Job Analysis, Job Design and Competency Frameworks

Introduction

Organisations achieve their objectives through work performed by people. Before an organisation can recruit, train, assess or reward employees effectively, it must understand the work to be performed and the capabilities required to perform it. Job analysis, job design and competency frameworks provide the foundations for this understanding.

Job analysis identifies the tasks, responsibilities, relationships, working conditions and requirements associated with a job. Its outputs commonly include a job description and a person specification. Job design determines how tasks are grouped, structured and carried out, including the degree of autonomy, variety, responsibility and interaction built into the work. Competency frameworks describe the behaviours, knowledge, skills and other characteristics that contribute to effective performance across particular jobs, job families or the organisation as a whole.

These practices are closely connected. A carefully analysed job supports a realistic job description; a well-designed job can improve motivation and performance; and a valid competency framework can support recruitment, performance management, development and reward decisions. Conversely, poorly conducted analysis may produce outdated documents, discriminatory selection criteria or inappropriate performance expectations.

Learning Objectives

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

1. Explain the purpose, scope and process of job analysis.
2. Distinguish between job descriptions, person specifications and competency profiles.
3. Apply appropriate job-analysis methods and evaluate their limitations.
4. Explain major approaches to job design and their implications for motivation and wellbeing.
5. Develop practical competency frameworks and use them in HR decisions.
6. Identify ethical, legal, technological and governance issues in these practices.
7. Integrate job analysis, job design and competencies in an organisational case.

1. Understanding the Main Concepts

Job, position, role and occupation

A job is a collection of related duties and responsibilities performed by one person. A position is an individual post held by one employee. Several positions may belong to the same job—for example, an organisation may have twenty customer-service positions within the customer-service job. A role is broader and emphasises the expected contribution and relationships of an employee, often across changing tasks. An occupation is a category of similar work found across organisations, such as accounting, nursing or software development.

These distinctions matter because HR documents may be prepared at different levels. A position description may contain specific reporting arrangements, while an occupational profile may describe a wider labour-market category.

Job analysis

Job analysis is a systematic process of collecting, verifying and interpreting information about work. It asks questions such as:

• What activities are performed?
• What outputs or results are expected?
• What tools, systems and information are used?
• What decisions does the job holder make?
• With whom does the job holder interact?
• Under what physical, social and technological conditions is the work performed?
• What knowledge, skills, abilities and other characteristics are necessary?

Job analysis should focus on the work rather than on the qualities of the current job holder. If the analysis merely copies the strengths or habits of an incumbent, it may confuse personal style with genuine job requirements.

Job description

A job description is a written statement of the job’s purpose, major duties, responsibilities, reporting relationships, boundaries and working conditions. It normally answers the question: What does the job involve?

A useful job description may include:

A job description should describe significant and continuing responsibilities rather than every minor activity. It should also use inclusive, understandable language and indicate that duties may change reasonably as organisational needs develop.

Person specification

A person specification describes the characteristics required for effective performance. It answers the question: What kind of person is likely to perform this job effectively?

It may cover:

• essential and desirable qualifications;
• technical knowledge and experience;
• cognitive, interpersonal and practical skills;
• behavioural competencies;
• physical or scheduling requirements where genuinely necessary; and
• professional registrations or legal requirements.

Requirements must be job-related and proportionate. For example, requiring a driving licence is justified for a mobile service technician but not for an office-based administrator who never drives for work. Qualifications should not be listed simply because they are traditional if equivalent experience can demonstrate competence.

Competencies

A competency is an observable combination of knowledge, skills, abilities, motives, attitudes and behaviours that contributes to effective performance in a work context. The term is used in different ways. Some organisations use competence to refer to the ability to perform a specific task to a required standard, while competency often refers to behavioural or personal characteristics. In practice, organisations should define their terminology clearly.

Competencies may be:

• Core competencies, expected of most or all employees, such as integrity or customer focus;
• Functional competencies, associated with a professional field, such as payroll administration or procurement;
• Leadership competencies, associated with managing people, resources and organisational direction; or
• Technical competencies, involving specialised methods, systems or knowledge.

A competency framework is a structured set of competencies, often accompanied by behavioural indicators or proficiency levels. It should complement—not replace—job analysis. Competencies that are not connected to actual work can become vague, fashionable or difficult to assess.

2. The Job-Analysis Process

Job analysis is best treated as an evidence-based cycle rather than a one-time paperwork exercise.

Step 1: Clarify the purpose and scope

The analyst should establish why the analysis is being conducted. Purposes may include recruitment, restructuring, training-needs analysis, pay evaluation, compliance, succession planning or work redesign. The purpose affects the information required. A pay-evaluation exercise may need detailed information about responsibility and decision-making, while a training analysis may focus more heavily on tasks and performance gaps.

The scope should identify the jobs or job family, the people who will provide information, the intended users and the timetable. Employees and managers should be told how information will be used, particularly where job analysis may affect grading, workload or staffing.

Step 2: Review existing information

Existing job descriptions, organisational charts, procedures, service standards, performance data, risk assessments and regulatory requirements can provide useful starting points. They should not be accepted automatically as accurate. Documents may be outdated, may describe an idealised job or may omit informal but important work.

Step 3: Select data-collection methods

The choice should reflect the purpose, job type, available resources and need for reliability. Common methods are discussed below.

Step 4: Collect information from multiple sources

Relevant sources may include job holders, supervisors, clients, colleagues, technical specialists and safety representatives. Using several sources helps identify differences between formal work and work as actually performed. However, differences should be investigated rather than averaged uncritically.

Step 5: Verify and analyse the information

The analyst should distinguish essential duties from occasional activities, identify outputs and inputs, record frequency and difficulty, and examine the consequences of errors. Draft findings should be checked with knowledgeable job holders and managers. Consultation is a validation process, not a requirement that every participant agree with every statement.

Step 6: Produce and approve outputs

The final job description, person specification and, where appropriate, competency profile should be approved through the organisation’s governance process. Version control is important. Each document should show an owner, approval date and review date.

Step 7: Review periodically

Jobs change because of technology, regulation, customer expectations, organisational restructuring and changing professional practice. Documents should be reviewed when substantial changes occur and at reasonable intervals. A review should ask whether duties, decision authority, risks and required capabilities remain accurate.

3. Methods of Job Analysis

No single method captures every aspect of work. A mixed-method approach is often strongest.

Interviews

Structured interviews with job holders and supervisors can explore duties, challenges, decision-making and relationships in depth. The interviewer should use a consistent schedule and request concrete examples rather than general opinions.

Advantages: depth, clarification, suitability for complex work.

Limitations: time, interviewer bias, exaggeration or understatement, and possible confusion between desirable and actual work.

Questionnaires and inventories

Standardised questionnaires enable information to be gathered from many people. They can cover tasks, frequency, importance, difficulty, tools and working conditions.

Advantages: efficient, comparable and relatively easy to analyse.

Limitations: respondents may interpret questions differently; unusual or tacit work may be missed; poorly designed scales create misleading precision.

Observation

Observation is useful for visible, routine or physical work. The analyst may observe a complete work cycle or sample activities at different times.

Advantages: records actual behaviour and work conditions; reduces reliance on memory.

Limitations: unsuitable for infrequent cognitive work; people may change behaviour when observed; observation may not reveal planning, judgement or emotional labour.

Work diaries and activity logs

Employees record activities, time periods, interruptions and problems over a specified period. This is useful where work varies substantially from day to day.

Advantages: captures fluctuations and unplanned work.

Limitations: burden on employees, inconsistent recording and potential overemphasis on time rather than value or outcomes.

Critical incidents

The analyst collects examples of especially effective or ineffective behaviour and identifies the conditions and consequences involved. Critical incidents can help develop behavioural indicators for competencies and performance standards.

They should not be treated as a complete job analysis because unusual events may not represent normal work.

Document and data analysis

Procedures, service records, error reports, customer feedback, workflow data and system logs can reveal outputs, bottlenecks and changing task patterns. Quantitative data should be interpreted carefully: a high number of transactions does not necessarily indicate high job value or complexity.

Functional and structured approaches

Structured approaches classify tasks by their purpose, inputs, outputs, tools, autonomy and relationships. The Functional Job Analysis tradition, for example, examines interaction with data, people and things and considers the level of reasoning, responsibility and skill required. Such approaches improve consistency, but they may be too rigid for rapidly changing knowledge work.

4. Writing Effective Job Descriptions and Person Specifications

A job description should be concise enough to use but detailed enough to guide decisions. Responsibilities should begin with action verbs such as analyse, coordinate, maintain, advise, prepare or monitor. Vague statements such as “handles various duties” provide little value.

Responsibilities should be expressed in terms of purpose and expected contribution. For example:

“Analyse monthly customer-service data, identify recurring causes of complaint and recommend corrective action to the service manager.”

This is stronger than “Deal with customer complaints” because it identifies activity, output and relationship.

A person specification should distinguish clearly between essential and desirable criteria. Each criterion should have a reason connected to the job. The organisation should identify how it will assess each requirement—for example, application evidence, structured interview, work sample, test or reference check.

A practical specification might use the following structure:

This approach discourages unsupported criteria and improves consistency between recruitment and the actual job.

5. Job Design and Work Motivation

Job analysis describes work; job design determines how work is organised. It concerns task allocation, workflow, authority, technology, relationships and the experience of performing the job.

Classical and efficiency-oriented design

Early approaches emphasised specialisation, standardisation and close control. Specialisation can improve efficiency and make training easier, particularly where tasks are repetitive and quality requirements are stable. However, excessive fragmentation may reduce meaning, learning, flexibility and motivation.

Job rotation, enlargement and enrichment

• Job rotation moves employees between tasks or positions, increasing exposure and reducing monotony.
• Job enlargement adds tasks at a similar level of responsibility, increasing horizontal variety.
• Job enrichment increases depth by adding autonomy, planning, responsibility, feedback or decision authority.

These interventions should not be used simply to add work without resources or recognition. Enlargement without autonomy may increase workload without improving the quality of work life.

The Job Characteristics Model

Hackman and Oldham’s Job Characteristics Model proposes that five core job characteristics influence experienced meaningfulness, responsibility and knowledge of results:

1. skill variety;
2. task identity;
3. task significance;
4. autonomy; and
5. feedback.

The model suggests that these characteristics can support internal motivation, satisfaction and performance, although outcomes are influenced by individual differences, work context, leadership, resources and organisational justice. It should therefore be used as a design lens rather than a mechanical guarantee.

Sociotechnical and participative design

Sociotechnical approaches view work as a joint system of people, technology, tasks and social relationships. Changing software or automation may alter discretion, workload, communication and skill requirements, not merely task speed. Participative design involves employees in identifying problems and developing solutions. Participation can improve the quality and acceptance of redesign, provided employees have genuine influence rather than being consulted symbolically.

Flexible and hybrid work

Remote, hybrid, platform-mediated and flexible work require explicit design of outcomes, communication, availability, security, equipment, inclusion and boundaries. A job description should not assume that physical presence is the only way to demonstrate commitment. At the same time, some roles require direct customer contact, physical equipment or team coordination. Fair design distinguishes genuine operational requirements from managerial habit.

6. Competency Frameworks

A competency framework translates organisational and job requirements into observable standards. It commonly has four elements:

1. a competency title, such as “collaborative problem-solving”;
2. a definition describing the capability;
3. behavioural indicators showing what effective performance looks like; and
4. proficiency levels showing increasing complexity, independence or impact.

Developing a competency framework

A sound development process includes:

1. Clarify purpose. Decide whether the framework will support selection, development, performance, career progression, reward, or several purposes.
2. Review strategy and values. Identify capabilities needed to deliver the organisation’s objectives, but do not convert every value into an assessable competency without evidence.
3. Analyse jobs and job families. Identify common and distinctive requirements.
4. Gather behavioural evidence. Use interviews, critical incidents, performance evidence and expert workshops.
5. Draft definitions and indicators. Use observable language and avoid personality labels that cannot be assessed fairly.
6. Test validity and usability. Ask whether the competencies distinguish effective from ineffective performance and whether managers can apply them consistently.
7. Pilot and revise. Test the framework in recruitment, performance conversations or development planning before wider implementation.
8. Govern and review. Assign ownership and monitor whether the framework remains relevant and inclusive.

Proficiency levels

A framework might describe four levels:

Levels should represent increasing scope, complexity, independence or impact—not merely longer lists of behaviours. A person should not be rated at a higher level simply because they are more extroverted or visible.

Competencies in HR decisions

Recruitment and selection: Competencies can structure application criteria, work samples and behavioural interviews. Questions should invite evidence of past behaviour, such as: “Describe a time when you had to resolve a disagreement between stakeholders. What did you do and what was the result?” Interviewers should use common questions and scoring anchors.

Performance management: Competencies supplement objectives. Objectives state what is to be achieved; competencies describe how work should be performed. Both should be discussed, because results achieved through unsafe, unethical or discriminatory behaviour should not be treated as fully effective performance.

Learning and development: Comparing required proficiency with demonstrated proficiency can identify development priorities. Development should not be limited to courses; coaching, projects, job rotation, feedback and practice may be more effective.

Career and succession planning: Competencies can clarify expectations for progression and help identify development experiences. They should not create an inflexible promise of promotion.

Reward: Competencies may inform job evaluation, progression or recognition, but organisations should avoid paying for vague personality impressions. Reward decisions need transparent criteria, reliable evidence and attention to equal-pay requirements.

7. Integration Across the Employee Lifecycle

The relationship among the three concepts can be represented as follows:

Job analysis → job description and person specification → job design and work organisation → competency standards → recruitment, performance, development and reward → review and renewed analysis

For example, analysis of a human-resources adviser role may show responsibilities for interpreting policy, advising managers, maintaining confidentiality and analysing workforce information. The job description records these responsibilities. The person specification identifies employment-law knowledge, communication ability, judgement and data literacy. Job design determines case ownership, escalation authority, workload and access to systems. The competency framework defines observable behaviours such as giving accurate advice, protecting confidential information and using evidence in recommendations. Selection, appraisal and development can then use related standards.

Integration prevents common contradictions—for example, recruiting for collaboration while designing work that provides no opportunity to collaborate, or assessing customer focus while rewarding only transaction volume.

8. Ethical, Legal and Governance Considerations

Equality and non-discrimination

Job requirements must be relevant, necessary and applied consistently. Discrimination can arise from explicitly biased criteria, unnecessary qualifications, inaccessible assessment methods, assumptions about age or disability, or adverse effects from seemingly neutral requirements. Organisations should consider reasonable adjustments and monitor outcomes across relevant groups in accordance with applicable law.

Privacy and confidentiality

Job analysis may involve employee interviews, performance information, system records or monitoring data. Collection should have a legitimate purpose, use the minimum necessary information, restrict access and comply with applicable data-protection requirements. Employees should know what information is collected and how it may affect them.

Health, safety and wellbeing

Physical, psychological and environmental demands must be represented accurately. Job design should consider workload, fatigue, violence, ergonomic risk, emotional demands, rest, autonomy and recovery. A job description should not normalise unsafe practices as inherent requirements when risks can be controlled.

Transparency and accountability

Where competency ratings affect promotion, pay or continued employment, employees should understand the standards and have access to feedback or review procedures. Managers should be trained in evidence-based assessment. Governance should specify who approves changes and how exceptions are documented.

9. Technology and Artificial Intelligence

Digital tools can support job analysis by summarising documents, identifying recurring tasks, analysing workflow data and mapping skills. AI systems may also assist with drafting job descriptions or suggesting competency terms. These uses can improve efficiency, but they do not remove the need for human judgement.

Important controls include:

• verify AI-generated content against real work and legal requirements;
• do not upload confidential employee information into unauthorised systems;
• test for biased or exclusionary language;
• document data sources, assumptions and approval decisions;
• preserve human accountability for selection, appraisal and reward decisions; and
• review whether algorithmic monitoring changes job demands or employee autonomy.

Automated analysis may reproduce historical bias. If past recruitment favoured a narrow group, an AI system trained on historical data may recommend criteria that appear objective but are discriminatory. Technology should therefore be treated as an aid to analysis, not as evidence of validity by itself.

10. Illustrative Case: Redesigning a Customer-Service Adviser Role

Background

HarbourLink Utilities, a fictional regional provider, receives customer enquiries through telephone, email and digital channels. The organisation has high employee turnover, inconsistent advice and growing customer complaints. Existing job descriptions were written five years earlier and focus mainly on answering calls.

Problem

Managers believe employees need greater technical knowledge, but employees report that they lack authority to resolve problems and must transfer customers repeatedly. Recruitment advertisements emphasise speed and friendliness but do not explain the investigative and regulatory aspects of the work.

Analysis

The HR team conducts structured interviews with advisers and supervisors, observes telephone and digital cases, reviews complaint records and holds workshops with compliance specialists. The analysis identifies five major work areas:

1. diagnosing customer problems using account and service information;
2. explaining policies and charges accurately;
3. resolving routine cases within delegated authority;
4. escalating complex or vulnerable-customer cases appropriately; and
5. recording decisions and protecting personal information.

The team finds that average handling time alone is a poor performance measure. Some complex cases require longer conversations but prevent repeat contact and complaints.

Approach and solution

The job is redesigned to provide advisers with clearer decision limits, a searchable knowledge base and protected time for case learning. Advisers rotate between live service, digital enquiries and quality-review activities. The revised job description focuses on diagnosis, resolution, accurate records and customer outcomes.

The person specification identifies customer communication, digital literacy, problem-solving and the ability to interpret procedures. A university qualification is not required because structured assessment can demonstrate the necessary capability.

The competency profile includes:

• Customer-centred communication: explains information clearly and adapts to customer circumstances;
• Evidence-based problem-solving: identifies causes and selects solutions using reliable information;
• Compliance and integrity: follows privacy, safety and regulatory requirements;
• Judgement and escalation: recognises limits of authority and escalates risk appropriately; and
• Learning agility: uses feedback and changing guidance to improve practice.

Selection uses a realistic written case, a structured role-play and scored questions. Performance management combines resolution quality, accurate records, customer feedback, teamwork and compliance rather than speed alone.

Outcome

In this illustrative case, the organisation reports fewer transfers, more consistent records and improved employee confidence after implementation. The results are not attributed solely to the competency framework: technology, authority, training and job design were changed together.

Learning points

1. Job analysis should examine work as actually performed, not only historical documents.
2. Performance measures can distort behaviour if they reward speed while ignoring quality.
3. Competencies are most useful when expressed as observable behaviours.
4. Job design, systems and capability must be aligned.
5. Consultation and periodic review are essential because customer-service work changes quickly.

11. Challenges and Best Practices

Common challenges include disagreement between job holders and managers, rapidly changing work, inflated requirements, competency overload, weak assessor consistency and documents that are completed but never used. Organisations can respond by:

• defining the purpose before collecting information;
• using multiple evidence sources;
• separating essential requirements from preferences;
• describing outcomes and behaviours rather than personality stereotypes;
• involving employees and relevant specialists;
• training interviewers and assessors;
• piloting frameworks before formal implementation;
• checking accessibility and adverse impact;
• linking documents to real HR processes; and
• scheduling review after technological, regulatory or structural change.

The quality of an HR framework is not measured by the number of competencies or pages of documentation. It is measured by whether the framework accurately represents work, supports fair and useful decisions, and remains practical for employees and managers.

Chapter Summary

Job analysis is the systematic collection and interpretation of information about work. Its principal outputs are the job description, which explains the job’s purpose and responsibilities, and the person specification, which identifies job-related requirements. Interviews, questionnaires, observation, diaries, critical incidents and document analysis each offer benefits and limitations; combining methods usually improves validity.

Job design determines how tasks, authority, technology and relationships are organised. Specialisation may support efficiency, while rotation, enlargement, enrichment, participative and sociotechnical approaches can improve variety, autonomy, learning and wellbeing when properly implemented. The Job Characteristics Model provides a useful lens through skill variety, task identity, task significance, autonomy and feedback.

Competency frameworks describe observable capabilities and proficiency levels. They can support selection, performance management, learning, career development and reward, but only when grounded in job evidence and applied consistently. Ethical practice requires job-related criteria, privacy protection, accessibility, transparency, safety and human accountability. Technology and AI may assist analysis, but outputs must be validated and governed.

The central principle is alignment: what the organisation says a job requires, how the work is designed, how people are selected and developed, and how performance is recognised should all reinforce one another.

Key Terms

Job analysis: Systematic study of the tasks, responsibilities, context and requirements of work.

Job design: Organisation of tasks, authority, technology and relationships within a job.

Job description: Written statement of a job’s purpose, duties, relationships and conditions.

Person specification: Statement of the knowledge, skills, experience and other requirements for a job.

Competency: Observable capability involving knowledge, skills, abilities and behaviours.

Competency framework: Structured set of competencies and proficiency standards.

Core competency: Capability expected across much or all of an organisation.

Functional competency: Capability associated with a professional or occupational field.

Technical competency: Specialised knowledge or skill required for particular work.

Job rotation: Movement between tasks or jobs to increase experience and variety.

Job enlargement: Addition of tasks at a similar level of responsibility.

Job enrichment: Addition of autonomy, responsibility, planning or feedback.

Task identity: The extent to which a job involves completing an identifiable whole piece of work.

Task significance: The perceived impact of work on other people or outcomes.

Critical incident: A specific example of especially effective or ineffective behaviour.

Behavioural indicator: Observable evidence associated with a competency.

Proficiency level: Degree of capability, often expressed through complexity, independence or impact.

Work sample: Assessment requiring candidates to perform a realistic job-related task.

Reasonable adjustment: Appropriate modification enabling a person to participate fairly in work or assessment.

Review Questions

Short Answer Questions

1. What is the purpose of job analysis?
2. Distinguish between a job description and a person specification.
3. Identify two advantages and two limitations of observation as a job-analysis method.
4. What is meant by job enrichment?
5. Define a behavioural indicator in a competency framework.

Long Answer Questions

1. Explain the stages of a systematic job-analysis process and show why verification is important.
2. Compare interviews, questionnaires, observation and work diaries as methods of job analysis.
3. Discuss how the Job Characteristics Model can inform job design, including its limitations.
4. Explain how competency frameworks can support recruitment, performance management and development.
5. Discuss the ethical and governance issues involved in using AI to analyse jobs or assess competencies.

Analytical / Application Questions

1. A hospital administrator’s job description lists only routine filing duties, although the administrator now coordinates digital records, supports compliance audits and advises patients. Design an analysis plan and identify the likely changes to the job description and person specification.
2. A call centre rewards employees mainly for reducing average handling time. Complaints and repeat calls are increasing. Analyse the likely job-design and measurement problems, and recommend a better integrated approach.
3. Develop three competency definitions, each with two behavioural indicators at foundation and advanced levels, for a team leader responsible for service quality and employee development.

Multiple Choice Questions with Answers

Question 1

Which document primarily explains the duties, purpose and reporting relationships of a job?

A. Job description

B. Person specification

C. Competency framework

D. Succession plan

Correct Answer: A. Job description

Question 2

Which job-analysis method is generally most suitable for observing visible, routine physical work?

A. Observation

B. Critical-incident interview only

C. Personality testing

D. Succession mapping

Correct Answer: A. Observation

Question 3

Which of the following is an example of job enrichment?

A. Adding responsibility for planning and decision-making

B. Adding more repetitive tasks at the same level

C. Moving an employee between departments without changing authority

D. Reducing feedback about work results

Correct Answer: A. Adding responsibility for planning and decision-making

Question 4

Which characteristic is included in the Job Characteristics Model?

A. Autonomy

B. Employee age

C. Organisation size

D. Pay grade

Correct Answer: A. Autonomy

Question 5

What is the main purpose of behavioural indicators in a competency framework?

A. To describe observable evidence of effective behaviour

B. To replace all job duties

C. To guarantee promotion

D. To measure employee personality privately

Correct Answer: A. To describe observable evidence of effective behaviour

Question 6

Which criterion is most appropriate for inclusion in a person specification?

A. A job-related requirement that can be assessed fairly

B. A preference for applicants from a particular social group

C. A traditional qualification with no connection to the work

D. A personal characteristic of the current job holder

Correct Answer: A. A job-related requirement that can be assessed fairly

Question 7

Why should job analysis use multiple sources where possible?

A. To compare formal requirements with work as actually performed

B. To avoid consulting job holders

C. To eliminate the need for verification

D. To ensure every employee receives the same job

Correct Answer: A. To compare formal requirements with work as actually performed

Question 8

A competency describing the ability to use payroll software and interpret payroll records is best classified as what type?

A. Technical or functional competency

B. Core competency only

C. Physical working condition

D. Job enlargement

Correct Answer: A. Technical or functional competency

Question 9

Which practice best supports fair structured interviews?

A. Using common questions and scoring anchors for candidates

B. Allowing each interviewer to assess unrelated qualities

C. Selecting candidates based on informal impressions

D. Changing essential criteria after seeing applicants

Correct Answer: A. Using common questions and scoring anchors for candidates

Question 10

What is an important limitation of using AI-generated job descriptions?

A. The output may reproduce bias or inaccurately represent actual work

B. AI can never process text

C. AI always eliminates confidential data risks

D. Human validation becomes unnecessary

Correct Answer: A. The output may reproduce bias or inaccurately represent actual work