Organizational Structure, Design and CultureIntroductionOrganizations do not achieve results through strategy alone. They also require arrangements that determine who makes decisions, how work is divided, how information moves, and which behaviours are rewarded. These arrangements constitute organizational structure and design. Alongside them, organizational culture influences how employees interpret events, exercise discretion, cooperate, and respond to change. Structure is the relatively formal pattern of roles, authority, reporting relationships, coordination mechanisms, and procedures. Design is the managerial process of creating or adapting that structure to fit organizational goals and circumstances. Culture is the shared pattern of values, assumptions, norms, and meanings that guides behaviour. Climate refers to employees’ shared perceptions of how the organization currently operates—for example, whether it is supportive, ethical, innovative, or psychologically safe. A sound design aligns strategy, structure, culture, technology, and people. Misalignment creates predictable problems: a company that promises rapid innovation but requires many layers of approval will frustrate employees; a safety-critical organization that rewards only speed may encourage dangerous shortcuts; and a global enterprise with highly centralized decisions may fail to respond to local customers. Learning ObjectivesBy the end of this chapter, you should be able to: - explain the relationship between strategy, structure, design, culture, and climate;
- compare functional, divisional, matrix, network, and agile structures;
- assess centralization, decentralization, formalization, and span of control;
- distinguish organizational culture from organizational climate;
- use established frameworks to interpret culture and employee behaviour;
- identify alignment and misalignment between organizational design and strategy;
- recommend practical design and culture interventions while considering ethics, governance, and employee wellbeing.
1. Foundations of Organizational Structure and Design1.1 Division of work and coordinationEvery organization must answer two fundamental questions: - How should work be divided among individuals and units?
- How should the divided work be coordinated?
Division of labour can improve expertise and efficiency, but excessive specialization can produce narrow jobs, weak ownership, and poor understanding of customers. Coordination may occur through direct supervision, standardized procedures, shared goals, mutual adjustment, professional expertise, or digital systems. A structure normally identifies: - Work specialization: the extent to which tasks are divided into distinct jobs.
- Departmentalization: the basis for grouping jobs, such as function, product, geography, customer, or process.
- Chain of command: formal reporting relationships and authority.
- Span of control: the number of employees directly supervised by one manager.
- Centralization: the location of decision authority.
- Formalization: the extent to which rules, procedures, and expected behaviours are documented.
- Coordination mechanisms: methods for integrating activities across roles and units.
These dimensions are choices, not universal prescriptions. A hospital, software start-up, police service, and international retailer require different combinations. 1.2 Mechanistic and organic tendenciesA mechanistic design is characterized by specialization, hierarchy, formal rules, centralized authority, and relatively stable roles. It is useful when work is predictable, quality must be consistent, and risk controls are important. However, it can delay decisions and reduce adaptability. An organic design has fewer rigid boundaries, broader roles, decentralized decisions, lateral communication, and greater reliance on expertise and mutual adjustment. It is useful in uncertain environments that require innovation and rapid learning. Its risks include ambiguity, duplication, inconsistent decisions, and unclear accountability. Most organizations are neither entirely mechanistic nor entirely organic. A pharmaceutical manufacturer may use formal quality procedures in production while using organic project teams in research. Effective leaders therefore design for differentiated needs rather than pursuing flexibility or control as absolute ideals. 2. Major Organizational Structures2.1 Functional structureIn a functional structure, employees are grouped according to specialist activities such as operations, marketing, finance, human resources, or information technology. Advantages include economies of specialization, efficient use of expert resources, clear professional development paths, and consistent technical standards. Functional structures are often suitable for smaller or medium-sized organizations with a limited product range and relatively stable operations. Limitations include functional silos, slow cross-functional coordination, and a tendency for departments to optimize their own targets rather than the total customer experience. A marketing department may increase sales promotions while operations lacks the capacity to fulfil demand. 2.2 Divisional structureA divisional structure groups activities around products, services, customer segments, or geographic regions. Each division may contain its own marketing, finance, and operations functions. Product divisions improve accountability for product performance and customer needs. Geographic divisions can respond to local regulations and market preferences. Customer divisions can tailor service to distinct segments. The main disadvantages are duplicated expertise, higher administrative cost, competition for corporate resources, and possible inconsistency between divisions. Corporate headquarters must determine which activities should be shared and which should remain within divisions. 2.3 Matrix structureA matrix combines two bases of authority, commonly function and project, product, or geography. An employee may report to a functional manager for professional standards and to a project manager for delivery priorities. The matrix can provide specialist depth while allowing flexible project deployment. It is valuable where organizations must manage complex projects using expertise from several disciplines. However, dual authority can generate role conflict, priority disputes, excessive meetings, and uncertainty about performance evaluation. A matrix works only when decision rights, escalation processes, and shared objectives are explicit. 2.4 Network structureA network structure links a central organization with external suppliers, contractors, partners, platforms, or semi-autonomous units. The focal organization may retain brand, design, customer relationships, or intellectual property while outsourcing manufacturing, logistics, or specialist services. Networks provide scalability, access to expertise, and flexibility. They also create dependence, coordination challenges, cybersecurity exposure, quality risks, and ethical responsibilities across organizational boundaries. Outsourcing a task does not eliminate the focal organization’s reputational or social responsibility. 2.5 Agile and team-based structuresAgile structures organize work around short learning cycles, cross-functional teams, customer feedback, and reprioritization. Teams may plan work in iterations, review results, and adapt priorities. Agile is not simply a set of meetings or software tools; it is a design philosophy that emphasizes transparency, empowered teams, rapid feedback, and incremental value. Agile structures are effective when requirements are uncertain and learning is more valuable than detailed long-term prediction. They may be less appropriate where work is highly regulated, hazardous, or dependent on strict sequencing. Even agile organizations need governance, technical standards, documentation, and accountability. 2.6 Comparative overview| Structure | Primary grouping | Main strengths | Common risks | Suitable conditions |
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| Functional | Specialist activity | Expertise and efficiency | Silos and weak integration | Stable operations; limited product range | | Divisional | Product, customer, or geography | Accountability and responsiveness | Duplication and internal competition | Diverse markets or products | | Matrix | Two or more dimensions | Flexible expertise and project focus | Dual authority and conflict | Complex, interdependent projects | | Network | Internal and external partners | Scalability and access to capabilities | Dependence and coordination risk | Dynamic, specialized value chains | | Agile/team-based | Cross-functional teams and flows | Speed, learning, customer focus | Ambiguity and inconsistent control | Uncertain and innovative environments |
No structure is inherently superior. The appropriate choice depends on strategy, environmental uncertainty, technology, organizational size, regulation, and the capabilities of employees. 3. Key Design Choices3.1 Centralization and decentralizationCentralization means that significant decisions are concentrated at higher levels. It can support consistency, control, economies of scale, and protection of sensitive information. Decentralization places more authority close to customers, operations, or specialist knowledge. It can improve speed, ownership, motivation, and local responsiveness. The critical issue is not whether an organization is centralized in general, but which decisions should be centralized. For example, corporate identity and financial controls may be centralized, while customer-service recovery decisions are delegated to frontline employees. Leaders should specify decision rights, information requirements, limits of authority, and accountability for outcomes. A useful principle is to place a decision at the lowest competent level that has sufficient information and can be held accountable, while retaining central controls for legal, ethical, financial, and strategic matters. 3.2 FormalizationFormalization is the extent to which roles, processes, and expected behaviour are documented and standardized. It includes policies, job descriptions, approval rules, operating procedures, codes of conduct, and documentation requirements. Formalization is valuable when consistency, safety, compliance, and knowledge transfer matter. It can also reduce uncertainty for new employees. Excessive formalization may cause bureaucracy, discourage initiative, and encourage employees to follow procedures even when circumstances have changed. Effective formalization distinguishes between non-negotiable standards and areas requiring judgement. A safety procedure may be mandatory, while the method of solving a customer’s non-standard problem may be discretionary within defined boundaries. 3.3 Span of control and layersA wide span of control means that a manager supervises many employees; a narrow span means fewer. Wider spans can reduce hierarchy and promote employee autonomy, but they require capable employees, reliable information systems, and manageable task complexity. Narrow spans may support coaching and close oversight but can increase cost and slow communication. There is no universally correct span. The appropriate range depends on task similarity, employee competence, geographic dispersion, degree of standardization, and the manager’s available support. Leaders should also distinguish supervision from leadership: a manager may formally supervise many employees while using team leaders and digital systems for day-to-day coordination. 3.4 Boundary managementOrganizational boundaries separate departments, levels, firms, professions, and locations. Boundaries clarify accountability but can obstruct information and cooperation. Boundary-spanning roles—such as project managers, account managers, integrators, and community liaison officers—help translate information and coordinate interests across units. 4. Organizational Culture and Climate4.1 Meaning of cultureOrganizational culture consists of shared assumptions, values, symbols, stories, routines, and norms that influence how members understand and behave at work. Culture is learned through socialization and reinforced through recruitment, promotion, rewards, leadership behaviour, and responses to success and failure. Edgar Schein’s framework distinguishes three levels: - Artifacts: visible features such as office design, language, rituals, dress, technology, and meeting practices.
- Espoused values: stated principles such as customer focus, integrity, inclusion, or innovation.
- Basic underlying assumptions: deeply embedded beliefs about authority, risk, human nature, time, knowledge, and what is considered normal.
Artifacts are easy to observe but can be difficult to interpret. An open-plan office may signal collaboration, but it may also conceal a culture of surveillance. Leaders should compare stated values with actual decisions and lived employee experience. 4.2 Culture and climateCulture is concerned with shared meaning and deeper assumptions; climate is concerned with shared perceptions of current policies, practices, and experiences. Employees may describe a culture as traditionally hierarchical while reporting a recent improvement in the climate for psychological safety. Climate can vary between departments even when the organization has an official culture. A company may have a positive overall reputation but a sales unit with a toxic performance climate. Climate measures are therefore useful diagnostic indicators, although they should be interpreted with interviews, observation, and other evidence rather than treated as complete representations of culture. 4.3 Culture frameworksThe Competing Values Framework identifies four broad culture orientations: - Clan: collaboration, participation, development, and belonging.
- Adhocracy: experimentation, entrepreneurship, flexibility, and innovation.
- Market: competitiveness, results, achievement, and external positioning.
- Hierarchy: stability, control, efficiency, and reliable processes.
These orientations are not mutually exclusive. A public emergency service may need hierarchy for safety, clan characteristics for trust, and adhocracy during unprecedented crises. The Denison model links culture to involvement, consistency, adaptability, and mission. It emphasizes that effectiveness requires both internal integration and external responsiveness. Frameworks are useful as lenses, not as labels that permanently define an organization. 4.4 Subcultures and counterculturesLarge organizations contain occupational, geographic, generational, and professional subcultures. Subcultures can provide valuable expertise and identity. They become problematic when groups reject organizational goals, hoard information, discriminate against outsiders, or normalize unethical practices. A counterculture may challenge dominant assumptions and sometimes provides an important early warning about misconduct or strategic failure. 5. Strategy, Structure, Culture, and BehaviourThe principle of strategic fit states that design choices should support the organization’s strategic requirements. A low-cost strategy may require standardized processes, efficient scale, and disciplined cost control. A differentiation strategy may require customer knowledge, innovation, decentralized judgement, and collaboration. A strategy based on rapid digital experimentation may be undermined by a culture that punishes every failed experiment. Alignment should be examined at several levels: | Alignment question | Diagnostic issue |
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| Strategy–structure | Does authority and coordination support the way value is created? | | Structure–culture | Do formal arrangements match actual norms and relationships? | | Culture–behaviour | Do rewards and leaders reinforce the desired conduct? | | Technology–design | Do systems support information flow and decision rights? | | People–design | Do employees have the skills and autonomy required? | | Governance–flexibility | Are experimentation and discretion bounded by ethical controls? |
A useful diagnostic compares espoused design with experienced design. Senior leaders may believe that authority is delegated, while employees may experience multiple approvals and fear of blame. Similarly, an organization may advertise inclusion while promotion decisions are controlled by informal networks. 5.1 Behavioural consequencesStructure and culture influence motivation, communication, conflict, learning, and ethical conduct. Centralization can reduce participation if employees believe their knowledge is ignored. Excessive formalization can produce compliance without commitment. A strong achievement culture can energize performance but may also create unhealthy competition. A clan-oriented culture can support belonging but may avoid difficult performance conversations. Leaders should therefore ask not only, “What structure is efficient?” but also, “What behaviour will this structure make easy, difficult, rewarded, or invisible?” 5.2 Emotional intelligence and designEmotional intelligence is particularly important when design changes create uncertainty. Leaders need self-awareness to recognize their own reactions, self-management to avoid defensive decisions, social awareness to understand employee concerns, and relationship management to build commitment. A matrix, merger, restructuring, or shift to agile work can generate status anxiety, role ambiguity, and perceived loss of control. Emotionally intelligent leaders explain the reasons for change, invite relevant participation, acknowledge legitimate loss, and provide clear support. Emotional intelligence does not mean avoiding accountability; it means handling accountability with empathy, clarity, and respect. 6. Designing and Changing an OrganizationA practical design process can follow these stages: Stage 1: Clarify strategy and value creationIdentify customers, outcomes, sources of competitive or public value, critical capabilities, and major environmental uncertainties. Structure should follow the work required to deliver the strategy, not merely reproduce historical departments. Stage 2: Map work and dependenciesIdentify core processes, decision points, information flows, handoffs, bottlenecks, and risks. Examine where coordination currently fails. Process mapping often reveals that the formal hierarchy does not match the actual flow of work. Stage 3: Allocate authority and accountabilitySpecify who decides, who advises, who executes, and who is accountable. Decision rights should be documented for high-impact issues, while leaving reasonable discretion for local judgement. Stage 4: Select coordination mechanismsOptions include cross-functional teams, integrator roles, shared performance goals, communities of practice, workflow systems, service-level agreements, and regular review forums. Stage 5: Align people systemsRecruitment, induction, training, performance management, promotion, rewards, and disciplinary processes must reinforce the intended culture. A values statement is ineffective if managers are promoted solely for short-term results achieved through harmful behaviour. Stage 6: Implement incrementally and evaluateStructural change should be treated as a learning process. Leaders can pilot a new reporting arrangement, monitor outcomes, gather employee feedback, and adjust. Useful indicators include decision speed, customer outcomes, quality, employee turnover, psychological safety, innovation flow, compliance incidents, and workload. Change also requires attention to fairness. Employees should receive timely information, a meaningful opportunity to raise concerns, and support during role transitions. Employment law, consultation obligations, privacy, equality, and health and safety requirements must be considered. 7. Case Study: Northstar Health DevicesThis is an illustrative case. BackgroundNorthstar Health Devices developed diagnostic equipment for hospitals. It had a functional structure with engineering, manufacturing, sales, regulatory affairs, and finance departments. Its original product line was stable, and the structure supported cost efficiency and regulatory consistency. The market changed when hospitals began demanding connected devices, rapid software updates, and integrated service contracts. Northstar introduced product teams, but engineers still reported to engineering, sales staff were rewarded on individual revenue, and regulatory specialists were brought into projects late. ProblemProduct launches were delayed by handoffs and conflicting priorities. Sales promised features that engineering had not approved. Engineers focused on technical excellence but lacked direct customer insight. Employees reported that leaders publicly praised collaboration but privately rewarded departmental targets. The organization had a culture of expertise and caution, but its strategy now required cross-functional innovation and rapid customer learning. AnalysisThe functional structure remained efficient for specialist development but was poorly aligned with integrated product delivery. Centralized approvals protected compliance but were applied even to low-risk decisions, creating delays. Formalization was appropriate for safety and regulatory requirements, but not for every design experiment. The climate was becoming defensive: employees avoided raising problems because failed initiatives attracted blame. Approach and solutionNorthstar adopted a hybrid design. Permanent functional departments retained professional standards, technical development, and regulatory governance. Cross-functional product teams received responsibility for customer discovery, prioritization, and delivery within defined safety boundaries. A product leader coordinated work, while a regulatory partner joined the team from the beginning. The board retained centralized authority for product safety, legal compliance, major capital expenditure, and risk acceptance. Teams received delegated authority for experiments, workflow choices, and customer feedback cycles. Performance measures were revised to include product reliability, customer outcomes, cross-functional delivery, and responsible learning rather than departmental output alone. Leaders also introduced structured reflection after setbacks. Reviews asked what was learned, which assumptions were wrong, and what controls should change. Deliberate learning was separated from negligence: experimentation was supported, but bypassing safety procedures remained unacceptable. OutcomeAfter two product cycles, handoffs decreased and customer feedback reached engineers earlier. Launch predictability improved, although some role conflict remained. Employees reported greater clarity after decision rights were published. The organization did not abandon hierarchy or formal control; it differentiated them. High-risk activities remained formalized, while low-risk learning became more agile. Learning points- A functional structure may need complementary cross-functional mechanisms rather than complete replacement.
- Centralization should be selective and risk-sensitive.
- Culture changes when reward systems, leadership responses, and everyday routines change.
- Psychological safety supports learning but does not remove accountability.
- Regulatory requirements should be integrated into innovation processes, not treated as an afterthought.
8. Contemporary Issues and LimitationsDigital and hybrid workDigital collaboration can weaken informal knowledge exchange and make workload invisible. Leaders should define communication norms, documentation standards, meeting principles, and availability expectations. Hybrid work may require outcomes-based performance management rather than visibility-based judgement. Technology should support autonomy and coordination, not become a tool for intrusive surveillance. Artificial intelligence and algorithmic managementAI can assist workforce planning, workflow allocation, recruitment screening, and organizational network analysis. However, algorithmic recommendations may reproduce biased data, obscure accountability, or encourage excessive monitoring. Organizations should establish human oversight, explainability appropriate to the decision, data minimization, access controls, audit procedures, and routes for appeal. High-impact employment decisions should not be delegated uncritically to automated systems. Inclusion and powerStructure and culture distribute voice, opportunity, and resources. Informal networks may exclude people even when formal reporting lines appear fair. Leaders should examine promotion data, pay patterns, meeting participation, accessibility, grievance outcomes, and employee experience across groups. Inclusion requires changes in power and process, not only awareness training. Limits of culture managementCulture cannot be designed entirely from the top. Employees interpret leadership actions, market pressures, professional standards, and historical experience. Attempts to impose a single culture may suppress legitimate difference or encourage conformity. Culture surveys can also produce misleadingly positive results if employees fear retaliation. Triangulation—combining surveys, interviews, operational data, observation, and independent reporting—provides a stronger basis for judgement. Best-Practice ChecklistEffective leaders should: - begin with strategy, customers, risks, and work dependencies;
- choose structure according to context rather than fashion;
- clarify decision rights and preserve accountability;
- differentiate essential controls from unnecessary bureaucracy;
- use cross-functional coordination where work is interdependent;
- align recruitment, rewards, promotion, and leadership behaviour with desired values;
- measure both performance outcomes and employee experience;
- protect psychological safety while maintaining standards;
- review the effects of design on inclusion, wellbeing, ethics, and learning;
- treat organizational design as an ongoing process of adaptation.
Chapter SummaryOrganizational structure defines roles, authority, reporting relationships, specialization, and coordination. Organizational design is the deliberate process of aligning these elements with strategy and context. Functional structures emphasize expertise, divisional structures emphasize product, customer, or geographic accountability, matrix structures combine authority dimensions, network structures use interorganizational relationships, and agile structures emphasize cross-functional learning and rapid adaptation. Each offers benefits and risks. Centralization, formalization, span of control, and boundary management are adjustable design choices. The appropriate balance depends on uncertainty, risk, expertise, technology, regulation, and the need for speed. Culture consists of shared assumptions, values, and norms, while climate concerns employees’ perceptions of current practices and experiences. Culture frameworks such as Schein’s levels and the Competing Values Framework help leaders interpret behaviour, but must not replace evidence and judgement. Strategic effectiveness depends on alignment among strategy, structure, culture, technology, people systems, and governance. Leaders must design not only for efficiency but also for learning, ethical conduct, inclusion, wellbeing, and accountability. Emotional intelligence helps leaders manage the uncertainty and conflict that accompany structural change. The most effective organizations differentiate control from bureaucracy, empower people within clear boundaries, and continuously learn from both performance data and employee experience. Key TermsAgile structure: A design based on cross-functional teams, short learning cycles, customer feedback, and adaptive priorities. Centralization: Concentration of decision authority at higher organizational levels. Chain of command: Formal reporting relationships and lines of authority. Clan culture: A culture emphasizing collaboration, participation, belonging, and development. Climate: Shared employee perceptions of current organizational policies, practices, and experiences. Coordination: Integration of interdependent activities and efforts. Culture: Shared values, assumptions, norms, meanings, and behavioural expectations. Departmentalization: Grouping jobs according to function, product, geography, customer, or another basis. Divisional structure: A structure organized around products, customers, or geographic regions. Formalization: The extent to which roles, procedures, and expectations are documented and standardized. Functional structure: A structure grouping employees by specialist activity. Matrix structure: A structure combining two or more bases of authority, commonly function and project. Mechanistic design: A relatively hierarchical, standardized, specialized, and centralized design. Network structure: A design linking a focal organization with external partners and providers. Organic design: A flexible design relying on decentralization, expertise, lateral communication, and mutual adjustment. Psychological safety: A shared belief that people can speak up, ask questions, or report concerns without unfair interpersonal punishment. Span of control: The number of employees directly supervised by one manager. Strategic fit: The alignment between organizational design and the requirements of strategy and environment. Subculture: A distinct pattern of values and practices within part of an organization. Review QuestionsShort Answer Questions- What is the difference between organizational structure and organizational culture?
- State two advantages and two risks of a functional structure.
- Define centralization and formalization.
- How does organizational climate differ from organizational culture?
- Why can a matrix structure create role conflict?
Long Answer Questions- Compare functional, divisional, matrix, network, and agile structures. Identify a context in which each may be appropriate.
- Explain how strategy should influence organizational design, using examples of both efficiency-oriented and innovation-oriented strategies.
- Discuss Schein’s three levels of culture and explain why visible artifacts may be misleading.
- Evaluate the advantages and disadvantages of decentralizing decision authority.
- Explain how recruitment, rewards, leadership behaviour, and performance management can reinforce or undermine organizational culture.
Analytical / Application Questions- A rapidly growing online retailer has separate marketing, logistics, technology, and customer-service departments. Customers complain about inconsistent information and slow problem resolution. Diagnose the structural problem and recommend a revised design.
- A hospital wants agile teams but must maintain strict patient-safety controls. Which decisions should remain centralized, which could be delegated, and how should culture support the arrangement?
- An organization claims to value inclusion and psychological safety, but employees rarely challenge senior managers. Design a diagnostic process and propose at least three interventions based on structure, culture, climate, and leadership behaviour.
Multiple Choice Questions with AnswersQuestion 1Which structure groups employees primarily according to specialist activities such as finance, marketing, and operations? A. Functional structure B. Divisional structure C. Network structure D. Matrix structure Correct Answer: A. Functional structure Question 2What is a common advantage of a divisional structure? A. It eliminates duplication of expertise. B. It provides accountability for products, customers, or regions. C. It guarantees equal authority for all employees. D. It removes the need for coordination. Correct Answer: B. It provides accountability for products, customers, or regions. Question 3Which design choice refers to the extent to which rules and procedures are documented and standardized? A. Centralization B. Departmentalization C. Formalization D. Span of control Correct Answer: C. Formalization Question 4In a matrix structure, an employee commonly receives direction from which combination? A. Only an external supplier and a customer B. A functional manager and a project or product manager C. Only the chief executive officer D. Two unrelated customers Correct Answer: B. A functional manager and a project or product manager Question 5Which statement best distinguishes organizational climate from organizational culture? A. Climate concerns current shared perceptions; culture includes deeper shared assumptions and values. B. Climate exists only in manufacturing organizations; culture exists everywhere. C. Climate is always formal; culture is always informal. D. Climate concerns strategy; culture concerns accounting. Correct Answer: A. Climate concerns current shared perceptions; culture includes deeper shared assumptions and values. Question 6A company keeps safety approval centralized but allows frontline employees to resolve routine customer complaints. This illustrates which principle? A. All decisions should be centralized. B. Selective decentralization based on risk and knowledge. C. Complete elimination of formalization. D. Replacement of structure by culture. Correct Answer: B. Selective decentralization based on risk and knowledge. Question 7Which culture orientation emphasizes experimentation, entrepreneurship, and flexibility? A. Hierarchy B. Market C. Clan D. Adhocracy Correct Answer: D. Adhocracy Question 8Why can excessive formalization reduce effectiveness? A. It always increases employee expertise. B. It may discourage initiative and delay responses to changing circumstances. C. It eliminates all legal compliance. D. It guarantees excessive decentralization. Correct Answer: B. It may discourage initiative and delay responses to changing circumstances. Question 9Which practice is most likely to support psychological safety during organizational change? A. Punishing employees who report implementation problems B. Providing clear information, inviting concerns, and separating learning from negligence C. Withholding information until the change is complete D. Rewarding only individual competition Correct Answer: B. Providing clear information, inviting concerns, and separating learning from negligence Question 10Why should AI-supported employment decisions include human oversight? A. Algorithms are incapable of processing any information. B. Human oversight helps address bias, accountability, explainability, and appeal. C. Human oversight makes organizational structure unnecessary. D. AI systems automatically understand organizational culture. Correct Answer: B. Human oversight helps address bias, accountability, explainability, and appeal.
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