HR Technology & HRIS Ecosystems

Chapter 13
Vendor Selection, Investment and Value Realization

Post Graduate Program in Human Resource Management
HR Technology & HRIS Ecosystems   •   Post Graduate

Vendor Selection, Investment and Value Realization

Introduction

Human resource technology decisions are strategic investments rather than routine purchasing exercises. An HR information system (HRIS), human capital management (HCM) suite, payroll platform, talent system, workforce analytics product, or employee-experience application can influence organisational capability, compliance, cost, data quality and employee trust for many years. The selection decision therefore extends beyond identifying the software with the most features. It requires a disciplined assessment of organisational needs, vendor capability, commercial exposure, implementation risk, service quality and the ability to realise measurable value.

The central managerial question is not simply, “Which system should we buy?” It is: “Which combination of technology, operating model, supplier relationship and organisational change will produce sustainable HR and business outcomes at an acceptable level of risk?”

This chapter examines market scanning, requests for information and proposals, demonstrations, fit-gap analysis, due diligence, contract evaluation, total cost of ownership (TCO), return on investment (ROI), benefits realisation, service levels, vendor risk and exit strategies.

Learning Objectives

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

  1. Conduct a structured market scan and distinguish an RFI from an RFP.
  2. Translate HR strategy and user needs into weighted evaluation criteria.
  3. Design effective demonstrations and perform fit-gap analysis.
  4. Evaluate vendor capability, financial health, security, privacy and implementation risk.
  5. Compare TCO, ROI, payback and benefits-realisation assumptions.
  6. Negotiate contracts, service levels, data rights and exit provisions.
  7. Construct a governance approach for monitoring value after implementation.

1. The Strategic Logic of HR Technology Investment

An HR technology investment creates value through several connected mechanisms:

  • Efficiency: fewer manual transactions, reduced duplication and faster processing.
  • Effectiveness: better recruitment, workforce planning, learning, performance or absence decisions.
  • Experience: simpler and more accessible services for employees and managers.
  • Control: stronger auditability, policy enforcement and regulatory compliance.
  • Insight: reliable data and analytics for workforce decisions.
  • Scalability: the ability to support growth, restructuring, geographic expansion or acquisitions.

These benefits are not automatic consequences of purchasing software. They depend on process redesign, data quality, adoption, integration, governance and leadership. A technically successful implementation can still fail to create value if managers avoid the system, reports are not trusted, or the organisation continues to operate old processes in parallel.

A useful investment logic is:

Business outcomes = Technology capability × Process quality × Adoption × Governance

This is a conceptual relationship, not a precise accounting equation. It highlights that if any factor is near zero, the value of the overall investment may be severely constrained. Technology capability alone cannot compensate for weak process design or poor adoption.

Strategic alignment

The business case should connect the proposed system to specific strategic priorities. For example:

Strategic priorityHR technology contributionPossible evidence
International growthCommon global core HR data and scalable workflowsFaster country deployment
Cost disciplineAutomation and shared servicesLower transaction cost
Skills-based organisationSkills taxonomy and talent intelligenceImproved internal mobility
Risk reductionControls, audit trails and compliance reportingFewer control exceptions
Employee experienceSelf-service and mobile accessHigher completion and satisfaction

The evaluation should avoid vague claims such as “best-in-class” or “digital transformation.” Each claim should identify a baseline, a target, an owner and a measurement period.

2. Market Scanning and Category Definition

A market scan is a structured investigation of available suppliers, product categories, deployment models, commercial approaches and emerging capabilities. It is conducted before detailed procurement so that the organisation understands the market sufficiently to define a realistic sourcing strategy.

Defining the problem before scanning solutions

The organisation should first clarify:

  • the processes in scope;
  • countries, legal entities and employee populations;
  • current pain points and root causes;
  • required integrations;
  • data classifications and regulatory constraints;
  • implementation time frame;
  • internal capability and sourcing preferences;
  • non-negotiable controls; and
  • expected outcomes.

A common error is to begin with a familiar product category, such as “we need an HCM suite,” before determining whether the actual problem concerns payroll accuracy, fragmented identity data, poor manager workflows or inadequate workforce planning.

Market dimensions

A market scan should compare suppliers across dimensions such as:

  1. Functional scope: core HR, payroll, recruitment, learning, performance, compensation, time, analytics and workforce planning.
  2. Architecture: software as a service, private cloud, hosted legacy software or on-premises deployment.
  3. Configurability: ability to adapt workflows without unsafe custom code.
  4. Integration: APIs, event services, identity management, data export and ecosystem partnerships.
  5. Geographic coverage: local payroll, language, legislation and support.
  6. Supplier profile: scale, ownership, financial stability and product investment.
  7. Commercial model: per-employee, per-module, transaction-based or consumption-based pricing.
  8. Implementation ecosystem: internal services, certified partners and independent specialists.

The scan should use multiple sources: analyst research, reference customers, professional networks, public documentation, security attestations, product road maps, demonstrations and supplier interviews. Marketing material is useful for generating hypotheses but should not be treated as independent evidence.

3. From RFI to RFP

Request for Information

An RFI is an exploratory document used to understand supplier capability and market structure. It normally asks suppliers to describe their product, deployment model, relevant experience, implementation approach, indicative pricing and limitations. An RFI is appropriate when the buyer has not yet determined the feasible solution set.

An RFI should not demand a fully engineered response. Excessive detail at this stage increases supplier effort without improving the buyer’s understanding.

Request for Proposal

An RFP is a formal competitive document requesting a sufficiently detailed solution and commercial proposal. It should include a statement of requirements, scope, assumptions, response format, evaluation method, timetable, contractual expectations and rules for clarification.

A well-designed RFP:

  • separates mandatory requirements from desirable capabilities;
  • asks suppliers to identify standard functionality, configuration, customisation, third-party dependency or roadmap commitment;
  • specifies data, integration, migration, testing and support expectations;
  • requires transparent pricing and assumptions;
  • requests implementation deliverables and resource models;
  • includes security, privacy and business-continuity questions; and
  • prevents suppliers from responding only with generic marketing language.

Weighted evaluation

A procurement team can use a weighted scoring model. Let si be the normalised score for criterion i, and wi its weight, where the weights sum to 1. The supplier’s total score is:

S = ∑(wi × si), with ∑wi = 1

Scores must use a documented scale, such as 0 to 5. A score of 5 should have a clear meaning, for example, “fully meets the requirement with demonstrated standard capability.” The model is decision support, not a substitute for judgement. A supplier with a high functional score may still be unacceptable if it fails a mandatory privacy, security or regulatory requirement.

Weights should reflect organisational priorities. For a payroll replacement, compliance, calculation accuracy and implementation control may receive high weights. For a global talent platform, user experience, skills data, integration and adoption may be more prominent.

4. Demonstrations as Evidence, Not Theatre

Supplier demonstrations often create false confidence because they are highly scripted. A credible demonstration process gives suppliers a common, scenario-based script derived from real work. Scenarios should include ordinary cases and exceptions, such as:

  • hiring an employee across multiple approval levels;
  • changing employment terms;
  • managing a leave or absence event;
  • correcting a payroll input;
  • transferring an employee between entities;
  • producing an audit report; and
  • responding to a data-subject request.

The buyer should ask the supplier to label each response as:

  • available in standard configuration;
  • available through configuration;
  • requiring custom development;
  • requiring a partner or third-party product;
  • on the product road map; or
  • unavailable.

Evaluators should record the number of steps, role changes, exception handling, accessibility, mobile usability, auditability and reporting effort. Demonstrations should include business users, HR specialists, IT architects, information-security professionals, legal advisers and procurement staff. Different observers notice different risks.

A strong demonstration also tests the supplier’s honesty. The willingness to state that a capability is unavailable is often more valuable than a polished but ambiguous claim.

5. Fit-Gap Analysis and Design Choices

Fit-gap analysis compares required business capabilities with what a proposed product can provide. It should distinguish a genuine product gap from a process preference or an unresolved requirement.

ClassificationMeaningTypical response
FitRequirement is met acceptablyAdopt standard capability
ConfigurationCapability exists but requires permitted setupConfigure and test
Process changeCurrent practice is not essential or efficientRedesign process
ExtensionCapability needs an approved add-on or integrationAssess cost and risk
CustomisationProduct code must be altered or supplementedUse only with strong justification
GapRequirement is not currently metAccept, mitigate, replace or reject

The preferred hierarchy is usually: standard functionality, configuration, process redesign, controlled extension, and customisation as a last resort. Excessive customisation increases upgrade complexity, testing effort, supplier dependence and total cost.

Fit-gap workshops should ask four questions:

  1. Is the requirement legally or operationally mandatory?
  2. Is the current process genuinely valuable, or merely familiar?
  3. What is the consequence of adopting the standard process?
  4. What is the lifecycle cost and risk of preserving the current process?

The result should be a traceable requirements matrix, not a collection of meeting impressions. Each requirement needs an owner, priority, evidence, decision and unresolved assumption.

6. Due Diligence: Looking Beyond the Product

Due diligence tests whether a supplier can deliver and sustain the promised service. It should be proportionate to risk and include the following areas.

Financial and organisational health

Review ownership, profitability or funding, debt exposure, customer concentration, acquisition history, product investment and staff turnover. Financial weakness does not automatically disqualify a supplier, but it may require stronger continuity protections, escrow arrangements or exit planning.

Implementation capability

Assess methodology, staffing, local expertise, partner dependence, migration capability, testing discipline, change management and experience with comparable complexity. Request references from customers with similar scale, geography and regulatory requirements—not only prestigious references with different circumstances.

Security and privacy

Review independent assurance reports, encryption, identity controls, privileged access, vulnerability management, incident response, penetration testing, subcontractors, data residency and deletion processes. Privacy due diligence should address lawful processing, purpose limitation, retention, cross-border transfers, data-subject rights and controller–processor responsibilities.

Product and technical architecture

Examine release practices, backward compatibility, API limits, integration tools, data models, reporting, accessibility and environment management. “Cloud” is not a sufficient architectural description; the buyer needs to understand isolation, availability, recovery and operational responsibility.

Business continuity

Evaluate recovery arrangements, service dependencies, recovery time objective (RTO) and recovery point objective (RPO). RTO is the targeted time to restore service after disruption. RPO is the targeted maximum period of data loss measured in time. These are service and continuity objectives, not guarantees unless contractually defined and supported by tested procedures.

7. Total Cost of Ownership and Investment Appraisal

TCO measures the full cost of acquiring, implementing, operating, changing and retiring a system. It should include both supplier charges and internal costs.

Typical cost categories are:

  • subscription or licence fees;
  • implementation and partner services;
  • data cleansing and migration;
  • integrations and testing;
  • internal project labour;
  • training and change management;
  • support and managed services;
  • security, audit and compliance activities;
  • enhancements and additional modules;
  • travel, temporary staffing and backfill; and
  • decommissioning and exit costs.

A simple undiscounted TCO over n years is:

TCOn = C0 + ∑(Ct), for t = 1 to n

Here, C0 is one-time implementation cost and Ct is the cost in year t. This is suitable for a basic comparison when timing and financing effects are immaterial. For investments with significant timing differences, use discounted cash flow. The net present value (NPV) is:

NPV = ∑[CFt ÷ (1 + r)t] − I0

CFt is net cash flow in period t, r is the discount rate per period, and I0 is the initial investment at time zero. Cash flows must be measured consistently, and the discount rate should reflect the organisation’s approved investment assumptions. NPV is positive when the present value of expected benefits and cash flows exceeds the initial investment.

ROI is commonly expressed as:

ROI = (Total benefits − Total costs) ÷ Total costs × 100%

ROI must state whether benefits and costs are gross or net, nominal or real, and measured before or after tax. Benefits should not be counted merely because a system has a feature. A benefit requires a credible causal mechanism and evidence.

Worked example

Suppose a three-year project has implementation costs of $600,000 and operating costs of $250,000 per year. Expected annual measurable benefits are $700,000. Ignoring discounting, total costs are:

$600,000 + (3 × $250,000) = $1,350,000.

Total benefits are 3 × $700,000 = $2,100,000. Therefore:

ROI = ($2,100,000 − $1,350,000) ÷ $1,350,000 × 100% ≈ 55.6%.

This result is only as credible as the assumptions. If the $700,000 includes unverified productivity claims, the calculated ROI is an estimate rather than a realised outcome.

Payback period is the time required for cumulative net benefits to recover the initial investment. It is easy to communicate but ignores benefits after payback and, in its basic form, ignores discounting. It should therefore complement, not replace, NPV and qualitative risk analysis.

8. Benefits Realisation

Benefits realisation converts the business case into an operating discipline. A benefits register should identify:

  • benefit statement;
  • baseline measure;
  • target and time frame;
  • calculation method;
  • data source;
  • benefit owner;
  • dependencies and risks; and
  • review frequency.

For example, “reduce HR transaction effort” is incomplete. A stronger statement is: “Reduce average case-handling time from 18 minutes to 11 minutes by month six after stabilisation, measured from the case-management system, while maintaining service quality.”

Benefits may be:

  • cashable: produce an actual budget reduction;
  • cost avoidable: prevent future expenditure;
  • capacity releasing: free employee time for higher-value work;
  • risk reducing: lower probability or impact of loss; or
  • strategic: improve capability without immediate financial gain.

The distinction matters because released capacity is not automatically a cash saving. If an organisation does not reduce staffing or redeploy capacity productively, the financial benefit may not materialise.

A benefits review should occur at baseline, go-live, stabilisation and agreed post-implementation intervals. The review should examine adoption, process performance, data quality and unintended effects, not only financial outcomes.

9. Contract Evaluation and Service-Level Design

The contract should translate procurement assumptions into enforceable rights and obligations. Important provisions include:

  • precise service description and scope;
  • fees, price increases, minimum commitments and renewal terms;
  • implementation milestones and acceptance criteria;
  • service availability and support response;
  • security, privacy and audit rights;
  • data ownership, access and portability;
  • subcontractor controls;
  • intellectual property and configuration ownership;
  • change control and product road-map commitments;
  • business continuity and disaster recovery;
  • indemnities, liability caps and exclusions;
  • termination rights and transition assistance; and
  • dispute resolution and governing law.

A service-level agreement (SLA) should distinguish availability from performance. Availability may be measured as:

Availability (%) = (Agreed service time − Unavailable time) ÷ Agreed service time × 100

The definition must specify exclusions, measurement method, maintenance windows, service credits and whether repeated failures trigger stronger remedies. A 99.9% monthly availability target permits approximately 43.2 minutes of unavailability in a 30-day month, before contractual exclusions. Service credits alone may be inadequate for a payroll system where a short outage at a critical time can cause substantial harm.

Service levels should also cover priority definitions, response and resolution targets, payroll-critical periods, incident communication, root-cause analysis and chronic-failure remedies.

10. Vendor Risk and Exit Strategy

Vendor risk includes financial, operational, cyber, privacy, concentration, geopolitical, legal and strategic risks. Risk assessment should consider both probability and impact, but a simple risk score should not create false precision. High-impact risks may require treatment even when probability is uncertain.

Mitigations include:

  • security and privacy assurance;
  • contractual audit and notification rights;
  • tested continuity arrangements;
  • multiple implementation partners;
  • documented integration interfaces;
  • regular data exports;
  • internal knowledge retention;
  • escrow or contingency arrangements where appropriate; and
  • a tested exit plan.

Exit planning should begin during selection. It should specify data formats, extraction frequency, retention and deletion, transition support, continued access during termination, subcontractor obligations, migration assistance, knowledge transfer and fees. An organisation that cannot explain how it would leave a supplier is exposed to lock-in, even if the initial contract appears inexpensive.

11. Governance, Ethics and Responsible Use

Vendor selection involves sensitive employee data and can affect fairness, autonomy and employment outcomes. Governance should address:

  • data minimisation and purpose limitation;
  • transparent use of employee data;
  • human oversight of automated recommendations;
  • bias testing in recruitment, promotion and performance tools;
  • accessibility and reasonable accommodation;
  • worker consultation where required;
  • segregation of duties and approval authority;
  • records retention and defensible deletion; and
  • accountability for supplier-created errors.

Artificial intelligence features deserve specific scrutiny. Buyers should ask what data trains the model, whether customer data is reused, how outputs are explained, how bias is monitored, whether humans can override recommendations, and how prompts or generated content are logged. “AI-enabled” is not evidence of validity. The organisation remains accountable for decisions made using vendor tools.

12. Illustrative Case: Northstar Foods’ Global HR Platform

Background

Northstar Foods, a fictional multinational with 18,000 employees in 12 countries, operated six HR systems and locally maintained spreadsheets. The board approved a global HR platform to improve workforce reporting, employee self-service and compliance control.

Problem

The initial procurement favoured the platform with the largest feature list. Demonstrations were scripted, and the business case treated all reduced HR effort as a cash saving. During due diligence, the team discovered that the preferred supplier required a partner for local payroll, had limited API capacity in one region and offered weak termination assistance.

Analysis

A cross-functional team redefined mandatory requirements. It separated global core HR from local payroll, classified requirements as fit, configuration, process change or extension, and introduced a weighted model: 25% functional fit, 20% implementation capability, 15% integration and architecture, 15% security and privacy, 15% commercial value and 10% service and exit risk. Any failure of mandatory compliance requirements caused disqualification regardless of score.

The team recalculated TCO over five years, including migration, internal backfill, partner services, annual price increases and exit costs. It also changed the benefits case. Only verified payroll-error reduction and approved vacancy avoidance were treated as cashable; released HR capacity was treated separately as a capacity benefit.

Approach and solution

The selected supplier was not the lowest initial bidder. It offered stronger standard processes, better local support and a contractual data-extraction obligation. The contract included implementation acceptance criteria, critical payroll service levels, annual security evidence, subcontractor notification, price protections and 12 months of transition assistance after termination.

Outcome

After implementation, Northstar achieved faster employee record changes and improved reporting consistency. Some projected productivity benefits were not realised because managers required additional training. The benefits register exposed this variance, leading to targeted adoption interventions rather than an unsupported claim of success.

Learning points

  1. A feature-rich product is not necessarily the best strategic fit.
  2. TCO must include internal and exit costs.
  3. Benefits need owners, baselines and evidence.
  4. Contractual portability should be negotiated before dependence develops.
  5. Adoption is a value-realisation variable, not merely a change-management activity.

Challenges and Limitations

Vendor evaluation is affected by incomplete information, changing product road maps, supplier optimism and internal political preferences. Weighted scoring can conceal serious weaknesses when a high score in one category offsets a mandatory concern. Financial models are sensitive to adoption, timing and attribution assumptions. References may be biased toward successful customers, while dissatisfied customers may be difficult to identify.

The remedy is not to eliminate judgement but to make assumptions visible, use independent evidence, test scenarios, apply mandatory gates, conduct sensitivity analysis and revisit the decision as new evidence emerges. Procurement should also avoid treating the contract award as the end of evaluation. Supplier performance must be monitored throughout the relationship.

Best-Practice Decision Sequence

A robust sequence is:

  1. Define outcomes and scope.
  2. Scan the market and identify viable categories.
  3. Gather information through an RFI where uncertainty is high.
  4. Issue an evidence-based RFP.
  5. Demonstrate common business scenarios.
  6. Conduct fit-gap, architecture and implementation analysis.
  7. Complete security, privacy, financial and reference due diligence.
  8. Compare TCO, NPV, ROI and non-financial value.
  9. Negotiate SLA, data, risk and exit provisions.
  10. Establish benefits ownership and post-contract governance.

Chapter Summary

HR technology vendor selection is a strategic decision involving capability, process, people, economics and risk. Market scans clarify the supplier landscape; RFIs reduce uncertainty; RFPs obtain comparable proposals; and scenario-based demonstrations generate stronger evidence than scripted presentations. Fit-gap analysis distinguishes standard capability from configuration, process change, extension, customisation and genuine gaps.

Due diligence must examine financial stability, implementation competence, architecture, security, privacy, continuity and subcontractors. TCO should include the complete lifecycle, while ROI, NPV and payback should be based on transparent assumptions. Benefits realisation requires baselines, targets, owners and evidence. Contracts should establish service levels, data rights, auditability, price controls, remedies and exit assistance. Finally, ethical governance is essential where HR systems process sensitive data or use artificial intelligence in employment-related decisions.

Key Terms

Market scan: Structured investigation of suppliers, products and market conditions.

RFI: Request for Information used to explore supplier capability and market structure.

RFP: Request for Proposal used to obtain detailed competitive solutions and pricing.

Fit-gap analysis: Comparison of required capabilities with proposed product capability.

Configuration: Use of supported settings to adapt a product without changing core code.

Customisation: Bespoke alteration or development beyond standard supported capability.

Total cost of ownership: Complete lifecycle cost of acquiring, operating, changing and retiring a system.

ROI: Return on investment expressed as benefits relative to costs.

NPV: Present value of future cash flows less the initial investment.

Benefits register: Controlled record of benefits, baselines, targets, owners and evidence.

Service-level agreement: Contractual specification of service performance and remedies.

RTO: Target time to restore service after disruption.

RPO: Target maximum period of data loss measured in time.

Vendor lock-in: Dependence that makes changing suppliers difficult or costly.

Due diligence: Investigation of supplier capability, financial condition, controls and risks.

Data portability: Ability to retrieve and transfer organisational data in usable form.

Cashable benefit: Benefit that produces an actual budget reduction or financial saving.

Capacity benefit: Released time that can be redeployed, though not necessarily converted into cash.

Product road map: Supplier’s planned future development direction.

Benefits realisation: Ongoing process of measuring and achieving intended investment outcomes.

Review Questions

Short Answer Questions

  1. What is the principal difference between an RFI and an RFP?
  2. Why should standard configuration generally be preferred to customisation?
  3. Identify four categories of cost included in TCO.
  4. What information should a benefits register contain?
  5. Distinguish RTO from RPO.

Long Answer Questions

  1. Explain how a cross-functional team should design and evaluate an HR technology RFP.
  2. Discuss the role of demonstrations and fit-gap analysis in reducing implementation risk.
  3. Explain why ROI calculations can be misleading in HR technology investments.
  4. Analyse the contractual provisions required to manage vendor and data risk.
  5. Discuss how ethics, privacy and AI governance should influence vendor selection.

Analytical / Application Questions

  1. An organisation’s preferred supplier scores highest functionally but cannot provide a clear data-extraction process at termination. Recommend a decision approach and justify it.
  2. Construct a five-year TCO model for two hypothetical HR platforms, stating assumptions about implementation, annual fees, internal labour, upgrades and exit costs. Explain which assumptions most affect the decision.
  3. A post-implementation review shows that transaction time has fallen but employee adoption remains low. Diagnose the causes and design a benefits-realisation intervention.

Multiple Choice Questions with Answers

Question 1

Which document is primarily used to explore the supplier market before a detailed competitive proposal is requested?

A. Request for Information

B. Service-level agreement

C. Benefits register

D. Statement of acceptance

Correct Answer: A. Request for Information

Question 2

In a weighted scoring model, what must be true of the criterion weights when expressed as proportions?

A. They must all be equal

B. They must sum to 1

C. They must exceed 1

D. They must be negative for risk criteria

Correct Answer: B. They must sum to 1

Question 3

Which fit-gap response is generally preferred before customisation?

A. Immediate bespoke coding

B. Ignoring the requirement

C. Standard functionality or supported configuration

D. Replacing all integrations

Correct Answer: C. Standard functionality or supported configuration

Question 4

Which item is most appropriately classified as a cashable benefit?

A. A supplier’s product road map

B. A reduction in approved payroll staffing expenditure

C. Improved employee morale with no measurement

D. A new software feature

Correct Answer: B. A reduction in approved payroll staffing expenditure

Question 5

What does RPO describe?

A. The time required to approve a purchase order

B. The maximum targeted period of data loss after disruption

C. The time required to resolve every incident

D. The duration of a supplier contract

Correct Answer: B. The maximum targeted period of data loss after disruption

Question 6

A project has total benefits of $2,100,000 and total costs of $1,350,000. Using ROI = (benefits − costs) ÷ costs × 100%, what is the approximate ROI?

A. 35.7%

B. 44.4%

C. 55.6%

D. 64.3%

Correct Answer: C. 55.6%

Question 7

Which demonstration practice provides the strongest comparative evidence?

A. Allowing each supplier to choose unrelated scenarios

B. Using common, realistic business scenarios for all suppliers

C. Evaluating only presentation quality

D. Excluding business users

Correct Answer: B. Using common, realistic business scenarios for all suppliers

Question 8

Which contract provision most directly addresses vendor lock-in?

A. A supplier logo requirement

B. Data portability and transition assistance

C. A longer marketing presentation

D. Removal of acceptance criteria

Correct Answer: B. Data portability and transition assistance

Question 9

What is the main limitation of a basic payback-period calculation?

A. It cannot identify initial investment

B. It usually ignores benefits after payback and discounting

C. It always produces a negative value

D. It measures only user satisfaction

Correct Answer: B. It usually ignores benefits after payback and discounting

Question 10

Why should AI features in HR technology receive specific governance scrutiny?

A. AI systems never process personal data

B. AI outputs may affect employment decisions and may reproduce bias

C. AI eliminates the need for human accountability

D. AI makes contracts unnecessary

Correct Answer: B. AI outputs may affect employment decisions and may reproduce bias

HR Technology & HRIS Ecosystems
Chapter 13 of 15