Talent Acquisition & Recruitment

Chapter 4
Recruitment Strategy and Process Design

Bachelors Program in Human Resource Management
Talent Acquisition & Recruitment   •   Bachelor

Recruitment Strategy and Process Design

Introduction and Context

Recruitment is the planned organisational activity of attracting, informing, and enabling potentially suitable people to apply for work. Selection is the subsequent process of evaluating applicants and making a justified employment decision. The distinction is important: recruitment creates an appropriate applicant pool and applicant experience; selection assesses that pool against job-related criteria. Hiring is the formal organisational decision and appointment action that follows selection. In practice, the activities are connected, but their purposes, controls, and measures differ.

A recruitment strategy translates workforce requirements into a repeatable process. It answers five questions:

  1. What capability is required, and why?
  2. Which labour markets and talent sources should be used?
  3. Who owns each decision and activity?
  4. What service standards, budget, controls, and evidence apply?
  5. How will the organisation evaluate results and hand the successful candidate into employment?

Poorly designed recruitment produces delays, inconsistent decisions, unnecessary costs, weak candidate relationships, and legal risk. A well-designed process aligns business need, employee value proposition, inclusion, operational efficiency, evidence-based assessment, and onboarding continuity.

Learning Objectives

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

  • distinguish recruitment, selection, hiring, and onboarding;
  • design an end-to-end recruitment process from requisition to onboarding handover;
  • allocate responsibilities using a sound governance and RACI model;
  • establish service standards, decision gates, budgets, timelines, and documentation requirements;
  • design a fair and informative applicant experience;
  • select appropriate evaluation criteria and recruitment metrics;
  • analyse ethical, legal, technological, and operational risks; and
  • apply the framework to a realistic organisational case.

1. Strategic Foundations

1.1 From workforce plan to requisition

Recruitment should begin with an authorised workforce requirement rather than an informal request to “find someone.” Workforce planning identifies the quantity and type of labour required. A requisition converts that requirement into a specific, approved vacancy.

A robust requisition normally includes:

  • position title, department, location, and reporting relationship;
  • reason for hiring, such as growth, replacement, succession, or temporary demand;
  • employment type, work pattern, and proposed start date;
  • essential and desirable knowledge, skills, abilities, and other characteristics;
  • approved salary range and employment conditions;
  • recruitment route and proposed sourcing channels;
  • selection panel and decision authority;
  • budget code and cost-centre approval;
  • risks, accessibility requirements, and conflicts of interest; and
  • target dates for advertising, shortlisting, assessment, offer, and start.

The requisition is a governance document. It prevents scope drift, confirms affordability, and provides the reference point against which later changes are approved.

1.2 Recruitment strategy as alignment

Recruitment strategy should align four elements:

ElementStrategic questionTypical evidence
DemandWhat work and capability are needed?Workforce plan, workload, turnover data
SupplyWhere are suitable candidates available?Labour-market data, skills scarcity, competitor analysis
Value propositionWhy would a suitable person join and remain?Employee value proposition, career, flexibility, rewards
Process capabilityCan the organisation deliver fairly and quickly?Recruiter capacity, systems, panel availability

A strategy may use internal mobility, employee referrals, direct sourcing, professional networks, careers sites, universities, agencies, or targeted advertising. Channel choice should reflect the role and the evidence about where relevant candidates can be reached, not habit alone.

1.3 Recruitment, selection, hiring, and onboarding

TermMeaningPrimary output
RecruitmentAttracting and informing potential applicants and managing applications into the processSuitable and fairly treated applicant pool
SelectionEvaluating applicants against predetermined, job-related criteriaDocumented recommendation or ranking
HiringAuthorising and formalising appointmentApproved offer and employment contract
OnboardingEnabling the new employee to become an effective, compliant member of the organisationPrepared employee, manager, and workplace

Recruiters may coordinate selection, but coordination is not the same as owning the technical assessment. The hiring manager and authorised panel own the substantive evaluation and recommendation, subject to organisational policy.

2. The End-to-End Recruitment Process

A process should have visible stages, entry criteria, outputs, ownership, and decision gates. The following model is suitable for many professional and administrative roles.

Stage 1: Workforce need and requisition approval

The line manager documents the need. Finance or budget control confirms affordability. HR or the recruitment function checks job architecture, employment conditions, and policy compliance. The authorised approver releases the requisition.

Gate 1: No sourcing or advertising begins without an approved requisition, role profile, budget, and decision authority.

Stage 2: Role analysis and attraction design

The recruiter and hiring manager validate the role purpose, outcomes, competencies, essential criteria, and realistic working conditions. Criteria must be necessary for performance and written in inclusive, observable language. The team then agrees the employee value proposition, advertising message, channels, closing date, and accessibility arrangements.

A job advertisement should state the role purpose, major outcomes, essential requirements, location or flexibility, pay information where required, selection stages, contact route, and equal-opportunity commitment. It should not imply preferences unrelated to job performance.

Stage 3: Sourcing and application management

Recruitment activities may include advertising, direct sourcing, referrals, internal mobility, and agency engagement. All candidates should receive consistent essential information. The applicant tracking system should record source, application date, status, communications, consent where required, and retention or deletion rules.

Sourcing is not an invitation to lower standards. It is a method of creating access to a relevant pool. Recruiters should monitor whether channels exclude groups, create excessive volume, or generate applicants who do not meet the role criteria.

Stage 4: Eligibility and initial screening

Screening verifies minimum, job-related requirements such as legal work eligibility, required certification, availability, or essential experience. Screening questions should be defined before applications are reviewed. Automated screening must be validated for disparate impact and should not replace accountable human oversight.

A screening decision should be recorded as “meets,” “does not meet,” or “requires clarification,” with a reason linked to an approved criterion. Personal assumptions, protected characteristics, school prestige, accent, or unexplained “culture fit” are not defensible substitutes for job-related evidence.

Stage 5: Selection assessment

Selection uses valid evidence-gathering methods. Common methods include structured interviews, work samples, simulations, technical tests, assessment centres, and reference checks. Each method should map to a criterion and have a scoring rubric.

A simple weighted assessment model is:

S = ∑(wi × ri), where ∑wi = 1

Here, S is the total score, wi is the weight assigned to criterion i, and ri is the candidate’s normalised rating for that criterion, commonly on a 0–100 scale. The model is applicable when criteria are defined in advance, weights are justified, ratings use a consistent scale, and the organisation has not created an unlawful automatic exclusion rule. A high score does not override a failure on an essential requirement.

Worked example. Suppose technical capability has weight 0.40 and rating 80, communication weight 0.25 and rating 70, problem solving weight 0.20 and rating 90, and collaboration weight 0.15 and rating 60. Then:

S = (0.40×80) + (0.25×70) + (0.20×90) + (0.15×60)

S = 32 + 17.5 + 18 + 9 = 76.5

The candidate’s weighted score is 76.5 out of 100. The panel must still check minimum thresholds, evidence quality, reasonable adjustments, and comparative consistency.

Structured interviews improve reliability by asking candidates the same core questions, using anchored rating scales, and recording evidence separately from general impressions. Panel members should score independently before discussion to reduce conformity effects.

Stage 6: Decision, approval, and offer

The panel documents evidence against each criterion and records the recommendation. The hiring manager confirms the business decision; HR verifies process compliance, pay alignment, and required approvals. The authorised officer approves the offer. Unsuccessful applicants receive timely, respectful communication consistent with policy. Where feedback is offered, it should be evidence-based and avoid disclosure of confidential comparative information.

An offer should identify the role, reporting line, pay, conditions, location, proposed start date, contingencies, acceptance period, and contact for questions. Verbal promises outside the approved offer should be avoided.

Stage 7: Pre-employment checks and contract

Checks may include references, right-to-work verification, qualifications, professional registration, safeguarding, criminal-record checks, or health requirements, depending on the role and law. Checks must be proportionate, relevant, consent-based where required, securely handled, and applied consistently.

The organisation should distinguish a conditional offer from a confirmed appointment. The status of each condition must be recorded, and no person should start regulated work before mandatory clearance is complete.

Stage 8: Onboarding handover

Onboarding handover is a formal transfer, not an informal email. Ownership should be explicit:

  • Recruitment/HR operations owns the handover record, confirms that recruitment documentation is complete, and transfers only necessary information through an approved system.
  • The line manager owns role readiness, first-day arrangements, objectives, introductions, equipment confirmation, and early performance support.
  • HR or the people-services team owns contract administration, policy information, payroll initiation, benefits, mandatory learning, and employment-record creation.
  • IT, facilities, security, and other service teams own their operational preparations.
  • The new employee supplies accurate information, completes required forms and learning, and raises access or adjustment needs; the employee is not responsible for organisational handover or for assessing candidates.

The handover package should contain, as appropriate:

  1. accepted offer and contract status;
  2. confirmed start date, work location, schedule, and reporting manager;
  3. approved role profile and initial objectives;
  4. completed checks and outstanding conditions;
  5. payroll, benefits, tax, and emergency-contact requirements;
  6. equipment, system access, workspace, and accessibility needs;
  7. mandatory training and compliance requirements;
  8. confidentiality, privacy, and records instructions; and
  9. named owners, due dates, and escalation contacts.

Transfer should occur after acceptance and before the start date, subject to data-minimisation and access controls. A practical service standard might require the recruiter to send the complete handover within one business day of accepted offer and the manager to confirm readiness at least three business days before start. These are design choices, not universal legal rules, and should be adapted to organisational capacity and regulation.

A handover checklist should have a receiving owner and a completion status. HR should not close the recruitment case until the handover is accepted, required records are stored, unsuccessful-candidate communications are completed, and any agency invoice or retention action is reconciled.

3. Service Standards, Timelines, and Capacity

Service standards convert general expectations into measurable commitments. Examples include acknowledgement of applications within two business days, response to hiring-manager queries within one business day, shortlist review within five business days of closing, interview feedback within two business days, and candidate outcome communication within three business days of a decision.

Standards must distinguish elapsed time from working time and identify dependencies. A recruiter cannot guarantee an interview date if the panel has not supplied availability. A service catalogue should therefore state the owner, clock, input required, output, escalation route, and permitted exception.

A recruitment timeline can be planned backwards from the required start date:

ActivityIllustrative durationDependency
Requisition and approval5 working daysWorkforce need and budget
Role design and advertisement4 working daysApproved requisition
Advertising and applications10 working daysPublished vacancy
Screening and shortlist5 working daysClosing date
Assessment and decision7 working daysPanel availability
Checks and offer5 working daysPreferred candidate
Notice and onboarding preparationVariableCandidate and legal conditions

The total internal process before notice is 36 working days in this illustration: 5 + 4 + 10 + 5 + 7 + 5. It is not a promise, because candidate notice periods, approvals, checks, and market conditions may extend the elapsed calendar time.

Useful process measures include:

Time-to-fill = date vacancy is filled − date requisition is approved
Time-to-hire = date candidate accepts offer − date candidate enters the process
Stage conversion rate = number advancing from a stage ÷ number entering that stage × 100%

These measures require consistent definitions. Time-to-fill and time-to-hire answer different questions and must not be treated as interchangeable.

4. Governance and Stakeholder Roles

Governance protects fairness, accountability, confidentiality, and value for money. It includes decision rights, documentation, segregation of duties, escalation, auditability, and review.

A RACI model identifies who is Responsible for performing work, Accountable for the outcome, Consulted before action, and Informed afterward. Each activity should normally have one accountable owner, although several people may be responsible.

ActivityHiring managerRecruiter/HRSelection panelFinance/approverHR operationsApplicant
Define need and role outcomesA/RCCCII
Approve requisition and budgetCCIA/RII
Design attraction and publish vacancyCA/RCIII
Source and administer applicationsCA/RIIII
Apply agreed eligibility screenCA/RCIII
Conduct structured assessmentARRIII
Recommend selection decisionA/RCRICI
Approve offer and appointmentRCIACI
Communicate outcomesCA/RCIII
Complete contract and pre-employment checksCRIIA/RC
Prepare onboarding handoverCA/RIIRI
Prepare workplace and first-day experienceA/RCIIRI
Complete new-starter information and learningACIIRR

The applicant is responsible for supplying truthful information, attending agreed activities, and completing required forms—not for assessing candidates, communicating organisational outcomes, or governing the recruitment process. Those responsibilities belong to organisational stakeholders.

Segregation of duties is especially important where one person could create a vacancy, approve expenditure, assess candidates, and appoint without review. Smaller organisations may combine roles, but they should document compensating controls such as a second reviewer or periodic audit.

5. Budget Design and Evaluation

A recruitment budget should include direct and indirect costs:

  • advertising and campaign costs;
  • agency fees and referral payments;
  • assessment tools and venue or platform costs;
  • recruiter and panel time;
  • travel, accessibility, and reasonable adjustments;
  • background checks and occupational requirements;
  • technology, licence, and data-storage costs; and
  • onboarding preparation and equipment where attributable to the vacancy.

A simple cost-per-hire measure is:

Cost per hire = total recruitment costs for a period ÷ number of hires in that period

If an organisation spends £18,000 on recruitment in a quarter and makes 12 hires, the cost per hire is £1,500. This metric is meaningful only when the numerator and denominator use the same period and scope. It should not be used alone: a low cost may reflect poor quality, exclusion, or excessive workload.

A balanced evaluation dashboard may include:

DimensionExample measures
EfficiencyTime-to-fill, stage cycle time, cost per hire
EffectivenessOffer acceptance, probation completion, early turnover, hiring-manager satisfaction
Quality and fairnessStructured-score reliability, adverse-impact review, accessibility completion
ExperienceApplicant communication satisfaction, complaint rate, response timeliness
ComplianceFile completeness, approval exceptions, check completion

Quality-of-hire measures require careful design because performance is influenced by manager support, role clarity, training, and labour conditions—not recruitment alone.

6. Applicant Experience and Ethical Practice

Applicant experience is an operational and ethical responsibility. Applicants invest time, disclose personal information, and often cannot observe the organisation’s internal constraints. A credible process therefore provides accurate information, reasonable accessibility, timely status updates, respectful treatment, and a clear contact route.

Key practices include:

  • publish realistic role information rather than exaggerated employer branding;
  • tell applicants what stages and approximate timings to expect;
  • provide reasonable adjustments without requiring unnecessary disclosure;
  • use plain language and accessible digital formats;
  • limit data collection to legitimate purposes;
  • explain retention and privacy arrangements;
  • avoid unpaid work samples that are disproportionate or commercially exploitable;
  • communicate decisions promptly; and
  • provide a safe route for complaints or concerns.

Ethical recruitment also requires attention to power asymmetry. Candidates may feel pressure to disclose health, family, political, or personal information unrelated to the job. Interviewers should avoid such questions and focus on evidence of capability and availability relevant to the role.

Legal requirements vary by jurisdiction, but common risk areas include discrimination, privacy and data protection, right-to-work rules, accessibility, wage transparency, record retention, agency regulation, and misleading advertising. HR professionals should obtain current jurisdiction-specific advice rather than relying on a generic checklist.

7. Technology, Automation, and AI

Applicant tracking systems can standardise workflows, maintain records, schedule communication, and produce process data. Video interviewing, chatbots, automated matching, and generative AI can reduce administrative effort, but they introduce risks.

Before implementing an AI-enabled tool, the organisation should establish:

  1. the legitimate business purpose and human decision owner;
  2. the data used for development and operation;
  3. validation evidence for job-related accuracy;
  4. testing for disparate impact and accessibility;
  5. explainability and candidate-notification arrangements;
  6. security, retention, vendor accountability, and audit rights; and
  7. a route for human review, correction, and appeal.

Automation should not silently convert historical hiring patterns into future exclusion. For example, a model trained on previous employees may reproduce past under-representation. A human reviewer must have authority to challenge the output, not merely confirm it. AI may assist with drafting or administration, but confidential applicant data should not be placed into an unapproved public tool.

8. Applied Case: Northbridge Health Services

This is an illustrative case.

Background

Northbridge Health Services, a regional provider, must recruit six clinical-administration coordinators before a new outpatient service opens. Previous campaigns have taken more than two months, generated inconsistent interview records, and left managers uncertain about who prepares new starters.

Problem

The operations director asks HR to advertise immediately. However, the proposed role profile combines reception, scheduling, data entry, and informal clinical advice. The budget has not been confirmed, and no panel or onboarding owner is named.

Analysis

HR pauses publication and identifies four risks. First, the role is over-broad and may attract candidates under false expectations. Second, the absence of a requisition weakens financial control. Third, informal clinical advice is not an appropriate criterion for a non-clinical role. Fourth, the prior process ended at offer acceptance without a controlled handover.

Approach and solution

The hiring manager, HR, finance, and service lead rewrite the role around measurable outcomes: accurate appointment scheduling, respectful patient communication, secure records handling, and escalation of clinical questions. Finance approves six positions and a defined salary range. HR creates a structured scorecard with weighted criteria: scheduling accuracy 35%, communication 25%, data confidentiality 20%, problem solving 20%.

The campaign uses the careers site, an internal mobility route, and a local community partnership. The advertisement states shift patterns, accessibility support, selection stages, and expected timing. Screening checks only essential administrative experience and availability for the required shifts.

A three-person panel uses the same work sample and interview questions. Members score independently before discussion. HR records reasons, checks for conflicts of interest, and communicates outcomes within the agreed standard. Following acceptance, HR operations receives the contract and check status; the line manager confirms equipment, roster, first-day instructions, and a 30-day objective plan; IT creates access only after the appropriate approvals.

Outcome

The process produces an auditable shortlist, clearer candidate expectations, and a complete handover before each start date. Northbridge also learns that reducing delay requires panel availability and role clarity, not simply faster advertising.

Learning points

The case demonstrates that recruitment strategy begins before advertising, selection quality depends on predetermined evidence, and onboarding is a governed continuation of the employment decision. It also shows why accountability must remain with organisational stakeholders rather than being transferred to applicants.

9. Challenges and Limitations

Recruitment design involves unavoidable trade-offs. Greater structure may improve consistency but increase administration. Faster processes may reduce candidate loss but create pressure for incomplete assessment. Broad sourcing may increase reach while producing unmanageable volume. AI may improve throughput while creating opaque discrimination risks.

Metrics also have limitations. Time measures can encourage rushed decisions; cost-per-hire can reward underinvestment; satisfaction surveys may overrepresent candidates with strong opinions; and early performance may reflect onboarding rather than recruitment. Managers should therefore interpret a dashboard as evidence for inquiry, not as an automatic verdict.

A mature process uses periodic review: examine exceptions, candidate complaints, demographic patterns where lawful and appropriate, conversion rates, quality indicators, and stakeholder feedback. Changes should be tested, documented, and evaluated against both efficiency and fairness.

Best-Practice Design Checklist

Before launching a vacancy, confirm that:

  • the workforce need, role profile, salary, budget, and authority are approved;
  • essential criteria are necessary, observable, and inclusive;
  • sourcing channels and accessibility arrangements are selected deliberately;
  • selection methods, questions, weights, thresholds, and panel roles are documented;
  • service standards, dependencies, and escalation routes are visible;
  • applicant data, privacy, retention, and security controls are defined;
  • offer and pre-employment-check responsibilities are allocated;
  • onboarding handover has a named sender, receiver, due date, checklist, and acceptance record; and
  • evaluation measures cover efficiency, effectiveness, fairness, experience, and compliance.

Chapter Summary

Recruitment strategy converts an approved workforce requirement into a controlled process for attracting and informing potential applicants. It must be distinguished from selection, which evaluates applicants, and from hiring, which formalises the appointment. A complete process moves through requisition, role design, attraction, sourcing, screening, structured selection, decision, offer, checks, and onboarding handover.

Effective design depends on clear service standards, realistic timelines, budget discipline, documented decision gates, and a RACI model that assigns assessment and outcome communication to organisational stakeholders rather than applicants. Onboarding handover is a formal transfer requiring ownership, documentation, timing, data controls, and acceptance by HR and line management. Applicant experience, accessibility, privacy, ethical practice, and AI governance are central—not optional additions. Finally, recruitment should be evaluated through balanced measures of efficiency, quality, fairness, experience, and compliance.

Key Terms

Recruitment: Organisational activity for attracting and informing potential applicants and managing applications.

Selection: Evaluation of applicants against predetermined, job-related criteria.

Hiring: Formal authorisation and appointment of a selected candidate.

Onboarding: Activities that enable a new employee to become effective and integrated.

Requisition: Approved request to recruit for a defined position.

Employee value proposition: The benefits, conditions, experience, and meaning offered in exchange for work.

Sourcing: Methods used to locate and attract potential applicants.

Screening: Initial review against specified eligibility or essential criteria.

Structured interview: Interview using consistent questions and anchored scoring.

Work sample: Job-related task used to generate performance evidence.

Selection panel: Group authorised to assess candidates and recommend a decision.

Service standard: Defined performance expectation for an activity or response.

RACI: Framework identifying Responsible, Accountable, Consulted, and Informed parties.

Cost per hire: Recruitment expenditure divided by hires in the defined period.

Time-to-fill: Time from approved requisition to vacancy being filled.

Applicant tracking system: System for recording and managing recruitment activity.

Reasonable adjustment: Modification enabling equitable participation by a person with a disability or access need.

Data minimisation: Collecting and sharing only information necessary for a legitimate purpose.

Adverse impact: Disproportionate negative effect of a process on a protected or identifiable group.

Onboarding handover: Controlled transfer of appointment and readiness information to responsible employment and operational owners.

Review Questions

Short Answer Questions

  1. Distinguish recruitment from selection and hiring.
  2. What information should an approved requisition contain?
  3. Why are structured interviews generally preferable to unstructured interviews?
  4. Define Responsible and Accountable in a RACI model.
  5. Identify four items that should appear in an onboarding handover package.

Long Answer Questions

  1. Explain how workforce planning is translated into an end-to-end recruitment process.
  2. Discuss how service standards and dependencies should be designed and monitored.
  3. Evaluate the ethical and legal considerations involved in applicant screening.
  4. Explain how recruitment budgets and evaluation metrics can support managerial decision-making while also creating misleading incentives.
  5. Discuss the governance requirements for using AI in recruitment.

Analytical / Application Questions

  1. A manager asks a recruiter to advertise a role immediately but provides no approved salary, panel, or job profile. Diagnose the governance risks and design the correct response.
  2. Design a RACI allocation and onboarding handover checklist for a newly appointed finance officer.
  3. An organisation has fast time-to-fill but high early turnover and frequent applicant complaints. Analyse possible causes and propose a balanced evaluation plan.

Multiple Choice Questions with Answers

Question 1

Which activity is primarily part of selection rather than recruitment?

A. Publishing a vacancy

B. Attracting applicants through referrals

C. Scoring candidates against structured criteria

D. Providing information about the employee value proposition

Correct Answer: C. Scoring candidates against structured criteria

Question 2

Who should own the substantive assessment of candidates?

A. The applicant

B. The hiring manager and authorised selection panel

C. The payroll administrator

D. The advertising platform

Correct Answer: B. The hiring manager and authorised selection panel

Question 3

Which is the strongest purpose of a recruitment requisition?

A. To replace the employment contract

B. To authorise and define the recruitment need

C. To guarantee that a candidate will be hired

D. To record an applicant’s interview answers

Correct Answer: B. To authorise and define the recruitment need

Question 4

In the weighted-score example, the total score was 76.5. Which calculation produces that result?

A. 0.40×80 + 0.25×70 + 0.20×90 + 0.15×60

B. 0.40×80 + 0.25×60 + 0.20×70 + 0.15×90

C. 0.40×70 + 0.25×80 + 0.20×60 + 0.15×90

D. 0.40×90 + 0.25×80 + 0.20×70 + 0.15×60

Correct Answer: A. 0.40×80 + 0.25×70 + 0.20×90 + 0.15×60

Question 5

Which statement about onboarding handover is correct?

A. The applicant owns organisational readiness

B. It occurs only after the employee completes probation

C. It is a controlled transfer with named owners and documented information

D. It is unnecessary once an offer is accepted

Correct Answer: C. It is a controlled transfer with named owners and documented information

Question 6

If recruitment costs are £18,000 and 12 hires are made, what is cost per hire?

A. £150

B. £1,200

C. £1,500

D. £2,160

Correct Answer: C. £1,500

Question 7

Which practice best supports structured selection?

A. Allowing each interviewer to ask unrelated questions

B. Using common questions and anchored rating criteria

C. Selecting the candidate who seems most similar to the manager

D. Changing essential criteria after reviewing applicants

Correct Answer: B. Using common questions and anchored rating criteria

Question 8

What does time-to-hire usually measure?

A. Time from candidate entry into the process to offer acceptance

B. Time from employee start date to probation completion

C. Time from requisition approval to budget approval

D. Time from advertisement publication to contract renewal

Correct Answer: A. Time from candidate entry into the process to offer acceptance

Question 9

Which is an appropriate responsibility of an applicant?

A. Approving the recruitment budget

B. Communicating outcomes to other applicants

C. Assessing other candidates

D. Providing accurate information and completing required forms

Correct Answer: D. Providing accurate information and completing required forms

Question 10

Which control is most important before deploying an AI screening tool?

A. Removing all human review

B. Validating job-related performance and checking for disparate impact

C. Using historical hiring outcomes without examination

D. Allowing the vendor to determine the decision threshold without oversight

Correct Answer: B. Validating job-related performance and checking for disparate impact

Talent Acquisition & Recruitment
Chapter 4 of 15