Leadership and Management Development

Introduction and Context

Organizations rarely fail because they lack technically competent employees. They more often struggle because capable employees are not prepared to lead people, make ethical decisions, manage complexity, or create the conditions in which others can perform. Leadership and management development therefore form a strategic part of human resource development (HRD). They connect individual learning with organizational continuity, culture, performance, innovation, and social responsibility.

Management development traditionally emphasizes planning, organizing, directing, coordinating, and controlling resources. Leadership development has a broader concern: influencing people toward shared purposes, especially when situations are uncertain or changing. The two domains overlap but are not identical. A manager may possess formal authority without exercising effective leadership, while an employee may demonstrate leadership without holding a managerial title.

The objective of this chapter is to explain how HR professionals can design leadership pipelines, management-development systems, assessment centers, executive coaching, and succession initiatives. Particular attention is given to ethical, inclusive, and adaptive leadership. These qualities are not optional additions. They are essential because leadership decisions affect employee dignity, organizational justice, stakeholder trust, and long-term viability.

Learning Objectives

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

1. Distinguish leadership development from management development and explain their strategic relationship.
2. Apply major leadership-development theories and competency frameworks.
3. Design a leadership pipeline aligned with organizational strategy.
4. Explain the purpose, design, and limitations of assessment centers.
5. Evaluate executive coaching and other developmental interventions.
6. Construct a fair and evidence-informed succession process.
7. Analyze ethical, inclusive, technological, and governance issues in leadership development.
8. Recommend measures for evaluating leadership-development outcomes.

1. Leadership and Management Development as Strategic HRD

Leadership development is the planned enhancement of the knowledge, skills, attitudes, relationships, and identities required to influence others and guide collective action. Management development is the planned enhancement of capabilities required to perform managerial responsibilities effectively. Both may involve formal education, work experience, feedback, coaching, mentoring, networking, and reflective practice.

A useful distinction is:

The distinction should not be treated as a hierarchy. Organizations need both reliable management and responsible leadership. A charismatic leader who cannot manage resources may create confusion; an efficient manager who cannot build trust may produce compliance without commitment.

Development becomes strategic when it is connected to organizational direction. For example, a company entering international markets may require leaders who can work across cultures, manage virtual teams, interpret geopolitical risk, and include diverse perspectives. A hospital implementing digital records may need managers who can redesign work, address employee anxiety, protect patient privacy, and learn from implementation failures.

Human capital, social capital, and leadership identity

Leadership capability includes at least three related resources:

• Human capital: individual knowledge, skills, judgment, and experience.
• Social capital: relationships, trust, networks, and the capacity to collaborate.
• Psychological and identity resources: confidence, values, self-awareness, resilience, and the belief that one can legitimately exercise leadership.

A technically excellent leadership program may fail if it ignores social capital. Participants may know what to do but lack access to decision makers, sponsors, or supportive teams. It may also fail if leadership is implicitly associated with one demographic style, such as assertive, constantly available, or highly extroverted behavior.

2. Theoretical Foundations

Trait, behavioral, and contingency perspectives

Early leadership research emphasized traits such as intelligence, energy, confidence, and integrity. Trait approaches help organizations identify potentially relevant dispositions, but traits alone do not guarantee effectiveness. Behavior-oriented approaches shifted attention to what leaders do, including task structuring, relationship building, communication, delegation, and consideration.

Contingency theories argue that effectiveness depends on the fit between leadership behavior and the situation. The appropriate response may vary with task structure, follower capability, organizational culture, urgency, and environmental uncertainty. Consequently, leadership development should not teach a single universal style. It should develop diagnostic judgment: the ability to interpret a situation and select an appropriate response.

Transformational and transactional leadership

Transactional leadership uses exchanges such as goals, rewards, monitoring, and corrective action. It is important for role clarity, accountability, and reliable operations. Transformational leadership involves articulating purpose, stimulating new thinking, supporting individual development, and encouraging people to exceed routine expectations.

These approaches are complementary rather than mutually exclusive. A manager responsible for safety must establish clear procedures and consequences, while also inspiring employees to identify hazards and improve systems. Excessive reliance on transactions can produce narrow compliance; excessive reliance on transformation can produce enthusiasm without discipline.

Authentic, ethical, and servant leadership

Authentic leadership emphasizes self-awareness, consistency with values, balanced processing of information, and transparent relationships. Authenticity does not mean disclosing every personal thought or acting without restraint. It means that conduct is grounded in examined values and is open to legitimate challenge.

Ethical leadership involves fairness, respect, responsibility, honesty, and concern for the effects of decisions on stakeholders. Ethical leaders establish standards, model them, respond consistently to misconduct, and make it safe to raise concerns. Servant leadership emphasizes the growth and well-being of followers and the responsible use of power.

These perspectives are valuable but require critical interpretation. “Authenticity” can be misused to excuse prejudice or poor self-control. “Servant leadership” can be misused to romanticize self-sacrifice or obscure the leader’s duty to make difficult decisions. HR professionals should translate theories into observable behaviors and accountability mechanisms.

Inclusive and adaptive leadership

Inclusive leadership creates conditions in which people with different identities, backgrounds, and viewpoints can contribute and influence decisions. Key behaviors include recognizing bias, inviting dissent, distributing access to information, and holding people accountable for respectful conduct.

Adaptive leadership, associated with the management of complex change, distinguishes technical problems from adaptive challenges. Technical problems can often be addressed through existing expertise and procedures. Adaptive challenges require learning, changes in values or roles, and experimentation. Adaptive leaders regulate distress, maintain attention on difficult issues, protect diverse voices, and allow responsible experimentation.

3. Designing a Leadership Pipeline

A leadership pipeline is a structured sequence of transitions through which employees move from individual contribution to progressively broader responsibility. It should not be understood as a rigid promotion ladder. Some employees will become expert individual contributors, project leaders, people managers, technical leaders, or senior executives. Effective systems provide multiple respected career routes.

A practical pipeline may include:

1. Individual contributor to team leader: learning delegation, feedback, prioritization, and the shift from personal output to collective performance.
2. Team leader to functional manager: managing managers or larger teams, allocating resources, interpreting performance data, and building systems.
3. Functional manager to business or enterprise leader: integrating functions, balancing stakeholders, making strategic trade-offs, and leading across boundaries.
4. Enterprise leader to institutional steward: protecting purpose, governance, reputation, sustainability, and long-term capability.

At each transition, three changes should be examined: work values, time allocation, and required competencies. A high-performing engineer, for example, may initially spend most time solving technical problems. As a manager, success depends more on coaching, staffing, coordination, and enabling others. Promoting the person without supporting this identity transition is a common cause of managerial failure.

Pipeline-design process

HR professionals can use the following sequence:

Step 1: Clarify strategic demands. Identify the organization’s future markets, technologies, stakeholders, risks, and values.

Step 2: Define leadership outcomes. Describe what leaders must achieve and how they must achieve it. Include employee experience, ethical conduct, inclusion, and stakeholder outcomes, not only financial results.

Step 3: Build a competency architecture. Combine universal capabilities, such as integrity and communication, with role-specific capabilities, such as regulatory judgment or digital transformation.

Step 4: Map critical transitions. Identify where work values, relationships, decision rights, and time horizons change.

Step 5: Diagnose current capability. Use performance data, structured interviews, 360-degree feedback, simulations, employee listening, and talent reviews. Avoid treating any single measure as definitive.

Step 6: Offer differentiated development. Use stretch assignments, action learning, mentoring, coaching, formal programs, job rotation, and peer learning.

Step 7: Review movement and outcomes. Track not only promotions but also readiness, retention, inclusion, team climate, ethical incidents, and strategic execution.

Figure: A leadership pipeline showing progressively broader responsibility and shared development supports.

4. Competencies and Development Methods

A competency is an observable combination of knowledge, skill, motive, behavior, and judgment associated with effective performance. Competency models should be concise, behaviorally described, and validated through evidence. A list of abstract qualities such as “visionary,” “dynamic,” and “strategic” is difficult to assess fairly.

A stronger competency statement is: “Uses evidence and stakeholder perspectives to make timely decisions, explains trade-offs, and revises decisions when material new information emerges.” This statement can be assessed through interviews, simulations, and workplace evidence.

The 70–20–10 idea

The frequently cited 70–20–10 model proposes that development often comes approximately from experience, relationships, and formal learning. It is best used as a design heuristic, not as a universal empirical law. The proportions vary by occupation, career stage, culture, and learning objective. A compliance qualification may require substantial formal instruction; a senior leader may learn primarily through complex assignments and feedback.

Useful methods include:

• Stretch assignments: challenging work with real consequences and appropriate support.
• Action learning: teams address a live organizational problem while reflecting on their process.
• Job rotation: participants learn different functions and stakeholder perspectives.
• Mentoring: a more experienced person supports learning and career reflection.
• Sponsorship: a senior person uses influence to advocate for an employee’s access and advancement.
• Peer learning: leaders compare practice, test assumptions, and build networks.
• Reflection: structured journals, after-action reviews, and facilitated dialogue convert experience into learning.

Stretch assignments must be designed responsibly. Assigning a person to a high-risk role without authority, resources, or feedback is not development; it is avoidable exposure to failure.

5. Assessment Centers

An assessment center is a standardized process in which trained assessors evaluate participants across multiple exercises and competencies. It is not necessarily a physical location. Typical exercises include in-basket tasks, role plays, leaderless group discussions, presentations, case analyses, and structured interviews.

A sound assessment-center design includes:

1. A validated competency framework.
2. Exercises that elicit relevant behavior.
3. Standardized instructions and scoring criteria.
4. Multiple trained assessors.
5. Evidence recorded separately from interpretation.
6. Integration meetings based on behavioral evidence.
7. Feedback and development planning.
8. Monitoring for reliability, validity, adverse impact, and participant experience.

Assessors should distinguish observation from inference. “The participant interrupted twice and did not invite alternative views” is an observation. “The participant lacks inclusive leadership” is an inference that requires broader evidence.

Assessment centers can support selection, promotion, development, and succession. Their limitations include cost, artificiality, assessor bias, coaching effects, participant anxiety, and the danger of treating a short simulation as a complete picture of capability. They should therefore be combined with workplace evidence rather than used as an infallible ranking device.

6. Executive Coaching

Executive coaching is a structured developmental relationship in which a qualified coach helps a leader examine goals, behavior, assumptions, relationships, and choices. Coaching may be remedial, performance-oriented, transition-oriented, or strategic. It differs from therapy, consulting, mentoring, and line management, although boundaries can overlap.

A responsible coaching process usually includes:

• contracting among coach, client, and sponsoring organization;
• clear goals and success indicators;
• confidentiality rules and their limits;
• diagnostic information, such as interviews or 360-degree feedback;
• regular reflection, experimentation, and accountability;
• review of progress without disclosing inappropriate personal details.

The sponsor should not demand confidential session content. The coach should not become an informal investigator or advocate for one organizational faction. Coaches should possess relevant training, ethical standards, cultural competence, and the ability to refer clients when issues exceed coaching boundaries.

Coaching is most effective when the leader is willing to reflect and when the organization supports behavior change. It cannot compensate for a structurally toxic system, impossible targets, discrimination, or a leader who faces retaliation for honest disclosure.

7. Succession Planning and Talent Governance

Succession planning is the systematic preparation for continuity in critical roles. It includes identifying roles whose vacancy would create significant risk, defining future requirements, assessing potential successors, developing talent, and preparing emergency and longer-term options.

Succession planning should not be confused with naming a favorite replacement. A robust process includes:

• Role criticality: What would be the operational, strategic, legal, or reputational consequence of vacancy?
• Future profile: What capabilities will the role require under likely future conditions?
• Readiness categories: For example, ready now, ready within one to two years, or longer-term potential.
• Development actions: Specific experiences, not vague promises.
• Diverse slates: More than one credible candidate and active attention to underrepresented talent.
• Emergency coverage: Temporary authority and knowledge-transfer arrangements.
• Governance: Documented criteria, challenge by a talent committee, and periodic review.

Potential is not the same as current performance. Performance describes results in a current role; potential concerns capacity and willingness to perform successfully in a different, broader, or more complex role. Confusing the two can promote excellent specialists into roles they neither desire nor suit.

Fairness and bias controls

Succession decisions are vulnerable to similarity bias, affinity bias, proximity bias, gendered assumptions, racial stereotypes, disability bias, age assumptions, and the “like me” effect. Controls include structured criteria, calibrated talent reviews, diverse decision panels, evidence logs, accessibility adjustments, and audits of movement and outcomes by relevant demographic categories where lawful and ethically appropriate.

Confidentiality must be balanced with transparency. Employees may not need to know every internal ranking, but they should understand career expectations, available development, promotion criteria, and how to request feedback. Secret labeling can damage trust and create self-fulfilling judgments.

8. Evaluating Leadership Development

Evaluation should begin with a theory of change: development activities are expected to produce learning, behavior change, team effects, and organizational outcomes. A practical evaluation sequence is:

1. Reaction: Was the experience relevant, credible, and accessible?
2. Learning: Did knowledge, judgment, or skill improve?
3. Behavior: Are leaders applying the capability at work?
4. Team and climate outcomes: Have trust, inclusion, engagement, safety, or collaboration changed?
5. Organizational outcomes: Are strategic, operational, customer, retention, or risk outcomes improving?

The levels should not be treated as a guaranteed causal chain. Participants may enjoy a program without learning; learning may not transfer; organizational outcomes may be affected by market conditions or leadership changes.

Where data permit, HR can compare outcomes over time or between participating and comparable nonparticipating groups. However, simple before-and-after comparisons do not prove that a program caused the change. Evaluation should consider selection effects, changes in strategy, manager support, and implementation quality.

Useful indicators include internal promotion rates, readiness coverage for critical roles, retention of high-performing and underrepresented employees, 360-degree behavior trends, employee voice, psychological safety, ethical incidents, absenteeism, and business results linked to the intervention. Metrics should be used for learning and governance, not surveillance or simplistic leader rankings.

9. Ethics, Inclusion, and Technology

Leadership development exercises power. It determines who receives visibility, challenging work, sponsorship, and access to decision makers. Ethical HRD therefore requires informed participation, valid assessment, privacy protection, non-discrimination, accessibility, and responsible use of data.

Organizations should explain what data are collected, who can access them, how long they are retained, and how decisions will be made. Psychological assessments and personality tools require particular caution: they should be relevant to the purpose, scientifically defensible, appropriately interpreted, and never treated as destiny.

Artificial intelligence may assist with learning recommendations, skill-inference systems, simulation feedback, workforce planning, and analysis of development patterns. Yet AI can reproduce historical bias, infer sensitive attributes, produce opaque recommendations, and encourage excessive monitoring. Human review, data minimization, validation, access controls, contestability, and regular bias audits are essential. AI should support professional judgment, not replace accountable decision makers.

Inclusive leadership development also requires design changes: accessible learning formats, flexible participation, culturally responsive examples, reasonable accommodations, diverse faculty and assessors, and evaluation of whether development opportunities are distributed equitably. Inclusion is not achieved by adding one diversity module to an otherwise unequal system.

10. Illustrative Case: Northstar Components

Background

Northstar Components, a fictional mid-sized manufacturer, grew rapidly after securing international contracts. Its senior managers were technically strong, but employee surveys showed inconsistent supervision, limited internal mobility, and low confidence that promotion decisions were fair. Two plant-manager vacancies were expected within three years.

Problem

The organization had an informal “high-potential” list dominated by employees who worked at headquarters and had close relationships with senior executives. The list did not include clear criteria. Supervisors were promoted for technical performance without preparation for people management. A previous assessment exercise had been criticized as culturally biased and excessively focused on extroverted presentation.

Analysis

HR conducted interviews, reviewed promotion and turnover data, and held focus groups with employees from plants, headquarters, shifts, and demographic groups. The analysis identified four capability gaps: coaching and feedback, cross-functional problem solving, ethical escalation, and inclusive decision making. It also found that night-shift employees had less access to development and that emergency succession coverage was weak.

Approach

Northstar redesigned its system around five actions:

1. It created a competency framework with observable behaviors and separate profiles for team leaders, plant managers, and enterprise leaders.
2. It introduced a transparent nomination process, allowing self-nomination and manager nomination, followed by evidence-based review.
3. It used a redesigned assessment center with written analysis, a listening-based role play, a collaborative problem-solving exercise, and structured scoring. Participants could request accessibility accommodations.
4. It established six-month action-learning projects supported by coaches and plant mentors. Projects addressed safety, waste, and employee retention.
5. It formed a succession panel that reviewed readiness, development evidence, demographic representation, and emergency coverage. Individual development plans were shared with participants.

Outcome

After one year, more supervisors reported receiving useful feedback, and participation in development was more evenly distributed across locations and shifts. The organization had identified multiple successors for each critical plant role rather than a single favored candidate. Some participants were not advanced because their current evidence did not support readiness, but they received specific development actions. Northstar did not claim that the program alone caused improvements in safety or retention; it continued evaluation alongside operational changes.

Learning points

The case illustrates that leadership development is a system, not a course. Fair access, valid assessment, line-manager support, real work assignments, coaching, and succession governance must reinforce one another. It also shows why transparency does not require publishing private rankings. Clear criteria and meaningful feedback can coexist with confidentiality.

Contemporary Developments and Best Practices

Leadership development is increasingly shaped by hybrid work, global collaboration, demographic change, climate risk, digital transformation, and declining trust in institutions. Leaders must manage both physical and virtual presence, interpret incomplete information, and engage stakeholders whose interests may conflict.

Best practices include:

• align development with strategy and organizational values;
• define competencies through observable behavior;
• treat leadership as learnable while recognizing individual differences;
• combine experience, relationships, formal learning, and reflection;
• make promotion and succession criteria transparent;
• use multiple sources of evidence;
• build inclusive access into program design from the beginning;
• train assessors and coaches in ethics, bias, and cultural competence;
• protect privacy and explain data use;
• evaluate transfer to the workplace, not merely attendance;
• prepare leaders to challenge unethical systems, not merely adapt to them;
• review the pipeline for unintended exclusion and revise it continuously.

Chapter Summary

Leadership and management development are strategic HRD processes that prepare people to coordinate work, influence others, exercise judgment, and sustain organizational capability. Management development emphasizes effective execution and resource coordination, while leadership development emphasizes direction, meaning, relationships, adaptation, and responsible use of power.

Trait, behavioral, contingency, transformational, authentic, ethical, servant, inclusive, and adaptive perspectives each contribute useful insights, but no single theory provides a universal answer. Effective systems translate theory into observable competencies and developmental experiences. Leadership pipelines should support transitions from individual contribution to team, functional, business, and institutional responsibility without assuming that promotion is the only desirable career path.

Assessment centers provide structured evidence but require validated competencies, trained assessors, standardized exercises, and careful interpretation. Executive coaching can accelerate reflection and behavioral change when confidentiality, boundaries, qualifications, and organizational support are clear. Succession planning requires critical-role analysis, future-oriented profiles, multiple candidates, development actions, emergency coverage, and governance against bias.

Ethics and inclusion are central design requirements. Development opportunities distribute power and visibility, while assessment and AI systems can reproduce inequality if they are opaque or poorly validated. Evaluation should examine learning, behavior, team outcomes, and organizational results while recognizing that correlation is not proof of causation. The strongest leadership systems are strategic, evidence-informed, inclusive, ethical, adaptive, and continuously reviewed.

Key Terms

Leadership development: Planned enhancement of the capabilities required to influence people and guide collective action.

Management development: Planned enhancement of capabilities required to coordinate people, resources, and processes.

Leadership pipeline: A structured sequence of role transitions involving broader responsibility and different capability requirements.

Competency: An observable combination of knowledge, skill, behavior, motive, and judgment related to effective performance.

Human capital: Individual knowledge, skills, experience, and capabilities.

Social capital: Relationships, trust, networks, and collaborative resources.

Transformational leadership: Leadership that develops purpose, motivation, learning, and commitment beyond routine exchange.

Transactional leadership: Leadership based on goals, monitoring, rewards, and corrective exchanges.

Ethical leadership: Leadership that models and promotes fairness, integrity, responsibility, and respect.

Inclusive leadership: Leadership that enables people with diverse identities and perspectives to participate and influence.

Adaptive leadership: Leadership that helps people learn and change when existing solutions are insufficient.

Stretch assignment: A challenging work experience designed to develop capability with appropriate support.

Mentoring: Developmental guidance from a more experienced person.

Sponsorship: Active use of influence to provide another person with access, visibility, or advancement opportunities.

Assessment center: A standardized, multi-exercise process for evaluating competencies through observed behavior.

Executive coaching: A structured developmental relationship focused on a leader’s goals, behavior, and effectiveness.

Succession planning: Systematic preparation for continuity in critical roles.

Potential: The capacity and willingness to perform successfully in a future or broader role.

Psychological safety: A shared belief that people can speak up, question, or admit mistakes without interpersonal punishment.

Talent governance: Structures and processes that make talent decisions accountable, consistent, and fair.

Review Questions

Short Answer Questions

1. Distinguish leadership development from management development.
2. What is the purpose of a leadership pipeline?
3. Identify two features of a valid assessment center.
4. How does sponsorship differ from mentoring?
5. Why should potential not be treated as identical to current performance?

Long Answer Questions

1. Explain how contingency and adaptive leadership theories influence the design of leadership-development programs.
2. Describe a complete process for designing a leadership pipeline aligned with organizational strategy.
3. Discuss the benefits and limitations of assessment centers in succession decisions.
4. Explain the ethical responsibilities involved in executive coaching and leadership assessment.
5. Evaluate how inclusion should be built into succession planning and leadership development.

Analytical / Application Questions

1. An organization promotes its highest-performing engineers into supervisory roles, but team climate and retention deteriorate. Diagnose the likely development failure and recommend an intervention system.
2. Design an assessment-center exercise for evaluating inclusive and adaptive leadership in a public-sector organization facing budget cuts. Specify the behavior to observe and the safeguards required.
3. A company wants to use an AI system to identify high-potential employees from performance data. Analyze the benefits, risks, governance requirements, and additional evidence you would require before implementation.

Multiple Choice Questions with Answers

Question 1

Which statement best distinguishes leadership development from management development?

A. Leadership development focuses only on senior executives, whereas management development applies only to supervisors.

B. Leadership development emphasizes influence, direction, and adaptation, whereas management development emphasizes coordination and execution.

C. Leadership development is informal, whereas management development is always formal.

D. Leadership development concerns individual performance, whereas management development concerns organizational strategy.

Correct Answer: B. Leadership development emphasizes influence, direction, and adaptation, whereas management development emphasizes coordination and execution.

Question 2

What is the primary purpose of a leadership pipeline?

A. To guarantee promotion for all high-performing employees

B. To replace expert career paths with managerial careers

C. To prepare people for transitions involving broader responsibility and different capability requirements

D. To rank employees permanently from highest to lowest potential

Correct Answer: C. To prepare people for transitions involving broader responsibility and different capability requirements

Question 3

Which is an observation rather than an inference in an assessment center?

A. The participant lacks inclusive leadership.

B. The participant is unsuitable for management.

C. The participant interrupted twice and did not invite alternative views.

D. The participant has a fixed personality.

Correct Answer: C. The participant interrupted twice and did not invite alternative views.

Question 4

Which practice most directly supports fairness in succession planning?

A. Selecting the candidate most similar to the current executive team

B. Using undocumented judgments about cultural fit

C. Using structured criteria, calibrated reviews, and more than one credible candidate

D. Restricting development information to senior executives

Correct Answer: C. Using structured criteria, calibrated reviews, and more than one credible candidate

Question 5

What is the central feature of executive coaching?

A. The coach makes all career decisions for the client.

B. The coach helps the leader examine goals, behavior, assumptions, and choices.

C. The coach conducts confidential disciplinary investigations.

D. The coach guarantees promotion after a specified number of sessions.

Correct Answer: B. The coach helps the leader examine goals, behavior, assumptions, and choices.

Question 6

Why is the 70–20–10 model best treated as a design heuristic?

A. Its proportions are a universal law applying equally to every occupation.

B. It rejects workplace experience as a source of learning.

C. The relative contribution of experience, relationships, and formal learning varies by context.

D. It states that formal learning is never useful.

Correct Answer: C. The relative contribution of experience, relationships, and formal learning varies by context.

Question 7

Which situation is most clearly an adaptive challenge?

A. Installing a replacement printer using an established procedure

B. Calculating payroll using approved software

C. Changing deeply held work practices in response to a new business model

D. Applying a standard safety checklist

Correct Answer: C. Changing deeply held work practices in response to a new business model

Question 8

Which outcome is a behavior-level indicator of leadership-development success?

A. Participants enjoyed the workshop venue.

B. The organization’s share price increased for unrelated market reasons.

C. Managers increasingly use structured feedback and delegation in their teams.

D. The program had a high attendance rate.

Correct Answer: C. Managers increasingly use structured feedback and delegation in their teams.

Question 9

What is a major governance risk of using AI to identify high-potential employees?

A. AI always eliminates human judgment.

B. AI may reproduce historical bias and make opaque recommendations.

C. AI cannot process any organizational data.

D. AI automatically guarantees demographic fairness.

Correct Answer: B. AI may reproduce historical bias and make opaque recommendations.

Question 10

Why should a stretch assignment include authority, resources, and feedback?

A. To remove all challenge from the assignment

B. To ensure that developmental difficulty is not confused with unsupported exposure to failure

C. To guarantee that the participant will be promoted

D. To prevent the participant from learning through experience

Correct Answer: B. To ensure that developmental difficulty is not confused with unsupported exposure to failure