Strategic Talent Acquisition

Chapter 6
Talent Sourcing and Pipeline Development

Post Graduate Program in Human Resource Management
Strategic Talent Acquisition   •   Post Graduate

Talent Sourcing and Pipeline Development

Introduction

Strategic talent acquisition begins before a vacancy is advertised. It involves identifying where capable people are likely to be found, creating legitimate reasons for them to consider an organisation, and developing relationships that convert future talent into present capability. Talent sourcing is therefore broader than recruitment advertising. Recruitment usually responds to an approved vacancy; sourcing builds access, visibility and relationships that support both immediate hiring and longer-term workforce strategy.

For organisations competing for scarce digital, managerial, technical and professional skills, sourcing is a strategic activity. It influences the quality and diversity of the applicant pool, time to fill, candidate experience, employer reputation and the organisation’s ability to respond to changing capability requirements. Effective sourcing also requires judgement. A channel that produces many applications may be less valuable than a smaller channel that produces highly qualified, diverse and retainable candidates.

This chapter examines internal mobility, employee referrals, career sites, social platforms, professional networks, agencies, executive search firms, educational institutions and talent communities. It then develops the concepts of sourcing funnels, Boolean search, relationship management and passive-candidate engagement. Particular attention is given to channel evaluation, data governance, ethical practice and the managerial decisions required to build a resilient talent pipeline.

Learning Objectives

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

  1. Distinguish talent sourcing from recruitment and explain its strategic value.
  2. Evaluate major internal and external sourcing channels.
  3. Design and interpret a sourcing funnel using appropriate metrics.
  4. Apply Boolean search logic to structured talent identification.
  5. Develop relationship-management practices for passive and prospective candidates.
  6. Assess sourcing decisions through the lenses of inclusion, privacy, fairness and business value.
  7. Recommend an integrated pipeline strategy for a specified workforce requirement.

1. Sourcing as a Strategic Capability

Talent sourcing is the systematic identification, attraction and cultivation of individuals who may meet current or future work requirements. It has four linked dimensions:

  • Market intelligence: understanding skill supply, competitor behaviour, compensation expectations, geography and professional communities.
  • Access: reaching people through channels that are credible and appropriate for the target population.
  • Qualification: assessing whether individuals possess relevant capability, motivation, availability and work authorisation.
  • Relationship development: maintaining trust and communication until a suitable employment decision becomes possible.

A sourcing strategy should begin with a workforce requirement rather than a preferred channel. The hiring manager and talent acquisition professional should clarify the work to be performed, essential and trainable capabilities, location or flexibility, level, employment arrangement, timeline and diversity objectives. A vague requirement produces noisy searches and weak candidate communication.

A useful distinction is between active candidates, who are currently seeking employment, and passive candidates, who are not actively applying but may consider a compelling opportunity. Passive status is not a permanent personal attribute; it describes a person’s current job-search behaviour. Ethical sourcing does not treat passive candidates as objects to be extracted from a market. It gives them adequate information and respects their right to decline.

Strategic alignment

Sourcing decisions should reflect the organisation’s talent philosophy. An organisation pursuing internal development may prioritise mobility and succession pools. A rapidly scaling enterprise may combine referrals, professional networks and specialist agencies. A public-sector employer may emphasise transparent career sites and institutional partnerships. The appropriate portfolio depends on labour-market conditions, role scarcity, employer reputation, cost, urgency and the consequences of a poor appointment.

2. The Sourcing Portfolio

No single sourcing channel is universally superior. Channels differ in reach, trust, speed, cost, data quality and likely candidate profile. The following table supports comparative diagnosis.

ChannelTypical strengthsTypical limitationsBest suited to
Internal mobilityRetention, organisational knowledge, shorter adjustment periodCan reproduce internal networks; creates backfill needsCareer development, succession, scarce internal capability
Employee referralsTrust, speed, role realism, strong social proofHomogeneity risk; informal screeningSkilled roles where employees know relevant communities
Career siteEmployer-controlled information and applicationsDepends on visibility and user experienceBroad, transparent and recurring hiring
Social platformsReach, storytelling and targeted communitiesVariable data quality; reputational and privacy risksEmployer branding and community engagement
Professional networksSearchable expertise and peer credibilityRequires skilled relationship buildingSpecialist and experienced professionals
Staffing agenciesSpeed, market access and administrative capacityFees, variable quality and possible brand distanceUrgent, high-volume or contingent requirements
Executive search firmsConfidentiality, assessment and senior-level accessHigh cost; slower and less transparentSenior, rare or strategically sensitive roles
Educational institutionsEarly-career access and capability developmentLimited experience for complex rolesGraduate, internship and apprenticeship hiring
Talent communitiesReusable relationships and future conversionRequires sustained content and data stewardshipRecurring or hard-to-fill workforce segments

The table should not be interpreted as a ranking. Channel effectiveness is contingent on the role and on execution. For example, a career site with poor mobile usability may underperform, while a well-managed alumni community may provide excellent specialist candidates.

2.1 Internal mobility

Internal mobility includes promotions, lateral moves, temporary assignments, project deployment, redeployment and skills-based movement across organisational boundaries. It is both a sourcing channel and a strategic workforce practice. Internal candidates often understand systems, customers and organisational norms, reducing some onboarding risks. Mobility can also improve retention by demonstrating that careers are not limited to the employee’s current role.

However, internal sourcing requires procedural fairness. Roles should not be informally reserved for favoured employees, and managers should not obstruct movement to protect their own teams. Clear eligibility rules, transparent vacancy information, developmental feedback and protection against retaliation are essential. Internal mobility can also create a vacancy elsewhere; workforce planning must account for the resulting chain of movement.

A mature mobility system uses skills profiles, learning records, manager discussions and employee career aspirations. It should not rely exclusively on manager nomination, because nomination systems may reproduce visibility and relationship biases.

2.2 Employee referrals

Referral programmes use employees’ social and professional knowledge to identify potential candidates. They are often effective because the referrer can provide realistic information about the work and organisational culture. Yet referrals are not automatically fair or diverse. If the existing workforce is socially homogeneous, an unstructured referral programme may intensify that homogeneity.

Good practice includes standard eligibility rules, consistent assessment after referral, incentives that do not pressure employees, and monitoring by demographic and job-group outcomes where lawful. Referrals should open access to the process, not guarantee selection.

2.3 Career sites and employer-owned channels

The career site is the organisation’s primary controlled source of employment information. It should present accurate job previews, selection stages, accessibility features, location and work-pattern information, pay information where required, development opportunities and realistic descriptions of organisational culture. Search-engine visibility and mobile usability affect reach, while application length and technical reliability affect conversion.

A career site should also support talent-community registration for individuals who are not ready to apply. Consent, communication preferences, retention periods and withdrawal mechanisms must be explicit. Collecting large volumes of personal data without a clear purpose is not strategic sourcing; it is unnecessary exposure.

2.4 Social platforms and professional networks

Social platforms can support employer storytelling, targeted campaigns, professional discussion and event promotion. Professional networks are particularly useful for identifying people by skills, credentials, publications, projects, affiliations and career history. The value lies not only in searching profiles but in participating credibly in communities.

Organisations should distinguish professional relevance from personal visibility. Information found online may be inaccurate, outdated, context-dependent or unrelated to job performance. Recruiters should avoid using protected or highly personal information in decision-making and should follow documented, job-related criteria. Platform terms of use and applicable privacy law must also be respected.

2.5 Agencies and search firms

Staffing agencies can extend capacity, provide local labour-market knowledge and manage high-volume or temporary hiring. Their performance depends on the quality of the brief, calibration of candidate standards, communication of the employer value proposition and governance of candidate ownership. Contracts should address fees, replacement provisions, data protection, non-discrimination, verification, exclusivity and reporting.

Executive search firms operate differently from high-volume agencies. They may conduct market mapping, confidential outreach, reference work and assessment for senior or rare roles. Their value is not simply the presentation of résumés; it is access, judgement and disciplined search. The client should still retain accountability for fair selection and should challenge unsupported claims about candidate quality or market scarcity.

2.6 Institutions and talent communities

Universities, professional bodies, technical institutes, boot camps, apprenticeship providers and community organisations offer access to emerging and underrepresented talent. Strong partnerships go beyond occasional advertising. They may include curriculum consultation, internships, case competitions, mentoring, faculty relationships, work-integrated learning and pre-employment development.

A talent community is a permission-based pool of people who have expressed interest in receiving relevant information or being considered for future opportunities. It is not merely a database of rejected applicants. Effective communities segment members by interests and capability, provide useful content, avoid excessive messaging and measure progression into relevant opportunities.

3. The Sourcing Funnel

A sourcing funnel represents the movement from potential reach to qualified hire. It helps managers identify where loss occurs and prevents the misleading assumption that a large number of contacts necessarily indicates success.

Potentially relevant market
          ↓
Reached or identified prospects
          ↓
Responding or interested prospects
          ↓
Screened candidates
          ↓
Interviewed candidates
          ↓
Offers
          ↓
Accepted offers
          ↓
Successful hires and later performance

The stages should be defined consistently. For example, an identified prospect is not necessarily a contacted prospect, and a contacted prospect is not necessarily a qualified candidate. A sourcing funnel may include the following ratios:

Stage conversion rate = Number progressing to next stage ÷ Number entering current stage × 100

The formula is applicable when the numerator and denominator refer to the same requisition cohort, period and stage definitions. It is a percentage and has no physical unit. A funnel may also report a stage yield:

Stage yield = Number at a specified stage ÷ Number at the initial stage

Suppose a campaign identifies 240 prospects, 72 respond, 36 pass an initial screen, 12 reach final interview and 3 accept offers. The response rate is 72 ÷ 240 × 100 = 30%. The screen progression rate is 36 ÷ 72 × 100 = 50%, and the offer acceptance rate cannot be calculated unless the number of offers is known. If four offers were made, acceptance would be 3 ÷ 4 × 100 = 75%. The example demonstrates why stage definitions and complete data matter.

Useful operational measures include:

  • Time to first qualified prospect: elapsed time from approved requisition to the first prospect meeting the agreed criteria.
  • Source-to-interview rate: interviews divided by candidates attributed to the source.
  • Source-to-hire rate: hires divided by candidates attributed to the source.
  • Offer acceptance rate: accepted offers divided by offers made.
  • Quality of hire: a defined post-hire outcome, such as performance, retention or manager assessment, measured after an appropriate period.
  • Cost per hire: attributable sourcing and hiring expenditure divided by the number of hires, provided cost boundaries are consistently defined.

Metrics should be interpreted cautiously. Attribution is difficult when candidates encounter several channels before applying. A source may generate awareness while another produces the application. Last-click attribution can therefore undervalue relationships, events and employer reputation. A multi-touch or contribution-based approach may be more informative, although it requires stronger data and explicit assumptions.

4. Boolean Search and Structured Identification

Boolean search uses logical operators to combine or exclude terms. The core operators are:

  • AND: requires both terms; it narrows results.
  • OR: accepts either term; it broadens results and captures synonyms.
  • NOT or a platform-specific exclusion operator: removes unwanted terms.
  • Quotation marks: search for an exact phrase.
  • Parentheses: group concepts and control logic.
  • Asterisk or wildcard: available on some systems, but platform-specific and not universally reliable.

A search for a data-security role might be structured as:

("information security" OR cybersecurity OR "cyber security")
AND (CISSP OR CISM OR "security architecture")
AND (cloud OR AWS OR Azure)
NOT (intern OR student)

The logic should reflect the role profile. Synonyms should be included because job titles differ across industries. Search strings should be tested iteratively: begin with essential concepts, review false positives and false negatives, then refine. Overly narrow strings exclude capable candidates whose experience is described differently; overly broad strings increase screening burden.

Boolean search is an identification aid, not a selection decision. A keyword may indicate exposure rather than proficiency, and the absence of a term does not prove the absence of a skill. Structured human review and job-related assessment remain necessary.

5. Relationship Management and Passive-Candidate Engagement

Relationship management treats sourcing as a sequence of credible interactions rather than a single message. A practical relationship process includes:

  1. Segment: group prospects by capability, career stage, location, likely motivation and relationship history.
  2. Research: understand the person’s professional context without collecting irrelevant personal information.
  3. Prioritise: focus effort on people whose capabilities and possible interests align with genuine organisational needs.
  4. Engage: communicate with relevance, transparency and respect.
  5. Nurture: provide useful information, events, professional content or development opportunities at an appropriate frequency.
  6. Convert or release: invite a formal process when suitable, or record the person’s preference and stop unsuitable contact.
  7. Learn: capture outcomes and improve messages, channels and segmentation.

A first message to a passive candidate should explain why the person was contacted, what the work involves, what is known about location and flexibility, and what the next step would be. It should not exaggerate seniority, conceal material conditions or imply a guaranteed outcome. A respectful message might invite a brief exploratory conversation rather than demanding an immediate application.

The employer value proposition should be evidence-based. Candidates commonly assess meaningful work, leadership quality, flexibility, learning, rewards, inclusion, stability and career prospects. The relevant proposition differs by segment. Technical specialists may value autonomy and technical standards; early-career candidates may value learning and supervision; senior leaders may focus on mandate, governance and strategic influence.

Candidate relationship management systems can record contact history, consent, skills, source, interests, stage and next action. Data quality controls are important: duplicate records should be resolved, outdated information should be removed or reviewed, and access should be limited by role. Automated messaging should support—not replace—professional judgement.

6. Designing an Integrated Sourcing Strategy

An integrated strategy connects workforce planning, channel selection, message design, funnel management and evaluation. The following sequence is useful:

Diagnose the requirement

Define the capability, scarcity, location, employment model, timeline and consequences of vacancy. Separate essential requirements from preferences. Identify whether the work could be redesigned, developed internally or shared across teams before assuming external hiring is necessary.

Select a channel portfolio

Use internal mobility first where capability and development potential exist, while maintaining fairness to external candidates where appropriate. Combine channels when the role is scarce: for example, professional-network search, employee referrals, a specialist community and a search firm. For early-career roles, combine institutional partnerships, internships, career sites and structured assessment.

Establish funnel targets

Targets should be based on historical evidence or cautious pilot data, not arbitrary expectations. Define what counts as a prospect, response, qualified candidate, interview, offer and hire. Track speed and quality together.

Calibrate with stakeholders

Hiring managers should review sample profiles and messages early. Calibration reduces disagreement about what “qualified” means and prevents agencies or sourcers from being evaluated against shifting standards.

Test and improve

A/B testing may compare two lawful, equivalent messages or landing pages, but testing must not manipulate or conceal material employment information. Results should be examined for differential effects across groups, not only aggregate conversion.

Govern the process

Document ownership, approvals, data access, retention, candidate communication standards and escalation procedures. Sourcing is an organisational process, not an individual recruiter’s private activity.

7. Ethical, Legal and Governance Considerations

Sourcing decisions can affect access to employment and therefore require strong governance. Important principles include:

  • Job relevance: use criteria connected to actual work requirements.
  • Consistency: apply comparable standards to comparable candidates.
  • Transparency: explain the nature and purpose of contact and assessment.
  • Privacy and proportionality: collect only data reasonably necessary for a legitimate purpose.
  • Consent and choice: provide communication preferences and practical withdrawal routes.
  • Non-discrimination: monitor whether channels or filters disproportionately exclude protected groups.
  • Accessibility: ensure career sites, communications and assessments can be used by people with disabilities.
  • Security: control access to candidate data and manage third-party processors.
  • Retention: establish defensible periods for retaining and deleting records.
  • Accountability: maintain auditable decisions, vendor oversight and complaint mechanisms.

Regulatory requirements vary by jurisdiction. Privacy, employment discrimination, automated decision-making, direct marketing, record retention and data-transfer rules may all apply. Legal compliance is a minimum standard; ethical practice also asks whether a technically lawful practice undermines dignity, trust or equal opportunity.

AI-enabled sourcing tools may rank profiles, infer skills, generate search strings or personalise messages. These tools can improve efficiency but may reproduce historical bias, rely on incomplete data, create false inferences or obscure why a person was selected. Human oversight should include validation before deployment, documentation of data sources, monitoring of disparate impact where lawful, explainability appropriate to the decision, security controls and a route for human review. AI should not be allowed to invent candidate facts or make unreviewed high-impact employment decisions.

8. Applied Case: Building a Pipeline for Cloud Security Specialists

The following is an illustrative case.

Background

A financial-services organisation planned to establish a cloud-security function. It needed eight specialists within nine months, including two senior architects. The labour market was competitive, and the organisation’s brand was stronger in finance than in technology. The initial proposal was to advertise all vacancies on the career site.

Problem

After six weeks, the campaign had generated 310 applications but only 18 candidates met the essential capability criteria. Many applicants had general information-technology experience but lacked cloud-security design exposure. The hiring manager also rejected several candidates because the role profile had been written around preferred titles rather than demonstrable capabilities.

Analysis

The talent acquisition team reviewed the funnel and identified three issues. First, the career site created reach but did not access many passive specialists. Second, the Boolean search used only the title “cloud security architect,” excluding people with titles such as platform security engineer or security solutions architect. Third, the employer proposition emphasised compliance and stability but did not explain the technical mandate, architecture autonomy or investment in modernisation.

Approach

The team redesigned the role profile around capability domains: cloud architecture, identity and access management, threat modelling, security controls and stakeholder influence. It created a search string using title synonyms and technical terms, then combined:

  • internal mobility for employees with adjacent security and infrastructure skills;
  • referrals supported by a clear anti-bias briefing;
  • professional-network outreach to passive candidates;
  • a specialist security association partnership;
  • a targeted search firm assignment for the two senior roles;
  • a permission-based talent community for candidates interested in future security work.

All candidates entered the same structured assessment process. Outreach messages disclosed the employer, role purpose, location expectations and exploratory nature of the conversation. The organisation tracked source, stage progression, time, diversity indicators where legally permissible and post-hire outcomes.

Outcome

Within the next four months, the organisation produced a smaller but more qualified pipeline. Internal candidates filled two positions, referrals produced three hires and the professional network produced two. The search firm filled one senior role. The organisation also retained several suitable candidates in the talent community for future vacancies. The result was not attributed to a single channel; it came from combining accurate capability definition, channel diversification, credible messaging and disciplined assessment.

Learning points

  1. High application volume can conceal poor qualification yield.
  2. Capability-based search is more robust than title-only search.
  3. Internal mobility should be integrated with external sourcing rather than treated as an afterthought.
  4. Passive candidates require relevant information and relationship quality, not repeated generic messages.
  5. Channel metrics should be linked to quality and later outcomes.
  6. Governance is essential when multiple vendors and data systems are involved.

9. Contemporary Developments and Best Practice

Several developments are reshaping sourcing. Skills-based talent marketplaces increasingly match work to capabilities rather than rigid job titles. Remote and hybrid work expand geographic access but also intensify competition and create legal, tax and managerial complexity. Professional communities are becoming more significant for specialist recruitment, while employee advocacy can extend employer reach.

Best practice is characterised by integration rather than technological novelty. Organisations should maintain accurate role profiles, develop internal mobility, cultivate diverse communities, use multiple channels, personalise outreach, measure funnel quality, audit automated tools and provide a respectful candidate experience. Sourcing leaders should also distinguish between activity and value: messages sent, profiles viewed and applications received are useful operational indicators, but they do not substitute for qualified, fairly selected and successful hires.

Chapter Summary

Talent sourcing is a strategic capability concerned with identifying, reaching, qualifying and developing relationships with current and future talent. Its effectiveness depends on alignment with workforce requirements, not on the popularity of a particular channel. Internal mobility supports development and retention; referrals provide trusted access but require safeguards against homogeneity; career sites provide controlled and transparent information; social and professional networks extend reach; agencies and search firms provide specialised capacity; institutions build early-career and diverse pipelines; and talent communities preserve permission-based relationships for future needs.

The sourcing funnel provides a framework for diagnosing movement from market identification to successful hire. Conversion rates are meaningful only when stages, cohorts and attribution rules are consistently defined. Boolean search improves identification by combining synonyms and technical concepts, but it cannot replace human assessment. Relationship management is central to passive-candidate engagement and requires relevance, transparency, consent and respect.

Strategic sourcing also involves governance. Privacy, accessibility, non-discrimination, data security, vendor oversight and responsible use of AI must be embedded in design rather than added after implementation. The strongest sourcing systems combine accurate capability definitions, channel portfolios, evidence-based employer propositions, disciplined funnel measurement and continuous learning.

Key Terms

Talent sourcing: Systematic identification, attraction and relationship development with potential talent.

Talent pipeline: A managed pool of prospective candidates at different stages of readiness.

Active candidate: A person currently seeking or applying for employment.

Passive candidate: A person not actively seeking employment but potentially open to a suitable opportunity.

Internal mobility: Movement of employees across roles, levels, projects or organisational units.

Employee referral: A candidate introduction made through an organisation’s employee.

Career site: An employer-controlled digital platform containing employment information and application facilities.

Professional network: A community or platform organised around occupational identity, expertise or professional relationships.

Talent community: A permission-based group of people interested in receiving relevant employment information.

Sourcing funnel: Staged representation of movement from potential prospects to hires.

Conversion rate: The proportion of individuals progressing from one defined stage to the next.

Boolean search: Search logic using operators such as AND, OR and NOT.

Employer value proposition: The credible benefits and experiences an organisation offers employees.

Candidate experience: The candidate’s perceptions and interactions throughout the hiring process.

Market mapping: Systematic analysis of where relevant talent and capabilities are located.

Search firm: A specialist provider that conducts targeted searches, often for senior or scarce roles.

Quality of hire: A defined measure of post-hire contribution, performance, retention or fit with role requirements.

Data minimisation: Collecting and retaining no more personal data than is reasonably necessary.

Review Questions

Short Answer Questions

  1. How does talent sourcing differ from recruitment advertising?
  2. Identify two strengths and two limitations of employee referrals.
  3. What is the purpose of a sourcing funnel?
  4. Explain the functions of AND, OR and NOT in Boolean search.
  5. Why should passive-candidate engagement be permission-based and transparent?

Long Answer Questions

  1. Critically evaluate internal mobility as a strategic sourcing channel.
  2. Compare career sites, professional networks, agencies and educational institutions for different workforce segments.
  3. Explain how sourcing metrics can be used without confusing activity with quality.
  4. Discuss the ethical and governance risks of using social-platform data in sourcing.
  5. Develop an integrated sourcing strategy for a scarce professional role.

Analytical / Application Questions

  1. An organisation receives 400 applications, of which 80 pass screening, 20 reach final interview and 5 accept offers from 6 offers made. Calculate the screening progression rate, final-interview progression rate and offer acceptance rate. Interpret the results and identify one additional metric required for a stronger evaluation.
  2. Construct a Boolean search string for a senior data-governance role using at least two title synonyms, three capability terms and one exclusion term. Explain the risks of making the string too broad or too narrow.
  3. A referral programme increases hiring speed but reduces demographic diversity. Diagnose possible causes and recommend a revised programme using channel governance, structured assessment and complementary sourcing channels.

Multiple Choice Questions with Answers

Question 1

Which statement best describes strategic talent sourcing?

A. Publishing every vacancy on the organisation’s career site

B. Systematically identifying, attracting and developing relationships with potential talent

C. Selecting the candidate with the longest résumé

D. Outsourcing all recruitment activity to an agency

Correct Answer: B. Systematically identifying, attracting and developing relationships with potential talent

Question 2

What is a principal governance risk of an unstructured employee-referral programme?

A. It always increases time to hire

B. It prevents internal mobility

C. It may reproduce the social homogeneity of the existing workforce

D. It eliminates the need for assessment

Correct Answer: C. It may reproduce the social homogeneity of the existing workforce

Question 3

Which Boolean operator broadens a search by accepting synonyms?

A. AND

B. OR

C. NOT

D. EXACT

Correct Answer: B. OR

Question 4

If 72 of 240 identified prospects respond to outreach, what is the response rate?

A. 20%

B. 25%

C. 30%

D. 35%

Correct Answer: C. 30%

Question 5

Which practice is most appropriate when engaging a passive candidate?

A. Hide the employer until the candidate agrees to interview

B. Send repeated generic messages regardless of preference

C. Explain the reason for contact and provide relevant role information

D. Treat online personal information as automatically job-related

Correct Answer: C. Explain the reason for contact and provide relevant role information

Question 6

What is a key advantage of internal mobility?

A. It eliminates all vacancies

B. It can support retention while leveraging organisational knowledge

C. It guarantees demographic diversity

D. It removes the need for transparent procedures

Correct Answer: B. It can support retention while leveraging organisational knowledge

Question 7

Why can last-click attribution undervalue talent-community activity?

A. Talent communities never produce applicants

B. The final application channel may receive credit for earlier relationship-building activity

C. Last-click attribution measures only interview quality

D. Talent communities are always external vendors

Correct Answer: B. The final application channel may receive credit for earlier relationship-building activity

Question 8

Which statement about Boolean search is most accurate?

A. It proves that a person possesses a skill

B. It replaces structured assessment

C. It helps identify profiles but may create false positives and false negatives

D. It should contain only exact job titles

Correct Answer: C. It helps identify profiles but may create false positives and false negatives

Question 9

Which principle requires collecting no more candidate data than reasonably necessary?

A. Data minimisation

B. Market mapping

C. Employer branding

D. Offer calibration

Correct Answer: A. Data minimisation

Question 10

What is the most appropriate role for human oversight in AI-enabled sourcing?

A. To approve every automated inference without review

B. To validate tools, monitor risks and provide human review of consequential decisions

C. To remove all documentation requirements

D. To allow the system to invent missing candidate facts

Correct Answer: B. To validate tools, monitor risks and provide human review of consequential decisions

Strategic Talent Acquisition
Chapter 6 of 14