Strategic Alignment and Performance ArchitectureIntroductionPerformance management is most valuable when it connects what an organisation intends to achieve with what people actually do. Strategic alignment is the process of translating broad organisational purpose and strategy into coherent expectations for business units, teams and individuals. Performance architecture is the designed system through which this translation occurs: strategic objectives, measures, targets, roles, review processes, rewards, development interventions and governance mechanisms. Without alignment, performance management can become an administrative cycle dominated by forms, ratings and annual conversations. Employees may work hard while contributing to priorities that are no longer important, and different departments may optimise their own results at the expense of organisational performance. Alignment does not mean imposing identical objectives on everyone. It means establishing a logical line of sight between levels while preserving appropriate discretion, collaboration and professional judgement. This chapter examines strategy maps, the Balanced Scorecard, cascading goals, Objectives and Key Results (OKRs), and the principles of vertical and horizontal alignment. It also evaluates their limitations, ethical implications and practical use in contemporary organisations. Learning ObjectivesBy the end of this chapter, the reader should be able to: - Explain strategic alignment and performance architecture in an HR context.
- Distinguish vertical alignment from horizontal alignment.
- Construct and interpret a strategy map and Balanced Scorecard.
- Cascade strategic objectives into unit, team and individual expectations.
- Compare cascading goals with OKRs and select an appropriate approach.
- Design aligned measures, targets and review practices while avoiding dysfunctional behaviour.
- Critically evaluate technology, artificial intelligence and governance issues in performance systems.
1. Strategic Alignment as a Performance Management ProblemStrategy expresses choices about where an organisation will compete, how it will create value and what capabilities it must develop. Performance management makes these choices operational. The central question is not simply, “What did the employee do?” but, “How did the employee’s work contribute to valued organisational outcomes, and what capabilities are being built for future performance?” Strategic alignment has three dimensions: - Vertical alignment: consistency between organisational, business-unit, team and individual objectives.
- Horizontal alignment: coordination across functions, processes, teams and stakeholder groups.
- Temporal alignment: balance between immediate results and longer-term capability, innovation and sustainability.
A system is aligned when objectives, measures, resources, decision rights, competencies and rewards reinforce one another. For example, an organisation cannot credibly prioritise customer responsiveness while rewarding managers solely for cost reduction and enforcing approval procedures that delay customer solutions. Alignment is therefore a design problem involving both content and process. Content concerns what is measured and expected. Process concerns who participates, how objectives are negotiated, how evidence is reviewed and how the system adapts when circumstances change. Line of sight and contributionA line of sight is an employee’s understandable connection between personal work and organisational purpose. It is not necessarily a direct numerical relationship. A facilities manager may contribute to customer value indirectly through safe, reliable operations; a learning specialist may contribute through capability development rather than immediate revenue. Good architecture recognises direct, enabling and shared contributions. The contribution logic can be represented as: Purpose → Strategic priorities → Organisational objectives → Unit outcomes → Team deliverables → Individual contributions This is a logic model, not a mechanical chain. Outcomes at one level may depend on several functions, and individual results are often jointly produced. Consequently, alignment must combine individual accountability with collective accountability. 2. Strategy Maps: Making Strategic Logic VisibleA strategy map is a visual representation of the cause-and-effect hypotheses underlying strategy. In the classic Balanced Scorecard approach, objectives are commonly arranged in four perspectives: - Learning and growth: people, culture, leadership, information systems and organisational capabilities.
- Internal processes: activities that must be performed exceptionally well.
- Customer or stakeholder: value, experience, trust, access or service outcomes.
- Financial or mission outcomes: profitability, sustainability, public value or mission achievement.
The usual logic is that capabilities enable better processes; better processes create stakeholder value; stakeholder value supports financial or mission outcomes. The arrows express hypotheses, not guaranteed laws. A training programme, for example, may improve capability but produce no customer benefit unless work processes, managerial support and resources also change. A useful strategy map objective should contain a meaningful action or condition, such as “reduce avoidable service failures,” “develop digital advisory capability” or “increase trusted access for underserved customers.” Vague statements such as “be excellent” are not operational objectives. Constructing a strategy mapA practical construction sequence is: - Clarify mission, vision and strategic themes.
- Identify desired stakeholder and financial outcomes.
- Determine the critical processes that produce those outcomes.
- Identify capabilities, behaviours and infrastructure required by those processes.
- Draw and test causal links.
- Identify assumptions, risks and dependencies.
- Select measures that provide evidence of progress.
The map should be tested with questions such as: What must be true before this outcome can occur? Which other unit controls the dependency? Could the proposed relationship generate an unintended effect? What evidence would confirm or challenge the hypothesis? 3. The Balanced Scorecard as a Performance ArchitectureThe Balanced Scorecard (BSC) converts strategic themes into objectives, measures, targets and initiatives. Its value lies in balance: leading and lagging indicators, financial and non-financial results, internal and external perspectives, and short- and long-term priorities. | Perspective | Strategic question | Typical measures |
|---|
| Learning and growth | What capabilities must be developed? | critical-skill proficiency, succession coverage, engagement, innovation capability | | Internal process | Which processes must perform reliably? | cycle time, quality, safety, first-time-right rate | | Customer/stakeholder | How should stakeholders experience value? | retention, satisfaction, trust, access, complaint resolution | | Financial/mission | What ultimate results must be achieved? | margin, revenue quality, cost-to-serve, social impact, service coverage |
A BSC objective normally requires four elements: - Objective: the result or condition sought.
- Measure: the indicator used to assess progress.
- Target: the specified level or range to be achieved by a stated time.
- Initiative: an action, programme or investment intended to move the measure.
For example, “Improve service reliability” is an objective; “percentage of cases resolved within the agreed service level” is a measure; “increase from 82% to 94% by year-end” is a target; and “redesign triage and provide specialist coaching” is an initiative. Measures and indicator qualityMeasures should be relevant, understandable, reasonably controllable and difficult to manipulate. A measure may be: - Lagging: records an outcome, such as profit, turnover or customer retention.
- Leading: indicates conditions likely to influence future outcomes, such as preventive maintenance completion or skill certification.
- Diagnostic: helps explain variation, such as defect categories or workload mix.
No single measure is sufficient for complex work. A call centre that measures only handling time may encourage rushed conversations, repeat contacts and poor customer experience. A more robust set combines efficiency, quality, customer outcome and employee sustainability. Targets should be ambitious but credible. A target based solely on last year’s result can institutionalise underperformance; a target detached from capacity can encourage data manipulation or disengagement. Target-setting should consider baseline performance, external benchmarks, available resources, demand, risk and the time required for improvement. 4. Cascading Goals Across Organisational LevelsCascading translates higher-level intent into lower-level contributions. Traditional cascading begins with corporate goals and distributes them downward. Modern practice treats cascading as a dialogue: senior leaders clarify non-negotiable outcomes, while units and employees define the most effective local contribution. A robust cascade follows four tests: - Contribution: Does the lower-level objective contribute to a higher-level priority?
- Control: Does the owner have sufficient influence, authority and resources?
- Completeness: Are important dependencies and shared outcomes represented?
- Coherence: Do objectives avoid conflict with other units or organisational values?
Levels of translationAt the organisational level, the objective may be “increase trusted digital service adoption.” A technology unit may own platform availability and accessibility. A customer-service team may own assisted digital completion rates. An individual service adviser may own accurate guidance, proactive support and identification of access barriers. The objectives differ, but their logic is connected. The cascade should not simply convert a corporate percentage into smaller percentages. Some work is enabling, preventative, advisory or collaborative. The correct translation may be a capability, milestone, quality standard or contribution to a shared result. Goal formulationA useful objective describes a meaningful outcome, while a measure specifies evidence. The familiar SMART approach—specific, measurable, achievable, relevant and time-bound—can improve clarity, but it should not reduce performance to easily counted tasks. For complex work, objectives should also specify quality, stakeholders, constraints and learning requirements. A goal statement can be structured as: Outcome + scope + quality or stakeholder condition + timeframe + evidence. Example: “By 30 September, reduce avoidable onboarding delays for small-business customers while maintaining compliance, evidenced by median completion time, exception rate and customer feedback.” Shared and individual goalsShared goals are appropriate when outcomes depend on interdependence. They promote cooperation but may weaken individual accountability if ownership is unclear. Individual goals provide clarity but can encourage silo behaviour. A balanced design may include organisational, team and individual components, with explicit allocation of decision rights and dependencies. 5. OKRs: Focus, Transparency and StretchObjectives and Key Results are a goal-setting method in which an ambitious qualitative objective is paired with a small number of measurable key results. The objective explains direction and significance; key results define evidence of achievement. Example: Objective: Make first-time digital customers confident and successful. - Increase successful first-use completion from 68% to 88%.
- Reduce avoidable help requests per new customer by 25%.
- Achieve at least 4.5 out of 5 in post-onboarding confidence ratings.
An OKR is not a task list. “Launch a redesigned app” is an initiative or milestone; the associated key result should express the change produced by the launch. OKRs are often reviewed quarterly or more frequently, and many organisations separate developmental goal conversations from formal compensation decisions. Comparing BSC cascading and OKRs| Issue | Balanced Scorecard and cascading | OKRs |
|---|
| Primary strength | Strategic balance and governance | Focus, transparency and adaptability | | Typical horizon | Annual and multi-year | Quarterly or iterative | | Structure | Perspectives, objectives, measures, targets, initiatives | Objective and key results | | Best use | Enterprise architecture and strategic control | Prioritisation and execution in changing environments | | Main risk | Bureaucracy and excessive measures | Metric fixation and superficial stretch |
The approaches are complementary. A BSC can provide the strategic architecture, while OKRs can express selected priorities for a quarter or strategic cycle. Neither method should be adopted as a universal recipe. Stable regulated operations may require defined standards and controls; innovative teams may benefit from shorter learning cycles and greater autonomy. 6. Vertical and Horizontal Alignment in PracticeVertical alignmentVertical alignment requires consistency across levels without assuming that every level has the same measure. Senior objectives should establish purpose and boundaries; lower levels should add operational specificity. Vertical misalignment occurs when: - corporate strategy emphasises quality but local targets reward volume;
- a team is accountable for an outcome controlled by another function;
- individual goals are inherited unchanged despite role differences;
- leaders communicate priorities that are absent from resource allocation.
The solution is not merely better wording. It may require redesigning workflows, reallocating authority, changing incentives or investing in skills. Horizontal alignmentHorizontal alignment connects functions that jointly create value. It is especially important in customer journeys, supply chains, projects and matrix structures. Common mechanisms include: - cross-functional objectives;
- shared service-level agreements;
- process owners and end-to-end measures;
- dependency registers;
- joint reviews;
- calibrated priorities and resource decisions.
For example, sales may seek rapid order acceptance, operations may require production stability, finance may require margin discipline and compliance may require documentation. Alignment does not eliminate legitimate tension; it makes trade-offs explicit and governed. Alignment matrixAn alignment matrix can map strategic objectives against units and identify ownership, contribution and dependency. | Strategic objective | Primary owner | Contributing units | Shared measure | Key dependency |
|---|
| Improve customer retention | Customer Division | Product, Service, Data | 12-month retention | Reliable usage data | | Reduce service failure | Operations | Technology, Quality, HR | First-time-right rate | Process redesign and training | | Build digital capability | HR/Capability | All business units | Critical-skill proficiency | Managerial release time |
The matrix reveals gaps—important objectives with no owner—and overlaps—several units measuring the same result without agreed accountability. 7. Worked Application: Cascading a Strategic PriorityAssume an organisation selects the strategic priority “Improve service reliability while maintaining employee wellbeing.” Its baseline first-time-right rate is 84%, and annual voluntary turnover in the service team is 18%. A possible architecture is: | Level | Objective | Measures and target |
|---|
| Organisation | Deliver dependable service | First-time-right rate: 92%; customer trust score: +8 points | | Operations unit | Eliminate major process failure points | Three failure modes redesigned; audit compliance ≥95% | | Service team | Resolve cases accurately and sustainably | First-time-right: 92%; excessive overtime reduced by 20% | | Individual adviser | Provide accurate, accessible resolution | Quality review ≥90%; required learning completed; escalation errors reduced |
The individual adviser should not be held solely responsible for the organisation’s 92% result because case complexity, systems and policy decisions are shared influences. The individual measures therefore combine controllable behaviours and quality evidence with team-level outcomes. Suppose the team’s first-time-right performance improves from 84% to 90% in six months. The absolute improvement is: Δ = 90% − 84% = 6 percentage points The relative improvement is: Relative improvement = (90% − 84%) ÷ 84% × 100 ≈ 7.14% Here, “percentage points” and “percent improvement” are different descriptions. The calculation assumes that both rates use the same case definition, sampling method and observation period. If case complexity changed materially, the result would require adjustment or segmentation. The review should then ask: Did redesigned processes cause the improvement? Was workload transferred elsewhere? Did overtime increase? Did quality improve for all customer groups? These questions prevent a narrow measure from being mistaken for complete performance. 8. Performance Architecture and the Performance CycleAlignment should be embedded in a continuing cycle: - Translate: interpret strategy into objectives and contributions.
- Contract: agree expectations, resources, evidence and boundaries.
- Enable: provide skills, tools, authority, information and time.
- Monitor: review leading indicators, risks and dependencies.
- Learn: examine results, assumptions and unintended consequences.
- Adapt: revise priorities when strategy or context changes.
- Recognise: acknowledge results, collaboration, learning and ethical conduct.
This cycle reflects a systems view of performance. Poor results may arise from unclear expectations, inadequate capability, defective technology, conflicting goals or unreasonable workload—not merely from individual effort. HR professionals should therefore distinguish performance deficiency from system deficiency before recommending sanctions. 9. Governance, Ethics and FairnessStrategic alignment creates power: what is measured becomes visible, discussed and potentially rewarded. Governance is necessary to prevent misuse. Important governance principles- Transparency: employees should know why measures exist, how data are collected and how decisions are made.
- Validity: measures should represent the intended contribution rather than a convenient proxy.
- Proportionality: monitoring should be no more intrusive than necessary.
- Contestability: employees should be able to question inaccurate data or unreasonable objectives.
- Consistency: comparable roles should be evaluated using comparable standards, while legitimate contextual differences are recognised.
- Non-discrimination: targets and algorithms should be tested for adverse effects on protected or vulnerable groups.
- Data minimisation and security: collect only relevant information and restrict access appropriately.
A target can also create ethical conflict. A sales employee may be pressured to misrepresent product suitability; a care worker may be rewarded for speed at the expense of dignity; a manager may suppress reporting to meet a safety target. Values, compliance and risk controls must therefore be explicit parts of performance architecture, not secondary considerations. 10. Technology and Artificial IntelligencePerformance platforms can connect goals, dashboards, workflow data, feedback and development records. They improve visibility and reduce administrative effort when data definitions are consistent. However, dashboards can create false precision. A visually impressive metric is not necessarily a valid measure of contribution. Artificial intelligence may assist with summarising performance evidence, identifying patterns in goal duplication, suggesting learning resources or detecting unusual rating distributions. Its use requires human oversight. AI-generated recommendations may reproduce historical bias, infer sensitive attributes, overinterpret incomplete data or make opaque judgements about complex work. Organisations should document the purpose of the system, data sources, validation tests, human decision rights and appeal process. AI should support managerial judgement, not replace accountable conversation. Employees must be informed when automated analysis materially influences performance decisions, subject to applicable law and organisational policy. 11. Common Failure Modes and Their RemediesToo many objectives and measuresWhen every priority is included, none is prioritised. Use a limited number of strategic objectives and distinguish essential outcomes from routine responsibilities. Mechanical cascadingCopying corporate goals into every job description creates irrelevant expectations. Translate contribution according to role, authority and workflow. Confusing activity with impactTraining hours, meetings and system launches may be useful, but they are not outcomes by themselves. Pair activity measures with evidence of changed capability, behaviour or results. Excessive individualisationIndividual targets can undermine cooperation and encourage local optimisation. Include team or shared measures where work is interdependent. Unstable prioritiesFrequent strategic changes make annual objectives obsolete. Use periodic reprioritisation rules and document changes rather than quietly judging employees against superseded expectations. Unbalanced targetsA single cost, speed or revenue measure may produce harmful side effects. Use a portfolio of quality, stakeholder, risk, people and outcome measures. Rating inflation and political calibrationCalibration can improve consistency, but it can also become a political exercise. Use evidence, defined standards, trained managers and an independent review route. 12. Contemporary DevelopmentsSeveral developments are reshaping strategic alignment. Hybrid and distributed work increase the importance of outcome clarity and reduce the usefulness of physical visibility as a proxy for contribution. Agile operating models require shorter planning cycles, but agility should not mean abandoning strategic coherence. Sustainability and stakeholder capitalism broaden the outcomes organisations must consider, including environmental impact, inclusion, resilience and community trust. Skills-based organisations are also moving from fixed job descriptions toward capability portfolios. Performance architecture must then connect strategic priorities to skills, projects, learning and internal mobility. Finally, employee voice is becoming more important: people closest to customers and processes often identify risks and opportunities before senior dashboards do. Participative goal-setting improves information quality, although leadership must retain responsibility for strategy and ethical boundaries. Illustrative Case: Meridian Health ServicesBackgroundMeridian Health Services, a fictional regional provider, had a strategic aim to improve patient access while controlling operating costs. Its annual performance system contained 17 corporate measures. Clinics were measured mainly on appointment volume, the digital team on system releases and HR on training completion. ProblemPatient complaints increased despite higher appointment volumes. Clinics blamed the digital booking system; the digital team reported successful releases; HR reported that 96% of staff completed assigned training. No measure captured end-to-end appointment completion, accessibility or employee workload. AnalysisThe measures were vertically and horizontally misaligned. Volume did not represent access if patients could not complete bookings. System releases were activities rather than patient outcomes. Training completion was a weak leading indicator without evidence of applied capability. Incentives encouraged each unit to optimise its own metric. ApproachMeridian created a strategy map with four themes: accessible care, reliable processes, capable people and sustainable finances. It introduced a small BSC: - stakeholder: completed appointments for priority patient groups;
- process: booking completion and error-free referral rates;
- learning and growth: proficiency in inclusive digital support;
- finance: cost per completed appointment, interpreted with quality safeguards.
A cross-functional objective was assigned to the patient-access journey, with clinic, digital, data and HR representatives jointly accountable. Quarterly OKRs were used for redesign experiments, while regulatory and safety measures remained mandatory controls. Managers reviewed workload and accessibility effects alongside efficiency. OutcomeAfter two review cycles, booking completion improved and complaints declined, but the organisation found that one group of older patients was still disadvantaged. The target was revised to include assisted-access completion, demonstrating that alignment is an iterative learning process rather than a one-time design event. Learning pointsThe case shows that strategic architecture must follow the value-creation process, not departmental boundaries. It also demonstrates why leading indicators, shared accountability, segmentation and ethical review are necessary. A measure can improve while the strategic problem remains unresolved if the measure is incomplete. Best-Practice Design Principles- Begin with strategy and stakeholder value, not with available software.
- Use a small number of meaningful objectives and a balanced measure portfolio.
- Make causal assumptions explicit and test them with evidence.
- Assign accountability according to influence, not convenience.
- Combine individual, team and cross-functional goals.
- Separate developmental stretch from punitive judgement where possible.
- Review objectives when strategy, resources or operating conditions change.
- Include quality, risk, inclusion, ethics and employee sustainability.
- Train managers in goal dialogue, evidence interpretation and bias reduction.
- Treat performance data as a basis for learning and responsible decisions, not as a substitute for judgement.
Chapter SummaryStrategic alignment connects organisational purpose and strategy with unit, team and individual expectations. Performance architecture provides the structures and processes—objectives, measures, targets, initiatives, capabilities, reviews and governance—that make this connection operational. Strategy maps clarify causal hypotheses across learning, process, stakeholder and financial or mission perspectives. The Balanced Scorecard translates these hypotheses into a balanced set of objectives and indicators. Cascading goals creates vertical alignment when higher-level intent is translated according to role, authority and contribution rather than copied mechanically. OKRs provide a complementary method for focus, transparency and iterative execution. Horizontal alignment is equally important because outcomes are often jointly produced across functions. Shared measures, process ownership and dependency management reduce silo behaviour. Effective systems balance leading and lagging indicators, individual and collective accountability, short-term results and long-term capability. Ethical governance requires transparency, valid measures, privacy, fairness, contestability and human oversight of technology and AI. Ultimately, performance management should be treated as a learning-oriented organisational system, not merely as an appraisal form or rating exercise. Key TermsStrategic alignment: Consistency between strategy, objectives, resources, measures and actions. Performance architecture: The designed system linking strategy, expectations, measures, reviews, development, rewards and governance. Vertical alignment: Coherence between organisational, unit, team and individual levels. Horizontal alignment: Coordination across functions, processes and interdependent teams. Line of sight: An employee’s understandable connection between personal contribution and organisational purpose. Strategy map: A visual representation of strategic objectives and their hypothesised relationships. Balanced Scorecard: A framework using balanced perspectives, objectives, measures, targets and initiatives to execute strategy. Leading indicator: A measure signalling conditions likely to influence future results. Lagging indicator: A measure of an outcome that has already occurred. Cascading goals: Translation of higher-level objectives into lower-level contributions. OKR: A goal method pairing an objective with measurable key results. Objective: A meaningful result or condition an organisation seeks to achieve. Key result: Evidence used to determine progress toward an OKR objective. Target: A specified level or range of performance to be achieved within a defined period. Initiative: An action, programme or investment intended to influence an objective or measure. Shared accountability: Joint responsibility for outcomes produced through interdependent work. Calibration: A structured process for improving consistency in performance judgements. Metric fixation: Excessive focus on measured indicators at the expense of broader purpose or quality. Performance governance: Rules and practices ensuring that performance decisions are valid, fair, transparent and responsible. Review QuestionsShort Answer Questions- Define strategic alignment and explain why it matters in performance management.
- Distinguish between a leading indicator and a lagging indicator.
- What are the four commonly used perspectives of the Balanced Scorecard?
- Explain the difference between an objective, a measure, a target and an initiative.
- What is horizontal alignment?
Long Answer Questions- Explain how a strategy map and Balanced Scorecard can be used together to translate strategy into performance expectations.
- Critically compare traditional cascading goals with OKRs.
- Discuss the role of shared accountability in organisations characterised by interdependent work.
- Explain the principal ethical and governance risks associated with technology-enabled performance management.
- Describe how HR professionals can diagnose and correct vertical and horizontal misalignment.
Analytical / Application Questions- A logistics company rewards dispatch teams solely for the number of shipments processed. Customer complaints and rework are increasing. Design a balanced set of objectives and measures that addresses the likely misalignment.
- Construct a brief strategy map for a university seeking to improve student employability. Identify objectives in the learning and growth, internal process, stakeholder and outcome perspectives.
- An employee is held individually responsible for a service target controlled jointly by technology, policy and operations. Analyse the fairness problem and propose a revised performance architecture.
Multiple Choice Questions with AnswersQuestion 1Which statement best describes vertical alignment? A. Coordination among suppliers and customers B. Consistency between organisational, unit, team and individual objectives C. The use of only financial performance measures D. The ranking of employees from highest to lowest performance Correct Answer: B. Consistency between organisational, unit, team and individual objectives Question 2In a strategy map, learning and growth objectives generally represent: A. Only annual financial results B. Capabilities that enable processes and future performance C. Disciplinary actions for poor performance D. External regulatory penalties Correct Answer: B. Capabilities that enable processes and future performance Question 3Which is a lagging indicator? A. Completion of preventive training B. Number of improvement ideas submitted C. Customer retention achieved during the previous year D. Planned process-review meetings Correct Answer: C. Customer retention achieved during the previous year Question 4What is the primary distinction between an OKR objective and a key result? A. The objective expresses direction, while the key result provides measurable evidence B. The objective is always financial, while the key result is always behavioural C. The objective is individual, while the key result is always organisational D. The objective is a task, while the key result is a job description Correct Answer: A. The objective expresses direction, while the key result provides measurable evidence Question 5A team improves processing speed but customer complaints and rework increase. Which design principle is most clearly being violated? A. Use a balanced portfolio of measures B. Use only individual goals C. Eliminate all leading indicators D. Avoid cross-functional objectives Correct Answer: A. Use a balanced portfolio of measures Question 6An organisation’s first-time-right rate increases from 84% to 90%. What is the improvement in percentage points? A. 6 percentage points B. 7.14 percentage points C. 14 percentage points D. 90 percentage points Correct Answer: A. 6 percentage points Question 7Which goal is most appropriately written as an outcome rather than an activity? A. Attend three workshops B. Launch a new dashboard C. Reduce avoidable onboarding delays while maintaining compliance D. Hold weekly project meetings Correct Answer: C. Reduce avoidable onboarding delays while maintaining compliance Question 8Why are shared goals useful in performance architecture? A. They remove the need for individual accountability B. They reflect outcomes that depend on interdependent work C. They guarantee that all employees receive the same rating D. They eliminate the need for measures Correct Answer: B. They reflect outcomes that depend on interdependent work Question 9Which governance principle gives employees an opportunity to challenge inaccurate performance data? A. Contestability B. Metric fixation C. Target inflation D. Automation Correct Answer: A. Contestability Question 10What is a major risk of using AI in performance decisions without human oversight? A. It necessarily eliminates all performance data B. It may reproduce bias or overinterpret incomplete data C. It prevents organisations from defining objectives D. It makes all measures leading indicators Correct Answer: B. It may reproduce bias or overinterpret incomplete data
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