages. Conflict can also occur when an intermediary advertises a hotel more prominently than the hotel’s own site, or when a wholesale rate leaks into public retail markets. Channels are complementary when they reach genuinely different segments, geographies, booking windows or trip purposes.

The appropriate objective is not “zero intermediaries.” A high-cost channel can be rational if it produces incremental demand, fills distressed inventory, reaches a valuable international market, or reduces selling costs in a segment that would otherwise be inaccessible. Conversely, a direct booking is not automatically profitable if it requires expensive advertising, discounting, call-centre labour or a costly loyalty benefit.

2. Major Hospitality Distribution Channels

2.1 Hotel-owned direct channels

The hotel website is both a sales channel and a communication environment. Its effectiveness depends on discoverability, speed, mobile usability, accurate content, trust signals, clear policies, room imagery, local information, payment functionality and a low-friction booking path. Direct channels allow hotels to sell packages, upgrades, dining, spa services and experiences in ways that may be restricted on an OTA.

The principal limitations are the cost of acquiring traffic, technology investment, weaker reach among unfamiliar customers and the need to manage payment security and customer service. A hotel must therefore measure direct performance after marketing and technology costs, not merely compare gross room revenue with OTA commission.

2.2 Global distribution systems

A global distribution system is a technology network that connects suppliers, travel agencies, corporate travel buyers and other sellers. Historically, GDSs were central to airline distribution and later became important for hotels seeking access to managed corporate travel and agency markets.

GDS distribution is especially relevant where bookings are made by travel-management companies, where negotiated corporate rates are used, and where travellers require agency support, policy compliance, reporting or multi-component itineraries. Costs may include transaction fees, technology fees, agency commission and participation expenses. GDS volume should therefore be evaluated by segment, account quality and net contribution rather than by room nights alone.

2.3 Online travel agencies

OTAs aggregate accommodation supply and provide search, comparison, reviews, payment options, multilingual interfaces, mobile applications, loyalty programmes and substantial digital reach. They can deliver customers who are unfamiliar with a destination or brand and can be useful during low-demand periods.

OTA economics differ by contract. In a commission model, the hotel typically pays a percentage of the booked room value after the reservation is consumed, although contract details vary. In a merchant or net-rate model, the intermediary may purchase or receive a net price and control the final retail presentation. Additional costs may arise from preferred placement, sponsored visibility, loyalty participation, promotions, connectivity and cancellation handling.

OTA dependence creates risks: commission exposure, customer-data limitations, ranking dependence, parity disputes, cancellation volatility and customer perception that the OTA—not the hotel—owns the relationship. These risks do not make OTAs undesirable; they make portfolio management necessary.

2.4 Metasearch

Metasearch services compare hotel prices and availability from multiple sources. Unlike a conventional OTA, a metasearch platform commonly functions as a discovery and referral environment; the customer may click through to the hotel website or an intermediary.

Metasearch may operate through cost-per-click, commission-per-booking, or hybrid commercial arrangements. Its strategic value is price transparency and the ability to place the direct channel alongside intermediaries at the moment of comparison. Success depends on accurate rate and availability feeds, competitive total pricing, landing-page quality, conversion, and disciplined bid management.

2.5 Tour operators and wholesalers

Tour operators combine accommodation with transport, attractions, guides or other components. Wholesalers purchase or contract room inventory at net rates and redistribute it to travel agencies, package sellers or international markets. They can provide advance commitment, geographic reach and demand smoothing, particularly for leisure destinations and long-haul markets.

However, wholesale distribution can reduce price control and create leakage. A contracted net rate intended for a closed package may appear publicly through an unauthorised reseller. Contracts should specify market, use, resale restrictions, allotment release dates, payment terms, cancellation rules, data exchange, audit rights and remedies for leakage.

2.6 Corporate accounts and negotiated business

Corporate accounts are relationship channels rather than merely electronic outlets. They may involve negotiated rates, volume commitments, preferred-hotel programmes, traveller policies, meetings, long stays and account management. Evaluation should include total account value: room nights, shoulder-night demand, food and beverage, meeting revenue, payment reliability, acquisition cost and strategic prestige.

Corporate demand may be managed through a GDS, a corporate booking tool, a travel-management company or direct account arrangements. Hotels should distinguish genuinely incremental negotiated business from customers who would have booked at a higher public rate without the discount.

3. Channel Economics and Performance Measurement

3.1 Gross revenue is not channel profitability

The same room rate can produce different net outcomes. A channel contribution calculation should include variable distribution costs and, where decision-relevant, incremental marketing and servicing costs.

Net contribution = Room revenue − commission − transaction cost − channel marketing cost − incremental servicing cost

Room revenue is the realised room price multiplied by consumed room nights. Commission, transaction cost and marketing cost must be measured on a consistent basis. Fixed hotel costs are normally excluded when comparing short-run channel decisions, unless the analysis concerns long-run channel design.

A useful net revenue rate is:

Net ADR = Gross ADR × (1 − commission rate) − variable cost per occupied room

Here, ADR is average daily rate, commission rate is expressed as a decimal, and variable cost includes only costs that change with the booking or occupied room. The formula assumes that commission is calculated as a percentage of room revenue and that other costs are expressed per occupied room. Contract-specific fees may require a modified calculation.

Worked example. A room sells for $200 through an OTA with a 17% commission. Payment processing costs $4 and an incremental promotional cost is $6. If housekeeping and other variable operating costs are $38, then:

Commission = $200 × 0.17 = $34.

Net contribution = $200 − $34 − $4 − $6 − $38 = $118.

If the same room is booked directly for $190, with $3 payment cost and the same $38 operating cost, contribution is $190 − $3 − $38 = $149. The direct booking produces $31 more contribution in this example, but only if the direct booking did not require additional advertising expenditure that changes the comparison.

3.2 Core channel metrics

MetricMeaningManagerial use
Room nightsConsumed or booked nights attributed to a channelMeasures volume, but not value alone
ADRAverage daily rateEvaluates price realisation
Gross revenueRevenue before distribution costsShows production scale
Net contributionRevenue after relevant variable channel costsSupports channel decisions
Conversion rateCompleted bookings divided by qualified visits or searchesDiagnoses booking friction
Cancellation rateCancelled bookings divided by bookings, under a defined period and cohortAssesses demand quality and inventory risk
Booking windowTime between booking and arrivalSupports allocation and forecasting
Cost of acquisitionIncremental marketing and selling cost per acquired bookingCompares demand-generation efficiency
Customer lifetime valueExpected future contribution from a customer or accountSupports retention and direct strategy
Parity complianceExtent to which contracted rate and condition rules are metProtects trust and contractual performance

The definition of each metric must be documented. For example, conversion can be based on website sessions, unique users, qualified searches or click-throughs; these denominators are not interchangeable.

3.3 Attribution and incrementality

A booking may appear to be generated by an OTA even though the customer first discovered the hotel through a search engine, review site or brand advertisement. Last-click attribution can over-credit the final channel. Managers should use consistent attribution windows, compare exposed and unexposed audiences where possible, and distinguish assisted demand from genuinely incremental demand.

Customer lifetime value can be represented conceptually as:

CLV = ∑[t=1 to T] (Expected contributiont − retention costt) ÷ (1 + d)t − acquisition cost

Here, CLV is customer lifetime value, T is the forecast horizon, t is the period, d is the discount rate, and acquisition cost is the initial cost of acquiring the customer. The model assumes that future contribution and retention probabilities can be estimated with reasonable stability. It is a decision model, not a precise accounting identity; uncertainty should be tested through scenarios.

4. Channel-Mix Management

Channel mix is the allocation of inventory, rates, marketing effort and managerial attention across channels. A sophisticated mix is dynamic rather than fixed.

4.1 Segmentation and channel roles

Channel decisions should begin with segments, not technology. Relevant variables include purpose of travel, geography, lead time, price sensitivity, length of stay, cancellation behaviour, loyalty, corporate policy and need for assistance. A hotel may use:

  • direct channels for loyal guests, repeat leisure visitors and high-value packages;
  • GDS and corporate channels for managed business travel;
  • OTAs for discovery, international reach and selected low-demand periods;
  • tour operators for packaged leisure and advance international demand;
  • metasearch for comparison-stage acquisition and direct conversion.

The same customer may move across channels over time. A first stay acquired through an OTA can become a direct repeat booking if the hotel delivers value and communicates lawfully and appropriately after the stay.

4.2 Inventory controls

Hotels can manage channel exposure through room-type availability, allotments, stop-sell rules, minimum-stay restrictions, closed-to-arrival controls, advance-purchase conditions and release periods. These controls should be coordinated with the property-management system, central reservation system, channel manager and revenue-management system.

An allotment is not automatically a sale. Unsold allocated rooms represent an opportunity cost if they are unavailable to higher-value demand. Release dates and wash monitoring are therefore essential for group, wholesale and corporate contracts.

4.3 Rate parity and value parity

Rate parity traditionally means that comparable public rates are not materially different across specified channels. True comparison requires identical room type, occupancy, dates, cancellation policy, taxes, fees, inclusions, currency, payment timing and membership conditions.

Value parity recognises that a direct channel may offer additional legitimate value—such as breakfast, flexible cancellation, loyalty benefits or an ancillary credit—without simply publishing a lower room rate. Such offers must comply with contracts and applicable law. Parity management is not only price surveillance; it is also content governance, tax display, inventory synchronisation and investigation of unauthorised resale.

4.4 Conversion management

Conversion improves when customers find accurate availability, understand the total price, trust the payment process and encounter minimal friction. Useful interventions include fast mobile design, clear cancellation language, persuasive but truthful content, transparent fees, relevant room comparisons, secure payment, localised language and recovery of abandoned bookings where consent and privacy rules permit.

Managers should avoid optimising conversion by concealing restrictions, using misleading urgency, preselecting paid extras or making cancellation unnecessarily difficult. Short-term conversion gains can damage trust, reviews and regulatory compliance.

5. Building a Direct-Booking Strategy

A direct strategy should create a reason to book directly, not merely ask customers to avoid intermediaries. Its elements include:

  1. Distinctive value: flexible conditions, loyalty recognition, member benefits, packages, experiences or guaranteed service advantages.
  2. Discoverability: search visibility, useful destination content, partnerships and carefully measured digital advertising.
  3. Conversion infrastructure: accurate booking engine, responsive design, local payment options and accessible customer support.
  4. Trust and proof: reviews, security information, transparent taxes and clear policies.
  5. Relationship development: permission-based email, post-stay engagement, loyalty and relevant personalisation.
  6. Measurement: net contribution, repeat rate, cost of acquisition, assisted conversions and customer lifetime value.

A direct-booking strategy should not rely on permanent public discounting. Excessive discounting can train customers to wait, provoke channel conflict and weaken reference prices. Benefits should be financially sustainable and available under transparent conditions.

6. Technology, Data and AI

The technical ecosystem commonly includes a property-management system, central reservation system, channel manager, booking engine, customer relationship management platform, revenue-management system, payment gateway, GDS connection and analytics layer. Integration reduces manual errors, but it does not eliminate the need for governance.

Artificial intelligence can assist with demand forecasting, anomaly detection, content translation, propensity modelling, customer-service automation and bid optimisation. It should be used with human oversight because historical data may reproduce discriminatory patterns, cancellation predictions may affect access to offers, and opaque algorithms can make channel decisions difficult to audit.

Important controls include data minimisation, role-based access, encryption, consent management, retention schedules, vendor due diligence, cybersecurity monitoring and compliance with applicable privacy, payment and consumer-protection laws. Hotels must also verify that automated content accurately represents room features, accessibility, taxes and cancellation terms.

7. Governance, Ethics and Regulation

Distribution management raises governance issues beyond commercial performance:

  • Transparency: total prices, taxes, resort fees, cancellation terms and room conditions should be presented clearly.
  • Fair competition: contracts and ranking practices should be reviewed for restrictive or exclusionary effects under relevant competition law.
  • Privacy: customer data should be collected and used for specified, lawful purposes.
  • Accessibility: digital booking and communication should be usable by people with disabilities.
  • Non-discrimination: pricing, ranking and service policies should not unlawfully disadvantage protected groups.
  • Consumer autonomy: dark patterns, fake scarcity and confusing opt-outs should be avoided.
  • Cybersecurity: payment and identity information require appropriate technical and organisational safeguards.

Legal requirements differ by jurisdiction. Managers should obtain qualified legal advice before imposing parity clauses, using personal data for marketing, sharing guest information across borders or designing personalised prices.

8. Applied Case: The Meridian Harbour Hotel

The following is an illustrative case.

Background

The 220-room Meridian Harbour Hotel operates in a major city with strong weekend leisure demand and moderate weekday corporate demand. Its annual room-night mix is 45% OTA, 20% direct, 20% corporate/GDS and 15% tour operator. Management is concerned that OTA volume has grown while repeat direct business has stagnated.

Problem

The hotel’s OTA gross ADR is $180, compared with a direct ADR of $174. The OTA commission is 18%; payment and channel costs average $5 per consumed room night. Direct bookings incur $3 payment cost, while direct digital acquisition averages $8 per booking. The hotel argues that the OTA is profitable because its ADR is higher; the commercial director argues that direct bookings are more valuable. The hotel also experiences frequent OTA cancellations and a wholesale rate leak during peak weekends.

Analysis

Ignoring operating costs that are common to both channels, OTA net contribution per room night is:

$180 − ($180 × 0.18) − $5 = $142.60.

Direct net contribution per room night is:

$174 − $3 − $8 = $163.00.

The direct booking contributes $20.40 more per consumed room night. However, the OTA may be generating new customers and international demand that direct advertising cannot acquire at $8. Management must therefore test incrementality rather than shift all volume immediately.

The wholesale leakage indicates inadequate rate governance. A peak-period allotment should be reduced, released earlier, or restricted to a package identifier. The hotel should audit reseller display, document evidence and apply contractual remedies proportionately.

Approach

The hotel adopts a 12-month plan:

  1. Maintain OTA participation for international and low-demand segments, but reduce peak-date exposure.
  2. Introduce a direct member programme offering flexible conditions and a modest ancillary benefit rather than a permanent public discount.
  3. Bid on metasearch only where the direct booking engine converts profitably.
  4. Create separate dashboards for gross revenue, net contribution, cancellation-adjusted room nights and new-to-brand customers.
  5. Negotiate corporate accounts around shoulder nights and total account value rather than only a lower weekday rate.
  6. Add wholesale release deadlines, market restrictions, resale rules and audit rights.
  7. Conduct quarterly incrementality tests by market and booking window.

Outcome

After implementation, the hotel reduces peak-period OTA dependence while retaining OTA visibility in markets where it adds reach. Direct share rises, but management does not treat share growth as the sole success measure. The primary outcomes are higher net contribution, improved customer-data consent, fewer wholesale leaks and a more stable weekday demand base.

Learning points

The case demonstrates that channel decisions require contribution analysis, segmentation, contract governance and experimentation. A channel can be valuable for acquisition but unsuitable for every date. Direct strategy is strongest when it creates differentiated value and when its acquisition costs are measured honestly.

9. Managerial Decision Framework

A practical channel review can follow this sequence:

  1. Define the target segment, travel purpose and demand period.
  2. Identify the channel’s actual role: discovery, conversion, packaging, relationship or fulfilment.
  3. Compare like-for-like product, conditions and total price.
  4. Calculate gross revenue, net contribution and cancellation-adjusted performance.
  5. Assess incrementality, customer ownership and lifetime value.
  6. Check inventory, parity, contract, privacy and regulatory implications.
  7. Run a controlled test where causality is uncertain.
  8. Scale, redesign or close the channel based on evidence.

This approach prevents the common errors of pursuing room-night volume without contribution, treating direct as costless, assuming parity is purely a price issue, and allowing technology vendors to determine strategy by default.

Contemporary Developments and Future Direction

Hospitality distribution is becoming more integrated, mobile, personalised and media-oriented. Retail media within travel platforms, connected-trip ecosystems, alternative payment methods, live inventory, package personalisation and conversational search are changing how customers discover accommodation. Brand websites increasingly compete not only with OTAs but also with search engines, social platforms, metasearch and AI-mediated recommendation systems.

The strategic implication is that hotels need clean product data, reliable availability, compelling content, transparent terms and a distinctive relationship proposition. At the same time, concentration among platforms increases dependence risk. Portfolio resilience requires multiple demand sources, transferable customer relationships, strong first-party data practices and contracts that preserve operational and commercial flexibility.

Chapter Summary

Hospitality distribution connects accommodation supply with customers through direct, intermediary and hybrid channels. Direct channels provide control, customer data and opportunities for ancillary selling, while OTAs, GDSs, metasearch, tour operators, wholesalers and corporate accounts provide reach, expertise, packaging and relationship access. No channel is universally superior.

Strategic channel management evaluates net contribution rather than gross ADR or room-night volume alone. Commission, transaction cost, marketing expenditure, servicing cost, cancellation behaviour, incrementality and customer lifetime value must be considered. Effective management also requires segmentation, inventory controls, parity and value governance, conversion optimisation, contractual discipline and privacy-conscious technology use.

The strongest distribution strategy is a measured portfolio: intermediaries are used where they add incremental value, direct channels offer a credible reason to book, and all channels are governed through accurate data, transparent customer treatment and continuous testing.

Key Terms

Channel management: Coordinating channels, inventory, rates, contracts and performance.

Direct channel: A booking route substantially controlled by the hospitality supplier.

Indirect channel: A route involving one or more independent intermediaries.

Global distribution system (GDS): A network connecting suppliers with agencies and travel buyers.

Online travel agency (OTA): A digital intermediary that markets and sells travel inventory.

Metasearch: A comparison platform that displays offers from multiple sellers.

Tour operator: An organisation that combines travel components into packages.

Wholesaler: An intermediary that distributes contracted inventory, often at net rates.

Corporate account: An organisational buyer or negotiated business relationship.

Rate parity: Comparable pricing and conditions across specified channels.

Value parity: Comparable value, allowing legitimate differences in inclusions or benefits.

Net contribution: Revenue remaining after relevant variable channel costs.

ADR: Average daily rate for occupied rooms.

Conversion rate: Completed bookings divided by a defined pool of visits, users or searches.

Booking window: Time between booking and arrival.

Allotment: Inventory set aside for a channel, account or intermediary.

Leakage: Unauthorised resale or public exposure of a restricted rate.

Incrementality: Demand that would not have occurred without a particular channel or intervention.

Customer lifetime value: Expected discounted future contribution from a customer relationship.

Review Questions

Short Answer Questions

  1. What is the principal distinction between a direct and an indirect hospitality channel?
  2. Why might a hotel use an OTA even when its commission is higher than the cost of direct distribution?
  3. What is rate parity, and why must room conditions be compared as well as price?
  4. Identify two functions performed by a GDS.
  5. What is wholesale rate leakage?

Long Answer Questions

  1. Critically evaluate the strategic advantages and limitations of OTAs for a full-service hotel.
  2. Explain how a hotel should design a channel mix for weekday corporate demand and weekend leisure demand.
  3. Discuss the relationship between direct-booking strategy, customer data and customer lifetime value.
  4. Explain how inventory controls, release dates and parity governance support profitable distribution.
  5. Evaluate the ethical and regulatory responsibilities involved in personalised digital distribution.

Analytical / Application Questions

  1. A hotel sells a room for $210 through an OTA charging 16% commission, plus $5 in payment and channel costs. A direct booking sells for $198, incurs $3 payment cost and $9 acquisition cost. Ignoring common operating costs, calculate and compare net contribution per room night. Which channel is financially superior on these assumptions?
  2. A resort has high international demand through a tour operator but discovers that its restricted net rates are publicly visible. Diagnose the likely causes and propose contractual, technological and commercial remedies.
  3. Design a 90-day experiment to determine whether metasearch generates incremental direct bookings or merely diverts customers who would have booked through the hotel website anyway. Specify the comparison groups, metrics, controls and decision rule.

Multiple Choice Questions with Answers

Question 1

Which channel is most directly associated with managed corporate travel and travel-management companies?

A. Global distribution system

B. Metasearch platform

C. Wholesale marketplace

D. Walk-in reception

Correct Answer: A. Global distribution system

Question 2

A room sells for $200 through a channel with 15% commission and $5 additional channel cost. Ignoring operating costs, what is the net revenue?

A. $160

B. $165

C. $170

D. $175

Correct Answer: B. $165

Question 3

What does incrementality measure in channel evaluation?

A. The percentage of rooms with an image online

B. Demand that would not have occurred without the channel or intervention

C. The difference between weekday and weekend ADR

D. The number of intermediaries in a contract

Correct Answer: B. Demand that would not have occurred without the channel or intervention

Question 4

Which practice best represents value parity?

A. Publishing a hidden fee only on the direct website

B. Offering a legitimate direct-booking benefit while keeping comparable room-rate conditions

C. Allowing a wholesaler to resell a restricted rate publicly

D. Removing cancellation terms from all channels

Correct Answer: B. Offering a legitimate direct-booking benefit while keeping comparable room-rate conditions

Question 5

What is the principal risk of wholesale rate leakage?

A. The hotel receives too many direct loyalty bookings

B. A restricted net rate appears in an unauthorised public retail market

C. The GDS becomes unavailable to corporate travellers

D. Housekeeping costs become fixed

Correct Answer: B. A restricted net rate appears in an unauthorised public retail market

Question 6

Which metric is most appropriate for comparing channels after commissions and variable acquisition costs?

A. Gross room-night volume alone

B. Net contribution

C. Number of website photographs

D. Total hotel floor area

Correct Answer: B. Net contribution

Question 7

A metasearch platform primarily helps a customer to do what?

A. Compare offers from multiple sellers

B. Inspect a hotel room physically

C. Set housekeeping schedules

D. Negotiate a corporate contract automatically

Correct Answer: A. Compare offers from multiple sellers

Question 8

Which action most directly reduces the risk of unsold contracted allotment?

A. Removing release dates

B. Monitoring wash and releasing unused inventory on time

C. Increasing every allotment during peak demand

D. Hiding availability from all channels

Correct Answer: B. Monitoring wash and releasing unused inventory on time

Question 9

Why should direct-booking performance include acquisition cost?

A. Because direct channels never require technology

B. Because a direct booking may require paid marketing to generate traffic

C. Because commissions are always higher on direct bookings

D. Because ADR cannot be calculated for direct bookings

Correct Answer: B. Because a direct booking may require paid marketing to generate traffic

Question 10

Which principle is most appropriate when using AI for distribution decisions?

A. Allow the algorithm to operate without review

B. Use human oversight, documented data governance and bias monitoring

C. Ignore privacy obligations if conversion increases

D. Replace all contractual controls with automation

Correct Answer: B. Use human oversight, documented data governance and bias monitoring

Hospitality Marketing
Chapter 9 of 15