Performance Management

Chapter 10
Team, Leadership and Contextual Performance

Bachelors Program in Human Resource Management
Performance Management   •   Bachelor

Team, Leadership and Contextual Performance

Introduction

Performance management is often presented as an individual process involving objectives, feedback, appraisal, development and reward. In contemporary organizations, however, much valuable work is accomplished through teams, projects, communities of practice and geographically dispersed networks. An employee may achieve assigned targets while weakening cooperation, withholding knowledge or damaging trust. Conversely, an employee may make an important contribution by mentoring colleagues, coordinating across boundaries, supporting a customer during a crisis or helping a team adapt to change, even when that contribution is not fully captured by a formal job description.

This chapter examines performance beyond narrowly defined individual task completion. It focuses on team performance, leadership responsibilities, contextual performance, organizational citizenship behavior, project work, remote and hybrid arrangements, knowledge work, cultural differences and global contexts. The central argument is that effective performance management must align three elements: what individuals deliver, how people work together and the organizational context in which performance occurs.

Learning Objectives

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

  1. Distinguish task, contextual, adaptive and counterproductive performance.
  2. Explain how team design, interdependence and leadership influence performance.
  3. Design performance-management practices for project, remote, hybrid and knowledge-work teams.
  4. Assess citizenship behavior without encouraging invisible or unfair extra work.
  5. Address cultural and global differences in performance expectations.
  6. Apply ethical, inclusive and evidence-informed approaches to team performance.

1. Understanding Performance in Social and Organizational Contexts

1.1 From individual performance to contribution systems

Individual performance is not simply a personal characteristic. It is an interaction between capability, motivation, opportunity, role clarity, resources and social context. A skilled employee may perform poorly when priorities conflict, technology fails, authority is unclear or team members do not share information. Similarly, a moderately experienced employee may perform strongly when supported by good coaching, clear processes and psychologically safe collaboration.

A useful distinction is between performance and performance outcomes. Performance refers to behaviors and actions relevant to organizational goals; outcomes are the results affected by those behaviors. Sales revenue, for example, may depend on an employee’s effort but also on market conditions, pricing, supply availability and inherited customer accounts. Performance management should therefore evaluate controllable contributions as well as results, while recognizing legitimate external influences.

1.2 Major dimensions of performance

The following dimensions provide a comprehensive foundation.

DimensionMeaningExamples
Task performanceEffectiveness in formal dutiesCompleting analyses accurately; meeting service standards
Contextual performanceBehaviors that support the social and psychological environmentHelping colleagues; showing persistence; communicating constructively
Adaptive performanceAdjusting effectively to novelty, uncertainty or changeLearning new software; responding to a crisis
Team performanceThe quality of coordinated collective workSharing information; integrating expertise; resolving conflict
Innovative performanceGenerating and implementing useful new ideasRedesigning a workflow; testing a new customer solution
Counterproductive performanceBehaviors that harm people or the organizationHarassment, sabotage, deliberate delay or misuse of resources

Task performance is usually more visible and easier to measure. Contextual and adaptive performance are often less visible but become particularly important in knowledge work, customer service, healthcare, education, consulting and complex projects.

1.3 Contextual performance and citizenship behavior

Contextual performance includes behaviors that sustain cooperation and organizational functioning. Organizational citizenship behavior, commonly associated with Organ and subsequent research, refers to discretionary behavior that supports organizational or interpersonal effectiveness. Examples include assisting a colleague, volunteering for a useful activity, protecting organizational resources and maintaining a constructive attitude.

Citizenship behavior should not be treated as unlimited availability. A major ethical concern is that discretionary contributions can become unofficial requirements. Employees with caring responsibilities, disabilities, health limitations or different cultural communication styles may be disadvantaged if managers reward constant visibility or after-hours participation. Managers should distinguish:

  • genuine voluntary contribution from coerced unpaid labor;
  • helpful cooperation from excessive self-sacrifice;
  • culturally different communication styles from lack of commitment; and
  • valuable support from performative busyness.

Contextual performance is best assessed through repeated, behaviorally specific evidence rather than vague impressions such as “positive attitude” or “team player.”

2. Team Performance: Structures, Processes and Outcomes

2.1 What is a team?

A team is a bounded group whose members have complementary roles, interdependent work and shared responsibility for a common purpose. A collection of individuals who merely report to the same manager is not necessarily a team. Team members may be interdependent in several ways:

  • Pooled interdependence: members contribute separately to a combined result.
  • Sequential interdependence: one member’s output becomes another’s input.
  • Reciprocal interdependence: members exchange inputs and outputs repeatedly.
  • Intensive interdependence: members work simultaneously on complex problems.

The greater the interdependence, the less appropriate it is to evaluate members solely through isolated individual targets.

2.2 A systems view of team performance

Team performance can be understood as a system involving inputs, processes and outcomes. Inputs include team composition, leadership, resources, technology, task design and organizational culture. Processes include communication, coordination, decision-making, conflict management, learning and mutual monitoring. Outcomes include work results, member satisfaction, learning, innovation and the team’s ability to continue functioning.

This model prevents a common error: blaming team members for weak outcomes when the underlying problem is inadequate staffing, contradictory goals or poor system design. It also encourages managers to examine how results were achieved, not only whether a target was reached.

Team effectiveness is often assessed through multiple criteria rather than a single score. A practical assessment profile may include:

  1. quality and timeliness of deliverables;
  2. customer or stakeholder value;
  3. coordination and reliability;
  4. learning and adaptability;
  5. inclusion and psychological safety; and
  6. sustainability of workload and capability.

2.3 Team development and psychological safety

Tuckman’s widely used model describes forming, storming, norming and performing, with later versions adding adjourning. The model is a useful teaching framework, but teams do not always progress in a fixed sequence. New members, changing tasks or external crises can return an established team to earlier challenges.

Psychological safety, associated with Edmondson’s research, is the shared belief that people can speak up, ask questions, acknowledge mistakes and offer dissent without interpersonal punishment. Psychological safety is not the absence of accountability. High-performing teams combine psychological safety with high standards. A team that feels comfortable but does not challenge weak work may be friendly but ineffective; a demanding team without safety may conceal errors until they become costly.

Performance-management practices can strengthen psychological safety by:

  • inviting dissent before decisions are finalized;
  • treating mistakes as learning opportunities when they are not reckless or unethical;
  • separating inquiry from blame;
  • ensuring that senior voices do not dominate every discussion; and
  • following up when employees raise risks.

3. Leadership Responsibilities in Performance Management

3.1 Leadership as a performance condition

Leaders influence performance through direction, support, resource allocation, role modeling and the consequences attached to behavior. Leadership is therefore not limited to formally appointed managers. Project leads, technical specialists, peer coaches and team members may all perform leadership functions.

Several leadership perspectives are relevant:

  • Goal-oriented leadership clarifies priorities, standards and accountability.
  • Supportive leadership removes obstacles, develops capability and attends to well-being.
  • Shared leadership distributes influence among members according to expertise.
  • Transformational leadership encourages purpose, learning and change, but should not be used to excuse unrealistic demands.
  • Servant leadership emphasizes the growth and well-being of followers, while still requiring clear performance expectations.
  • Situational approaches argue that effective behavior depends on task uncertainty, member capability and team conditions.

No single style is universally effective. A crisis may require rapid direction, whereas an expert design team may benefit from distributed decision-making. Effective leaders diagnose the situation and make the basis for their decisions clear.

3.2 Leadership responsibilities across the performance cycle

Leaders have responsibilities before, during and after performance assessment.

Planning: establish a meaningful purpose, clarify roles, identify dependencies and agree on evidence of success. Team goals should be connected to organizational priorities without becoming so numerous that attention is diluted.

Execution: provide resources, coordinate work, monitor risks and give timely feedback. Monitoring should not become surveillance. The relevant question is whether information improves coordination and support.

Review: examine both results and processes. Ask what was achieved, how it was achieved, what constraints existed and what the team learned.

Development: create opportunities for skill-building, cross-training, mentoring and stretch assignments. Development should not be reserved for high-potential employees.

Recognition and correction: recognize specific contributions and address harmful behavior promptly. Leaders must avoid rewarding individuals who achieve results by undermining colleagues.

3.3 Shared and team-based accountability

Team-based accountability does not mean that everyone receives the same evaluation regardless of contribution. It means that evaluation reflects both individual responsibility and interdependent work. A balanced design may include individual objectives, team outcomes, peer evidence and manager judgment.

A simple conceptual model is:

Pᵢ = αIᵢ + βT + γCᵢ

Here, Pi is the performance assessment for individual i, Ii is evidence of individual contribution, T is the relevant team result, and Ci is contextual or collaborative contribution. The coefficients α, β and γ are policy weights that sum to 1. This is not a universal scientific law or a mechanically objective score. It is a design aid. Weights should reflect the degree of interdependence, the reliability of available evidence and the organization’s values. In highly interdependent work, the team component may be substantial; in largely independent work, individual evidence may appropriately dominate.

The model assumes that the dimensions are measured on comparable scales. If they are not, normalization or clearly defined rating anchors is required. Managers should also use judgment when team outcomes are strongly affected by factors outside members’ control.

4. Managing Project, Remote, Hybrid and Knowledge-Work Performance

4.1 Project performance

Projects are temporary, goal-directed endeavors with defined deliverables, constraints and stakeholders. Their performance-management challenges include changing scope, shifting priorities, temporary membership and pressure near deadlines.

Good project performance management includes:

  • a project charter defining purpose, scope, authority and success criteria;
  • a responsibility matrix identifying who is responsible, accountable, consulted and informed;
  • milestone reviews rather than waiting for project completion;
  • explicit management of risks, assumptions and dependencies;
  • lessons-learned reviews that are psychologically safe; and
  • recognition of coordination and problem prevention, not only visible final outputs.

A project manager should distinguish a missed milestone caused by poor execution from one caused by an approved change in scope or a delayed external dependency. Otherwise, the system creates unfair accountability and encourages employees to hide risks.

4.2 Remote and hybrid performance

Remote and hybrid work change how performance becomes visible. Physical presence is a weak substitute for contribution, and “visibility bias” can advantage employees who spend more time in the office or communicate more frequently. Performance systems should therefore emphasize agreed outcomes, quality, responsiveness appropriate to the role, collaboration and reliability.

Practical principles include:

  1. define core collaboration hours while protecting focused work;
  2. document decisions and make information accessible asynchronously;
  3. use predictable meeting norms and avoid unnecessary meetings;
  4. evaluate outputs and behaviors, not webcam presence;
  5. provide equivalent access to information, development and promotion;
  6. establish response-time expectations for different types of work; and
  7. monitor workload and isolation without intrusive surveillance.

Hybrid work can create an “in-group” in the physical office and an “out-group” among remote employees. Managers should deliberately include remote participants, rotate meeting times across time zones and ensure that informal information is not the only route to influence.

4.3 Knowledge work

Knowledge work involves analysis, judgment, creativity, expertise and the transformation of information into value. Its outputs may be uncertain, delayed or difficult to attribute to one person. Counting activity—emails sent, keystrokes or hours online—can encourage dysfunctional behavior and undermine trust.

Better evidence may include:

  • quality and usefulness of decisions;
  • problem-solving effectiveness;
  • soundness of reasoning and documentation;
  • knowledge sharing and reuse;
  • stakeholder outcomes;
  • learning and experimentation; and
  • contribution to the capability of others.

Managers should be cautious with productivity analytics. A dashboard can reveal workload patterns, but it cannot automatically explain why a pattern exists or whether the work is valuable. Data should support conversations, not replace professional judgment.

5. Cultural Differences and Global Performance Management

Performance expectations are interpreted through culture, language, institutions and professional norms. Differences may concern directness of feedback, attitudes toward hierarchy, individual versus collective responsibility, time orientation, disagreement, self-promotion and acceptable expressions of emotion. These differences do not justify stereotypes. Culture is one influence among many, and individuals vary within every national or occupational culture.

Global performance systems must balance consistency and local responsiveness. Core principles—such as respect, anti-discrimination, data protection and procedural fairness—should be consistent. Their implementation may require local adaptation because labor law, consultation requirements, privacy expectations, working hours and customary communication differ.

Managers should ask:

  • Are objectives translated into language employees fully understand?
  • Are performance standards compatible with local law and professional practice?
  • Does the system reward assertive self-promotion that is culturally unevenly distributed?
  • Are time-zone and public-holiday differences considered?
  • Are raters trained to distinguish communication style from performance?
  • Are employees able to challenge inaccurate or culturally biased assessments?

In global teams, a written record of decisions, transparent criteria and multiple sources of evidence can reduce ambiguity. At the same time, excessive standardization may suppress local expertise. The aim is not identical behavior; it is equitable opportunity to demonstrate valued contribution.

6. Measuring Team and Contextual Performance

6.1 Evidence sources

Useful evidence may come from managers, peers, customers, project records, work products, self-reflection and team retrospectives. Each source has strengths and weaknesses.

Evidence sourceStrengthRisk
Manager assessmentIntegrates broad organizational contextRecency, halo and proximity bias
Peer feedbackObserves collaboration directlyFriendship, conflict or popularity effects
Customer feedbackConnects work to service valueMay reflect expectations outside the employee’s control
Work productsProvides tangible evidenceMay underrepresent invisible coordination
Self-assessmentEncourages reflectionOverconfidence or excessive modesty
Team reviewCaptures interdependenceGroup conformity or diffusion of responsibility

Triangulation is preferable to assuming that one source is always accurate. However, adding more data does not automatically create fairness. Evidence must be relevant, reliable, interpretable and gathered with appropriate consent.

6.2 Rating errors and safeguards

Common errors include halo effects, horns effects, recency bias, leniency, severity, central tendency, similarity bias and attribution error. For example, a manager may interpret a confident employee’s success as ability but a quieter employee’s success as luck. Calibration meetings can improve consistency, but they can also reproduce political influence if participants lack evidence and challenge.

Safeguards include:

  • behaviorally anchored criteria;
  • notes collected throughout the review period;
  • rater training using realistic cases;
  • separate discussion of results and personality;
  • review of demographic patterns for adverse impact;
  • an appeal or correction process; and
  • limits on the use of informal reputation.

7. Ethical, Legal and Governance Considerations

Performance management involves power. Employees may depend on ratings for pay, promotion, job security and professional identity. Ethical systems therefore require transparency, consistency, dignity and an opportunity to respond.

Important governance principles include:

  • Validity: assess factors relevant to the work.
  • Reliability: apply standards consistently enough to support reasonable comparison.
  • Procedural justice: allow employees to understand and challenge decisions.
  • Distributive justice: ensure outcomes are not systematically unfair.
  • Respect for privacy: collect only necessary information and protect it.
  • Non-discrimination: examine whether criteria disadvantage protected groups.
  • Accessibility: provide reasonable accommodations and usable systems.
  • Human accountability: managers remain responsible for decisions assisted by technology.

Artificial intelligence may help summarize feedback, identify missing objectives or detect patterns in workload data. It may also reproduce historical bias, infer sensitive traits, misinterpret language and create opaque recommendations. Organizations should conduct impact assessments, validate tools, restrict sensitive data, explain material decisions and provide human review. Automated scoring should never be treated as neutral merely because it is mathematical.

8. Illustrative Case: The Atlas Health Platform Team

Background

Atlas Health, a fictional regional healthcare technology company, created a hybrid team to deliver a patient-appointment platform. The team included software engineers in three countries, a product manager, clinical advisers, a security specialist and customer-support representatives. The company evaluated members mainly through individual sprint completion and manager ratings.

Problem

Early releases met many coding milestones but contained integration defects. Engineers solved problems within their own specialties and rarely documented decisions. Customer-support staff, who worked mostly remotely, reported that they learned about changes late. The product manager praised employees who answered messages at all hours. Two highly capable employees reduced participation because they could not maintain constant availability. A performance review described one culturally reserved engineer as lacking “team spirit,” although colleagues regularly used that engineer’s technical documentation.

Analysis

The measures emphasized visible individual activity rather than system performance. The team had reciprocal interdependence, but its evaluation design assumed largely independent work. The informal expectation of constant availability created an inequitable definition of commitment. The assessment of “team spirit” was vague and vulnerable to cultural and personality bias. In addition, there was no shared definition of quality across engineering, clinical and customer-support roles.

Approach

The company redesigned performance management around four elements:

  1. Shared outcomes: release reliability, security compliance, customer usability and timely resolution of critical defects.
  2. Individual contribution: role-specific quality, technical judgment, delivery and ownership of agreed responsibilities.
  3. Contextual contribution: documentation, knowledge sharing, constructive challenge, mentoring and cross-functional coordination.
  4. Sustainable working practices: planned response windows, workload review and no reward for unnecessary after-hours availability.

The team introduced fortnightly retrospectives, written decision records and a responsibility matrix. Peer feedback required concrete examples rather than personality labels. Managers reviewed evidence across time zones and checked whether remote members received equal access to meetings and development. The company also established a human review process for any analytics-generated alert about performance.

Outcome

After two release cycles, defect discovery occurred earlier and support representatives reported improved change visibility. Some delivery targets were initially missed because the team was spending time on documentation and risk review; leaders treated this as capability building rather than immediate underperformance. The reserved engineer received recognition for documentation and was invited to lead a technical learning session. The team retained individual accountability while making interdependence visible.

Learning points

The case illustrates that performance problems may arise from measurement design rather than lack of effort. It also shows why contextual performance must be defined behaviorally, why remote work requires deliberate inclusion and why sustainable performance is preferable to short-term activity escalation. Most importantly, team metrics should complement—not erase—individual contribution.

9. Best-Practice Framework for Managers and HR Professionals

A practical implementation sequence is as follows:

First, diagnose the work. Determine the degree of interdependence, uncertainty, customer contact, knowledge intensity and geographic dispersion.

Second, define valued performance. Include task, team, contextual, adaptive and ethical dimensions where relevant. Avoid vague labels.

Third, allocate accountability. Identify which outcomes are individual, shared, controlled jointly or affected by external dependencies.

Fourth, design evidence. Combine work products, outcomes, behavioral examples and relevant stakeholder perspectives. Do not collect data merely because technology makes it possible.

Fifth, establish review rhythms. Use regular check-ins, milestone reviews and retrospectives rather than relying on an annual surprise assessment.

Sixth, develop leaders. Train managers in feedback, inclusive facilitation, bias awareness, conflict resolution and remote coordination.

Seventh, audit fairness. Examine patterns by location, gender, disability, race or ethnicity where lawful and appropriate, employment status and other relevant categories. Investigate disparities rather than assuming their cause.

Eighth, improve the system. Treat performance management as an organizational learning process. Employee feedback, appeals and outcome data should inform revisions.

Contemporary Developments

Several developments are reshaping team performance management. Hybrid work has made asynchronous coordination and outcome-based evaluation more important. Cross-functional and agile work have increased the value of rapid feedback and team retrospectives. Employee expectations increasingly emphasize well-being, inclusion and meaningful work. Skills-based organizations are placing greater emphasis on capabilities that move across roles rather than fixed job descriptions. AI-supported work is also changing the meaning of contribution: employees may spend less time producing routine outputs and more time framing problems, checking quality, exercising judgment and managing exceptions.

These developments do not eliminate the need for accountability. They make thoughtful accountability more necessary. Organizations must define what human judgment, collaboration and responsible use of technology look like in their context.

Chapter Summary

Team, leadership and contextual performance extend performance management beyond isolated individual results. Task performance concerns formal duties, while contextual performance supports cooperation, adaptive performance addresses change and team performance concerns coordinated collective work. Organizational citizenship can create significant value, but it must not become coerced, invisible or unequally rewarded labor.

Team performance depends on inputs, interaction processes and outcomes. Interdependence determines how much evaluation should include shared results and coordination. Leaders are responsible for clarifying goals, providing resources, enabling psychological safety, giving feedback, developing capability and addressing harmful behavior. Project, remote, hybrid and knowledge-work settings require evidence based on contribution and outcomes rather than physical visibility or activity counts.

Cultural and global contexts require consistent principles with appropriate local adaptation. Fair systems use clear behavioral criteria, multiple relevant evidence sources, bias safeguards, privacy protection and opportunities for review. AI can support analysis but cannot remove human accountability or ethical responsibility. Effective performance management is therefore a designed social system: it aligns goals, evidence, leadership, collaboration and fairness.

Key Terms

Adaptive performance: The ability to respond effectively to novelty, uncertainty and change.

Calibration: A process of comparing assessments to improve consistency and challenge bias.

Contextual performance: Behaviors that support the social, psychological and organizational environment of work.

Counterproductive performance: Behavior that harms colleagues, customers or the organization.

Cultural intelligence: The capability to understand and work effectively across cultural contexts.

Hybrid work: Work combining remote and on-site arrangements.

Interdependence: The degree to which members rely on one another’s inputs, decisions or outputs.

Knowledge work: Work involving expertise, analysis, judgment, creativity and information transformation.

Organizational citizenship behavior: Discretionary behavior that supports organizational or interpersonal effectiveness.

Performance evidence: Information used to judge work contribution and results.

Psychological safety: Shared confidence that people can speak up and take interpersonal risks without undue punishment.

Remote work: Work performed away from the organization’s conventional physical workplace.

Shared leadership: Distribution of leadership influence among team members.

Task performance: Effectiveness in carrying out formal job duties.

Team effectiveness: The extent to which a team achieves valuable, sustainable and socially sound outcomes.

Team interdependence: Mutual reliance among team members in completing work.

Visibility bias: Favoring employees whose work is more physically or digitally noticeable.

Work-system design: The arrangement of roles, resources, technologies, processes and accountability that shapes performance.

Review Questions

Short Answer Questions

  1. What is the difference between task performance and contextual performance?
  2. Why is physical presence a weak measure of performance in hybrid work?
  3. Define psychological safety and explain its relationship to accountability.
  4. Identify two risks of using vague criteria such as “team spirit.”
  5. What are the main responsibilities of leaders during the performance cycle?

Long Answer Questions

  1. Explain how team interdependence should influence the design of performance objectives and ratings.
  2. Discuss the benefits and limitations of organizational citizenship behavior as a performance dimension.
  3. Compare the performance-management requirements of project teams and knowledge-work teams.
  4. Explain how cultural differences can affect performance assessment in global teams.
  5. Evaluate the ethical and governance issues involved in using AI for performance management.

Analytical / Application Questions

  1. A remote employee consistently delivers high-quality work but rarely attends optional social meetings. How should a manager assess the employee’s contextual performance without confusing sociability with contribution?
  2. A project misses its deadline because a supplier changed a specification late in the process. Design a fair review that distinguishes individual accountability, team coordination and external constraints.
  3. Using the Atlas Health case, propose three indicators that would measure team performance more effectively than individual activity counts. Explain the evidence each indicator would require.

Multiple Choice Questions with Answers

Question 1

Which type of performance concerns behaviors that support the social and psychological work environment?

A. Task performance

B. Contextual performance

C. Counterproductive performance

D. Market performance

Correct Answer: B. Contextual performance

Question 2

Which form of interdependence occurs when one member’s output becomes another member’s input?

A. Pooled interdependence

B. Sequential interdependence

C. Independent interdependence

D. Symbolic interdependence

Correct Answer: B. Sequential interdependence

Question 3

Psychological safety means that team members can generally:

A. Avoid all performance standards

B. Make decisions without accountability

C. Speak up and acknowledge mistakes without undue interpersonal punishment

D. Work without communicating with others

Correct Answer: C. Speak up and acknowledge mistakes without undue interpersonal punishment

Question 4

What is a major risk of evaluating hybrid employees primarily through physical visibility?

A. Improved evidence of contribution

B. Visibility bias

C. Greater role clarity

D. Reduced need for documentation

Correct Answer: B. Visibility bias

Question 5

Which practice best supports fair assessment of contextual performance?

A. Using the label “positive attitude” without examples

B. Rewarding employees who respond at all hours

C. Using repeated, behaviorally specific evidence

D. Rating employees according to personality similarity

Correct Answer: C. Using repeated, behaviorally specific evidence

Question 6

In knowledge work, which measure is generally more meaningful than counting keystrokes?

A. Quality and usefulness of decisions

B. Number of minutes online

C. Number of emails sent regardless of value

D. Frequency of webcam use

Correct Answer: A. Quality and usefulness of decisions

Question 7

What is the main purpose of a project responsibility matrix?

A. To eliminate all team discussion

B. To identify roles and accountability for project activities

C. To rank employees by popularity

D. To replace project milestones

Correct Answer: B. To identify roles and accountability for project activities

Question 8

Which principle requires assessing factors relevant to the work?

A. Validity

B. Central tendency

C. Visibility

D. Seniority

Correct Answer: A. Validity

Question 9

Why should global performance systems balance consistency with local responsiveness?

A. Because all countries use identical employment laws

B. Because core fairness principles may require adaptation to local law and practice

C. Because performance standards should never be documented

D. Because managers should avoid comparing any work

Correct Answer: B. Because core fairness principles may require adaptation to local law and practice

Question 10

What is an appropriate governance practice when AI is used to support performance decisions?

A. Treating automated scores as inherently neutral

B. Removing managers from accountability

C. Providing human review and checking for bias and privacy risks

D. Collecting all available employee data without limits

Correct Answer: C. Providing human review and checking for bias and privacy risks

Performance Management
Chapter 10 of 14