Strategic Performance Management

Introduction and Context

Strategic performance management (SPM) is the integrated process through which an organisation translates strategy into employee contribution, enables that contribution, evaluates results and behaviours, and uses performance information for development and organisational decisions. It is broader than an annual appraisal. Appraisal is usually an event or judgement; performance management is a continuing system involving direction, support, evidence, dialogue, decision-making and learning.

The strategic importance of performance management arises from a basic organisational problem: strategy is formulated at one level but enacted through thousands of decisions made by employees and teams. A strategy based on customer intimacy, for example, requires more than a statement of values. It requires goals, service behaviours, capabilities, feedback mechanisms and rewards that reinforce customer-oriented conduct. If these elements are inconsistent, employees receive competing signals and the strategy is unlikely to be implemented.

An effective SPM system therefore answers five questions:

1. What outcomes matter to the organisation and to each role?
2. What behaviours and capabilities produce those outcomes?
3. What support and resources are required?
4. How will performance evidence be gathered and interpreted fairly?
5. How will the information improve performance, development and decisions?

Performance management is not simply a control mechanism. It combines alignment and accountability with learning and employee voice. Its quality depends on the validity of goals, the quality of managerial relationships, the credibility of evidence and the fairness of decisions.

Learning Objectives

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

• distinguish strategic performance management from traditional appraisal;
• translate organisational strategy into balanced individual and team objectives;
• design goals, competency frameworks, feedback processes and coaching practices;
• explain calibration and evaluate common sources of rating bias;
• assess the usefulness and limitations of performance metrics and technology;
• design a fair, ethical and strategically aligned performance system; and
• apply these principles to a complex organisational case.

1. Foundations of Strategic Performance Management

1.1 A systems perspective

Performance is produced by an interaction among individual ability, motivation, opportunity, work design, leadership and context. A capable employee may perform poorly when priorities conflict, technology fails or staffing is inadequate. Conversely, a strong result may reflect favourable market conditions rather than exceptional individual contribution. Strategic performance management must therefore avoid treating performance as an entirely personal attribute.

A useful conceptual relationship is:

This is a conceptual model, not a predictive equation. It indicates that performance depends on the joint influence of these factors; it does not imply that they can be measured or multiplied mechanically. The model is especially useful when diagnosing performance problems, because it discourages premature conclusions about employee effort or competence.

The performance cycle normally includes five connected activities:

1. Strategic alignment: clarifying organisational priorities and translating them into role and team contributions.
2. Planning: agreeing outcomes, behaviours, resources, milestones and evidence.
3. Execution and enablement: providing tools, training, authority, information and managerial support.
4. Review and dialogue: examining progress, giving feedback, coaching and adjusting goals when circumstances change.
5. Evaluation and renewal: making an evidence-informed judgement, recognising achievement, addressing gaps and setting the next cycle.

These activities are iterative rather than strictly sequential. A sudden regulatory change, for example, may require goals to be renegotiated during execution.

1.2 Traditional appraisal and its limitations

Traditional appraisal commonly involves a supervisor assigning an annual rating that is linked to pay, promotion or continued employment. Such systems can provide documentation and a basis for decisions, but they often exhibit serious limitations:

• Recency effects: events near the review date receive disproportionate weight.
• Halo and horns effects: one positive or negative characteristic influences all ratings.
• Leniency and severity: some managers rate nearly everyone high or low.
• Central tendency: managers avoid high and low ratings and cluster employees in the middle.
• Similarity bias: managers favour employees who resemble them in background, style or interests.
• Attribution error: managers attribute success to personal ability and failure to personal deficiency while ignoring situational factors.
• Politics and impression management: employees may focus on visible activities or cultivate favourable relationships rather than create durable value.
• Strategic disconnection: individual targets may be achieved while organisational priorities are neglected.
• Developmental weakness: a retrospective rating discussion may not generate timely learning.

The answer is not to eliminate judgement. Most important work is too complex to be evaluated by metrics alone. The goal is to make judgement more structured, evidence-based, dialogic and accountable.

2. From Strategy to Performance Architecture

2.1 Vertical and horizontal alignment

Vertical alignment links corporate strategy to business-unit, team and individual objectives. Horizontal alignment ensures that functions do not optimise their own targets at the expense of the wider system. For example, a purchasing team rewarded only for low prices may select suppliers whose poor quality increases customer complaints and warranty costs.

A practical performance architecture contains:

• strategic outcomes, such as profitable growth, safety or service quality;
• value-chain or business-unit contributions;
• team deliverables and interdependencies;
• individual results and role responsibilities;
• competencies and behaviours; and
• enabling conditions, including resources, authority and workflow design.

A strategy map or balanced scorecard can help convert broad strategy into multiple perspectives. Common perspectives include financial sustainability, customers or stakeholders, internal processes, and learning and capability. The perspectives should not be treated as a universal formula; they are a design aid that must be adapted to the organisation.

2.2 Goal setting

Effective goals identify the result, scope, evidence, time frame and conditions of success. The familiar SMART principle—specific, measurable, achievable, relevant and time-bound—is useful but incomplete. A goal can be SMART and still be strategically harmful, for example a measurable sales target achieved through misleading customers.

High-quality goals should therefore be:

• aligned: connected to a strategic or team priority;
• controllable: substantially within the employee's influence;
• stretching but realistic: demanding without encouraging reckless behaviour;
• balanced: combining quantity, quality, time, risk and stakeholder effects;
• inclusive: accessible to employees with different circumstances and needs; and
• reviewable: capable of adjustment when assumptions materially change.

Outcome goals should be supplemented by process or behaviour goals when results are volatile or jointly produced. In research and development, for example, successful commercial launches may be infrequent and dependent on many actors. Goals concerning disciplined experimentation, knowledge sharing, documentation and ethical compliance can provide more valid evidence of contribution.

2.3 Goal quality and unintended consequences

A target is not automatically a good measure. Measures create signals, and employees respond to those signals. Excessive emphasis on call-handling speed may reduce service quality; emphasis on billable hours may discourage mentoring; emphasis on short-term revenue may damage long-term relationships.

Managers should test each measure by asking:

1. What behaviour will this measure encourage?
2. What valuable behaviour might it crowd out?
3. Who controls the result?
4. Could the measure be manipulated?
5. What safeguards are required?
6. Does it reflect both short-term delivery and long-term capability?

Where several measures are combined into an index, a weighted score may be used:

Here, S is the composite score, wᵢ is the weight assigned to criterion i, rᵢ is the normalised rating for criterion i, and n is the number of criteria. The weights should be non-negative and sum to 1 if the score is expressed on the same scale as the ratings. Ratings must be defined on a common scale before aggregation. This formula is appropriate only when the criteria are sufficiently comparable and when compensating one criterion with another is acceptable. It should support, not replace, managerial judgement and narrative evidence.

Worked example: a balanced role score

Suppose a service manager has three agreed results: service quality weighted 0.40 and rated 4.2/5, operational reliability weighted 0.35 and rated 3.6/5, and capability development weighted 0.25 and rated 4.0/5. The composite score is:

The result is 3.94 out of 5. This calculation assumes that the ratings have the same meaning and that the organisation has authorised a weighted, compensatory approach. It does not establish that the manager has performed well in every material respect; a serious compliance breach should be treated as a threshold issue rather than averaged away.

3. Competencies and Behavioural Evidence

Competencies describe the knowledge, skills, abilities and behaviours associated with effective performance. They complement outcome goals in at least three ways. First, they clarify how results should be achieved. Second, they support development and career mobility. Third, they provide evidence in roles where outputs are collaborative, delayed or difficult to quantify.

A sound competency framework contains:

• a small number of strategically important competencies;
• behavioural indicators appropriate to different levels of responsibility;
• examples of effective and ineffective behaviour;
• explicit links to selection, development and succession processes; and
• periodic validation against job demands and organisational strategy.

Competencies should not become lists of vague virtues such as “excellent attitude.” Observable evidence is preferable: “raises material risks early, identifies affected stakeholders and proposes feasible controls.” Behavioural indicators must also avoid cultural or linguistic bias. Assertiveness, eye contact or a particular communication style should not be treated as universal evidence of leadership.

A performance judgement can be structured around three dimensions: what was achieved, how it was achieved and the conditions under which it was achieved. The relative importance of these dimensions varies by role. A safety-critical role may require non-negotiable behavioural standards, whereas an exploratory research role may place greater emphasis on learning and responsible experimentation.

4. Feedback, Coaching and Continuous Performance Dialogue

4.1 Feedback as a learning process

Feedback is information intended to reduce the gap between current and desired performance. Useful feedback is timely, specific, evidence-based, respectful and oriented toward future action. It should distinguish observation from interpretation. “The report contained three unsupported assumptions” is more actionable than “You are careless.”

A productive feedback conversation normally includes:

1. clarification of the shared purpose;
2. description of observed behaviour or results;
3. exploration of the employee's perspective and relevant context;
4. discussion of impact and standards;
5. agreement on actions, support and follow-up; and
6. an opportunity for the employee to respond or challenge the evidence.

Feedback is not synonymous with criticism. Recognition should identify the contribution and its effect, while corrective feedback should address the work rather than attack identity. Psychological safety is important: employees must be able to discuss errors and constraints without assuming that every admission will be used punitively.

4.2 Coaching

Coaching is a structured process that helps an employee analyse a situation, generate options, choose action and learn from results. The manager may use questions such as: What outcome are you seeking? What is within your control? What alternatives have you considered? What support would make the next step possible?

Coaching should not be used to disguise inadequate resources or discriminatory treatment. Nor should it replace direct instruction when safety, legal compliance or urgent operational action requires clarity. Effective managers move among coaching, teaching, facilitating and directing according to the employee's competence and the situation.

4.3 Check-ins and documentation

Regular check-ins are generally more useful than a single annual conversation because they allow early correction and goal revision. Documentation should record agreed objectives, significant evidence, support provided, employee responses and follow-up commitments. It should not become a surveillance archive containing irrelevant personal information.

5. Measurement, Rating and Calibration

5.1 Evidence and rating scales

Rating scales should define performance levels with behavioural or outcome anchors. A five-point scale is not inherently superior to a three- or four-point scale. More categories can create false precision; fewer categories can improve consistency but reduce differentiation. The scale must explain what each level means and what evidence distinguishes it.

Evidence may include output data, quality indicators, customer or stakeholder information, work products, project records, peer input and self-reflection. Multiple sources can improve perspective, but more sources do not automatically mean greater validity. Confidentiality, relevance and the risk of retaliation must be considered.

A rating should be a reasoned judgement, not an average of every available data point. Managers should examine the quality of the evidence, alternative explanations and the employee's opportunity to perform.

5.2 Calibration

Calibration is a structured process in which managers compare performance judgements across teams to improve consistency and challenge unsupported differences. It should not mean forced ranking or manufacturing a predetermined distribution of ratings.

A sound calibration meeting:

• reviews standards before discussing individuals;
• examines evidence rather than personality or reputation;
• tests whether comparable roles received comparable expectations;
• considers opportunity, workload and interdependence;
• challenges bias and asks whose contributions may be invisible;
• protects confidential information; and
• records reasons for decisions and follow-up actions.

Calibration creates accountability for managers, but it can also become political. Senior leaders should monitor whether the process systematically disadvantages particular groups or functions.

5.3 Bias and fairness

Bias can enter goal assignment, access to developmental opportunities, observation, interpretation, rating, calibration and reward decisions. Common patterns include affinity bias, confirmation bias, attribution bias, proximity bias in hybrid work, and bias against employees who use flexible work arrangements.

Bias cannot be eliminated by a single training session. Stronger safeguards include:

• structured criteria and anchored scales;
• evidence collected throughout the cycle;
• separate discussion of results and personality;
• multiple informed perspectives where appropriate;
• review of ratings and outcomes by demographic and employment groups;
• an employee right to comment or appeal;
• manager training with practice and feedback; and
• audit trails for significant decisions.

Fairness has at least three dimensions. Distributive fairness concerns the outcomes received. Procedural fairness concerns the consistency and transparency of the process. Interactional fairness concerns whether people are treated with dignity and given adequate explanation. An apparently equal process can still be unfair if goals or opportunities differ systematically.

6. Accountability, Governance and Ethical Design

Performance systems should make responsibilities clear without reducing employees to scores. The manager is accountable for setting clear expectations, providing support, observing performance fairly and documenting decisions. The employee is accountable for agreed deliverables, professional conduct, communication about obstacles and active participation in development. HR is accountable for system design, manager capability, monitoring, escalation and legal alignment. Senior leaders are accountable for ensuring that the system reflects actual strategic priorities rather than slogans.

Important governance questions include:

• Are goals and ratings accessible to the employee?
• Can an employee correct factual errors and provide contextual information?
• Are records retained only as long as necessary?
• Who can see sensitive feedback?
• Are accommodations and protected leave handled appropriately?
• Are performance decisions consistent with employment law, collective agreements and organisational policy?
• Is disciplinary action distinguished from developmental support?

Ethically, managers must avoid discriminatory criteria, retaliation, humiliating feedback and impossible targets. Performance information should be used for legitimate purposes and handled proportionately. A system that encourages employees to hide accidents, avoid difficult customers or manipulate data is strategically and ethically defective even if headline metrics improve.

7. Technology, Analytics and Artificial Intelligence

Digital platforms can support goal visibility, check-ins, feedback capture, learning recommendations and workforce analytics. They can also create risks: excessive monitoring, inaccurate inferences, opaque algorithms, privacy violations and automation of biased historical decisions.

AI-assisted performance tools require particular caution. An algorithm may infer performance from email volume, keystrokes, meeting participation or sentiment. These are weak proxies in many roles and may penalise employees with disabilities, different communication styles, caring responsibilities or legitimate privacy preferences. Historical ratings used to train a model may encode past discrimination.

Responsible use requires:

• a clear purpose and necessity test;
• data minimisation and security;
• transparency about what is collected and how it is used;
• human review and meaningful employee challenge;
• validation for reliability, job relevance and disparate impact;
• monitoring for drift and unintended consequences; and
• prohibition of solely automated high-stakes decisions where human judgement and due process are required.

Technology should reduce administrative friction and improve evidence quality, not convert management into continuous surveillance.

8. Designing an Integrated Performance System

A practical design sequence is as follows.

Step 1: Diagnose strategy and work. Identify strategic priorities, critical roles, dependencies, risk areas and conditions that enable performance.

Step 2: Define contribution. Develop team and role outcomes, distinguishing controllable contribution from outcomes affected by external conditions.

Step 3: Select balanced evidence. Combine results, quality, behaviours, risk and learning. Establish thresholds for safety, integrity and compliance.

Step 4: Agree goals and standards. Discuss priorities with employees, define evidence and record assumptions, resources and review points.

Step 5: Build managerial capability. Train managers in goal dialogue, observation, feedback, coaching, documentation, inclusion and difficult conversations.

Step 6: Operate continuous reviews. Use regular check-ins to recognise progress, remove obstacles, revise goals and address concerns early.

Step 7: Evaluate and calibrate. Make judgements using evidence, employee voice and consistent standards. Use calibration to examine differences, not to impose quotas.

Step 8: Link decisions carefully. Use performance information for development, recognition and talent decisions, while acknowledging uncertainty and avoiding mechanical pay formulas.

Step 9: Audit outcomes. Examine reliability, employee perceptions, goal achievement, turnover, development access, grievance patterns and group differences. Redesign elements that produce harmful behaviour or weak validity.

9. Illustrative Case: Northstar Health Devices

Background

Northstar Health Devices, a fictional mid-sized manufacturer, adopted a strategy based on product reliability, regulatory compliance and faster customer response. Its annual appraisal system rated employees mainly on unit output and sales revenue. Quality engineers were criticised for delaying production when they identified risks, and sales representatives received high ratings despite making claims that later required correction.

Problem

The organisation was achieving short-term revenue targets but experiencing warranty costs, customer complaints and employee distrust. Managers rated employees inconsistently. Technical specialists believed that invisible risk-prevention work was undervalued, while sales employees felt that compliance expectations changed after deals were closed.

Analysis

The measures rewarded local optimisation. Unit output conflicted with reliability, and revenue conflicted with responsible selling. The system also failed to distinguish individual contribution from team and market conditions. Interviews revealed that employees received little feedback before the annual review. Rating discussions focused on personality and recent incidents rather than documented evidence.

Approach and solution

HR and business leaders redesigned the system around four strategic outcomes: safe and compliant products, customer value, operational reliability and capability development. Each role received two to four outcome goals and two behavioural competencies. For sales, revenue was retained but balanced with contract quality, complaint rates and accurate product representation. For engineering, validated risk identification and knowledge transfer were recognised alongside project delivery.

Managers held monthly check-ins using a common conversation guide. Employees could record evidence and identify changing assumptions. A quarterly review forum examined rating patterns and asked whether employees had comparable opportunities. Calibration prohibited forced ranking and required managers to explain ratings with work evidence. A governance group reviewed demographic patterns, appeals and any use of digital monitoring.

Outcome

After two review cycles, Northstar reported fewer late-stage quality escalations and greater employee understanding of expectations. The organisation did not claim that all improvements were caused by the new system; product redesign and leadership changes occurred simultaneously. Employee surveys nevertheless indicated that feedback was more timely and that compliance concerns were less likely to be ignored.

Learning points

The case illustrates that strategic alignment requires balanced measures and explicit trade-offs. It also shows that performance management cannot repair a flawed operating system by itself. Resources, leadership incentives, product processes and ethical norms must reinforce the formal framework. Finally, calibration is valuable when it improves consistency and challenges bias, but harmful when it becomes covert ranking.

10. Critical Evaluation and Contemporary Developments

Several debates remain unresolved. Continuous performance management may improve timeliness, yet excessive check-ins can increase administrative burden and reduce autonomy. Peer feedback can broaden evidence, yet social pressure and popularity effects may distort it. Quantitative dashboards can expose patterns, yet measurement can narrow attention to what is easily counted. Developmental and administrative purposes can complement one another, but employees may be less candid when every conversation affects pay or promotion.

Contemporary systems increasingly emphasise team performance, skills-based development, internal mobility, employee voice and shorter planning horizons. Hybrid work has made output, collaboration and inclusion more important than physical visibility. Organisations are also experimenting with multidimensional talent reviews and real-time recognition. These developments should be evaluated by validity, fairness, employee experience and strategic consequences—not by novelty.

The central design principle is coherence. Goals, competencies, feedback, coaching, ratings, rewards and governance should communicate compatible expectations. Where they conflict, employees reasonably follow the signals attached to power and consequences. Strategic performance management succeeds when it makes valuable work visible, supports people in doing it, holds decision-makers accountable and learns from evidence without pretending that human performance can be reduced to a single number.

Best-Practice Checklist

Before implementing or revising a system, an organisation should be able to answer yes to most of the following questions:

• Are organisational priorities translated into understandable team and role contributions?
• Are employees able to influence or clarify their goals?
• Are results balanced with quality, behaviour, risk and learning?
• Are standards based on job-relevant evidence?
• Are resources and authority adequate for the expectations imposed?
• Do managers conduct timely feedback and coaching conversations?
• Are rating scales clear and calibration evidence-based?
• Can employees respond to, correct or appeal important decisions?
• Are bias, accessibility, privacy and disparate impact monitored?
• Does technology support judgement rather than replace it?
• Are harmful unintended consequences identified and corrected?

Chapter Summary

Strategic performance management integrates strategy, goals, competencies, feedback, coaching, evaluation and governance. It differs from traditional annual appraisal because it is continuous, developmental and explicitly concerned with strategic contribution. Effective systems translate strategy into balanced, controllable and reviewable goals while recognising that performance also depends on opportunity, resources and context.

Competencies clarify how results should be achieved, and feedback and coaching turn evaluation into learning. Evidence should be relevant and sufficiently varied, but metrics must be tested for validity and unintended consequences. Calibration can improve consistency when it challenges unsupported differences rather than imposing forced distributions. Bias requires structural safeguards, not merely awareness training. Ethical and legally responsible systems provide transparency, employee voice, privacy protection and meaningful human review, particularly when digital tools or AI are used. Ultimately, performance management is successful when its formal measures, managerial practices and organisational incentives reinforce the same strategic priorities.

Key Terms

Strategic performance management: An integrated system for aligning, enabling, evaluating and developing performance in support of strategy.

Performance appraisal: A formal judgement or review of an employee’s performance, often conducted periodically.

Strategic alignment: The connection between organisational priorities and individual or team contribution.

Goal: A defined result or accomplishment expected within specified conditions and time.

SMART goal: A goal designed to be specific, measurable, achievable, relevant and time-bound.

Competency: A knowledge, skill, ability or behaviour associated with effective performance.

Behavioural indicator: An observable example of how a competency is demonstrated.

Feedback: Information about performance intended to improve future action or reinforce effective contribution.

Coaching: A facilitative process that supports reflection, choice, action and learning.

Check-in: A periodic performance conversation held during the performance cycle.

Calibration: A structured comparison of performance judgements to improve consistency and fairness.

Halo effect: The tendency for one positive characteristic to influence all judgements.

Recency effect: The tendency to give disproportionate weight to recent events.

Forced ranking: A system that requires employees to be placed into predetermined performance categories or distributions.

Psychological safety: A shared belief that people can speak up, question and report concerns without undue interpersonal punishment.

Distributive fairness: Perceived fairness of outcomes.

Procedural fairness: Perceived fairness of the decision process.

Interactional fairness: Perceived fairness and dignity in interpersonal treatment.

Performance evidence: Relevant information used to form a judgement about results, behaviour or contribution.

Performance architecture: The connected structure of strategy, roles, goals, competencies, measures and governance.

Review Questions

5 Short Answer Questions

1. What distinguishes strategic performance management from traditional performance appraisal?
2. Why should outcome goals sometimes be supplemented with behaviour or process goals?
3. Define calibration and state one way in which it can become harmful.
4. Identify two common rating biases and explain their effects.
5. Why is employee opportunity or context relevant to performance judgement?

5 Long Answer Questions

1. Explain how organisational strategy can be translated into team and individual performance objectives. Illustrate your answer with a balanced set of measures.
2. Critically evaluate the use of competency frameworks in performance management.
3. Discuss the role of feedback, coaching and regular check-ins in replacing or improving annual appraisal.
4. Analyse the ethical, privacy and fairness issues associated with AI-assisted performance management.
5. Design a governance framework for a performance system that includes rating, calibration, appeal and audit processes.

3 Analytical / Application Questions

1. A call centre rewards agents solely for reducing average handling time. Complaints are rising, and agents are transferring complex customers elsewhere. Diagnose the measurement problem and redesign the performance framework.
2. Two departments report similar outputs, but one receives substantially higher ratings because its manager is more lenient. Propose a calibration and evidence process that improves comparability without using forced ranking.
3. An employee misses a project deadline after a supplier failure but had warned the manager six weeks earlier. Analyse how the manager should evaluate the employee’s performance, document the decision and redesign future goals or controls.

Multiple Choice Questions with Answers

Question 1

Which statement best distinguishes strategic performance management from traditional appraisal?

A. It eliminates managerial judgement by using only numerical measures.

B. It integrates alignment, enablement, feedback, evaluation and development over time.

C. It limits performance discussion to annual pay decisions.

D. It ranks every employee against a predetermined distribution.

Correct Answer: B. It integrates alignment, enablement, feedback, evaluation and development over time.

Question 2

In the conceptual model Performance = f(Ability, Motivation, Opportunity, Context), what does Opportunity emphasise?

A. The employee’s personal ambition only

B. The extent to which the work environment enables contribution

C. The number of rating categories used

D. The employee’s position in a forced ranking

Correct Answer: B. The extent to which the work environment enables contribution

Question 3

A manager rates an employee highly in every category because the employee delivered one impressive project. Which bias is most evident?

A. Recency effect

B. Central tendency

C. Halo effect

D. Proximity bias

Correct Answer: C. Halo effect

Question 4

Which practice is most consistent with effective calibration?

A. Requiring exactly 10% of employees to receive the lowest rating

B. Comparing evidence and standards across teams while challenging unsupported differences

C. Allowing senior managers to change ratings without explanation

D. Using personality impressions instead of work evidence

Correct Answer: B. Comparing evidence and standards across teams while challenging unsupported differences

Question 5

A composite score uses weights 0.40, 0.35 and 0.25 with ratings 4.2, 3.6 and 4.0 respectively. What is the score?

A. 3.40

B. 3.74

C. 3.94

D. 4.20

Correct Answer: C. 3.94

Question 6

Why can a target based only on sales revenue be strategically harmful?

A. Revenue is never measurable.

B. It may encourage behaviour that neglects compliance, quality or long-term customer value.

C. Employees cannot influence any sales result.

D. It necessarily produces rating central tendency.

Correct Answer: B. It may encourage behaviour that neglects compliance, quality or long-term customer value.

Question 7

Which feedback statement is most actionable?

A. You have a poor attitude.

B. You are not leadership material.

C. The report contained three unsupported assumptions; let us examine how to validate them.

D. Everyone thinks your work is weak.

Correct Answer: C. The report contained three unsupported assumptions; let us examine how to validate them.

Question 8

Which is an appropriate safeguard for AI-assisted performance management?

A. Allowing the algorithm to make all high-stakes decisions automatically

B. Collecting as much employee data as technically possible

C. Providing transparency, human review, employee challenge and monitoring for disparate impact

D. Using historical ratings without testing their quality

Correct Answer: C. Providing transparency, human review, employee challenge and monitoring for disparate impact

Question 9

Which type of fairness concerns whether employees receive adequate explanation and respectful treatment?

A. Distributive fairness

B. Procedural fairness

C. Interactional fairness

D. Statistical fairness

Correct Answer: C. Interactional fairness

Question 10

What is a central limitation of forced ranking?

A. It prevents any comparison of performance.

B. It can create competition and arbitrary distinctions even when most employees meet standards.

C. It requires no managerial judgement.

D. It guarantees strategic alignment.

Correct Answer: B. It can create competition and arbitrary distinctions even when most employees meet standards.