Global Organization Design, Coordination and ControlIntroductionGlobal management concerns more than operating in several countries. It requires an organization to integrate activities across borders while responding to different customers, institutions, cultures, regulations, and competitive conditions. Organization design is the deliberate arrangement of responsibilities, authority, information flows, and control systems so that people can pursue common goals. In an international firm, this design must answer four persistent questions: - Where should decisions be made?
- Which activities should be standardized globally and which should be adapted locally?
- How should headquarters and subsidiaries coordinate their interdependent work?
- How can the firm control performance without destroying initiative and local responsiveness?
No single structure is universally superior. A functional structure may support efficiency, a geographic structure may strengthen market responsiveness, and a matrix may combine global product integration with regional adaptation. Network and transnational designs seek flexibility, knowledge sharing, and distributed leadership, but they also create substantial coordination demands. Learning ObjectivesBy the end of this chapter, you should be able to: - compare functional, divisional, geographic, matrix, network, and transnational structures;
- explain how headquarters–subsidiary relationships influence strategy and performance;
- allocate decision rights using principles of expertise, accountability, and interdependence;
- distinguish standardization from localization and evaluate their trade-offs;
- select coordination mechanisms appropriate to different forms of interdependence;
- diagnose agency problems and design suitable control systems;
- evaluate technology, ethics, and governance issues in global organization design.
1. Organization Design as a Strategic ChoiceOrganization design links strategy with execution. Chandler’s well-known proposition that “structure follows strategy” means that a change in strategic scope—such as international expansion, product diversification, or global integration—often requires a corresponding change in reporting relationships and decision processes. Structure is not merely an organization chart. It includes: - Division of labor: how work is allocated among units and roles;
- Departmentalization: how jobs are grouped by function, product, customer, or geography;
- Hierarchy: formal reporting relationships and levels of authority;
- Integrating mechanisms: committees, processes, information systems, and shared goals;
- Control systems: methods for measuring, rewarding, and correcting performance.
A useful design must fit the firm’s environment, strategy, technology, size, capabilities, and degree of international interdependence. A small exporter may require only a domestic functional structure with an international sales team. A multinational operating integrated supply chains and global brands may need product divisions, regional units, global process owners, and cross-border networks. Differentiation and integrationInternationalization increases differentiation because units face different regulations, languages, customer preferences, and competitive conditions. It also increases the need for integration, because decisions in one country can affect sourcing, capacity, branding, tax exposure, reputation, and innovation elsewhere. The central design tension is therefore: Global integration seeks economies of scale, consistent quality, coordinated investment, and a unified brand. Local responsiveness seeks adaptation to local demand, institutions, competitors, and stakeholder expectations. A third requirement, worldwide learning, concerns the transfer and creation of knowledge across countries. A subsidiary may be a recipient of headquarters knowledge, but it may also possess valuable market, technical, or process knowledge that should travel to other units. 2. Major Global Organization Structures2.1 International functional structureIn an international functional structure, the firm is organized around activities such as marketing, operations, finance, human resources, and research and development. International operations may be located inside each function or grouped in a separate international division. Advantages include specialization, clear professional standards, and relatively low administrative cost. It is suitable for firms with a narrow product range, modest international complexity, or strong functional economies of scale. Limitations include functional silos, slow cross-functional decisions, and the risk that international operations become peripheral to the domestic business. A separate international division can create a “them and us” relationship between domestic and overseas managers. 2.2 Product or divisional structureA product divisional structure groups activities around product lines or business units. Each global product division may control research, manufacturing, marketing, and results for its product worldwide. This structure is effective when products differ substantially in technology, customers, competitors, or life cycles. It supports global product coordination and accountability for product profitability. Its weaknesses include duplication of functions across divisions, competition for corporate resources, and inadequate attention to country-specific institutional issues. 2.3 Geographic structureA geographic structure groups operations by region or country, such as Europe, Asia-Pacific, or Latin America. Regional executives typically control marketing, operations, and sometimes product decisions within their territories. The structure is appropriate where local adaptation, government relationships, and market knowledge are strategically important. It gives country managers authority close to customers and regulators. However, it may duplicate activities, inhibit global standardization, and encourage regional optimization rather than enterprise-wide performance. 2.4 Matrix structureA matrix overlays two dimensions, commonly product and geography. An employee may report to a product executive for technical or commercial direction and to a regional executive for market execution. The matrix attempts to balance competing priorities. It can improve lateral communication and make trade-offs visible. In practice, it often creates role ambiguity, slow decisions, conflict over resources, and excessive meetings. A matrix works best when decision rights are explicit, managers have collaborative skills, and information systems support transparency. A matrix should not be adopted simply because the firm faces complexity; complexity must be managed rather than merely represented in an organization chart. 2.5 Network structureA network structure consists of relatively specialized, interdependent units connected by contracts, partnerships, digital systems, and managerial relationships. The units may include subsidiaries, suppliers, distributors, alliance partners, contract manufacturers, and knowledge centers. Networks provide flexibility and access to specialized capabilities. They can enable a firm to enter markets quickly and reconfigure its value chain. Their risks include dependence on partners, weaker visibility over activities, cybersecurity exposure, inconsistent standards, and difficulty assigning accountability. Network governance requires carefully designed contracts, relationship management, data standards, audits, and escalation procedures. 2.6 Transnational structureThe transnational organization is an advanced design intended to achieve global efficiency, local responsiveness, and worldwide learning simultaneously. It does not depend on a single dominant center. Instead, different units may possess distinctive capabilities: one subsidiary may lead process innovation, another product development, and another regional marketing. The transnational model typically includes: - differentiated subsidiary roles;
- shared global platforms and standards;
- lateral relationships among subsidiaries;
- distributed leadership and expertise;
- strong knowledge-transfer routines;
- headquarters that orchestrates rather than simply commands.
Its benefit is strategic flexibility. Its cost is managerial complexity. Transnational organizations require trust, high-quality information, common performance language, and leaders capable of managing without relying exclusively on hierarchy. Comparative overview| Structure | Primary organizing principle | Main strength | Main risk | Typical fit |
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| Functional | Business activity | Specialization and efficiency | Silos and slow integration | Smaller or less complex firms | | Product divisional | Product or business | Global product coordination | Duplication and product bias | Diverse product portfolios | | Geographic | Region or country | Local responsiveness | Regional fragmentation | Institutionally diverse markets | | Matrix | Two or more dimensions | Balancing competing demands | Role conflict and delay | High but manageable interdependence | | Network | Capabilities and relationships | Flexibility and access to expertise | Accountability and partner risk | Asset-light, ecosystem businesses | | Transnational | Distributed capabilities | Integration, responsiveness, learning | High coordination cost | Globally integrated, knowledge-intensive firms |
Structures may also be hybrid. For example, a firm may use global product divisions, regional commercial teams, and a network of shared service centers. The relevant question is not which label applies, but whether the design clarifies accountability and supports the strategic work that must be done. 3. Headquarters–Subsidiary RelationshipsHeadquarters (HQ) performs corporate roles such as capital allocation, portfolio management, global risk oversight, leadership development, brand stewardship, and setting enterprise standards. Subsidiaries execute strategy in local markets, manage employees and relationships, and often contribute knowledge and innovation. The HQ–subsidiary relationship can be understood through several patterns: - Parenting: HQ provides direction, resources, and control; subsidiaries mainly implement.
- Partnership: HQ and subsidiaries negotiate objectives and share expertise.
- Federation: subsidiaries enjoy substantial autonomy within broad corporate boundaries.
- Network orchestration: authority and expertise are distributed across units, with HQ coordinating interdependence.
A subsidiary’s role should be based on its capabilities and strategic contribution, not solely on its location. Possible roles include local implementer, efficient producer, regional coordinator, global product mandate holder, innovation center, or strategic sensing unit. Allocating decision rightsDecision rights specify who has authority to decide, who provides input, who executes, and who is accountable for results. A practical method is a decision-rights matrix: | Decision | HQ | Regional unit | Country unit | Shared requirements |
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| Global brand identity | Decide | Consult | Consult | Brand standards | | Local promotion | Set boundaries | Coordinate | Decide | Legal and ethical review | | Global supplier platform | Decide | Consult | Implement | Quality and resilience standards | | Local distributor choice | Set principles | Consult | Decide | Compliance due diligence | | Enterprise cybersecurity | Decide standards | Implement | Implement | Incident reporting |
The principle of subsidiarity suggests that decisions should be made at the lowest competent level unless there are strong reasons for centralization. Centralization is appropriate where decisions create global externalities, require scale, involve scarce expertise, or expose the whole firm to material risk. Localization is appropriate where information is local, customer preferences vary, and consequences are primarily local. Good decision-rights design observes three tests: - Information test: Which unit has the most relevant and timely information?
- Externality test: Will the decision materially affect other units?
- Capability and accountability test: Does the decision maker have the capability and responsibility to bear its consequences?
RACI charts—Responsible, Accountable, Consulted, and Informed—can make these assignments visible, although they should not substitute for managerial judgment. 4. Standardization, Localization, and AmbidexterityStandardization means using common products, processes, systems, policies, or metrics across markets. Localization means adapting them to local needs. Neither is inherently superior. Drivers of standardizationStandardization is favored by: - global customer segments;
- economies of scale and scope;
- common technology platforms;
- consistent safety or quality requirements;
- global brand positioning;
- integrated supply chains;
- data comparability and control.
Drivers of localizationLocalization is favored by: - different cultural meanings and consumption habits;
- national regulations and labor institutions;
- different infrastructure and distribution systems;
- local competitors;
- language and service expectations;
- varying income levels and price sensitivity.
A useful design distinction is between non-negotiables, common platforms, and local choices. For example, a firm may require one global code of ethics and cybersecurity standard, provide a common enterprise resource-planning platform, and permit local decisions about advertising language and channel partners. The goal is often modular standardization: standardize the core architecture while adapting interfaces, features, or delivery. This can reduce unnecessary variation without imposing an inappropriate one-size-fits-all model. 5. Coordination MechanismsCoordination is the management of interdependence. Thompson’s categories are useful: - Pooled interdependence: units share corporate resources but operate largely independently.
- Sequential interdependence: one unit’s output becomes another unit’s input.
- Reciprocal interdependence: units continually exchange inputs and outputs, as in joint innovation.
As interdependence increases, firms usually require richer coordination. Structural mechanismsThese include global business units, regional offices, shared service centers, liaison roles, project teams, and cross-border councils. A global process owner may coordinate an end-to-end process such as order fulfillment even when activities remain geographically dispersed. Process mechanismsCommon mechanisms include integrated planning, stage-gate innovation processes, service-level agreements, budgeting cycles, standardized operating procedures, and escalation protocols. Processes should specify inputs, outputs, timing, decision authority, and exception handling. Relational mechanismsTrust, shared values, professional communities, temporary assignments, and cross-border leadership development support coordination that cannot be fully specified in contracts. Social integration is especially important when knowledge is tacit and problems are novel. Information mechanismsEnterprise systems, shared data definitions, dashboards, collaboration tools, and knowledge repositories make interdependence visible. Technology improves coordination only when users trust the data and understand how it affects decisions. Excessive reporting can create information overload and encourage gaming. 6. Knowledge Flows and Organizational LearningKnowledge flows in several directions: - HQ to subsidiary, such as global policies or technical methods;
- subsidiary to HQ, such as market intelligence or process innovation;
- subsidiary to subsidiary, such as a successful service model transferred across countries;
- external partner to firm, such as supplier or alliance knowledge.
Explicit knowledge can be documented relatively easily. Tacit knowledge—judgment, craft, relationships, and contextual understanding—often requires observation, joint work, and repeated interaction. Effective knowledge systems combine repositories with communities of practice, international assignments, expert directories, post-project reviews, and incentives for sharing. A subsidiary may resist sharing if it fears losing status, resources, or proprietary advantage. HQ may also ignore subsidiary knowledge because of status bias or an assumption that corporate knowledge is superior. Knowledge transfer should therefore be treated as a reciprocal process. Managers should ask not only “How can HQ transfer best practice?” but also “Which unit has developed a practice worth adapting, and what conditions must change before transfer?” 7. Control, Performance, and Agency ProblemsControl systems align behavior with organizational objectives while preserving initiative. Three broad forms are common: - Output control: evaluates results such as profit, quality, market share, delivery, or customer retention.
- Behavior or process control: specifies policies, procedures, approvals, and standards.
- Input control: selects and develops people, capabilities, values, and resources.
Agency problemsAgency theory highlights the potential conflict between a principal (for example, HQ or shareholders) and an agent (for example, a subsidiary manager). Problems arise because goals may differ, actions may be difficult to observe, and information may be unevenly distributed. A subsidiary manager may prioritize local growth over global profitability, conceal weak performance, or resist knowledge sharing. HQ may impose targets that ignore local conditions, causing dysfunctional behavior. Control responses include: - clear objectives and decision rights;
- balanced performance measures;
- transparent transfer-pricing and resource-allocation rules;
- audits and compliance reviews;
- incentive systems aligned with both local and global outcomes;
- rotation and socialization of managers;
- independent risk and ethics channels.
No single metric is sufficient. For example, local profit may encourage underinvestment in global capabilities, while global market share may conceal poor cash generation. A balanced scorecard can include financial, customer, process, learning, risk, and sustainability measures. Performance comparisons must account for factors outside managerial control, including exchange rates, political shocks, commodity prices, and mandated transfer-pricing rules. Otherwise, measurement becomes unfair and managers have incentives to manipulate results. Governance and ethical controlGlobal firms must comply with applicable laws concerning anti-bribery, sanctions, competition, labor rights, data protection, tax, product safety, and environmental obligations. Compliance should not be reduced to a checklist. A strong system combines a code of conduct, risk assessment, training, due diligence, confidential reporting, investigation procedures, protection against retaliation, and board oversight. Ethical risks may be amplified by distance between HQ and local operations. A “headquarters did not know” defense is weak when the company failed to create reasonable monitoring and reporting systems. Conversely, local managers should not be forced to violate local law or ethical standards in pursuit of unrealistic global targets. 8. Technology and Artificial Intelligence in Global CoordinationDigital platforms can support real-time planning, workflow visibility, knowledge search, cybersecurity monitoring, and collaboration across time zones. Artificial intelligence may assist demand forecasting, anomaly detection, translation, customer service, and decision support. However, digital coordination introduces risks: - biased or low-quality training data;
- opaque recommendations and automation bias;
- cross-border data-transfer restrictions;
- surveillance of employees;
- cybersecurity and intellectual-property threats;
- concentration of algorithmic expertise at HQ;
- unclear accountability when an automated recommendation causes harm.
Responsible use requires human accountability, documented model purpose, access controls, data governance, testing for bias and error, audit trails, and procedures for appeal or override. AI should support decision rights, not silently relocate them. A local manager remains accountable for a decision even when software provides an input, unless governance explicitly assigns responsibility otherwise. 9. An Integrated Design ProcessManagers can use the following sequence when redesigning a global organization: Step 1: Clarify strategic prioritiesIdentify whether the strategy emphasizes cost efficiency, local adaptation, innovation, speed, resilience, customer intimacy, or some combination. Step 2: Map interdependenceDocument where units share customers, suppliers, technologies, capital, data, brands, or knowledge. Distinguish pooled, sequential, and reciprocal relationships. Step 3: Identify required capabilitiesDetermine which activities require global scale, local expertise, regional coordination, or distributed innovation. Step 4: Choose a primary structureSelect functional, product, geographic, matrix, network, transnational, or hybrid arrangements based on the work—not fashion. Step 5: Allocate decision rightsAssign authority using information, externality, capability, and accountability tests. Identify non-negotiable global standards and legitimate local discretion. Step 6: Build coordination mechanismsAdd teams, processes, information systems, shared metrics, and relationship mechanisms proportionate to interdependence. Step 7: Design controls and incentivesUse a balanced set of measures, ensure that targets are controllable, and reward cooperation as well as local results. Step 8: Pilot and reviewTest the design in a business or region. Review decision speed, duplicated work, customer outcomes, knowledge transfer, compliance, employee experience, and total coordination cost. A design should be evaluated not only by its formal chart but also by how work actually occurs. Informal networks often reveal bottlenecks, influential experts, and gaps between formal authority and practical authority. Applied Case: Orbis Mobility’s Global ReorganizationThe following is an illustrative case. BackgroundOrbis Mobility manufactures electric delivery vehicles and operates in North America, Europe, India, and Southeast Asia. Its battery platform and vehicle software are developed centrally, while sales, service, and regulatory affairs are managed regionally. The company originally used a geographic structure. Each region adapted products and purchased components locally. ProblemThe geographic model produced responsiveness but also substantial duplication. Battery components differed across regions, software updates were delayed, and quality data could not be compared. At the same time, a fully centralized proposal was rejected because charging infrastructure, subsidies, fleet customers, and safety requirements differed substantially among countries. Regional managers feared that HQ understood technology but not local markets. AnalysisThe company had reciprocal interdependence in battery and software development, sequential interdependence between global engineering and regional assembly, and strong local requirements in sales, service, and regulatory affairs. The problem was therefore not simply excessive decentralization. It was a mismatch between different types of work and the same geographic structure being applied to all of them. ApproachOrbis adopted a hybrid transnational design: - a global battery and software platform team set architecture, cybersecurity, and safety standards;
- regional engineering groups adapted charging interfaces and service systems;
- country units controlled customer relationships, local compliance, and service partnerships;
- a global data standard made quality and field-performance information comparable;
- a cross-border product council resolved platform-versus-localization conflicts;
- incentives included both regional customer outcomes and contributions to reusable global capabilities.
Decision rights were recorded in a RACI matrix. The platform team was accountable for core architecture, while regional units were accountable for legally compliant market adaptation. Exceptions required documented evidence concerning customer need, regulation, safety, or total cost. OutcomeThe new design reduced unnecessary component variation and improved the speed of software learning across markets, while retaining local adaptation where it affected customer use and regulation. It also exposed a new challenge: regional managers initially treated global standards as constraints rather than shared assets. Leadership addressed this through joint design workshops, cross-border assignments, and recognition for units whose innovations were adopted elsewhere. Learning points- Different activities may require different organizing principles.
- Standardization should focus on shared architecture and critical risks, not every customer-facing detail.
- Decision rights must accompany structural change.
- Knowledge sharing requires incentives and relationships, not just a database.
- A transnational design is a managerial capability, not merely a reporting pattern.
Challenges and LimitationsGlobal organization designs face several persistent limitations. First, formal structures cannot eliminate political behavior. Units compete for investment, talent, and influence. Second, coordination has a cost: meetings, systems, travel, negotiation, and slower decisions. Third, cultural differences can affect how employees interpret authority, conflict, deadlines, and feedback. Fourth, global standards can unintentionally reproduce the assumptions of the most powerful country or function. Fifth, decentralization can weaken enterprise-wide risk management, while centralization can suppress local initiative. Managers should therefore avoid both structural romanticism and structural determinism. A network is not automatically agile; a matrix is not automatically integrative; and a transnational firm is not automatically innovative. Outcomes depend on capabilities, leadership, incentives, trust, information quality, and continual review. Best Practices- Design around strategic interdependence rather than geography alone.
- Make a small number of global standards explicit and explain their purpose.
- Preserve local discretion where local knowledge materially affects outcomes.
- Assign one accountable owner to every major decision, even when consultation is broad.
- Use common data definitions before comparing units.
- Measure both local performance and contributions to global capabilities.
- Treat subsidiaries as potential sources of innovation, not only implementers.
- Match control intensity to risk and interdependence.
- Use pilots and feedback before imposing enterprise-wide redesign.
- Build ethical, data, and cybersecurity governance into the design from the beginning.
Chapter SummaryGlobal organization design aligns structure, decision rights, coordination, and control with international strategy. Functional structures emphasize specialization; product divisions support global product management; geographic structures strengthen local responsiveness; matrices combine dimensions but can create conflict; networks provide flexibility through relationships; and transnational designs distribute capabilities while seeking integration, responsiveness, and learning. Effective HQ–subsidiary relationships distinguish corporate standards from local discretion and allocate authority according to information, externalities, capability, and accountability. Standardization and localization are not absolute alternatives: modular designs can standardize core platforms while adapting customer-facing elements. Coordination may rely on structure, processes, information systems, and relationships, with richer mechanisms required as interdependence increases. Control systems must address agency problems without destroying initiative. Balanced measures, fair targets, audits, ethical governance, and reciprocal knowledge flows are essential. Digital tools and AI can improve global coordination but require data governance, transparency, cybersecurity, and human accountability. The best global design is therefore contingent, evidence-based, and continuously revised as strategy and interdependence change. Key TermsAgency problem: A conflict arising when an agent’s interests or information differ from those of the principal. Centralization: Concentration of decision authority at a higher organizational level. Coordination: Processes used to align interdependent activities and decisions. Differentiation: Division of organizational work into specialized units or roles. Geographic structure: Organization by country, region, or territory. Global integration: Coordination and standardization of activities across countries. Headquarters–subsidiary relationship: The pattern of authority, support, and accountability between corporate headquarters and an overseas unit. Localization: Adaptation of products, processes, or policies to local conditions. Matrix structure: A structure that combines two or more bases of authority, commonly product and geography. Network structure: A system of specialized units and external partners linked through relationships and contracts. Output control: Evaluation based primarily on achieved results. Principle of subsidiarity: Decisions should be made at the lowest competent level unless broader coordination is necessary. Reciprocal interdependence: A relationship in which units repeatedly exchange inputs and outputs. Standardization: Use of common products, processes, systems, or standards across markets. Subsidiary role: The strategic contribution assigned to an overseas unit. Transnational organization: A globally integrated design with distributed capabilities, local responsiveness, and worldwide learning. Transfer pricing: Prices assigned to transactions between related entities in different jurisdictions. Worldwide learning: Creation and transfer of knowledge among units across countries. Review QuestionsShort Answer Questions- What is the difference between global integration and local responsiveness?
- Identify two advantages and two limitations of a geographic structure.
- What are the three tests useful for allocating decision rights?
- Distinguish output control from behavior control.
- Why is knowledge transfer between subsidiaries important?
Long Answer Questions- Compare functional, product divisional, geographic, matrix, network, and transnational structures. Give an appropriate context for each.
- Explain how a firm can combine global standardization with local adaptation.
- Discuss how agency theory helps managers design global performance-control systems.
- Analyze the role of headquarters in a transnational organization.
- Explain why coordination mechanisms must become richer as interdependence increases.
Analytical / Application Questions- A consumer-goods firm has a strong global brand but faces major differences in advertising regulation and retail systems. Recommend a structure and specify which decisions should be centralized and which should remain local.
- A subsidiary has developed a process that improves service quality, but other subsidiaries refuse to adopt it. Diagnose the barriers and design a knowledge-transfer approach.
- A global matrix has produced slow decisions and conflict between regional and product managers. Propose changes to decision rights, coordination processes, and performance measures without abandoning all cross-border integration.
Multiple Choice Questions with AnswersQuestion 1Which structure primarily organizes activities around countries or regions? A. Functional structure B. Geographic structure C. Product divisional structure D. Network structure Correct Answer: B. Geographic structure Question 2What is a central risk of a matrix structure? A. No opportunity for specialization B. Complete absence of local adaptation C. Role ambiguity and conflict over authority D. Inability to use cross-functional communication Correct Answer: C. Role ambiguity and conflict over authority Question 3Under the principle of subsidiarity, a decision should generally be made: A. Only by headquarters B. At the lowest competent level unless broader coordination is needed C. By the unit with the largest budget D. By an external consultant Correct Answer: B. At the lowest competent level unless broader coordination is needed Question 4Which control system evaluates employees or units primarily by achieved results? A. Output control B. Input control C. Behavior control D. Cultural control Correct Answer: A. Output control Question 5A global firm standardizes its battery architecture but allows countries to adapt charging interfaces. This is an example of: A. Complete localization B. Modular standardization C. Pure centralization D. Pooled interdependence Correct Answer: B. Modular standardization Question 6Which form of interdependence involves repeated two-way exchanges among units? A. Pooled interdependence B. Sequential interdependence C. Reciprocal interdependence D. Independent operation Correct Answer: C. Reciprocal interdependence Question 7In a transnational organization, headquarters is most accurately described as: A. The sole source of all knowledge B. An orchestrator of distributed capabilities C. A purely ceremonial body D. A replacement for all subsidiaries Correct Answer: B. An orchestrator of distributed capabilities Question 8Which situation most strongly supports centralizing a decision? A. The decision depends entirely on local customer information B. The decision creates substantial risks for the entire enterprise C. The decision concerns local advertising language D. The decision affects only one local distributor Correct Answer: B. The decision creates substantial risks for the entire enterprise Question 9Why can a single local-profit measure create dysfunctional behavior? A. It always prevents local managers from making decisions B. It may reward local results while discouraging global capabilities or cooperation C. It eliminates all agency problems D. It measures too many nonfinancial outcomes Correct Answer: B. It may reward local results while discouraging global capabilities or cooperation Question 10Which is an important governance requirement for using AI in global coordination? A. Remove all human review B. Allow algorithms to assign accountability invisibly C. Maintain audit trails, data governance, and human accountability D. Use identical data regardless of legal restrictions Correct Answer: C. Maintain audit trails, data governance, and human accountability
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