Foundations and Evolution of Human Resource Management

Introduction and Context

Human Resource Management (HRM) is concerned with how organizations attract, develop, organize, motivate, protect, and retain people so that both organizational and individual objectives can be achieved. Although every organization depends on human effort, HRM is more than administrative record keeping. It is a field of management that links people, work, organizational strategy, law, ethics, and performance.

The importance of HRM has increased as organizations have become more knowledge-intensive, internationally connected, technologically dependent, and exposed to rapid social change. Employees are not simply a cost to be controlled. They possess knowledge, skills, relationships, judgment, creativity, and capacity for learning. These resources can create value, but they must be managed responsibly. HRM therefore involves both an economic question—how people contribute to organizational effectiveness—and a human question—how work can be designed and governed fairly.

This chapter establishes the conceptual foundation for later study. It defines HRM and related terminology, explains its objectives and functions, identifies its stakeholders, distinguishes HRM from personnel management, traces its historical development, reviews major schools of thought, and examines how HRM contributes to organizational effectiveness.

Learning Objectives

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

1. Define HRM and distinguish it from related concepts.
2. Explain the objectives, functions, and strategic significance of HRM.
3. Identify the principal internal and external stakeholders in employment relationships.
4. Compare personnel management with contemporary HRM.
5. Describe major stages in the historical development of HRM.
6. Evaluate major schools of thought, including scientific management, human relations, human resource development, strategic HRM, and critical perspectives.
7. Apply HRM concepts to an organizational case.
8. Explain how ethical, legal, technological, and social issues shape HR practice.

Meaning and Terminology

Human resources and human capital

Human resources refers to the people who perform work in or for an organization and the capabilities they bring to that work. The term includes employees, managers, professional specialists, temporary workers, and, in some contexts, contractors and other contributors.

Human capital is the stock of knowledge, skills, abilities, experience, health, and other attributes embodied in individuals that can contribute to productive activity. Human capital is not owned by an organization in the same way as a machine. Employees retain their knowledge and can leave. Consequently, organizations must create conditions that encourage people to apply and renew their capabilities.

The term human capital is useful because it highlights investment in education, training, health, and experience. It has limits, however. Treating people only as capital may understate their dignity, agency, rights, and social relationships. Effective HRM therefore combines an investment perspective with a respect-for-persons perspective.

Human Resource Management

HRM is the systematic process of acquiring, developing, deploying, rewarding, engaging, protecting, and retaining people in order to achieve organizational purposes while meeting legal, ethical, and employee expectations.

This definition contains several important ideas:

• Systematic process: HR activities should be coordinated rather than isolated.
• Acquiring: Organizations plan for and recruit required talent.
• Developing: They build knowledge, skills, careers, and leadership capacity.
• Deploying: They assign people to roles and organize work.
• Rewarding: They provide financial and non-financial returns for contribution.
• Engaging: They support commitment, involvement, and meaningful work.
• Protecting: They promote safety, health, privacy, equality, and due process.
• Retaining: They seek to preserve valuable capability while recognizing that mobility is legitimate.
• Multiple objectives: Organizational performance must be balanced with employee welfare, fairness, and wider social responsibilities.

Related terminology

Personnel management traditionally refers to the administrative management of employees, including recruitment, records, pay, discipline, and compliance. It remains an important historical and operational foundation of HRM.

Talent management is the integrated process of identifying, attracting, developing, deploying, and retaining people whose capabilities are important to current or future performance. It may focus on all employees or on strategically important roles, depending on the organization’s philosophy.

Employee relations concerns the relationship between employers, employees, managers, unions, and representative bodies. It includes communication, consultation, collective bargaining, grievance handling, discipline, and dispute resolution.

Industrial relations traditionally emphasizes employment relations in the context of unions, collective bargaining, labour markets, and state regulation. Employee relations is often broader and may include non-union workplaces.

People management is a broad practical term for the everyday management of employees by line managers, supported by HR specialists.

Organizational behaviour examines how individuals, groups, and organizational systems behave. It provides important theories for HRM, but HRM focuses more directly on policies and practices for managing people at work.

Strategic HRM examines how HR policies and practices support organizational strategy and competitive or public value. It also asks how organizational strategy should respond to employee capabilities, labour markets, and stakeholder expectations.

Objectives of HRM

HRM objectives vary by organization, sector, and national context, but several broad objectives are widely recognized.

Organizational effectiveness

HRM seeks to help an organization achieve its mission efficiently, sustainably, and responsibly. This may involve improving service quality, productivity, innovation, reliability, adaptability, or financial performance. HRM contributes through workforce planning, job design, selection, learning, performance management, and reward systems.

Capability and performance

Organizations need people with appropriate knowledge, skills, and behaviours. HRM identifies capability requirements, recruits suitable employees, develops existing capability, and creates conditions in which performance can occur. Performance is not determined by individual effort alone; it is also shaped by resources, leadership, job design, technology, and organizational systems.

Employee well-being and a positive employment experience

HRM addresses physical safety, psychological health, workload, work-life relationships, inclusion, voice, dignity, and fair treatment. Well-being is ethically important in its own right and can also support attendance, engagement, learning, and retention.

Fairness, justice, and legal compliance

HRM should ensure that decisions about recruitment, pay, promotion, discipline, and termination are lawful and defensible. Procedural justice concerns whether processes are consistent, transparent, and impartial. Distributive justice concerns the fairness of outcomes. Interactional justice concerns the respect and explanation people receive during decisions.

Adaptability and change

Organizations must respond to demographic change, new technology, economic uncertainty, climate risks, and shifting customer or citizen expectations. HRM supports change through communication, reskilling, workforce transition, leadership development, and thoughtful redesign of work.

Social legitimacy and responsible employment

Organizations are judged by how they treat employees and communities. Responsible HRM addresses equality, decent work, human rights, ethical supply chains, data privacy, and the consequences of employment decisions for wider society.

These objectives may conflict. Cost reduction may threaten job security; rapid restructuring may undermine trust; intensive performance targets may damage well-being. HR professionals therefore make choices among competing interests rather than applying a single universal rule.

The Main Functions of HRM

The HR function normally includes the following connected activities.

These activities are interdependent. For example, a recruitment problem may actually result from unclear job design, an uncompetitive reward package, weak supervision, or a poor reputation as an employer. Effective HR professionals diagnose systems rather than treating every issue as an isolated transaction.

HRM Stakeholders

A stakeholder is a person or group that affects, or is affected by, an organization’s decisions. HRM has multiple stakeholders whose interests may align or conflict.

• Employees seek fair pay, security, respect, development, voice, and meaningful work.
• Line managers need capable employees, practical policies, and support in handling people issues.
• Senior leaders and owners seek performance, continuity, risk control, and responsible use of resources.
• Trade unions and employee representatives protect collective interests and negotiate employment conditions.
• Applicants and prospective employees assess fairness, reputation, job quality, and career opportunity.
• Customers and service users are affected by employee capability and behaviour.
• Government and regulators establish employment, safety, equality, tax, privacy, and immigration requirements.
• Communities and wider society are affected by employment levels, inclusion, working conditions, and organizational conduct.
• Suppliers and contractors may be part of the organization’s extended workforce and responsible-employment obligations.

A stakeholder approach discourages HR decisions based exclusively on short-term shareholder returns. It does not mean that all interests are equal in every decision; rather, it requires managers to identify affected parties, justify trade-offs, and avoid preventable harm.

HRM and Personnel Management

HRM developed partly as a response to limitations in traditional personnel management. The distinction is useful, but it should not be exaggerated. Contemporary HR departments still perform many personnel activities, and many organizations use the terms interchangeably.

Personnel management should not be dismissed as obsolete. Accurate pay, records, contracts, discipline, and legal compliance remain essential. The main development in HRM is the attempt to integrate these activities with strategy, organizational design, employee development, and ethical responsibility.

Historical Development of HRM

Pre-industrial and early employment arrangements

Before industrialization, work was organized through households, agriculture, craft guilds, apprenticeships, domestic service, and small enterprises. Employment relationships were often personal and local. Skill was transmitted through apprenticeship, while control was exercised through custom, status, and direct supervision.

Industrialization and the welfare response

The Industrial Revolution created large factories, intensified specialization, and separated work from household production. Employers faced problems of labour supply, attendance, discipline, accidents, child labour, and worker turnover. Early personnel practices included wage administration, timekeeping, welfare supervision, housing, medical support, and basic training. Some initiatives were genuinely protective; others were paternalistic and designed to secure worker compliance.

Trade unions, labour movements, and social reformers challenged unsafe conditions and unequal power. Governments gradually introduced factory regulation, working-time rules, minimum standards, and social protection. HRM cannot be understood apart from this history of conflict, reform, and regulation.

Scientific management

Frederick W. Taylor and other scientific management writers argued that work could be studied systematically to identify efficient methods. Key ideas included task specialization, work measurement, standardized tools, careful selection, training, and incentive payment. Scientific management contributed to job analysis and process improvement, but its narrow emphasis on control and measurable output could reduce worker autonomy and ignore social needs.

The human relations movement

Research associated with the Hawthorne studies drew attention to social relationships, group norms, supervision, communication, and informal organization. The human relations movement challenged the assumption that pay and physical conditions alone determine performance. Its lasting contribution was to show that workers interpret management actions socially and that belonging and recognition matter. Critics note that some interpretations overstated the findings and sometimes treated employee relations as a managerial technique for securing compliance.

Behavioural science and organizational psychology

Later approaches incorporated motivation, leadership, group dynamics, job satisfaction, decision-making, organizational culture, and learning. Theories associated with Maslow, Herzberg, McGregor, Likert, and others influenced management education and HR practice, although their empirical support and universal applicability vary. Behavioural science encouraged more sophisticated views of motivation and work design.

Personnel management after the Second World War

Post-war expansion produced more formal personnel departments, collective bargaining systems, training programs, job evaluation, and professional employment administration. Personnel specialists became important in managing large workforces and complex regulation. In many organizations, however, personnel remained a staff service separated from core strategic decisions.

Strategic HRM and the resource-based view

From the 1980s onward, HRM increasingly emphasized the connection between people practices and organizational strategy. The resource-based view proposed that valuable, rare, difficult-to-imitate, and non-substitutable resources can support sustained advantage. Human capabilities may meet these conditions when they are developed through experience, culture, teamwork, and organizational routines. The implication is not that every employee must be treated as a scarce strategic asset, but that workforce capabilities and organizational systems can be central to performance.

Contemporary and critical perspectives

Contemporary HRM addresses diversity, employee experience, global mobility, knowledge work, remote and hybrid work, sustainability, algorithmic management, mental health, and precarious employment. Critical scholars question whether HRM language can conceal intensified control, unequal power, surveillance, or the conversion of human activity into performance metrics. These perspectives are valuable because they ask who benefits from HR policies, who bears risks, and whether organizational goals are achieved fairly.

Major Schools of Thought and Frameworks

The control-oriented perspective

This perspective emphasizes coordination, rules, monitoring, standardization, and economic efficiency. It is useful where safety, reliability, legal compliance, or consistent service are important. Its weakness is the risk of excessive surveillance, low trust, and suppression of initiative.

The commitment-oriented perspective

The commitment perspective emphasizes mutual trust, employee involvement, development, internal communication, meaningful work, and shared purpose. It can support learning and discretionary effort. Its weakness is that rhetoric about commitment may become manipulative if employees have little real voice or if performance pressures remain one-sided.

The high-performance perspective

High-performance work systems combine mutually reinforcing practices such as careful selection, training, information sharing, participation, developmental appraisal, and appropriate rewards. The central idea is that a coherent bundle may produce stronger results than isolated practices. However, high performance should not be equated with work intensification. Systems must be evaluated for workload, sustainability, and employee outcomes as well as productivity.

The Harvard framework

The Harvard framework views HRM as shaped by situational factors, stakeholder interests, HR policy choices, human resource outcomes, and long-term consequences. It highlights commitment, competence, congruence, and cost-effectiveness as important outcomes. Its major contribution is pluralism: HRM must consider multiple stakeholders and contextual conditions rather than assume that one policy works everywhere.

The Michigan or matching model

The matching model emphasizes alignment between organizational strategy and HR systems. Selection, appraisal, rewards, and development should reinforce the strategic direction. The model is useful for identifying inconsistency—for example, an organization cannot credibly demand innovation while rewarding only error-free routine behaviour. Its limitation is that it may treat employees instrumentally and understate conflict or ethical constraints.

The resource-based view

The resource-based view asks whether organizational resources create value and are difficult for competitors to copy. Human capability becomes strategically important when it is embedded in relationships, culture, knowledge, and routines. HR’s role is therefore not only to hire talented individuals but also to build organizational conditions that allow talent to generate value.

The AMO framework

A widely used analytical framework proposes that performance is influenced by three broad conditions: Ability, Motivation, and Opportunity to participate or contribute. Selection and training can build ability; rewards, recognition, meaningful work, and fair management can support motivation; job design, voice, information, and resources can provide opportunity. The framework is a diagnostic aid rather than a complete causal law. Improving only one element may produce limited results.

HRM and Organizational Effectiveness

Organizational effectiveness concerns the extent to which an organization achieves valued results while remaining viable and responsible. HRM may contribute through several pathways:

1. Human capital pathway: recruitment and development improve knowledge and skills.
2. Motivation pathway: fair rewards, recognition, leadership, and meaningful work influence effort and commitment.
3. Opportunity pathway: participation, information, resources, and job autonomy allow capability to be used.
4. Coordination pathway: roles, teams, culture, and communication align individual activity.
5. Adaptation pathway: learning and workforce flexibility help the organization respond to change.
6. Risk pathway: safety, compliance, ethical controls, and succession planning reduce preventable disruption.

HR metrics should be interpreted carefully. Examples include voluntary turnover, absence, time to fill vacancies, training participation, internal promotion, employee perceptions, safety incidents, pay equity indicators, and service or productivity outcomes. A metric is not automatically evidence of impact. For example, a low turnover rate may indicate commitment, or it may indicate that employees feel trapped in a weak labour market. Good analysis combines quantitative indicators with qualitative evidence and contextual judgment.

Ethical, Legal, and Governance Foundations

HR decisions affect livelihoods, identity, dignity, and access to opportunity. Ethical HRM requires respect for persons, fairness, transparency, confidentiality, consistency, and accountability. Important governance questions include:

• Is the employment decision lawful and evidence-based?
• Are comparable people treated consistently, while legitimate differences are recognized?
• Can the decision be explained to the affected employee?
• Is personal data collected and used only for legitimate purposes?
• Does the policy create indirect disadvantage for a protected group?
• Are employees given voice, review, or appeal where appropriate?
• Does the organization’s supply chain meet acceptable labour standards?

Specific legal rules differ across jurisdictions. Students and practitioners must consult applicable labour, equality, health and safety, privacy, immigration, tax, and social-security laws rather than relying on generic international statements.

Technology, Data, and Artificial Intelligence

Technology supports payroll, recruitment, learning, scheduling, employee self-service, workforce analytics, and remote collaboration. Artificial intelligence may assist with CV classification, skills analysis, scheduling, chat-based support, and prediction of workforce patterns.

Technology does not remove HR responsibility. Automated systems may reproduce historical bias, use inaccurate data, produce opaque recommendations, or encourage excessive surveillance. Sound governance requires a defined purpose, data minimization, security, human oversight, validation, accessibility, explanation, and a route for challenging decisions. Managers should distinguish administrative automation from high-impact decisions such as hiring, promotion, discipline, and termination. Human review is especially important where errors can materially affect a person’s livelihood.

Illustrative Case: Northstar Community Health Service

Background

Northstar is a fictional regional health service employing 1,200 people. It has experienced rising staff turnover among nurses and support workers, growing overtime costs, and declining patient-satisfaction scores. Senior leaders initially proposed a recruitment campaign and a financial bonus for difficult shifts.

Problem

An HR review found that vacancies were not the only issue. New employees received inconsistent onboarding, supervisors had little training in scheduling and feedback, overtime was distributed unpredictably, and employees reported that promotion decisions were unclear. A workforce dashboard showed turnover by department but did not capture workload, perceived fairness, or reasons for leaving.

Analysis

Using the AMO framework, Northstar identified:

• Ability: new staff needed structured clinical and service orientation; supervisors needed people-management training.
• Motivation: employees valued fair scheduling, recognition, development, and predictable rewards more than a one-time bonus alone.
• Opportunity: staff lacked regular forums to influence rosters and improve patient-service processes.

A stakeholder analysis also revealed that patients, unions, managers, employees, and public funders could be affected by proposed changes.

Approach and solution

Northstar introduced a coordinated package:

1. A standardized onboarding program with a trained mentor for each new employee.
2. Supervisor training in feedback, respectful scheduling, and early conflict resolution.
3. Transparent criteria for promotion and access to development opportunities.
4. Monthly team meetings where employees could propose service improvements.
5. A scheduling pilot that gave employees greater notice and limited avoidable last-minute changes.
6. A balanced evaluation using turnover, absence, overtime, patient feedback, employee survey results, and qualitative interviews.

The organization retained a targeted financial supplement for difficult shifts but did not treat it as the sole solution.

Outcome

After twelve months, the pilot departments reported improved onboarding satisfaction, fewer last-minute schedule changes, and stronger employee perceptions of fairness. Overtime fell modestly, while patient feedback improved. The organization did not claim that HRM alone caused every change; staffing levels, local leadership, and external labour-market conditions also mattered. Northstar decided to extend the approach gradually and continue monitoring unintended effects.

Learning points

The case illustrates that HR problems are often system problems. Recruitment cannot compensate indefinitely for poor job design, weak supervision, or unfair procedures. It also demonstrates the importance of stakeholder analysis, integrated HR practices, evidence-based evaluation, and cautious interpretation of metrics.

Challenges and Limitations of HRM

HRM faces persistent tensions. Strategic alignment can make HR more influential, but it may also subordinate employee interests to organizational targets. Employee engagement can improve voice, but surveys may become symbolic if leaders ignore results. Workforce analytics can improve decisions, but data can invade privacy or reduce complex people to indicators. Flexibility can help employees and organizations, but insecure work may transfer risk to workers. Diversity initiatives can expand opportunity, but superficial representation without changes to power and culture has limited effect.

HRM also operates within unequal employment relationships. Employees may depend on wages more heavily than organizations depend on any one individual. This makes due process, collective voice, legal protection, and ethical leadership essential. Good HRM is not the elimination of conflict; it is the responsible management of conflict and interdependence.

Best-Practice Principles for Beginning HR Professionals

1. Start with organizational purpose and stakeholder impact.
2. Treat compliance as a foundation, not the whole of HRM.
3. Integrate recruitment, development, performance, reward, and well-being.
4. Involve line managers while maintaining specialist expertise and governance.
5. Use evidence, but interpret metrics in context.
6. Make decisions transparent, consistent, and reviewable.
7. Design work for sustainable performance rather than short-term exhaustion.
8. Protect employee data and scrutinize automated tools.
9. Provide meaningful employee voice and respect legitimate representation.
10. Evaluate both organizational outcomes and human consequences.

Chapter Summary

HRM is the systematic management of people and employment relationships to support organizational purposes while respecting employee welfare, rights, law, and wider social responsibilities. Its functions include workforce planning, job design, recruitment, onboarding, learning, performance management, reward, employee relations, safety, inclusion, HR information, and responsible separation.

HRM differs from traditional personnel management mainly in its greater emphasis on integration, strategy, development, shared responsibility, and stakeholder interests, although personnel administration remains essential. Its historical development reflects industrialization, welfare initiatives, scientific management, human relations, behavioural science, professional personnel administration, strategic HRM, and critical debates about power and control.

The control, commitment, high-performance, Harvard, matching, resource-based, and AMO perspectives provide useful but incomplete ways to analyze HRM. Organizational effectiveness depends not only on employee ability and motivation but also on opportunity, coordination, leadership, resources, and context. Ethical and legal governance is central, especially as organizations adopt HR technology and artificial intelligence. The most effective HRM is integrated, evidence-informed, humane, and alert to both organizational results and the consequences for people.

Key Terms

Human Resource Management: The systematic management of people and employment relationships to achieve organizational and human objectives.

Human capital: Knowledge, skills, abilities, experience, and other attributes embodied in people.

Personnel management: The traditional administrative management of employees and employment records.

Strategic HRM: The study and practice of aligning people management with organizational strategy and long-term effectiveness.

Talent management: The attraction, development, deployment, and retention of important organizational capabilities.

Employee relations: The management of relationships among employees, managers, unions, and employers.

Industrial relations: Employment relations emphasizing labour, unions, collective bargaining, and regulation.

Organizational behaviour: The study of individual, group, and organizational behaviour at work.

Workforce planning: Forecasting and preparing for an organization’s future people requirements.

Job analysis: The systematic examination of job tasks, responsibilities, skills, and conditions.

Performance management: The continuing process of aligning, supporting, reviewing, and improving work contribution.

Employee engagement: The cognitive, emotional, and behavioural connection employees have with their work and organization.

Stakeholder: A person or group that affects or is affected by organizational decisions.

Human relations movement: An approach emphasizing social relationships, groups, communication, and recognition at work.

Scientific management: An approach emphasizing systematic work study, standardization, specialization, and efficiency.

Resource-based view: A perspective explaining advantage through valuable and difficult-to-copy organizational resources.

AMO framework: A framework linking performance to Ability, Motivation, and Opportunity.

Employee voice: Opportunities for employees to express views, influence decisions, and raise concerns.

Procedural justice: Perceived fairness of the processes used to make decisions.

Responsible HRM: HRM that considers organizational performance together with legal, ethical, social, and employee consequences.

Review Questions

5 Short Answer Questions

1. Define Human Resource Management and identify four activities included in the definition.
2. What is the difference between human resources and human capital?
3. Identify four major HRM functions and state the purpose of each.
4. What is meant by employee voice?
5. Why should HR metrics be interpreted in context?

5 Long Answer Questions

1. Compare personnel management and HRM, explaining both the differences and the continuing importance of personnel administration.
2. Trace the historical development of HRM from industrialization to contemporary strategic HRM.
3. Explain how the Harvard framework and the matching model offer different perspectives on HRM.
4. Discuss the role of HRM in organizational effectiveness, including ability, motivation, opportunity, and coordination.
5. Evaluate the ethical and governance challenges created by HR analytics and artificial intelligence.

3 Analytical / Application Questions

1. An organization offers large recruitment bonuses but continues to lose employees within six months. Use the AMO framework and stakeholder analysis to diagnose the problem and recommend an integrated response.
2. A manager wants to introduce an AI system that ranks employees for promotion. Identify the potential benefits, risks, governance safeguards, and evidence required before implementation.
3. A company is reducing costs through flexible scheduling and temporary contracts. Analyze the likely effects on organizational effectiveness, employee welfare, fairness, and stakeholder relationships.

Multiple Choice Questions with Answers

Question 1

Which statement best defines Human Resource Management?

A. The exclusive administration of employee payroll records

B. The systematic management of people and employment relationships to achieve organizational and human objectives

C. The legal process of negotiating with trade unions

D. The measurement of factory production methods

Correct Answer: B. The systematic management of people and employment relationships to achieve organizational and human objectives

Question 2

Which HRM function primarily anticipates future staffing and skills requirements?

A. Workforce planning

B. Employee discipline

C. Payroll processing

D. Exit interviewing

Correct Answer: A. Workforce planning

Question 3

What is a central difference between personnel management and contemporary HRM?

A. Personnel management includes employees, whereas HRM does not

B. HRM is more explicitly integrated with strategy and employee development

C. HRM excludes legal compliance

D. Personnel management always uses artificial intelligence

Correct Answer: B. HRM is more explicitly integrated with strategy and employee development

Question 4

Which perspective emphasizes systematic work study, standardization, specialization, and efficiency?

A. Human relations

B. Critical management

C. Scientific management

D. Stakeholder theory

Correct Answer: C. Scientific management

Question 5

In the AMO framework, what does the O represent?

A. Organization

B. Output

C. Opportunity

D. Observation

Correct Answer: C. Opportunity

Question 6

Which is an example of procedural justice?

A. The final salary is identical for every employee

B. A promotion process uses clear, consistent, and reviewable criteria

C. Managers avoid explaining employment decisions

D. Only senior executives may challenge decisions

Correct Answer: B. A promotion process uses clear, consistent, and reviewable criteria

Question 7

Why is employee voice important in HRM?

A. It eliminates all disagreement

B. It allows employees to express views and influence relevant decisions

C. It replaces all management responsibilities

D. It guarantees that every employee receives promotion

Correct Answer: B. It allows employees to express views and influence relevant decisions

Question 8

Which statement best reflects the resource-based view?

A. All resources have identical strategic value

B. Organizational advantage may arise from valuable and difficult-to-copy capabilities

C. Employee development has no strategic relevance

D. Only physical equipment can create competitive advantage

Correct Answer: B. Organizational advantage may arise from valuable and difficult-to-copy capabilities

Question 9

What was a major contribution of the human relations movement?

A. It rejected the importance of social relationships

B. It highlighted groups, communication, recognition, and informal organization

C. It eliminated the need for work standards

D. It focused exclusively on legal compliance

Correct Answer: B. It highlighted groups, communication, recognition, and informal organization

Question 10

What is a key governance safeguard when using AI in high-impact employment decisions?

A. Removing all human review

B. Using the system without validating its data

C. Providing human oversight, explainability, and a route to challenge decisions

D. Collecting unlimited personal data

Correct Answer: C. Providing human oversight, explainability, and a route to challenge decisions