Strategic Human Resource Management

Chapter 10
Employee Experience, Engagement, Inclusion and Employment Relations

Post Graduate Program in Human Resource Management
Strategic Human Resource Management   •   Post Graduate

Employee Experience, Engagement, Inclusion and Employment Relations

Introduction and context

Strategic human resource management (SHRM) increasingly treats the employment relationship as an integrated experience rather than a collection of separate HR transactions. Recruitment, work design, leadership, rewards, wellbeing, inclusion, employee voice and labor relations jointly shape what employees perceive, feel and do at work. These perceptions affect discretionary effort, learning, retention, service quality, innovation and the legitimacy of organizational decisions.

Employee experience is the totality of employees’ interactions with, and interpretations of, the organization across the employment life cycle. Engagement concerns the quality of employees’ psychological connection to their work and organization. Inclusion concerns whether people experience belonging, access, voice and fair opportunity while retaining valued differences. Employment relations concerns the formal and informal processes through which employees, managers, unions and employers negotiate interests, rights and responsibilities.

These areas are strategically interdependent. A company cannot credibly promote engagement while tolerating unsafe workloads, discrimination or arbitrary management. Nor can an inclusion programme compensate for weak employee voice or an employment contract that employees regard as unfair. The strategic task is therefore to align systems, leadership behaviour and daily work conditions.

Learning objectives

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

  1. Distinguish employee experience, engagement, wellbeing, inclusion and employment relations.
  2. Apply major theories of motivation, job demands, psychological safety and organizational justice.
  3. Design integrated strategies for engagement, retention, wellbeing and hybrid work.
  4. Evaluate diversity and inclusion initiatives using ethical and evidence-based criteria.
  5. Design employee-voice and conflict-resolution systems, including union and labor-relations approaches.
  6. Select meaningful indicators while recognizing the limits of employee surveys and algorithmic analytics.

1. The strategic architecture of employee experience

Employee experience has three analytically useful dimensions:

DimensionCentral questionExamples
Physical and technologicalCan the employee work effectively and safely?Workspace, equipment, accessibility, digital systems
Social and culturalHow are people treated and included?Leadership, teamwork, respect, identity safety
Organizational and proceduralAre decisions fair, predictable and meaningful?Pay, development, voice, performance management

Experience is not identical to satisfaction. Satisfaction usually evaluates whether expectations have been met. Experience includes emotions, identity, effort, relationships and meaning over time. It is also not reducible to engagement scores: an employee may be highly engaged in a demanding role yet experience poor wellbeing, or report wellbeing while feeling little commitment to organizational goals.

A strategic employee-experience system maps critical moments such as joining, onboarding, receiving feedback, requesting flexibility, returning from leave, reporting misconduct, being promoted and exiting. At each moment, HR should examine the formal policy, the manager’s behaviour, the technology involved, the employee’s likely interpretation and the possible inclusion risks.

The employee lifecycle is best understood as a feedback system. Organizational promises influence expectations; actual experiences influence trust and behaviour; employee voice supplies information; organizational responses either restore or weaken trust. A policy therefore has little strategic value if implementation is inconsistent.

2. Engagement: theories and managerial interpretation

Engagement is commonly described as a positive, fulfilling, work-related state involving energy, dedication and absorption. It differs from organizational commitment, which concerns attachment to the organization; job satisfaction, which concerns evaluative contentment; and workaholism, which may involve compulsive effort without wellbeing.

2.1 Job Demands–Resources theory

The Job Demands–Resources (JD–R) model distinguishes job demands, which require sustained physical, cognitive or emotional effort, from job resources, which help employees achieve goals, reduce demands or stimulate growth. Examples of demands include workload, emotional labor, ambiguity and time pressure. Resources include autonomy, feedback, supportive supervision, staffing, learning opportunities and adequate technology.

The model proposes two linked processes. Excessive demands contribute to exhaustion and ill health. Resources support motivation and engagement, particularly when employees can use them to meet meaningful challenges. Demands are not inherently harmful: a challenging assignment may be energizing when resources, capability and recovery time are adequate.

Managers should therefore avoid treating engagement as a personality trait or motivational campaign. They should diagnose the balance between demand and resource at team and role level. A pulse survey showing low engagement may reflect understaffing, poor work design or weak leadership rather than insufficient recognition.

2.2 Self-Determination Theory

Self-Determination Theory identifies autonomy, competence and relatedness as basic psychological needs. Autonomy means experiencing volition rather than coercion; competence means feeling capable and able to develop; relatedness means experiencing meaningful connection. Pay and formal incentives remain relevant, but controlling systems can undermine intrinsic motivation when they communicate distrust or surveillance.

Practical implications include giving employees bounded discretion, providing developmental feedback rather than merely evaluative feedback, and creating teams in which contribution and identity are respected. Autonomy is not the absence of accountability. It is discretion within clear objectives, resources and consequences.

2.3 Social exchange and the psychological contract

Social exchange theory views employment as a continuing exchange of contributions and benefits. Employees assess whether the organization has fulfilled explicit and implicit promises. The psychological contract includes beliefs about obligations such as development, security, flexibility, respect and fair treatment. A breach occurs when an employee perceives that a promise has not been delivered; violation describes the emotional response, such as anger or betrayal.

During restructuring, return-to-office changes or technology adoption, leaders should explain what is changing, why it is changing, what will not change and how employees can influence implementation. Silence encourages employees to fill information gaps with assumptions.

3. Retention, wellbeing and sustainable performance

Retention is not automatically beneficial. Retaining employees who are disengaged or whose skills no longer match strategy can create costs, while losing a poorly matched employee may be constructive. Strategic retention focuses on critical skills, pivotal roles, high-potential capability and the conditions that sustain performance.

A useful retention diagnosis separates:

  • Push factors: workload, unfairness, poor supervision, unsafe conditions or limited growth.
  • Pull factors: alternative employment, better pay, flexibility or stronger career opportunities elsewhere.
  • Personal and life factors: relocation, health, family responsibilities or changing aspirations.
  • Attachment factors: identity, relationships, meaningful work and perceived investment by the organization.

Wellbeing is multidimensional. It includes physical health, psychological health, social connection, financial security and a sense of purpose. Individual resilience training cannot substitute for safe staffing, reasonable workload, anti-harassment controls and competent management. A strategic wellbeing programme combines prevention, early support, reasonable adjustment, referral and organizational redesign.

Burnout is often discussed as exhaustion, cynicism or mental distance from work, and reduced professional efficacy. HR should avoid diagnosing individuals without appropriate clinical competence. Instead, it should identify work-system risks: chronic overload, low control, insufficient recovery and value conflict. Confidentiality is essential when collecting health information.

A practical wellbeing governance cycle is:

  1. Identify hazards through risk assessment, absence data, listening and work observation.
  2. Prioritize risks according to severity, exposure and affected groups.
  3. Apply controls at source, such as staffing, workflow redesign or manager training.
  4. Provide individual support and reasonable adjustments.
  5. Monitor outcomes without penalizing help-seeking.
  6. Review whether interventions reduce causes rather than merely symptoms.

4. Psychological safety and employee voice

Psychological safety is a shared belief that a team is safe for interpersonal risk-taking. Employees can ask questions, admit errors, challenge assumptions and raise concerns without fear of humiliation or retaliation. It does not mean that performance standards disappear or that every view is correct. It means that speaking up is not unnecessarily punished.

Leaders build psychological safety by acknowledging uncertainty, inviting dissent, responding appreciatively to bad news, separating learning-oriented mistakes from negligence, and closing the feedback loop. A suggestion channel that produces no visible response may reduce trust more than having no channel at all.

Employee voice includes both direct mechanisms, such as surveys, forums, suggestion systems and team meetings, and indirect mechanisms, such as unions, works councils and employee representatives. Voice has at least four functions:

  • information: identifying operational and ethical risks;
  • participation: improving decisions through local knowledge;
  • justice: allowing affected people to be heard;
  • commitment: increasing ownership of implementation.

Voice systems should be designed for independence, accessibility, confidentiality and response. HR should distinguish voice from grievance, whistleblowing and consultation. A grievance alleges an individual injustice; whistleblowing generally reports serious wrongdoing in the public or organizational interest; consultation seeks input before a decision. Different safeguards may be required.

5. Diversity, equity and inclusion

Diversity refers to differences among people and groups, including characteristics such as gender, race or ethnicity, age, disability, religion, sexual orientation, socioeconomic background, nationality and cognitive style. Inclusion concerns participation, belonging, influence and fair access. Equity recognizes that equal treatment may not produce fair opportunity where starting conditions and barriers differ.

A mature inclusion strategy moves beyond representation counts. It examines the whole talent system:

StageQuestions for analysis
AttractionWhich groups are reached, and which are implicitly excluded?
SelectionAre criteria job-related, structured and consistently applied?
DevelopmentWho receives challenging assignments, sponsorship and feedback?
PromotionAre standards transparent and evidence-based?
Daily workDo meetings, schedules and norms permit participation?
RetentionDo different groups experience belonging, safety and fair reward?
ExitWhat patterns appear in turnover and exit testimony?

Important risks include stereotyping, affinity bias, similarity bias, attribution bias, tokenism and intersectional disadvantage. Intersectionality emphasizes that people may experience overlapping systems of advantage and disadvantage; a single demographic category may conceal substantial variation.

Effective practice combines universal standards with targeted barrier reduction. Examples include structured interviews, accessible technology, diverse selection panels, transparent promotion criteria, pay-equity analysis, sponsorship, flexible work designed inclusively, and accountability for conduct. Targets can focus attention, but numerical targets should not become quotas that undermine lawful, evidence-based selection or reduce people to demographic categories.

Inclusion also requires attention to power. A diverse workforce is not necessarily an inclusive workforce if decision rights remain concentrated, dissent is punished or minority employees perform disproportionate emotional and representational labour.

6. Hybrid work and changing employment expectations

Hybrid work changes coordination, visibility, belonging, performance evaluation and employment relations. Its success depends less on the label “hybrid” than on task interdependence, customer requirements, technology, team norms and managerial capability.

A sound hybrid-work framework specifies:

  • which activities require co-location and why;
  • how teams coordinate core hours and availability;
  • how performance will be assessed through outcomes rather than visibility;
  • how remote employees access information, development and informal networks;
  • how health, safety, data security and equipment responsibilities are allocated;
  • how exceptions and reasonable adjustments are handled;
  • how the arrangement will be reviewed using evidence.

Hybrid work may increase autonomy and reduce commuting, but it can also produce proximity bias, blurred boundaries, digital overload, isolation and unequal access to career opportunities. Managers should use inclusive meeting practices, documented decisions, asynchronous communication and regular one-to-one conversations. A requirement to be present should be linked to a clear operational purpose, applied consistently and communicated with adequate notice.

7. Employment relations, conflict and labor partnership

Employment relations may be viewed through three perspectives. The unitary perspective emphasizes common interests and tends to see conflict as abnormal. The pluralist perspective recognizes legitimate differences of interest and treats representation and negotiation as necessary institutions. The critical perspective examines power, inequality, control and the distribution of economic value. Each perspective illuminates part of organizational reality; relying only on the unitary perspective can cause leaders to misinterpret legitimate dissent as disloyalty.

Labor relations include collective bargaining, consultation, recognition of representatives, dispute resolution, industrial action, discipline and termination. Legal requirements vary by jurisdiction, so HR professionals must obtain current local advice rather than assume that a practice lawful in one country is lawful in another. Core governance principles commonly include freedom of association, non-discrimination, due process, protection from retaliation, safe work and accurate record keeping.

Conflict is not always dysfunctional. Task conflict can improve decisions when managed respectfully; relationship conflict generally damages cooperation; process conflict concerns roles, resources and methods. A conflict-management system should offer proportionate routes:

  1. informal conversation and clarification;
  2. facilitated discussion or mediation;
  3. formal investigation under a fair procedure;
  4. appeal or review;
  5. collective bargaining or representative processes where applicable.

Investigations should define the allegation, preserve evidence, hear relevant parties, manage conflicts of interest, protect confidentiality as far as possible and reach findings based on consistent standards. Confidentiality cannot be promised absolutely if safety, legal or procedural duties require disclosure.

Managers should not retaliate against employees for raising concerns, organizing collectively or participating in a lawful process. HR’s role is not merely to protect the organization from claims; it is to establish a process that is substantively and procedurally fair.

8. Measurement and evidence-based decision-making

No single engagement score captures employee experience. A balanced measurement system combines leading indicators, lagging indicators, qualitative evidence and equity analysis.

Evidence typeExamplesMain caution
PerceptionsEngagement, trust, inclusion and safety surveysResponse bias and common-method effects
BehaviourAbsence, turnover, participation, internal mobilityBehaviour has multiple causes
OutcomesQuality, safety, customer outcomes, productivityAttribution is difficult
Qualitative evidenceInterviews, focus groups, open commentsConfidentiality and selection bias
Equity analysisPromotion, pay, access and retention by groupSmall samples and privacy risks

If survey items use a scale from 1 to 5, the mean score is calculated as follows:

x̄ = (∑ᵢ₌₁ⁿ xᵢ) ÷ n

Here, xᵢ is respondent i’s score, and n is the number of valid responses. The mean is interpretable only when the scale, missing-data treatment and response population are clearly specified. It should not be treated as a precise measure of organizational truth.

A response rate is:

Response rate = completed responses ÷ eligible invitations × 100

This describes participation, not representativeness. A high response rate can still produce biased evidence if some groups are systematically unable or unwilling to respond.

Turnover can be expressed as:

Turnover rate = separations during period ÷ average headcount during period × 100

The denominator should be defined consistently; average headcount is commonly calculated from beginning and ending headcount when more detailed monthly data are unavailable. Analysts should distinguish voluntary from involuntary turnover and examine role, tenure, location and demographic patterns without exposing identifiable individuals.

Analytics should support inquiry, not replace judgment. Predictive models may reproduce historical discrimination, infer sensitive characteristics, or encourage intervention based on correlations rather than causes. Governance should include purpose limitation, data minimization, transparency, human review, access controls, validation across groups and a route for challenge or correction.

9. An integrated strategic implementation framework

An organization seeking improvement can use the following sequence:

Diagnose. Segment experience by lifecycle stage, role, team and relevant equity dimensions. Combine data sources and identify contradictions.

Prioritize. Select a small number of material issues using impact, urgency, feasibility and risk. Do not launch disconnected initiatives for every survey item.

Design. Co-create interventions with employees and representatives. Address work design, leadership, policy and capability together.

Enable. Train managers, allocate resources, clarify decision rights and provide accessible support.

Implement. Pilot where uncertainty is high, communicate reasons and protect employees who raise concerns.

Evaluate and learn. Compare evidence over time, assess unintended effects and publish what was changed in response to employee input.

A useful strategic distinction is between symbolic, procedural and structural responses. A symbolic response communicates values. A procedural response changes a process, such as structured promotion review. A structural response changes power or resources, such as staffing levels, pay architecture or representation rights. Sustainable change normally requires all three, with structural action carrying the greatest operational significance.

Illustrative case: Northstar Digital Services

Background

Northstar Digital Services, a fictional 1,200-employee software provider, moved from predominantly office-based work to a hybrid model. Within eighteen months, its annual survey showed declining trust in senior leadership and lower inclusion scores among early-career employees, disabled employees and employees working remotely. Voluntary turnover rose among experienced engineers. Managers reported missed deadlines and meeting overload.

Problem

Senior leaders initially proposed a mandatory three-day office policy and a motivational campaign. Employee representatives argued that the proposal ignored caregiving, disability adjustments and the absence of evidence that office presence caused performance problems. Exit interviews suggested that promotion opportunities were increasingly linked to physical visibility. Several employees also reported that concerns raised through an anonymous channel received no response.

Analysis

HR combined survey data, focus groups, workflow data and confidential interviews. The analysis found four connected issues:

  1. Teams had no shared rules for coordination, creating constant availability expectations.
  2. Managers relied on visibility as a substitute for outcome-based performance management.
  3. Promotion criteria were ambiguous, and developmental assignments were allocated through informal networks.
  4. The voice channel collected complaints but lacked ownership, service standards and feedback to employees.

The analysis also identified a risk of overinterpreting survey averages. Remote employees had lower belonging scores, but comments showed that the problem was not remote work alone; it was exclusion from informal decisions and weak documentation.

Approach and solution

Northstar established a joint working group including managers, employee representatives, accessibility specialists and professional staff. It introduced team-level working agreements specifying collaboration windows, response expectations and occasions requiring co-location. Attendance decisions had to be linked to task requirements rather than assumptions about commitment.

The company redesigned promotion criteria around documented competencies and outcomes, audited access to high-profile projects, and trained managers in inclusive feedback. It created a protected case-management process for concerns, with defined response times and escalation. Anonymous reporting remained available for sensitive matters, but employees were informed about what the organization could and could not disclose.

Wellbeing measures included workload reviews, meeting-free periods and manager responsibility for identifying sustained overload. The company retained a limited office requirement for activities needing specialized equipment or intensive team formation, while providing reasonable adjustments.

Outcome

After two review cycles, Northstar reported improved clarity about hybrid norms, greater confidence in promotion criteria and fewer complaints about meeting overload. Turnover among experienced engineers stabilized, although belonging scores for some groups improved more slowly. The organization therefore continued targeted listening rather than declaring success on the basis of one survey movement.

Learning points

The case demonstrates that employee experience problems are often systemic. A visible policy response may address symptoms while worsening equity and trust. Joint diagnosis, transparent criteria, manager accountability and feedback closure are more credible than a campaign based only on values language. It also shows why hybrid work, inclusion, engagement and employee voice should be managed as a connected portfolio.

Challenges and limitations

First, engagement instruments can encourage a narrow focus on attitudes while neglecting material conditions such as pay, staffing and safety. Second, employee experience is heterogeneous: a policy that benefits one group may burden another. Third, managerial accountability can become punitive if leaders are judged on scores they cannot influence or if employees are pressured to respond positively. Fourth, confidentiality and small-group reporting create a tension between useful segmentation and privacy. Fifth, organizational interventions may produce delayed or mixed effects, making simplistic before-and-after claims unreliable.

There are also ethical limits to listening. Employees should know the purpose of data collection, how it will be used, who can access it and how long it will be retained. Participation should not become a condition for receiving fair treatment. AI-supported sentiment analysis requires special caution because language, sarcasm, culture and disability can affect interpretation; automated inference should never be the sole basis for discipline, promotion or termination.

Best-practice checklist for HR professionals

  • Define the problem before selecting a programme.
  • Treat employee voice as a governance process, not a communications exercise.
  • Test policies for disparate effects and accessibility.
  • Train and support managers; do not delegate systemic responsibility to them alone.
  • Link engagement work to job design, staffing, reward and leadership behaviour.
  • Use multiple forms of evidence and report uncertainty.
  • Protect confidentiality and prohibit retaliation.
  • Consult unions or employee representatives where rights and collective interests are involved.
  • Evaluate both intended outcomes and unintended consequences.
  • Communicate what changed because employees spoke.

Chapter Summary

Employee experience is the integrated result of physical, social, technological and procedural encounters across the employment lifecycle. Engagement is strengthened when meaningful demands are matched by resources, autonomy, competence, relatedness, fair exchange and trustworthy leadership. Retention and wellbeing require attention to work design and organizational hazards, not merely individual resilience.

Inclusion requires more than demographic representation: it involves belonging, voice, fair opportunity, accessibility and attention to power and intersectionality. Psychological safety enables learning and speaking up, while employee voice provides information, participation and procedural legitimacy. Hybrid work must be designed around task requirements, inclusive coordination and outcome-based performance management.

Employment relations are shaped by competing interests, representation, law, negotiation and organizational power. Fair conflict processes, protection from retaliation and constructive labor partnerships are strategic capabilities. Finally, measurement should combine perceptions, behaviour, outcomes and qualitative evidence, with careful attention to privacy, bias and causality. Sustainable HR strategy aligns policy, managerial practice, employee participation and structural conditions.

Key Terms

Employee experience: The totality of an employee’s interactions with and interpretations of an organization.

Employee engagement: A positive work-related state involving energy, dedication and absorption.

Job demands: Aspects of work requiring sustained physical, cognitive or emotional effort.

Job resources: Work conditions that support goal achievement, reduce demands or promote growth.

Psychological safety: A shared belief that interpersonal risk-taking is safe within a team.

Wellbeing: A multidimensional condition involving physical, psychological, social, financial and purposeful functioning.

Burnout: A work-related pattern commonly involving exhaustion, mental distance or cynicism and reduced efficacy.

Psychological contract: An employee’s beliefs about mutual, often implicit, employment obligations.

Employee voice: Opportunities to express ideas, concerns, interests or disagreement and receive a response.

Inclusion: Participation, belonging, influence and fair access while differences are respected.

Equity: Fairness that recognizes different starting conditions and barriers.

Intersectionality: The interaction of multiple social identities and systems of advantage or disadvantage.

Proximity bias: Favoring people who are physically more visible or geographically closer to decision-makers.

Employment relations: The institutions and processes governing relationships among employees, managers, employers and representatives.

Collective bargaining: Negotiation between an employer and employee representatives concerning employment terms and conditions.

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

Mediation: A facilitated process in which a neutral person helps parties seek a voluntary resolution.

Turnover: Employee separations from an organization during a specified period.

People analytics: The systematic use of workforce data to inform HR and organizational decisions.

Review Questions

Short Answer Questions

  1. How does employee experience differ from employee engagement?
  2. Identify the three basic psychological needs in Self-Determination Theory.
  3. What is psychological safety, and why does it matter for employee voice?
  4. Distinguish equality from equity in an inclusion strategy.
  5. Name two risks associated with hybrid work.

Long Answer Questions

  1. Explain the Job Demands–Resources model and show how it can guide an engagement intervention.
  2. Discuss how psychological contract breach can affect trust, retention and employment relations.
  3. Critically evaluate the claim that diversity automatically produces inclusion.
  4. Explain the pluralist perspective on employment relations and compare it with the unitary perspective.
  5. Design an integrated wellbeing strategy for a high-pressure knowledge-work organization.

Analytical / Application Questions

  1. A company has high engagement scores but rising stress absence and voluntary turnover. Diagnose possible causes and recommend a multi-level response.
  2. A hybrid team reports that promotions favour employees who attend the office most often. Design an evidence-based investigation and corrective plan.
  3. An organization uses AI to predict which employees may resign. Evaluate the ethical, methodological and governance issues before deployment.

Multiple Choice Questions with Answers

Question 1

Which statement best describes psychological safety?

A. Employees are guaranteed agreement with their opinions

B. Employees can take interpersonal risks without fear of unnecessary punishment or humiliation

C. Managers remove all performance standards

D. Employees are required to disclose personal concerns publicly

Correct Answer: B. Employees can take interpersonal risks without fear of unnecessary punishment or humiliation

Question 2

In the Job Demands–Resources model, which is a job resource?

A. Role ambiguity

B. Chronic overload

C. Supportive supervision

D. Emotional exhaustion

Correct Answer: C. Supportive supervision

Question 3

Which practice most directly reduces proximity bias in hybrid work?

A. Assessing performance primarily through office attendance

B. Allowing informal networks to determine promotion

C. Using documented outcome-based criteria for performance and promotion

D. Requiring all meetings to be in person

Correct Answer: C. Using documented outcome-based criteria for performance and promotion

Question 4

What is the central distinction between diversity and inclusion?

A. Diversity concerns differences, while inclusion concerns participation and belonging

B. Diversity concerns pay, while inclusion concerns legal compliance

C. Diversity applies only to recruitment, while inclusion applies only to exit

D. There is no meaningful distinction

Correct Answer: A. Diversity concerns differences, while inclusion concerns participation and belonging

Question 5

A grievance usually concerns which matter?

A. A general forecast of labor-market demand

B. An allegation of individual unfairness or injustice

C. A voluntary employee social event

D. A productivity calculation

Correct Answer: B. An allegation of individual unfairness or injustice

Question 6

If 24 employees separate during a period and average headcount is 600, what is the turnover rate?

A. 2%

B. 4%

C. 24%

D. 25%

Correct Answer: B. 4%

Question 7

Which response is most consistent with Self-Determination Theory?

A. Increasing surveillance while removing discretion

B. Providing autonomy within clear objectives and useful developmental feedback

C. Using threats as the primary motivator

D. Withholding information to increase dependence

Correct Answer: B. Providing autonomy within clear objectives and useful developmental feedback

Question 8

Why should engagement survey results not be treated as organizational truth by themselves?

A. Surveys can never collect useful information

B. Survey responses may be affected by response bias, wording and context

C. Employees are legally prohibited from expressing opinions

D. Qualitative evidence is always invalid

Correct Answer: B. Survey responses may be affected by response bias, wording and context

Question 9

Which employment-relations perspective explicitly recognizes legitimate differences of interest?

A. Unitary perspective

B. Pluralist perspective

C. Purely administrative perspective

D. Technological determinist perspective

Correct Answer: B. Pluralist perspective

Question 10

What is a key governance requirement for AI-supported people analytics?

A. Using predictions as the sole basis for dismissal

B. Eliminating human review to improve efficiency

C. Ensuring transparency, validation, privacy and a route for challenge

D. Collecting every available personal data point

Correct Answer: C. Ensuring transparency, validation, privacy and a route for challenge

Strategic Human Resource Management
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