Global Integration, Local Responsiveness and Marketing PlanningIntroductionInternational marketing strategy is not simply the transfer of a domestic marketing plan into foreign markets. It is the disciplined design of market choices, value propositions, brands, channels, resources and controls across countries that differ in culture, regulation, purchasing power, infrastructure, competition and institutional quality. The central strategic problem is simultaneously to exploit similarities across markets and to respond intelligently to meaningful differences. A multinational enterprise therefore faces a recurring tension. Integration seeks consistency, scale economies, coordinated learning and a coherent global brand. Responsiveness seeks relevance to local customers, compliance with national requirements and sensitivity to differences in culture and market structure. Excessive integration can produce standardized offerings that customers reject or regulators constrain. Excessive responsiveness can create duplication, fragmented learning, high costs and an incoherent brand. This chapter examines how managers balance these pressures through the integration–responsiveness perspective, global strategy frameworks and marketing planning systems. It also explains standardization, adaptation and modularization; translates corporate objectives into international marketing objectives; and develops resource allocations, scenarios, key performance indicators and control mechanisms. Learning ObjectivesBy the end of this chapter, the reader should be able to: - Explain the strategic tension between global integration and local responsiveness.
- Distinguish standardization, adaptation and modularization and identify when each is appropriate.
- Apply integration–responsiveness and related global strategy frameworks critically.
- Translate corporate objectives into measurable international marketing plans.
- Allocate resources across markets, activities and scenarios using defensible criteria.
- Design KPIs and control systems that combine financial, customer, operational and learning measures.
- Evaluate ethical, regulatory, technological and organizational implications of international marketing planning.
1. The Strategic Tension in International MarketingGlobal integrationGlobal integration is the coordination and harmonization of activities across countries. In marketing, it may involve a common brand identity, shared customer data architecture, centralized procurement of media, common product platforms, coordinated launches and globally comparable performance measures. Integration can reduce duplication, improve bargaining power, accelerate organizational learning and support a consistent brand promise. Integration is most valuable when customer needs are broadly similar, production and distribution benefit from scale, digital channels cross borders easily, and global competitors create pressure for coordinated action. It is less valuable when national institutions, cultural meanings or usage conditions differ substantially. Local responsivenessLocal responsiveness is the capacity and willingness to adjust strategy and execution to conditions in a particular country, region or market segment. Relevant differences may include language, religion, norms of gender and family, income distribution, retail structure, media availability, legal restrictions, climate, logistics and competitive behavior. Responsiveness is not equivalent to allowing every country manager to do whatever seems locally attractive. It should be selective and evidence-based. The strategic question is not whether markets differ—they almost always do—but whether a difference is sufficiently important to justify the cost and complexity of adaptation. The cost of inconsistencyA fragmented international system can produce several problems: - duplicated research, creative development and technology;
- incompatible data and reporting systems;
- inconsistent brand meanings;
- weaker negotiating power with global suppliers and platforms;
- slower transfer of successful practices;
- internal conflict over decision rights; and
- difficulty evaluating performance across countries.
The appropriate objective is therefore not maximum standardization or maximum adaptation. It is the highest value created by coordinated commonality and purposeful difference. 2. Standardization, Adaptation and ModularizationStandardizationStandardization means using substantially the same strategic or marketing element across markets. It can apply at different levels: | Level | Possible standardized element |
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| Brand | Name, logo, positioning architecture | | Product | Core formulation, technology or platform | | Communication | Central creative idea and visual identity | | Channel | E-commerce interface or partner model | | Process | Research, approval and measurement procedures | | Data | Customer definitions and reporting standards |
Standardization should not be treated as an all-or-nothing choice. A firm may standardize the core product and brand promise while adapting packaging, language, price architecture and promotional execution. AdaptationAdaptation changes the offering or marketing program to fit local conditions. It may be mandatory, such as compliance with labeling rules, product safety requirements or advertising restrictions. It may also be strategic, such as changing flavor, payment methods, service hours or retail partnerships because local customer behavior differs. Adaptation creates value when the expected gains in demand, legitimacy, willingness to pay, access or risk reduction exceed the additional cost and complexity. Managers should distinguish genuine market requirements from local preferences of internal stakeholders that have not been validated by evidence. ModularizationModularization provides a common architecture composed of separable components. The firm standardizes modules that benefit from scale while permitting controlled variation in other modules. For example, an appliance company may use a common motor, software architecture and brand system while changing voltage, plug design, language, financing and installation services by market. Modularization is particularly useful when markets share underlying needs but differ in selected attributes. It also supports postponement: the firm delays final configuration until information about the destination market or customer order is available. A modular system requires clear interfaces, compatibility rules, version control and ownership. Without these governance mechanisms, “flexibility” can become uncontrolled proliferation of variants. A decision logicA practical adaptation decision considers four questions: - Customer value: Does the difference materially affect perceived value, adoption or satisfaction?
- Institutional necessity: Is adaptation required by law, regulation or channel access?
- Economic effect: Can expected incremental contribution justify adaptation costs?
- Strategic coherence: Does adaptation preserve the core brand promise and platform logic?
A useful economic test is incremental contribution: ΔC = ΔR − ΔV − ΔF Here, ΔC is incremental contribution from adaptation, ΔR is incremental revenue or gross margin generated, ΔV is incremental variable cost, and ΔF is incremental fixed cost, including research, tooling, creative development, compliance and governance. The expression assumes that relevant costs and benefits can be estimated over the same period and that cannibalization and risk effects have been included in ΔR where material. Adaptation is financially attractive when ΔC > 0, subject to strategic and ethical considerations. 3. Integration–Responsiveness and Global Strategy FrameworksThe integration–responsiveness frameworkThe integration–responsiveness framework evaluates industries and firms along two dimensions: pressure for global integration and pressure for local responsiveness. The resulting positions are analytical tendencies rather than rigid categories. | Strategic position | Integration pressure | Responsiveness pressure | Typical marketing implication |
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| International | Relatively low | Relatively low | Transfer selected capabilities from home base | | Global | High | Low | Centralize and standardize where feasible | | Multidomestic | Low | High | Give substantial authority to country organizations | | Transnational | High | High | Coordinate globally while adapting locally |
A global strategy emphasizes centralized control, common offerings and cross-border scale. It can be powerful in categories with convergent needs, global customer segments and strong economies of scale. Its risk is strategic blindness to local meaning and institutional variation. A multidomestic strategy emphasizes national autonomy. It can fit categories shaped by culture, local regulation and heterogeneous distribution systems. Its risks are duplicated investment, inconsistent identity and limited transfer of learning. A transnational strategy seeks simultaneous efficiency, responsiveness and knowledge transfer. It is strategically attractive but organizationally demanding. It requires differentiated roles, shared systems, lateral collaboration and decision rights that do not map neatly onto a headquarters-versus-country hierarchy. The AAA perspectiveA complementary framework identifies three sources of international advantage: - Adaptation: tailoring the business to local conditions.
- Aggregation: combining activities across countries to gain scale, scope or learning.
- Arbitrage: exploiting differences between countries, such as costs, expertise, seasons or regulations, within lawful and responsible limits.
Marketing planning often combines all three. A firm may aggregate brand research and media technology, adapt content and retail execution, and arbitrage specialized creative or analytical capabilities across locations. Arbitrage must not be confused with evasion of tax, labor, consumer-protection or data requirements. Where should decisions reside?The choice between headquarters, regional and country control should follow the source of value and the location of relevant knowledge. Decisions are suitable for centralization when they benefit from scale, involve high brand risk, require technical consistency or depend on cross-market data. They are suitable for local authority when they require tacit market knowledge, rapid response, relationship management or interpretation of local regulation. A useful governance design separates: - non-negotiables: safety, legal compliance, brand purpose, data standards and ethical principles;
- configurable elements: price, assortment, media mix, promotions, partnerships and service design; and
- local experiments: bounded tests with explicit hypotheses, budgets and evaluation criteria.
4. Translating Corporate Objectives into an International Marketing PlanA marketing plan is a resource-backed theory of how managerial actions will produce strategically relevant outcomes. It should link corporate intent to market choices, activities, metrics, responsibilities and review points. Step 1: Clarify the corporate mandateCorporate objectives may concern growth, profitability, cash generation, risk reduction, innovation, brand strength, sustainability or market access. Marketing managers must translate these broad objectives into a hierarchy: Corporate purpose and objectives
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International portfolio priorities
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Market and segment choices
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Marketing objectives
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Strategies and programs
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Resources, KPIs and controlsFor example, a corporate objective to increase profitable international growth should not become the vague marketing objective “increase awareness everywhere.” It should be converted into measurable priorities such as expanding weighted distribution in selected markets, increasing repeat purchase among a defined segment, or achieving a target contribution margin while maintaining customer satisfaction. Step 2: Prioritize countries and segmentsCountry attractiveness should be assessed alongside the firm’s ability to win. Relevant dimensions include market size and growth, profitability, competitive intensity, regulation, infrastructure, strategic fit, risk and organizational readiness. A high-growth market may be unattractive if access costs are excessive or the firm lacks a distinctive capability. A weighted score can structure judgment: Sj = ∑i=1n wi xij In this model, Sj is the score for market j, wi is the weight assigned to criterion i, and xij is the normalized score of market j on criterion i. The weights should satisfy ∑wi = 1, and all criterion scores must use a comparable scale, such as 0 to 100. The result is a decision aid, not an objective truth; sensitivity analysis should test whether rankings change when weights or assumptions change. Criteria should not be double-counted. For example, “market size,” “revenue potential” and “growth opportunity” may overlap. Strategic risks should not be hidden by combining incomparable factors without explicit weighting. Step 3: Define objectives and strategic choicesGood international marketing objectives specify an outcome, target, time frame, market scope and measurement method. Examples include: - increase qualified household penetration from 8% to 11% in two priority markets within 18 months;
- achieve a specified contribution margin in the launch year rather than pursuing revenue alone;
- improve aided brand consideration by a defined number of percentage points among a target segment within 12 months; or
- reduce customer-acquisition cost while maintaining a minimum retention rate.
Objectives should be coherent. A demand objective, for example, must be reconciled with production capacity, working capital, service capability and channel economics. Step 4: Design the international marketing mixThe offering should be represented as a core promise, a set of configurable attributes and supporting services. Pricing requires attention to purchasing power, taxes, currency, channel margins, transfer prices, inflation and willingness to pay. Communication should balance global meaning with local relevance and comply with advertising and data rules. Distribution choices depend on channel structure, logistics, platform power and service requirements. Digital media may appear globally scalable, but audiences, algorithms, privacy rules, payment systems and content norms remain locally differentiated. A global campaign therefore requires local validation, not merely translation. Step 5: Build the implementation architectureEach major initiative should identify an owner, milestones, dependencies, budget, capability requirements, risks and decision gates. A responsibility matrix can distinguish who is responsible for execution, accountable for outcomes, consulted before decisions and informed afterward. Without explicit decision rights, integration–responsiveness conflicts often become delays or informal power struggles. 5. Resource Allocation and Scenario PlanningAllocating the budgetBudget allocation should reflect expected strategic contribution, uncertainty and learning value rather than historical spending alone. A basic allocation model is: B = ∑j=1m bj where B is the total budget and bj is the allocation to market or program j. In practice, a feasible allocation must also satisfy minimum capability, legal and service constraints. Managers may compare initiatives using expected incremental contribution per monetary unit: E(ROIk) = [∑s=1r ps ΔCks] ÷ Ik Here, E(ROIk) is expected return on investment for initiative k, ps is the probability of scenario s, ΔCks is incremental contribution under that scenario, and Ik is investment. This measure assumes scenario probabilities are meaningful, contributions are measured consistently and the time horizon is specified. It should not be used mechanically when strategic options, irreversible commitments or non-financial obligations dominate. A portfolio commonly includes: - core investments that protect current revenue and brand equity;
- growth investments directed toward priority markets and segments;
- experiments designed to generate validated learning; and
- resilience investments addressing compliance, supply, cybersecurity or reputational risk.
Scenario planningInternational plans are exposed to exchange-rate movements, regulatory change, geopolitical disruption, platform-policy changes, competitor entry, supply interruption and demand shocks. Scenario planning does not attempt to predict one future. It develops a small number of internally coherent futures and specifies trigger-based responses. A useful scenario set might include: | Scenario | External conditions | Managerial response |
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| Base | Expected demand and stable access | Execute approved plan and monitor thresholds | | Downside | Lower demand, higher costs or disruption | Protect cash, narrow assortment and pause low-return spend | | Upside | Faster adoption or favorable access | Release capacity and scale validated programs | | Stress | Severe regulatory, political or supply shock | Activate continuity, compliance and stakeholder plans |
Scenarios should contain leading indicators and predefined actions. A plan that merely describes optimistic and pessimistic narratives without decision rules is not a control system. 6. KPIs, Measurement and ControlA balanced performance architectureInternational marketing performance should be evaluated at several levels: - Financial: revenue, gross margin, contribution, customer-acquisition cost and cash conversion.
- Market: penetration, share, distribution, price realization and category growth.
- Customer and brand: awareness, consideration, preference, satisfaction, retention and advocacy.
- Operational: service level, delivery reliability, campaign cycle time, compliance incidents and data quality.
- Learning: validated experiments, capability development and transfer of successful practices.
A metric is useful when its definition, owner, data source, frequency and decision consequence are clear. Vanity metrics—such as impressions without evidence of reach quality or business effect—should not dominate resource decisions. Core formulasMarket share is commonly expressed as: Market share = Firm sales ÷ Total category sales × 100% The numerator and denominator must refer to the same geography, period, product definition and valuation basis. Value share and volume share are not interchangeable. Customer-acquisition cost is: CAC = Attributable acquisition spending ÷ Number of new customers acquired The attribution window and definition of “new customer” must be specified. If spending serves both acquisition and retention, allocating all spending to acquisition will distort the measure. Retention rate over a period may be calculated as: Retention rate = (Customers at end − New customers acquired) ÷ Customers at beginning × 100% This assumes customer counts are measured consistently and that the beginning cohort can be reconciled with acquisitions and losses. For subscription businesses, cohort retention is usually more informative than a single aggregate rate. Return on marketing investment can be represented as: ROMI = (Incremental contribution attributable to marketing − Marketing investment) ÷ Marketing investment ROMI requires a credible counterfactual—what would have happened without the marketing activity. Correlation between a campaign and sales is not sufficient evidence of causation. Holdout tests, geo-experiments, econometric models and carefully designed attribution systems can improve inference, though each has limitations. Control cyclesA robust control system follows a recurring cycle: establish objectives and baselines; implement; measure; compare actual performance with targets; diagnose variance; decide corrective action; and document learning. Controls should operate at strategic, tactical and operational levels. Strategic control asks whether the firm selected the right markets and proposition. Tactical control asks whether the marketing mix is producing the intended response. Operational control asks whether activities are being delivered accurately, legally and on time. Excessive control can suppress local initiative; insufficient control can permit waste and brand risk. 7. Governance, Ethics and TechnologyInternational marketing planning must address privacy, consumer protection, intellectual property, competition law, advertising standards, product safety, accessibility, labor conditions and environmental claims. Regulatory obligations may vary by jurisdiction, but ethical responsibility is not reducible to the weakest applicable rule. Data governance is especially important in global systems. Customer data may be subject to consent, purpose limitation, retention, cross-border transfer and security requirements. A centralized data platform should not imply unrestricted centralized access. Role-based permissions, data minimization, audit trails and incident procedures are essential. Artificial intelligence can support translation, creative adaptation, forecasting, segmentation, media optimization and scenario analysis. However, models may reproduce cultural stereotypes, encode biased training data, expose confidential information or generate legally problematic content. Human review, documented provenance, market-level validation and clear accountability are required. AI should augment managerial judgment rather than erase responsibility for decisions. Sustainability claims require substantiation. A global campaign that presents a product as “green” while omitting material environmental impacts can create legal and reputational risk. Local adaptation should never be used to conceal inconsistent standards or exploit vulnerable consumers. 8. Illustrative Case: A Modular Global LaunchBackgroundAurora Home, a fictional consumer-appliance company, sells compact water-purification systems. Its corporate objective is profitable international growth, supported by a reputation for reliability and responsible resource use. The company is considering three markets: Norland, where retail chains dominate; Estara, where digital commerce and installment payments are important; and Solis, where household water conditions vary substantially by region. ProblemThe engineering team favors one globally standardized product to reduce tooling and inventory. Country managers argue that voltage, filter replacement habits, payment preferences, language and water quality differ enough to require separate products. The proposed country-specific designs would increase the launch budget by 35% and create fragmented service operations. AnalysisAurora identifies the product’s non-negotiable core: purification technology, safety controls, testing standards, brand identity and cybersecurity architecture. It then identifies configurable modules: electrical interface, filter specification, user interface language, installation method, payment plan, packaging and service reminders. Market research finds that the filter specification is a material performance issue in Solis, while payment flexibility is decisive in Estara. In Norland, retailer training and shelf-ready packaging matter more than product redesign. The company therefore rejects both a single rigid product and three unrelated national products. Approach and solutionAurora adopts a transnational, modular strategy. The central team owns the platform, safety, brand system, core digital architecture, supplier standards and measurement framework. Country teams own channel partnerships, local content, promotional calendars, service arrangements and approved configuration choices. The launch plan contains a 60% core investment in the common platform, 25% in market-specific modules and execution, and 15% in controlled experiments. These percentages are planning allocations, not universal rules. A stage-gate process requires evidence before additional variants are approved. The first gate tests technical compliance and customer usability; the second tests channel conversion and installation reliability; the third evaluates repeat filter purchases and contribution margin. OutcomeIn the first year, the modular approach avoids the inventory complexity of three independent platforms while permitting the Solis filter configuration and Estara payment design. The central team identifies a successful service-reminder feature in Estara and transfers it to Norland. A proposed celebrity campaign in Solis is rejected after brand-safety review and replaced with a community demonstration program. The company does not maximize short-term geographic coverage, but it achieves stronger learning and lower operational duplication than either extreme alternative. Learning pointsThe case illustrates five principles. First, integration and responsiveness can be designed together. Second, modularity requires technical and governance discipline. Third, country managers need meaningful authority, not symbolic consultation. Fourth, resource allocation should fund learning as well as immediate sales. Fifth, global consistency includes ethical and service standards, not merely visual branding. Challenges and LimitationsFrameworks simplify reality. The integration–responsiveness matrix can imply that industries occupy stable positions even though technology, regulation and competition change. A country is not a homogeneous market; regional, demographic and income differences may exceed differences between countries. Weighted scoring can create false precision, especially when evidence is weak or criteria are correlated. Standardization may generate scale but also concentrate risk: a single product defect, misleading claim or cyber incident can spread globally. Adaptation can improve relevance but may dilute positioning and make performance comparisons difficult. Modularization reduces some trade-offs but increases interface-management costs and may be impossible where systems are tightly coupled. Measurement is also imperfect. Attribution models depend on assumptions, brand effects may occur over long periods, and local data quality can be uneven. Managers should therefore combine quantitative indicators with qualitative intelligence, triangulate sources and maintain explicit uncertainty rather than presenting estimates as facts. Best-Practice ChecklistA high-quality international marketing plan should: - distinguish what must be common from what may vary;
- connect every major program to a corporate or portfolio objective;
- prioritize markets using transparent criteria and sensitivity analysis;
- define decision rights across global, regional and country levels;
- budget for core operations, growth, experiments and resilience;
- use scenarios with indicators and trigger-based actions;
- measure financial, market, customer, operational and learning outcomes;
- establish credible counterfactuals for marketing evaluation;
- protect privacy, safety, dignity and fair competition; and
- document learning so that successful local adaptations can travel.
Chapter SummaryInternational marketing strategy requires a deliberate balance between global integration and local responsiveness. Integration creates scale, coordination, learning and brand consistency; responsiveness creates relevance, legitimacy, compliance and market fit. Standardization, adaptation and modularization are not mutually exclusive. A firm can standardize a core platform and brand promise, adapt legally or commercially important elements, and use modular architecture to manage controlled variation. The integration–responsiveness framework distinguishes international, global, multidomestic and transnational strategic tendencies. The AAA perspective adds adaptation, aggregation and arbitrage as sources of advantage. Effective governance allocates non-negotiables centrally while granting local authority over context-dependent execution and bounded experimentation. An international marketing plan translates corporate objectives into market priorities, measurable marketing outcomes, programs, budgets, responsibilities, scenarios and controls. Resource allocation should consider expected contribution, uncertainty, strategic options and learning value. KPIs must include financial, market, customer, operational and learning dimensions, while control systems must compare performance with targets and convert variance into corrective action and organizational learning. Ethical conduct, data governance, regulatory compliance and responsible use of AI are integral to strategy rather than peripheral constraints. Key TermsGlobal integration: Coordination and harmonization of activities across countries to capture scale, consistency or learning. Local responsiveness: Adjustment of strategy and execution to meaningful local customer, institutional or competitive conditions. Standardization: Use of substantially common marketing elements across markets. Adaptation: Modification of an offering or marketing program for local conditions. Modularization: Design of a common architecture with separable components that can be varied in controlled ways. Integration–responsiveness framework: A framework that compares pressures for cross-border coordination with pressures for local adaptation. Global strategy: A strategy emphasizing centralized coordination and common offerings across countries. Multidomestic strategy: A strategy emphasizing national autonomy and locally tailored programs. Transnational strategy: A strategy seeking simultaneous efficiency, responsiveness and cross-border knowledge transfer. AAA framework: A framework based on adaptation, aggregation and arbitrage. Non-negotiables: Elements that must remain consistent because of safety, law, ethics, brand or system requirements. Configurable elements: Marketing or offering components that may vary within approved boundaries. Scenario planning: Development of coherent alternative futures and trigger-based responses. Key performance indicator: A defined measure used to monitor progress toward an objective. Counterfactual: An estimate of what would have occurred without a particular intervention. Customer-acquisition cost: Attributable acquisition spending divided by new customers acquired. ROMI: Return on marketing investment based on incremental contribution attributable to marketing. Stage gate: A formal decision point at which evidence determines whether an initiative proceeds. Data governance: Policies and controls governing data quality, access, use, security and retention. Transnational learning: Transfer of useful knowledge and practices across country boundaries. Review QuestionsShort Answer Questions- What is the difference between global integration and local responsiveness?
- Why might a firm choose modularization instead of complete standardization or complete adaptation?
- Identify the four strategic positions in the integration–responsiveness framework.
- What is the purpose of a counterfactual in measuring ROMI?
- Name three categories of international marketing KPIs.
Long Answer Questions- Critically compare global, multidomestic and transnational strategies, including their organizational implications.
- Explain how a firm can determine whether a marketing element should be standardized, adapted or modularized.
- Describe a process for translating a corporate growth objective into an international marketing plan.
- Discuss the benefits and limitations of weighted country-attractiveness scoring.
- Explain how ethical, regulatory and data-governance issues should influence international marketing planning.
Analytical / Application Questions- A consumer brand is successful in one country but underperforms after a uniform global launch in three culturally different markets. Diagnose the likely integration–responsiveness problems and recommend a revised governance model.
- Design a scenario plan for an international e-commerce launch facing exchange-rate volatility, a possible data-regulation change and uncertain demand. Specify indicators, thresholds and actions.
- Construct a KPI system for a modular international product launch. Include at least one financial, market, customer, operational and learning measure, and explain how each would guide a decision.
Multiple Choice Questions with AnswersQuestion 1Which strategy seeks both cross-border efficiency and substantial local responsiveness? A. Global strategy B. Multidomestic strategy C. Transnational strategy D. Purely domestic strategy Correct Answer: C. Transnational strategy Question 2What is the defining feature of modularization? A. Using one identical offering everywhere B. Allowing unlimited local variation C. Combining a common architecture with controlled variation D. Eliminating central governance Correct Answer: C. Combining a common architecture with controlled variation Question 3In the incremental contribution equation ΔC = ΔR − ΔV − ΔF, what does ΔF represent? A. Incremental fixed cost B. Incremental foreign revenue C. Forecast error D. Financial exchange rate Correct Answer: A. Incremental fixed cost Question 4A market-attractiveness score based on weighted criteria is most useful when the criteria are: A. All measured in unrelated units without normalization B. Comparable and transparently weighted C. Selected only by the country manager D. Limited to market size Correct Answer: B. Comparable and transparently weighted Question 5Which item is most appropriately treated as a global non-negotiable? A. Local promotional calendar B. Country-specific retailer incentive C. Product safety standard D. Local celebrity selection Correct Answer: C. Product safety standard Question 6Why is a counterfactual important in ROMI measurement? A. It eliminates the need for sales data B. It estimates what would have happened without the marketing activity C. It guarantees that all sales are caused by advertising D. It measures only creative quality Correct Answer: B. It estimates what would have happened without the marketing activity Question 7A company has attributable acquisition spending of $120,000 and acquires 6,000 new customers. What is its CAC? A. $20 per customer B. $50 per customer C. $72 per customer D. $720 per customer Correct Answer: A. $20 per customer Question 8Which scenario-planning practice most improves managerial usefulness? A. Using only the most optimistic forecast B. Writing narratives without response rules C. Defining indicators and trigger-based actions D. Avoiding uncertainty estimates Correct Answer: C. Defining indicators and trigger-based actions Question 9Which is a principal risk of excessive local responsiveness? A. Loss of all local knowledge B. Duplication, fragmentation and inconsistent brand meaning C. Automatic regulatory compliance D. Lower need for coordination Correct Answer: B. Duplication, fragmentation and inconsistent brand meaning Question 10Which technology-governance practice is most appropriate when using AI for local campaign adaptation? A. Allowing unsupervised publication in every market B. Ignoring training-data quality C. Using human review, provenance checks and market validation D. Removing accountability from managers Correct Answer: C. Using human review, provenance checks and market validation
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