Indian Labour-Law Architecture and Labour Codes

Introduction and Context

Indian labour law has developed through constitutional principles, parliamentary enactments, delegated legislation, judicial interpretation, collective bargaining, and state-level administration. Its historical structure is often described as fragmented because numerous Central Acts addressed particular subjects: minimum wages, industrial disputes, factories, social security, contract labour, maternity protection, and wages, among others. This fragmentation produced overlap, multiple registers and returns, varied thresholds, and compliance uncertainty for employers and workers.

To simplify and rationalise this framework, Parliament enacted four Labour Codes:

1. The Code on Wages, 2019;
2. The Industrial Relations Code, 2020;
3. The Code on Social Security, 2020; and
4. The Occupational Safety, Health and Working Conditions Code, 2020.

The Codes consolidate and amend major Central labour enactments, but enactment alone does not necessarily make a Code operational. Commencement depends on notification, and many operative provisions require Central or State rules, schemes, regulations, notifications, and administrative arrangements. Consequently, an HR professional must distinguish among: (a) an Act passed by Parliament, (b) a law brought into force, (c) rules notified under it, and (d) provisions practically implemented by the relevant authority.

This chapter provides a structural map of the legacy enactments and the four Codes, explains important definitions and coverage rules, and develops a compliance approach for organisations operating across Indian States.

Learning Objectives

After studying this chapter, the learner should be able to:

• explain the constitutional and institutional architecture of Indian labour regulation;
• map major legacy enactments to the four Labour Codes;
• distinguish coverage, thresholds, exclusions, and delegated rule-making;
• analyse the significance of common definitions such as “employee”, “worker”, “employer”, “wages”, and “establishment”;
• assess transitional and state-specific compliance risks; and
• design a legally cautious labour-compliance implementation process.

1. The Architecture of Indian Labour Regulation

1.1 Constitutional foundation

The Constitution distributes legislative competence between Parliament and State legislatures through the Union, State, and Concurrent Lists in the Seventh Schedule. Labour and industrial relations are substantially located in the Concurrent List. Both Parliament and State legislatures may therefore legislate, subject to constitutional limitations and the rules governing repugnancy. Central legislation generally prevails over inconsistent State legislation in the circumstances specified by the Constitution, although State laws may operate where constitutionally protected approval exists.

Fundamental Rights influence labour regulation directly. Equality, non-discrimination, freedom of association, protection of life and personal liberty, and safeguards against forced labour and child labour provide constitutional limits and values. The Directive Principles support humane working conditions, living wages, equal pay, social security, worker participation, and protection of children and maternity. Directive Principles are not generally enforceable in the same manner as Fundamental Rights, but they influence legislation and judicial interpretation.

1.2 Multiple regulatory layers

An organisation’s labour obligations may arise from the following layers:

• the Constitution and judicial decisions;
• Central and State Acts;
• rules made under those Acts;
• notifications fixing rates, thresholds, or dates;
• schemes and regulations concerning social security;
• standing orders, settlements, awards, and employment contracts;
• local laws, including Shops and Establishments legislation;
• administrative circulars and inspection procedures; and
• sector-specific requirements, such as mines, ports, plantations, or motor transport.

The four Labour Codes aim to create a more coherent central framework, but they do not eliminate every other employment-related law. For example, State Shops and Establishments legislation, tax law, company law, data-protection requirements, contract law, and sectoral regulation may continue to affect HR decisions.

1.3 Compliance is both substantive and procedural

Substantive compliance concerns the underlying right or obligation—for example, payment of at least the applicable minimum wage or provision of a safe workplace. Procedural compliance concerns records, notices, registers, returns, licences, inspections, and prescribed forms. An employer may satisfy a substantive obligation but still face enforcement difficulty if records are incomplete. Conversely, maintaining registers does not cure underpayment or unsafe conditions.

2. The Four Labour Codes: A Structural Overview

The mapping is functional rather than mechanical. A provision may be reproduced, modified, combined with another subject, or shifted into rule-making. HR professionals should therefore read the relevant Code, rules, schedules, notifications, and commencement provisions together rather than assuming that a legacy section has an identical successor.

3. Code on Wages, 2019

3.1 Policy objective and coverage

The Code on Wages seeks to provide a common framework for minimum wages, payment of wages, bonus, and prohibition of discrimination on the ground of gender in matters relating to wages and recruitment for the same or similar work. Unlike the narrower historical coverage of the Minimum Wages Act, the Code is designed around a wider entitlement to minimum wages for employees, subject to its provisions and exclusions.

The Code distinguishes between a floor wage fixed by the Central Government and minimum wages fixed by the appropriate government. A State’s minimum wage should not ordinarily be below the floor wage. The appropriate government depends on the establishment or sector. The Central Government may be the appropriate government for specified central-sphere establishments, while State Governments regulate many other establishments.

3.2 Definition of wages

The common definition of “wages” is one of the most consequential features of the Codes. It generally includes basic pay, dearness allowance, and retaining allowance, where applicable. It excludes specified items such as certain bonuses, house accommodation or supply of amenities, employer contributions to pension or provident fund, conveyance allowance, sums paid to defray special employment expenses, house rent allowance, awards, overtime allowance, commission, gratuity, retrenchment compensation, and other excluded components, subject to statutory conditions.

A significant anti-avoidance principle applies where excluded components exceed the prescribed proportion of total remuneration. The excess is added back to wages for statutory purposes. Because the precise operation depends on the enacted text and applicable rules, payroll teams must not assume that a salary structure labelled “basic” or “allowances” automatically determines the statutory wage base.

3.3 Minimum wages, payment and bonus

Minimum wages may be differentiated according to skill, geographical area, arduousness, or other lawful criteria. Employers must pay at least the applicable rate and comply with normal working-day and overtime requirements. Wages must be paid within prescribed time limits, and deductions must be authorised and controlled.

The bonus framework continues to use eligibility, disqualification, minimum bonus, maximum bonus, and allocable-surplus concepts, subject to notified wage ceilings and other conditions. HR must separately examine whether an employee is covered for bonus purposes, whether the establishment satisfies the statutory threshold, and whether the employee has completed the qualifying service or days requirement.

4. Industrial Relations Code, 2020

4.1 Principal framework

The Industrial Relations Code integrates trade-union registration, standing orders, and industrial-dispute resolution. It addresses recognition and representation, negotiating unions or councils, strikes and lock-outs, lay-off, retrenchment, closure, unfair labour practices, and dispute settlement.

The Code retains the importance of a “worker” category, which is not identical to the broader term “employee”. Managerial and administrative personnel, and supervisory personnel above the statutory limit or exercising primarily managerial functions, may fall outside the worker definition. Classification must be based on actual functions, authority, and responsibility—not merely job title.

4.2 Standing orders and thresholds

Standing orders provide a formal framework for classification, attendance, shifts, leave, misconduct, suspension, termination, and grievance procedures. The applicability threshold for certified standing orders is a statutory matter and may be altered by notification or rules. HR should verify the applicable threshold, model standing orders, certification requirements, and any exemption before relying on an internal handbook.

4.3 Trade unions and collective bargaining

The Code provides for registration of trade unions and mechanisms for determining the negotiating union or negotiating council. This promotes an identifiable bargaining counterpart, but does not remove the need for lawful consultation or good-faith engagement. Collective bargaining is both a legal process and an organisational relationship-management process. A technically valid action may still generate industrial conflict if communication, consultation, and procedural fairness are weak.

4.4 Strikes, lock-outs and dispute resolution

The Code regulates strikes and lock-outs through notice and other procedural conditions. It also provides for conciliation and adjudicatory institutions. Employers should not treat absence of a strike notice as proof that all industrial action is lawful or that no dispute exists. The legal character of a work stoppage depends on facts, timing, notices, pending proceedings, settlements, and statutory prohibitions.

Retrenchment and closure require close analysis of service, notice, compensation, government permission thresholds, and procedural compliance. A restructuring plan should therefore be reviewed before announcements are made, particularly where large establishments or mass workforce reductions are involved.

5. Code on Social Security, 2020

5.1 Social-security architecture

The Code consolidates contributory and non-contributory social-security mechanisms. It covers provident fund, employees’ state insurance, gratuity, maternity benefit, employee compensation, construction-worker welfare, and schemes for unorganised, gig, and platform workers.

Social security may be understood through three institutional models:

• employment-linked insurance, where contributions fund benefits against specified contingencies;
• savings or pension-linked arrangements, where contributions create retirement or long-term protection; and
• tax- or cess-supported welfare schemes, where statutory levies finance worker benefits.

The Code’s recognition of gig and platform workers is particularly significant because traditional labour law often assumed a bilateral employer–employee relationship. However, recognition for scheme-making does not automatically mean that every gig worker becomes an employee for all employment-law purposes.

5.2 Provident fund, insurance and gratuity

Coverage for provident fund and employee state insurance depends on statutory thresholds, establishment categories, wage-related rules, and notified applicability. Employers must correctly identify employees, maintain enrolment and contribution records, and reconcile payroll data with returns and payment evidence.

Gratuity is generally linked to continuous service and termination events such as superannuation, retirement, resignation, death, or disablement, subject to statutory rules and exceptions. Different rules may apply to fixed-term employees and special cases. HR should distinguish eligibility, calculation, nomination, payment timelines, forfeiture, and dispute procedures.

5.3 Maternity and employee compensation

Maternity protection includes leave, benefit, nursing breaks, and restrictions on adverse treatment, subject to statutory eligibility and establishment requirements. Employee compensation addresses employment-related injury, occupational disease, and death where the applicable conditions are satisfied. Incident reporting, medical evidence, wage records, and timely communication are essential.

6. Occupational Safety, Health and Working Conditions Code, 2020

6.1 Integrated safety regulation

The OSH Code brings together laws concerning factories, mines, plantations, contract labour, inter-State migrant workers, construction workers, motor transport, and other sectors. It aims to standardise registration, licensing, employer duties, welfare facilities, working conditions, safety standards, and inspection.

The employer’s central duty is preventive: identify hazards, provide a safe and healthy working environment, communicate risks, train workers, supply appropriate personal protective equipment, maintain facilities, and investigate incidents. Compliance is not achieved merely by purchasing protective equipment; employers must ensure suitability, availability, training, use, supervision, and replacement.

6.2 Contract labour and inter-State migrant workers

Principal employers and contractors must examine licensing, wage responsibility, welfare arrangements, registers, deployment conditions, and contractor due diligence. Contracting out work does not automatically outsource statutory accountability. Agreements should allocate responsibilities clearly, but contractual allocation cannot defeat non-delegable statutory duties.

Inter-State migrant workers require particular attention to recruitment channels, wage payment, travel-related entitlements, information, and records. The definition and coverage under the Code must be read with applicable thresholds and rules. Organisations should maintain a reliable worker-movement and contractor database rather than relying exclusively on informal declarations.

6.3 Working hours, welfare and women’s employment

The Code and rules may regulate working hours, weekly holidays, overtime, leave, welfare facilities, and employment of women in specified conditions. Women may work in occupations or hours previously restricted, subject to prescribed consent, safety, transport, and protective conditions. The objective is not simply formal equality; it is safe and non-discriminatory access to work.

7. Common Definitions and Their Practical Consequences

Definitions determine entitlement, coverage, liability, and enforcement. The following distinctions are especially important.

A person can be an employee for one Code and not a worker for another. Similarly, an establishment may be covered for minimum wages but not for a particular social-security scheme because thresholds and exclusions differ. Classification must therefore be Code-specific.

8. Rule-Making, Administration and Implementation Status

The Codes delegate substantial detail to rules, schemes, regulations, and notifications. Delegated legislation commonly determines forms, registers, electronic records, inspection procedures, thresholds, wage rates, contribution mechanisms, safety standards, and the operation of welfare schemes.

As of the latest generally available legal position reflected in this chapter, the four Codes had been enacted but their full operational commencement and supporting rules remained dependent on government notifications and coordinated implementation. Draft Central rules and State-level rule-making had been circulated or undertaken in different stages, but publication of draft rules is not equivalent to final enforceability. The precise position can change through subsequent notifications.

A legally sound implementation test is therefore:

1. Has the relevant Code or provision been brought into force by notification?
2. Has the applicable Central or State rule been finally notified?
3. Has a commencement date been specified?
4. Has the old Act been repealed or saved for transitional purposes?
5. Has the relevant authority issued forms, schemes, rates, or procedures?
6. Do existing licences, registrations, settlements, awards, and proceedings continue under saving clauses?

Until commencement, organisations generally must continue complying with the applicable operative legacy law. They should nevertheless prepare for the Codes by conducting a gap analysis, without representing a draft rule or uncommenced provision as binding law.

9. Transitional and State-Specific Compliance

9.1 Transitional risks

Transitional issues may arise in:

• pending inspections, prosecutions, claims, and appeals;
• existing registrations, licences, and certificates;
• standing orders, settlements, awards, and service rules;
• wage structures and “wages” recalculation;
• contractor licences and principal-employer records;
• social-security enrolment and contribution histories;
• employee classifications and fixed-term contracts; and
• migration of registers and digital records.

The organisation should preserve historical evidence. A new payroll or HR information system should not overwrite records needed to prove compliance under the former regime.

9.2 State-specific requirements

State variation may continue through:

• State rules under the Codes;
• minimum-wage notifications and wage zones;
• Shops and Establishments Acts;
• holidays, working hours, and leave rules;
• local registration and inspection procedures;
• professional tax and welfare-fund legislation;
• local employment exchanges or labour-welfare requirements; and
• sector-specific notifications.

A multi-State employer should maintain a legal obligations matrix with columns for State, establishment, workforce category, applicable law, threshold, current rate, responsible owner, evidence, and review date. A single national policy may be used as a baseline, but it should include a “higher or more protective local requirement” rule where legally appropriate.

10. Compliance Operating Model for HR Managers

A practical compliance architecture may follow six stages.

Stage 1: Establishment mapping

Identify every legal entity, branch, factory, warehouse, office, project site, contractor location, and remote-work arrangement. Record headcount, functions, shifts, hazardous processes, and State location.

Stage 2: Workforce classification

Classify direct employees, workers, managers, apprentices, trainees, fixed-term employees, contract labour, consultants, gig workers, platform workers, migrant workers, and persons supplied by vendors. Classification should be evidence-based and periodically reviewed.

Stage 3: Obligation mapping

Map each population to wage, social-security, industrial-relations, safety, maternity, compensation, working-time, and recordkeeping obligations. Identify the appropriate government and applicable thresholds.

Stage 4: Control design

Create controls for payroll validation, minimum-wage monitoring, contractor onboarding, safety training, incident reporting, statutory payments, licence renewal, grievance handling, and document retention.

Stage 5: Evidence and assurance

Maintain payslips, wage registers, attendance, overtime approvals, contribution challans, inspection correspondence, training records, risk assessments, medical records where lawful, and committee minutes. Conduct internal audits using risk-based sampling.

Stage 6: Change management

Monitor Gazette notifications, Ministry and State labour-department websites, court decisions, and regulatory circulars. A legal update should identify the source, effective date, affected establishments, action owner, and evidence of completion.

Technology can support this model through payroll-rule engines, geolocation-based State matrices, contractor portals, digital safety checklists, and document-retention systems. Artificial intelligence may assist in classifying documents or detecting anomalies, but it should not make unreviewed legal determinations. HR remains responsible for explainability, privacy, bias control, access restrictions, and human legal review.

11. Illustrative Case: A Multi-State Manufacturing Group

The following is an illustrative case, not a report of an actual organisation.

Background

A manufacturing group operates plants in Gujarat, Karnataka, and West Bengal. It employs 1,800 direct employees and engages 900 contract workers through 28 contractors. Its payroll uses a low basic wage and substantial allowances. The group has separate registers at each plant and assumes that the principal office’s policy applies uniformly.

Problem

An internal review identifies four risks: inconsistent minimum-wage compliance, incomplete contractor records, differing State rules, and uncertainty about how the statutory definition of wages may affect gratuity and social-security budgeting after Code implementation.

Analysis

The group first maps each establishment and identifies the appropriate government. It then compares actual wages with the applicable State and skill-category rates. It reviews whether excluded allowances could be added back under the Code’s wage-definition rule when operative. Contractor files are tested for licences, wage payment evidence, attendance, safety induction, and migrant-worker information. The group also verifies whether standing orders, grievance procedures, and safety committees meet the requirements applicable to each plant.

Approach and solution

The group establishes a central legal matrix with State annexures. It raises the basic wage structure where necessary, introduces a payroll “minimum of applicable law” validation, and requires contractors to submit monthly wage and contribution evidence. It creates a change-control committee comprising HR, legal, payroll, procurement, safety, and plant leadership. Historical records are retained in a read-only repository, while new digital registers are designed to accommodate Code-based fields without treating uncommenced provisions as currently enforceable.

Outcome

The group reduces underpayment risk, obtains consistent contractor evidence, identifies plant-specific safety gaps, and develops a transition plan. It also discovers that a national policy cannot replace State-specific analysis.

Learning points

The case demonstrates that labour-law compliance is an operating system rather than a one-time legal opinion. Establishment mapping, classification, evidence, local variation, and change management are equally important.

12. Challenges, Limitations and Governance Issues

The Codes may reduce duplication, but consolidation does not guarantee simplicity. Important challenges include uncertain commencement sequencing, extensive delegated legislation, differing State rules, complex definitions, enforcement capacity, informal employment, and the practical difficulty of classifying new forms of work.

There is also a policy tension between flexibility and protection. Higher thresholds or streamlined procedures may reduce administrative burden for some employers, but may also leave workers outside particular protections unless other safeguards operate effectively. Gig and platform work illustrates a related tension: legal recognition can enable welfare schemes, while the absence of a traditional employment relationship complicates contribution, accountability, and dispute resolution.

Ethically, employers should adopt a rights-protective approach even where a narrow legal interpretation appears available. Accurate wage payment, non-retaliation, safe work, accessible grievance channels, privacy-respecting monitoring, and transparent contractor governance are elements of responsible employment—not merely inspection preparation.

Chapter Summary

Indian labour law is a layered system shaped by the Constitution, Central and State legislation, rules, notifications, judicial decisions, contracts, settlements, and administrative practice. The four Labour Codes consolidate major legacy enactments into frameworks dealing with wages, industrial relations, social security, and occupational safety and working conditions.

The Code on Wages creates a common structure for minimum wages, wage payment, bonus, and equality in remuneration. The Industrial Relations Code integrates trade unions, standing orders, disputes, strikes, retrenchment, and closure. The Code on Social Security combines contributory, welfare, maternity, gratuity, employee-compensation, and emerging gig-worker arrangements. The OSH Code integrates safety, health, welfare, contract labour, migrant workers, and sectoral working conditions.

Definitions are decisive: employee and worker are not interchangeable; wages affect several statutory calculations; and the appropriate government determines important administrative responsibilities. Enactment must be distinguished from commencement and enforceability. Until the Codes and supporting rules are operational in a particular context, applicable legacy laws generally remain relevant, subject to saving and transitional provisions.

For HR managers, the most reliable approach is establishment mapping, evidence-based workforce classification, State-specific obligation matrices, preservation of historical records, contractor due diligence, and continuous monitoring of notifications and rules.

Key Terms

Constitutional distribution of powers: Allocation of legislative authority between the Union and States.

Concurrent List: Constitutional subject list on which both Parliament and State legislatures may legislate.

Labour Code: Consolidated Central legislation governing a major field of labour regulation.

Code on Wages: Code governing minimum wages, wage payment, bonus, and wage equality.

Industrial Relations Code: Code governing trade unions, standing orders, disputes, strikes, retrenchment, and closure.

Code on Social Security: Code governing statutory social-security institutions and schemes.

OSH Code: Occupational Safety, Health and Working Conditions Code.

Employee: A person covered by the relevant Code’s employment definition.

Worker: A narrower statutory category relevant to specified labour protections.

Employer: Person or entity having statutory responsibility for employment or establishment control.

Wages: Statutorily defined remuneration used for specified labour-law calculations.

Appropriate government: Government responsible for administering a particular establishment or sector.

Establishment: Workplace or organisational unit covered by applicable legislation.

Contract labour: Labour engaged through a contractor for work connected with an establishment.

Fixed-term employment: Direct employment for a defined period under statutory conditions.

Standing orders: Certified or model rules governing employment conditions and discipline.

Retrenchment: Statutory termination of service for reasons recognised under industrial-relations law, subject to exclusions.

Delegated legislation: Rules, schemes, regulations, and notifications made under authority granted by an Act.

Transitional provision: Rule preserving, adapting, or managing rights and proceedings during legal change.

State-specific compliance: Compliance obligations varying according to location, State rules, and local enactments.

Review Questions

Short Answer Questions

1. Why is the distinction between enactment and commencement important in Labour Code compliance?
2. Identify the four Labour Codes and state the principal subject of each.
3. Why are “employee” and “worker” not interchangeable terms?
4. What is the role of the appropriate government?
5. List four examples of State-specific labour-law requirements.

Long Answer Questions

1. Explain the constitutional and institutional architecture of Indian labour regulation.
2. Compare the legacy enactments consolidated by the Code on Wages and the Industrial Relations Code.
3. Discuss the significance of the statutory definition of wages for HR and payroll management.
4. Analyse the principal duties and compliance risks under the OSH Code for a manufacturing employer.
5. Explain how an organisation should manage transitional compliance during the movement from legacy Acts to the Labour Codes.

Analytical / Application Questions

1. A company operates offices in five States and assumes that its headquarters’ HR policy satisfies all local requirements. Design a State-specific compliance framework and identify the information that must be collected.
2. A contractor supplies workers to a factory but refuses to provide wage-payment evidence, claiming that the workers are not employees of the principal employer. Analyse the legal and governance risks and recommend controls.
3. A payroll structure contains a low basic wage and several allowances. Explain the questions HR should examine before assessing the structure under the Labour Codes, and distinguish current enforceability from transition planning.

Multiple Choice Questions with Answers

Question 1

Which Labour Code primarily consolidates laws relating to minimum wages, payment of wages, bonus and equal remuneration?

A. Code on Wages, 2019

B. Industrial Relations Code, 2020

C. Code on Social Security, 2020

D. Occupational Safety, Health and Working Conditions Code, 2020

Correct Answer: A. Code on Wages, 2019

Question 2

Which statement best describes the relationship between an employee and a worker under the Labour Codes?

A. The terms always have exactly the same meaning.

B. Worker is generally a narrower category and may exclude managerial personnel.

C. Employee applies only to government servants.

D. Worker applies only to contract labour.

Correct Answer: B. Worker is generally a narrower category and may exclude managerial personnel.

Question 3

What is the principal function of the appropriate government?

A. To decide an employee’s annual performance rating

B. To determine which trade union may be registered

C. To administer specified labour matters for a particular establishment or sector

D. To replace all State labour legislation automatically

Correct Answer: C. To administer specified labour matters for a particular establishment or sector

Question 4

Which legacy enactment is associated primarily with industrial relations and is consolidated into the Industrial Relations Code?

A. Factories Act, 1948

B. Payment of Bonus Act, 1965

C. Employees’ State Insurance Act, 1948

D. Industrial Disputes Act, 1947

Correct Answer: D. Industrial Disputes Act, 1947

Question 5

Why must HR professionals distinguish draft rules from final rules?

A. Draft rules always override Acts.

B. Draft rules are proposals and are not necessarily enforceable law.

C. Final rules apply only to public-sector organisations.

D. Draft rules apply automatically after publication on social media.

Correct Answer: B. Draft rules are proposals and are not necessarily enforceable law.

Question 6

Which of the following is an appropriate first step in a multi-State labour-compliance programme?

A. Delete all historical registers.

B. Apply headquarters policy without local review.

C. Map each establishment, workforce category and location.

D. Classify every person as a consultant.

Correct Answer: C. Map each establishment, workforce category and location.

Question 7

The OSH Code is principally concerned with which subject?

A. Corporate income taxation

B. Occupational safety, health and working conditions

C. Patent registration

D. Consumer credit

Correct Answer: B. Occupational safety, health and working conditions

Question 8

Which practice best demonstrates contractor due diligence?

A. Relying only on a contractor’s verbal assurance

B. Ignoring wage records because workers are not on the principal employer’s payroll

C. Reviewing licences, wage evidence, attendance and safety records

D. Allowing contractors to determine whether safety law applies

Correct Answer: C. Reviewing licences, wage evidence, attendance and safety records

Question 9

What is a key transitional compliance principle?

A. Historical records can be discarded when a new Code is enacted.

B. An enacted Code is always fully operational immediately.

C. Pending matters and existing records may require preservation under saving or transitional provisions.

D. State rules become irrelevant after parliamentary enactment.

Correct Answer: C. Pending matters and existing records may require preservation under saving or transitional provisions.

Question 10

Which statement best reflects responsible use of AI in labour compliance?

A. AI should make final legal determinations without human review.

B. AI can assist with anomaly detection, but legal accountability and review remain with responsible professionals.

C. AI eliminates the need to monitor notifications.

D. AI may freely process all employee data without privacy controls.

Correct Answer: B. AI can assist with anomaly detection, but legal accountability and review remain with responsible professionals.