Performance Management Systems

Chapter 9
Performance Improvement and Employee Development

Post Graduate Program in Human Resource Management
Performance Management Systems   •   Post Graduate

Performance Improvement and Employee Development

Introduction

Performance management is not complete when an appraisal form is signed. Its most valuable purpose is to improve future contribution. When performance falls below expectations, the organization must determine why, agree on appropriate corrective action, and provide conditions in which improvement is possible. At the same time, performance evidence should inform learning, career development, succession planning, and broader talent decisions.

Underperformance is often treated as an individual defect. This is a serious managerial error. Results are produced through the interaction of capability, motivation, resources, role clarity, leadership, work design, technology, and organizational systems. A technically competent employee may fail because priorities conflict, systems are unreliable, or a manager gives contradictory instructions. Conversely, training cannot solve a problem caused by unwillingness, unrealistic targets, or inadequate resources.

This chapter develops an integrated approach to diagnosing and improving performance. It distinguishes causes of performance gaps, explains performance improvement plans (PIPs), connects assessment with employee development and talent management, and examines ethical, legal, technological, and implementation issues.

Learning Objectives

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

  1. Distinguish performance outcomes, behaviours, capability, motivation, and contextual constraints.
  2. Diagnose underperformance without prematurely assuming that training is the solution.
  3. Design a fair, measurable, and developmental performance improvement plan.
  4. Connect appraisal evidence with learning, career development, succession, and talent decisions.
  5. Evaluate the ethical, legal, and managerial risks of performance-improvement practices.
  6. Recommend an integrated performance and development process for organizational use.

1. The Meaning and Sources of Performance Gaps

A performance gap is the difference between an agreed standard and an employee’s actual contribution over a defined period. The standard may concern results, behaviours, quality, timeliness, customer outcomes, safety, compliance, or collaboration. A gap should therefore be described in observable terms rather than labels such as “poor attitude” or “not committed.”

Performance has at least four related dimensions:

  • Results: what was achieved, such as sales, completed projects, error rates, or service outcomes.
  • Behaviours: how work was performed, including communication, judgement, cooperation, and adherence to procedures.
  • Capability: knowledge, skills, experience, physical or cognitive capacity, and the ability to apply them.
  • Context: resources, systems, workload, role design, leadership, team dependencies, and external conditions.

A useful diagnostic representation is:

Performance = f(Capability, Motivation, Opportunity, Role clarity, Context)

This is a conceptual model, not a predictive equation. It does not imply that performance can be calculated by multiplying the variables. It indicates that performance is jointly shaped by individual and situational factors. “Opportunity” refers to access to resources and the chance to demonstrate capability; “context” includes organizational systems and external constraints.

1.1 Capability causes

Capability-related causes include inadequate technical knowledge, weak procedural skill, poor judgement, limited experience, or inability to transfer learning to real work. Capability gaps are most likely to respond to training, coaching, practice, job aids, mentoring, or redesigned work exposure.

However, capability must be assessed carefully. A person who has not performed a task may lack experience rather than ability. A person who performs it correctly in simulation but not under pressure may need practice, support, or workload adjustment rather than basic instruction.

1.2 Motivation and engagement causes

Motivation concerns the direction, intensity, and persistence of effort. Causes of low motivation may include unclear consequences, perceived unfairness, lack of recognition, weak managerial relationships, low psychological safety, conflicting goals, burnout, or a belief that effort will not produce valued outcomes.

Expectancy theory is useful here. Employees are more likely to exert effort when they believe that effort can produce performance, performance will lead to consequences, and those consequences are valuable. A performance intervention should therefore ask three questions:

  1. Does the employee believe that improvement is achievable?
  2. Does the employee believe that improvement will be noticed and treated fairly?
  3. Does the employee value the expected outcome?

Motivation should not be inferred solely from personality or demographic stereotypes. It should be explored through evidence and dialogue.

1.3 Resource and opportunity causes

Employees may lack adequate staffing, equipment, data, authority, time, budget, access, or cooperation from other units. Interdependent work is especially vulnerable to attribution error: a manager may hold one employee responsible for a delayed output even though another department controls a necessary input.

Resource problems require managerial or organizational action. Assigning a course to an employee whose software repeatedly fails is not a credible improvement strategy.

1.4 System and role-design causes

Underperformance can be produced by poorly designed jobs. Examples include:

  • incompatible or excessive objectives;
  • ambiguous authority and accountability;
  • performance measures that reward speed while demanding accuracy;
  • frequent priority changes;
  • ineffective workflows;
  • inadequate onboarding;
  • inconsistent supervision; and
  • reward systems that encourage counterproductive behaviour.

A systems perspective protects the organization from unfairly individualizing structural problems. It also improves organizational learning because recurring individual failures may reveal a process defect.

1.5 Personal and wellbeing factors

Health, disability, caring responsibilities, stress, financial strain, and psychological distress may affect performance. Managers should not demand private medical details or make diagnostic assumptions. They should focus on work requirements, reasonable support, occupational health processes, and applicable law. A respectful conversation may reveal an adjustment need, but disclosure must remain voluntary and confidential within legitimate organizational boundaries.

2. A Structured Diagnostic Process

A sound diagnosis precedes intervention. The following process combines evidence, employee participation, and systems analysis.

Step 1: Define the expected performance

Specify the task, standard, time period, evidence source, and business or stakeholder relevance. “Improve customer service” is weak. “Acknowledge customer requests within one business day and resolve at least 90 percent within the agreed service period, while meeting quality requirements” is more useful, provided the standard is realistic and consistently applied.

Step 2: Establish the actual pattern

Gather multiple sources of evidence: work samples, system records, customer data, project milestones, quality audits, peer input, and the employee’s own account. Compare performance across time and situations. A single incident may indicate an exceptional event rather than a stable pattern.

Measurement should be valid and reliable. A sales figure, for example, may be affected by territory quality, product availability, or seasonality. Quantitative indicators should therefore be interpreted with relevant qualitative and contextual information.

Step 3: Locate the gap

Ask whether the gap concerns results, behaviour, knowledge, skill, decision quality, attendance, compliance, or the conditions of work. A results gap does not automatically identify the cause. For example, missed project deadlines may arise from poor planning, excessive workload, delayed approvals, or unclear requirements.

Step 4: Test possible causes

Useful diagnostic questions include:

  • Has the employee performed this task successfully before?
  • Were expectations explained and understood?
  • Does the employee know what good performance looks like?
  • Are tools, information, time, authority, and staffing sufficient?
  • Does the employee have the required knowledge and skill?
  • Is the employee willing and able to perform the work?
  • Do rewards, sanctions, and priorities support the desired behaviour?
  • Are comparable employees facing the same difficulty?
  • Is there evidence of discrimination, harassment, disability-related barriers, or unsafe work?

The sequence should not become a mechanical checklist. It is a disciplined conversation that tests competing explanations.

Step 5: Select the least intrusive effective intervention

Interventions should match the cause. A capability gap may require guided practice; a motivation problem may require clearer expectations, feedback, recognition, or accountability; a resource problem may require staffing or equipment; a system problem may require process redesign. Several interventions may be combined.

Step 6: Monitor and learn

Set review dates, collect evidence, and examine whether the intervention changed performance. If it did not, revisit the diagnosis rather than automatically escalating punishment. Persistent failure after fair support may require reassignment, formal discipline, or termination, subject to policy and law.

3. Performance Improvement Plans

A performance improvement plan is a documented agreement that identifies a performance gap, expected standards, support, review arrangements, and consequences. It should be developmental where improvement is realistic, while also providing procedural clarity when formal action may follow.

A strong PIP contains the following elements:

ElementRequired content
Gap statementSpecific evidence of the shortfall and relevant period
StandardObservable, measurable, and job-related expectation
ActionsWhat the employee and manager will do
SupportTraining, coaching, resources, access, and reasonable adjustments
MeasuresEvidence used to assess progress
MilestonesInterim dates and expected progress
ResponsibilitiesNamed employee, manager, and other contributors
Review processMeeting frequency, documentation, and feedback method
DurationA realistic period proportionate to the work and gap
ConsequencesPossible outcomes if improvement is insufficient

3.1 Designing effective objectives

Objectives should be specific without becoming mechanically narrow. They should identify quality as well as quantity. A target to close more service tickets may create harmful behaviour if it ignores customer resolution or rework. Balanced measures reduce gaming and unintended consequences.

A useful objective format is:

By [date], the employee will [perform observable activity or achieve result] at [defined standard], evidenced by [specified source], while maintaining [quality, compliance, or stakeholder condition].

For example: “By 30 September, the analyst will submit monthly reports by the fifth working day, with no material reconciliation errors, as verified by the finance review record.”

3.2 Support and accountability

A PIP is neither a promise that the employee will succeed nor a disguised dismissal letter. It should make managerial support visible and assign responsibilities to both parties. The manager may need to provide weekly coaching, clarify priorities, arrange shadowing, remove workflow barriers, or secure access to data.

Accountability requires evidence and follow-through. If review meetings are cancelled repeatedly or standards change without documentation, the process becomes unfair and loses credibility.

3.3 Feedback during the plan

Feedback should be timely, behavioural, balanced, and future-oriented. A useful structure is:

  1. Describe the observed event.
  2. Explain its impact against the agreed standard.
  3. Invite the employee’s perspective.
  4. Identify the cause and agree on the next action.
  5. Record the decision and review date.

Feedback should avoid global judgements and humiliating language. It should also recognize progress; otherwise employees may perceive the process as predetermined.

3.4 Evaluating PIP outcomes

At the end of a review period, the organization may conclude that the employee:

  • met the standard and exits the plan;
  • made substantial progress and requires a revised or extended plan;
  • improved in some areas but not others;
  • could perform effectively after transfer or job redesign; or
  • did not meet reasonable standards despite support.

The final conclusion should be based on evidence, consistent with policy, and reviewed for bias and procedural fairness.

4. Employee Development and Learning Architecture

Performance improvement is usually immediate and role-specific; development is broader and future-oriented. The two should be connected but not confused. A development plan may address current weaknesses, prepare an employee for expanded responsibility, or support career interests that are not yet part of the current job.

4.1 From assessment to development needs

Assessment evidence can be converted into a learning need through a chain of reasoning:

Observed requirement → current capability → gap → learning or experience objective → development activity → evidence of transfer.

For example, if a supervisor must conduct constructive conversations, the gap may involve knowledge of the process, confidence, listening skill, or organizational climate. A one-day workshop alone may be insufficient. A stronger intervention could combine a short learning module, role-play, observation of experienced managers, supervised practice, and follow-up coaching.

4.2 The 70–20–10 proposition

The 70–20–10 framework is often used to emphasize experience, relationships, and formal learning. It should not be treated as a universal empirical law or a fixed allocation rule. Its practical value is the reminder that transfer often requires job assignments, feedback, social learning, and reflection in addition to courses.

Development methods include:

  • structured on-the-job assignments;
  • coaching and mentoring;
  • job rotation and project work;
  • simulations and case analysis;
  • professional qualifications;
  • communities of practice;
  • feedback and reflective practice; and
  • targeted digital learning.

The method should match the learning objective. Technical knowledge may benefit from instruction and assessment; judgement may require cases and supervised practice; leadership behaviour requires repeated application and feedback.

4.3 Evaluating learning transfer

Training completion is an activity measure, not proof of improved performance. Evaluation should consider:

  1. Reaction: whether the learning experience was perceived as relevant.
  2. Learning: whether knowledge or skill changed.
  3. Behaviour: whether the employee applies it at work.
  4. Results: whether work outcomes improve.

Results should be interpreted cautiously because external factors influence them. A development intervention can be valuable even when a short-term business metric does not immediately change, provided evidence shows capability growth and improved practice.

5. Linking Performance with Careers, Succession, and Talent Management

Performance assessment should contribute to a broader talent architecture, but the links must be carefully designed. High performance in a current role does not automatically indicate readiness for a more complex role. Potential includes learning agility, judgement, motivation for the future role, values alignment, and capacity to operate under different demands.

5.1 Career development

Career conversations should explore the employee’s interests, strengths, values, transferable capabilities, and realistic opportunities. Managers can support development through career maps, skill profiles, stretch assignments, mentoring, internal mobility, and transparent information about vacancies and requirements.

Career development should not be limited to promotion. It may include lateral movement, specialist expertise, project leadership, portfolio careers, or greater autonomy in the current role.

5.2 Succession planning

Succession planning identifies critical positions, possible successors, readiness gaps, and development actions. It should not create entitlement or guarantee promotion. A succession review should ask:

  • Which roles are strategically important or vulnerable to vacancy?
  • What capabilities will those roles require in the future?
  • Which employees show evidence of relevant performance and potential?
  • What experiences would test and build readiness?
  • What risks arise if the preferred successor leaves?

Succession decisions should use calibrated evidence, not managerial popularity. Talent pools should be reviewed for demographic bias and access barriers.

5.3 Talent management and differentiated development

Organizations often differentiate investment because resources are limited. Differentiation can be legitimate when based on strategic capability needs and transparent criteria. It becomes harmful when labels such as “high potential” are secret, fixed, or treated as judgments about human worth.

A balanced talent system provides development opportunities broadly while offering additional investment for roles or capabilities of strategic importance. It should also recognize sustained contribution in operational, technical, relational, and support roles rather than equating talent with managerial promotion.

6. A Worked Application: The Orion Service Centre

The following is an illustrative case.

Background

Orion, a regional telecommunications provider, introduced a digital service platform. Maya, a customer-resolution specialist with three years of experience, began missing service-level targets. Her average resolution time increased from 18 to 31 hours, and quality audits showed inconsistent documentation. Her manager proposed immediate retraining.

Problem

A preliminary review showed that Maya had completed the platform training and scored well on the knowledge test. She was also handling a higher proportion of complex cases because two experienced colleagues had left. The new platform required information from a billing system that frequently timed out. Team priorities changed several times each week, and supervisors differed in how they interpreted escalation rules.

Analysis

The performance gap was real, but the diagnosis identified several causes:

  • Capability: Maya needed practice using the new escalation workflow for complex cases.
  • Resources: system timeouts caused repeated work.
  • Work design: case allocation was not adjusted after staff departures.
  • Role clarity: escalation standards differed between supervisors.
  • Motivation: Maya believed that raising system problems had previously been ignored.

Training alone would have addressed only part of the problem.

Approach

Orion created a 60-day improvement and development plan. The plan required Maya to meet a staged resolution target, maintain complete documentation, and demonstrate correct escalation decisions in a sample of audited cases. The manager arranged weekly coaching and two days of shadowing with a senior specialist. The operations team established a shared escalation guide, rebalanced complex cases, and logged platform failures. IT agreed to investigate recurring timeouts.

Progress was reviewed every two weeks using system data, quality audits, and Maya’s explanation of obstacles. The manager documented both support provided and performance observed.

Outcome

By day 60, Maya’s average resolution time had fallen to 21 hours, documentation quality had reached the required standard, and the team had identified a platform defect affecting several employees. The target was revised gradually rather than treating the original average as an individual norm. Maya remained in role and entered a development pathway for advanced case management.

Learning points

  1. A genuine performance gap may have multiple causes.
  2. Evidence should be interpreted in the context of workload and system reliability.
  3. A PIP can improve both employee performance and organizational processes.
  4. Development opportunities should follow demonstrated needs and interests.
  5. Managerial accountability is part of performance improvement.

7. Ethical, Legal, and Governance Considerations

Performance improvement affects livelihood, reputation, promotion, and employment security. It therefore requires procedural justice. Core safeguards include clear expectations, consistent standards, an opportunity to respond, reasonable support, accurate records, confidentiality, and an impartial review or appeal route where applicable.

Managers should distinguish performance management from retaliation for whistleblowing, trade-union activity, protected leave, disability disclosure, or other legally protected conduct. Standards must be job-related and applied consistently, while reasonable accommodations may be required for disability or other protected circumstances under applicable law.

Documentation should record facts, dates, standards, employee explanations, agreed actions, and outcomes. It should not contain speculative diagnoses, insulting descriptions, or irrelevant personal information. Access should be limited according to legitimate need.

Bias can enter through subjective ratings, unequal access to developmental assignments, cultural misunderstandings, proximity bias in hybrid work, and assumptions about leadership potential. Calibration meetings may improve consistency, but group discussion can also amplify dominant voices. Organizations should audit outcomes by relevant demographic and employment categories where lawful and appropriate, investigate disparities, and improve decision processes.

8. Technology, Analytics, and Artificial Intelligence

Digital performance systems can provide timely evidence, workflow alerts, learning recommendations, and skill profiles. Predictive analytics may identify patterns associated with turnover or capability needs. Artificial intelligence can help summarize feedback, suggest learning resources, or detect inconsistent language in reviews.

These tools do not eliminate managerial responsibility. Automated indicators may reflect biased historical decisions, incomplete data, surveillance artifacts, or differences in job opportunity. A productivity score may reward visible activity rather than meaningful outcomes. AI-generated recommendations should therefore be explainable, reviewable, and contestable. Employees should know when significant employment decisions involve automated systems, subject to applicable law.

Good governance requires data minimization, access control, retention rules, human review, validation for disparate impact, and a channel for correction. AI should support—not replace—evidence-based conversation and professional judgement.

9. Challenges and Limitations

Several tensions complicate performance improvement:

  • Development versus discipline: a plan may be intended to support improvement but experienced as a threat.
  • Measurement versus judgement: metrics create clarity but can narrow attention or encourage gaming.
  • Individual versus system responsibility: organizations may resist admitting process failures.
  • Short-term results versus long-term capability: immediate targets may crowd out learning.
  • Consistency versus personalization: equal treatment does not always mean identical support.
  • Transparency versus confidentiality: employees need understandable criteria, but personal information must be protected.
  • Potential versus performance: current success and future readiness are related but distinct.

A mature system manages these tensions openly. It does not promise that every gap can be corrected. Some gaps arise from fundamental role mismatch, persistent misconduct, or constraints that cannot reasonably be removed. Even then, fairness requires a valid diagnosis and proportionate response.

10. Best-Practice Implementation Principles

Organizations seeking an integrated approach should:

  1. Define performance expectations before evaluating employees.
  2. Use multiple, job-relevant evidence sources.
  3. Diagnose capability, motivation, resources, role design, and systems separately.
  4. Involve employees in understanding causes and selecting actions.
  5. Make objectives measurable while preserving quality and judgement.
  6. Provide genuine support and manager accountability.
  7. Schedule timely reviews and document decisions accurately.
  8. Connect development to current needs and future career possibilities.
  9. Separate performance evidence from unsupported potential labels.
  10. Review decisions for consistency, bias, accessibility, and legal compliance.
  11. Treat recurring individual gaps as signals for organizational learning.
  12. Govern digital and AI-enabled tools through transparency, privacy, and human oversight.

Chapter Summary

Performance improvement is an evidence-based process for closing agreed performance gaps and enabling future contribution. Underperformance may arise from capability, motivation, resources, role clarity, work design, leadership, or wider systems; therefore, training is only one possible response. A structured diagnosis defines the standard, establishes the actual pattern, tests causes, selects an intervention, and monitors results.

A performance improvement plan should specify the gap, expected standard, support, measures, milestones, responsibilities, review process, duration, and possible consequences. It should combine accountability with fair opportunity to improve. Performance assessment should also inform development through learning, coaching, job experiences, and feedback, while development outcomes should be evaluated through transfer rather than course attendance alone.

Integrated talent practice connects performance evidence with careers, succession, and strategic capability, but current performance must not be confused with future potential. Ethical practice requires procedural fairness, confidentiality, reasonable support, bias control, and human oversight of technology and AI. The central managerial principle is simple: improve the person where the cause is personal, improve the system where the cause is systemic, and distinguish the two through disciplined diagnosis.

Key Terms

Performance gap: Difference between an agreed standard and actual performance.

Capability: Knowledge, skill, experience, judgement, and capacity to perform work.

Motivation: Direction, intensity, and persistence of effort.

Opportunity: Access to resources and circumstances necessary to demonstrate capability.

Role clarity: Understanding of responsibilities, priorities, authority, and standards.

Context: Organizational and environmental conditions affecting performance.

Performance Improvement Plan (PIP): Documented agreement specifying a performance gap, improvement standards, support, reviews, and consequences.

Development plan: Agreed set of activities designed to build current or future capability.

Learning transfer: Application of knowledge or skill in the workplace.

Coaching: Structured support that improves performance through questioning, feedback, and practice.

Mentoring: Developmental relationship in which an experienced person supports another’s growth.

Succession planning: Process of preparing possible successors for strategically important roles.

Talent management: Integrated approach to attracting, developing, deploying, and retaining organizational capability.

Potential: Capacity and readiness to perform effectively in future or more complex roles.

Calibration: Structured comparison of performance assessments to improve consistency.

Procedural justice: Perceived and actual fairness of the process used to make decisions.

Reasonable adjustment: Work-related modification that enables an eligible employee to perform fairly and effectively.

Proximity bias: Favouring employees who are physically more visible or present.

Review Questions

Short Answer Questions

  1. What is a performance gap, and why should it be stated in observable terms?
  2. Identify four possible causes of underperformance.
  3. What is the difference between a performance improvement plan and a development plan?
  4. Why is training completion insufficient evidence of learning transfer?
  5. Why should current performance not be treated as identical to future potential?

Long Answer Questions

  1. Explain the structured diagnostic process for underperformance and illustrate how it prevents inappropriate reliance on training.
  2. Describe the essential components of an effective performance improvement plan.
  3. Discuss how performance assessment can inform career development and succession planning.
  4. Evaluate the ethical and legal safeguards required in performance-improvement decisions.
  5. Explain the opportunities and risks associated with technology and artificial intelligence in performance management.

Analytical / Application Questions

  1. An employee repeatedly misses deadlines, but the employee’s work depends on delayed approvals from another department. Diagnose the situation and propose an appropriate intervention.
  2. Design a 60-day performance improvement plan for a supervisor whose team receives complaints about inconsistent communication. Include standards, support, evidence, milestones, and review arrangements.
  3. A company uses an AI system to rank employees for promotion based on productivity data. Analyse the governance risks and recommend controls before the system is used for talent decisions.

Multiple Choice Questions with Answers

Question 1

Which statement best reflects a systems approach to underperformance?

A. All performance gaps are caused by low employee motivation.

B. Training should always be the first intervention.

C. Performance may be shaped by capability, motivation, resources, role clarity, and context.

D. Performance should be assessed only through numerical results.

Correct Answer: C. Performance may be shaped by capability, motivation, resources, role clarity, and context.

Question 2

Which item is essential in a well-designed performance improvement plan?

A. A general statement that the employee must show a better attitude

B. Specific standards, evidence sources, support, milestones, and review dates

C. A guarantee that employment will continue regardless of results

D. A requirement that the employee complete unrelated courses

Correct Answer: B. Specific standards, evidence sources, support, milestones, and review dates

Question 3

An employee has the required knowledge but lacks access to functioning software. What is the most appropriate initial response?

A. Provide only a refresher training course

B. Diagnose and address the resource or system barrier

C. Immediately classify the employee as low potential

D. Lower the employee’s salary

Correct Answer: B. Diagnose and address the resource or system barrier

Question 4

Which is the strongest example of a measurable performance objective?

A. Improve communication significantly

B. Become more professional

C. Submit monthly reports by the fifth working day with no material reconciliation errors

D. Try harder when preparing reports

Correct Answer: C. Submit monthly reports by the fifth working day with no material reconciliation errors

Question 5

Why should learning transfer be evaluated after training?

A. Attendance always overstates employee capability

B. Training completion does not prove that behaviour changed at work

C. Employee reactions are never relevant

D. Business results are unaffected by learning

Correct Answer: B. Training completion does not prove that behaviour changed at work

Question 6

Which statement about the 70–20–10 framework is most accurate?

A. It is a universal law requiring exactly those percentages of development activity.

B. It emphasizes that experience and social learning can complement formal learning.

C. It proves that formal education has no value.

D. It applies only to technical occupations.

Correct Answer: B. It emphasizes that experience and social learning can complement formal learning.

Question 7

What is a major risk of treating high current performance as proof of promotion potential?

A. It may confuse success in the current role with readiness for a more complex role.

B. It guarantees excessive employee development.

C. It eliminates the need for succession planning.

D. It makes performance evidence irrelevant.

Correct Answer: A. It may confuse success in the current role with readiness for a more complex role.

Question 8

Which practice best supports procedural justice in performance management?

A. Changing standards without notifying the employee

B. Using private rumours as the primary evidence

C. Providing clear expectations, an opportunity to respond, and consistent procedures

D. Allowing only senior managers to know the performance criteria

Correct Answer: C. Providing clear expectations, an opportunity to respond, and consistent procedures

Question 9

Why should AI-generated performance recommendations receive human review?

A. AI systems cannot process any workplace data

B. Automated outputs may reflect biased data, incomplete measures, or surveillance artefacts

C. Human managers are legally prohibited from using evidence

D. Human review makes data protection unnecessary

Correct Answer: B. Automated outputs may reflect biased data, incomplete measures, or surveillance artefacts

Question 10

In the Orion case, why was retraining alone inadequate?

A. Maya had no performance gap at all

B. The problem included system failures, workload, inconsistent escalation rules, and motivation factors

C. Training is never useful for performance improvement

D. The organization decided to eliminate all performance targets

Correct Answer: B. The problem included system failures, workload, inconsistent escalation rules, and motivation factors

Performance Management Systems
Chapter 9 of 15