Chapter 9
Equality, Dignity and Protective Employment Laws
Post Graduate Program in Human Resource Management
Labor Laws & Statutory Compliances
•
Post Graduate
Equality, Dignity and Protective Employment Laws
Introduction and context
Employment law is not limited to wages, working time and termination. It also regulates the conditions under which people enter, participate in and leave working life. Equality, dignity and protective employment laws respond to unequal bargaining power, historical exclusion, workplace violence, reproductive responsibilities, disability, age, gender identity, exploitation and intrusive managerial practices.
For human resource professionals, compliance is therefore both a legal and an institutional design task. A technically compliant policy may still fail if recruitment systems reproduce bias, complaints are ignored, contractors are uncontrolled, or employees fear retaliation. The central managerial question is not merely, “What does the statute require?” but, “What systems make lawful and dignified work the normal experience?”
This chapter uses the Indian legal context, while also explaining principles that are relevant comparatively. Statutory provisions and judicial interpretations may change; organisations must verify the current text, rules, notifications and applicable state requirements before taking action.
Learning objectives
After studying this chapter, the learner should be able to:
Explain equality, non-discrimination, dignity and reasonable accommodation as employment principles.
Distinguish direct discrimination, indirect discrimination, harassment, retaliation and victimisation.
Design a lawful system for preventing and addressing sexual harassment.
Analyse maternity, disability, transgender, child-labour and bonded-labour obligations.
Integrate privacy, data protection and employee dignity into HR processes.
Evaluate a workplace case and recommend preventive, investigative and remedial action.
1. Equality and dignity as foundations of employment governance
1.1 Constitutional and legal foundations
The Constitution of India provides the normative foundation for equality before law, non-discrimination, equality of opportunity in public employment, abolition of untouchability, protection of life and personal liberty, and prohibition of trafficking and forced labour. The meaning of life and personal liberty has been interpreted broadly to include dignity, privacy and conditions consistent with humane existence.
Important employment-related statutes include the following:
Area
Principal Indian legal framework
HR significance
Sexual harassment
Sexual Harassment of Women at Workplace (Prevention, Prohibition and Redressal) Act, 2013
Prevention, Internal Committee, inquiry and reporting
Maternity
Maternity Benefit Act, 1961, as amended
Leave, protection from dismissal and specified benefits
Disability
Rights of Persons with Disabilities Act, 2016
Non-discrimination, accessibility and reasonable accommodation
Transgender inclusion
Transgender Persons (Protection of Rights) Act, 2019
Prohibition of discrimination and welfare obligations
Child and adolescent labour
Child and Adolescent Labour (Prohibition and Regulation) Act, 1986, as amended
Prohibition and regulation according to age and work
Bonded labour
Bonded Labour System (Abolition) Act, 1976
Abolition of bonded labour and rehabilitation framework
Privacy and data
Digital Personal Data Protection Act, 2023, together with constitutional privacy principles and other applicable law
Lawful, proportionate and secure processing of personal data
General employment regulation
Labour codes and other applicable central and state enactments, where brought into force
Registration, records, wages, safety and social security compliance
The table is a functional guide, not a substitute for legal advice. Applicability may depend on establishment type, workforce category, state rules, government notifications and commencement status.
1.2 Equality is more than identical treatment
Formal equality means applying the same rule to similarly situated persons. Substantive equality asks whether a formally neutral rule creates disproportionate disadvantage for a historically excluded group. For example, a requirement that every employee work late without transport may appear neutral, but it may have unequal effects where safety risks or caregiving responsibilities are distributed unequally.
HR analysis should distinguish:
Direct discrimination: an adverse decision explicitly based on a protected characteristic.
Indirect or disparate-impact discrimination: a neutral criterion that disproportionately disadvantages a protected group without sufficient justification.
Harassment: unwanted conduct that violates dignity or creates an intimidating, hostile, humiliating or offensive environment.
Retaliation or victimisation: adverse treatment because a person complained, participated in an inquiry, sought an accommodation or exercised a legal right.
Intersectional discrimination: disadvantage produced by the interaction of characteristics, such as gender, caste, disability, class, religion or sexual orientation.
A defensible employment decision should be based on legitimate, job-related and consistently applied criteria. “Cultural fit” or “management discretion” should not become unexplained substitutes for objective evaluation.
1.3 A decision framework for equality
A useful HR test has five questions:
What characteristic or circumstance is relevant?
What employment decision or practice affects the person?
Is the criterion genuinely connected to the job or legal requirement?
Does the practice create direct, indirect or intersectional disadvantage?
Can the organisation adopt a less exclusionary alternative through accommodation or redesign?
Documentation should record the legitimate business reason, evidence considered, alternatives assessed and decision-maker accountability. This creates consistency and enables review without exposing unnecessary personal information.
2. Equality of opportunity across the employment life cycle
Discrimination can occur at every stage:
Recruitment
Job advertisements should state essential qualifications rather than unnecessary preferences. Selection panels should use structured criteria, standardised questions and documented scoring. Automated screening systems require testing for proxy discrimination: education, location, career gaps or language patterns may indirectly reproduce class, gender, disability or regional inequality.
Pay and progression
Comparable work should be assessed through responsibility, skill, effort and working conditions rather than stereotypes. Pay audits should examine unexplained differences by gender, disability, caste, contract status and other relevant categories, while respecting privacy and data-minimisation principles.
Performance management
Ratings should be evidence-based and calibrated carefully. Managers must not penalise maternity leave, disability-related absence, reasonable accommodation, complaint participation or lawful union activity. “Attitude” and “availability” ratings require clear behavioural anchors.
Separation
Termination, redundancy and non-renewal should not be disguised retaliation. Before separation, HR should check whether the employee has recently complained, requested accommodation, taken protected leave or raised a safety concern. A lawful process requires notice, reasons, records and any applicable consultation or statutory payments.
3. Sexual harassment prevention and redressal
3.1 Concept and scope
The Sexual Harassment of Women at Workplace Act, 2013 (POSH Act) defines sexual harassment to include unwelcome sexually coloured behaviour, demands or requests for sexual favours, sexually coloured remarks, showing pornography, and other unwelcome physical, verbal or non-verbal conduct of a sexual nature. Circumstances such as implied promises of preferential treatment, threats to employment, hostile work environment or humiliating treatment may also constitute harassment.
The workplace is interpreted functionally. It may include offices, factories, field locations, employer-provided transport, work travel, conferences, client premises, virtual meetings and digital communication used for work. The statute principally provides a complaint mechanism for women; organisations should also maintain broader anti-harassment and dignity policies protecting every worker, regardless of gender or employment status.
3.2 Employer duties
An employer must generally:
formulate and communicate a prevention policy;
display statutory notices and consequences of sexual harassment;
constitute an Internal Committee where required;
appoint a trained Presiding Officer and members meeting statutory requirements;
conduct awareness and capacity-building programmes;
assist a complainant in approaching the committee;
protect confidentiality;
provide information and facilities required for inquiry;
monitor timely reporting and submit statutory reports;
prevent retaliation and ensure that the complainant and witnesses are not disadvantaged.
The Internal Committee is a statutory body, not merely an informal HR panel. Its independence, competence and procedural fairness are essential.
3.3 Complaint and inquiry principles
The committee should receive the complaint, check jurisdiction, explain procedure, preserve evidence and provide both parties a fair opportunity to respond. Conciliation, where legally permitted, must not be used to pressure a complainant and should not be based on monetary settlement as the sole or primary outcome where prohibited by law. A formal inquiry should follow principles of natural justice: notice of allegations, access to relevant material, reasonable opportunity to present evidence, impartial decision-makers and a reasoned report.
Confidentiality is important, but it does not mean suppressing all information from the parties. It means limiting disclosure to those who need it for the process and prohibiting publication of identities or details contrary to law. Records should be securely maintained with access controls.
A complaint is not proof of guilt, and an unproved complaint is not automatically malicious. The organisation should distinguish a complaint that cannot be substantiated from a deliberately false complaint, and disciplinary action for falsehood should be considered only with careful evidence.
Training should use realistic scenarios, including online conduct, power relationships, third-party harassment and retaliation. Completion percentages alone do not measure effectiveness; organisations should monitor awareness, trust, response time, repeat incidents and perceived safety without identifying individuals unnecessarily.
4. Maternity protection and care responsibilities
Maternity protection recognises pregnancy, childbirth, recovery and infant care as matters of health, equality and social responsibility rather than performance failure. The Maternity Benefit Act, 1961, as amended, provides statutory maternity benefits and related protections for eligible establishments and employees, subject to its conditions and limits. The central principle is that an employee should not be dismissed or disadvantaged because she is pregnant, on maternity leave or exercising a statutory entitlement.
HR responsibilities include:
communicating eligibility and application processes;
maintaining accurate service and leave records;
protecting medical information;
preventing hazardous work or unlawful employment during protected periods;
supporting flexible or hybrid arrangements where operationally feasible and legally appropriate.
A responsible return-to-work programme includes a private discussion of work needs, workload transition, lactation or nursing support where applicable, and objective performance review. Managers should not assume that motherhood means reduced ambition or commitment. At the same time, employees should not be required to disclose more medical information than necessary.
Care obligations also affect men, transgender persons and adoptive families. Although statutory entitlements may differ, inclusive organisations develop gender-neutral caregiving policies that reduce the career penalty associated with family responsibility.
5. Disability inclusion and reasonable accommodation
The Rights of Persons with Disabilities Act, 2016 adopts a rights-based approach. It prohibits discrimination in employment and requires measures such as accessibility, equal opportunity policies and reasonable accommodation, subject to the statutory framework applicable to the establishment.
Reasonable accommodation means necessary and appropriate modifications and adjustments, without imposing a disproportionate or undue burden, enabling a person with a disability to participate equally. Examples include screen readers, accessible workstations, adjusted schedules, remote participation, sign-language interpretation, modified communication methods, accessible transport or reassignment of non-essential tasks.
The accommodation process should be confidential, interactive and individualised:
receive the request or identify an apparent barrier;
understand functional limitations rather than relying on stereotypes;
consult the employee about effective options;
assess feasibility, safety, cost and operational impact;
implement and document the arrangement;
review it periodically, especially after technology or role changes.
Employers should not demand extensive diagnosis details when functional information is sufficient. A medical assessment, where necessary, should be proportionate and handled by authorised persons. Refusal must be based on evidence of undue hardship or genuine safety requirements, not convenience or assumptions.
Accessibility includes the built environment, websites, recruitment portals, training materials, documents, communication and emergency procedures. Inclusion is incomplete if a person can be hired but cannot access meetings, promotion systems or grievance channels.
6. Transgender inclusion and gender diversity
The Transgender Persons (Protection of Rights) Act, 2019 prohibits discrimination against transgender persons in employment and other areas. Workplace discrimination may occur through recruitment exclusion, denial of promotion, harassment, inappropriate dress rules, forced disclosure, refusal to recognise a chosen name, or exclusion from facilities and benefits.
Good practice includes:
collecting only necessary gender information;
enabling chosen names and pronouns in systems where legally and operationally possible;
protecting identity documents and transition-related information;
providing gender-neutral or individually accessible facilities without forcing a person into an unsafe choice;
applying dress and appearance standards consistently;
extending anti-harassment protection to gender identity and expression;
training managers and co-workers;
ensuring health, insurance and leave policies are reviewed for exclusionary language.
Inclusion should not depend on an employee publicly disclosing identity. Confidentiality, consent and control over personal information are central to dignity.
7. Child and adolescent labour
The Child and Adolescent Labour (Prohibition and Regulation) Act distinguishes children and adolescents and prohibits child labour subject to statutory provisions and limited exceptions. Employment of adolescents in hazardous occupations and processes is prohibited, while other work is regulated. The law must be read with rules, notifications, education obligations and sector-specific requirements.
A company can violate the law indirectly through contractors, suppliers or home-based production. Due diligence should include age verification through reliable documents, prohibition of recruitment below lawful age, supplier contracts, worker interviews, payroll review and remediation. Age verification must itself avoid humiliating treatment and unnecessary data collection.
If underage labour is discovered, the organisation should not simply dismiss the child and conceal the issue. It should stop the hazardous or unlawful work, assess immediate safety, notify authorities where required, cooperate with rehabilitation mechanisms and prevent retaliation or further exploitation. Remediation must prioritise the child’s education, safety and welfare.
8. Bonded labour and forced labour
Bonded labour involves service arising from a debt, customary obligation or economic arrangement where freedom of employment is restricted and conditions are exploitative. The Bonded Labour System (Abolition) Act, 1976 abolishes the system, extinguishes bonded debt and provides for implementation and rehabilitation mechanisms. Constitutional protection against trafficking and forced labour reinforces this framework.
Warning signs include recruitment advances tied to indefinite service, retention of identity documents, movement restrictions, threats, wage deductions that create perpetual debt, recruitment fees, coercive overtime and inability to leave employment. Modern slavery risks are often hidden in labour contractors, migrant recruitment, construction, domestic work, agriculture, logistics and supply chains.
An ethical compliance system must prohibit worker-paid recruitment fees, verify contractors, provide written terms in understandable languages, pay workers directly where feasible, preserve freedom to resign subject to lawful notice, and provide confidential reporting channels. Audits alone are insufficient because announced audits can conceal coercion. Worker voice, unannounced verification and remedy tracking are essential.
9. Privacy, surveillance and employee dignity
Workplace privacy does not mean that employers can never process employee information. It requires lawful purpose, transparency, necessity, proportionality, security and accountability. Relevant information may include identity records, payroll data, health information, attendance, location, communications, biometric identifiers, performance records, complaints and background checks.
A privacy-respecting HR system follows these principles:
Purpose limitation: collect data for specified, legitimate purposes.
Data minimisation: collect only what is reasonably necessary.
Notice and transparency: explain what is collected, why, retention and access.
Accuracy: allow correction of materially incorrect information.
Security: use access controls, encryption where appropriate, secure disposal and incident response.
Retention limitation: delete or anonymise information when no longer required, subject to legal preservation duties.
Fairness: do not use personal data in a discriminatory or unexpected manner.
Accountability: assign ownership, document decisions and review vendors.
Monitoring technologies create special risks. Facial recognition, keystroke logging, location tracking, emotion inference and productivity scoring may be inaccurate, intrusive or discriminatory. The existence of technical capability does not establish lawful necessity. Before deployment, HR should conduct a proportionality and impact assessment: what problem is being solved, what less intrusive alternative exists, who bears the risk, and how can employees challenge errors?
AI recruitment and performance tools require human oversight. Organisations should test for disparate outcomes, validate job relevance, document model limitations, restrict sensitive data, provide human review and maintain an appeal route. An opaque score should not be the sole basis for rejection, discipline or termination.
10. Integrated compliance architecture
Equality and protective laws should be managed as an integrated system rather than isolated policies.
Figure: A continuous compliance cycle for equality, dignity and protective employment.
A practical governance model includes a board or senior sponsor, HR compliance ownership, trained managers, an independent complaint mechanism, procurement controls, information-security support and periodic review. Key indicators may include accommodation response time, complaint resolution time, pay-gap explanations, accessibility completion, supplier findings, retaliation incidents and employee perceptions of safety. Metrics must be interpreted cautiously: a low complaint count may indicate safety or may indicate distrust.
11. Illustrative case study: the warehouse inclusion failure
Background
A fictional e-commerce company employs warehouse workers directly and through contractors. Its attendance system uses biometric authentication and its performance dashboard ranks workers by parcels processed per hour. A pregnant employee requests modified duties. A worker with a hearing disability asks for visual safety alerts. A transgender worker requests use of a chosen name. Separately, a contractor recruits migrant adolescents using advances and retains identity documents.
Problem
The site manager rejects the pregnancy request as “special treatment,” tells the disabled worker to “keep up,” refuses to change the name displayed on shift lists, and says the contractor’s labour practices are not the company’s responsibility. A supervisor sends sexual messages to a contract worker. The complaint is made through an informal channel, but the supervisor remains in charge of scheduling.
Analysis
The company faces several connected risks: discrimination and failure to accommodate; maternity-related disadvantage; transgender exclusion; possible child and bonded labour; sexual harassment; retaliation; contractor due-diligence failure; and excessive processing of biometric and performance data. The performance ranking may also penalise workers whose disability or pregnancy affects speed, even if they perform safely and effectively.
Approach and solution
The company should immediately separate the supervisor from scheduling decisions, preserve messages and attendance records, and provide a safe complaint route to the Internal Committee or appropriate mechanism. It should assess interim protection without prejudging the complaint. The pregnancy request should be evaluated through an accommodation process. Visual safety alerts and accessible training should be implemented. The HR system should use the worker’s chosen name where possible and restrict identity data.
The contractor should be suspended from new recruitment pending investigation, while workers are protected from retaliation and loss of wages. Age verification, debt arrangements and document retention must be investigated with competent authorities. The company should provide remedy rather than merely terminate the contractor, because termination may push workers into greater vulnerability.
Finally, the company should test the performance algorithm for disparate effects, redesign metrics around safe and role-relevant performance, train managers, audit contractors and report corrective actions to senior leadership.
Outcome and learning points
The case demonstrates that protective employment law is systemic. A complaint mechanism cannot compensate for unsafe scheduling; accessibility cannot be separated from performance management; and supply-chain compliance cannot be treated as a procurement formality. Effective HR practice combines prevention, accommodation, fair process, data governance, remedy and accountability.
12. Challenges and limitations
Several recurring challenges complicate implementation:
legal rules may differ by sector, establishment and state;
employees may avoid complaints because of economic dependence or fear of retaliation;
informal and contract work can obscure the responsible employer;
intersectional discrimination is difficult to detect through single-category statistics;
confidentiality can conflict with organisational learning if reporting is too opaque;
audits may produce paper compliance without worker trust;
algorithmic tools can reproduce historical bias;
well-intentioned policies may become paternalistic or restrict employee autonomy;
disciplinary systems may confuse poor performance with disability, pregnancy or caregiving constraints.
The answer is not unlimited data collection or rigid standardisation. It is proportionate governance: clear rules, trained decision-makers, accessible remedies, evidence-based review and meaningful participation by affected workers.
Best-practice checklist for HR professionals
Map all applicable central, state, sectoral and contractual requirements.
Maintain current equality, anti-harassment, accommodation, privacy and child-labour policies.
Train managers in prevention, documentation, confidentiality and non-retaliation.
Ensure the Internal Committee is properly constituted, trained and independent.
Audit recruitment, pay, promotion, performance and exit data for unexplained disparities.
Create a documented, interactive accommodation process.
Extend dignity standards to contractors, vendors, clients and digital workplaces.
Prohibit recruitment fees, debt coercion and retention of worker identity documents.
Conduct age and labour-rights due diligence in high-risk supply chains.
Apply data minimisation, role-based access, retention controls and human review to HR technology.
Measure outcomes, not only policy completion.
Provide remedy, monitor retaliation and review whether corrective action actually works.
Chapter Summary
Equality and dignity are substantive principles requiring more than identical treatment. HR professionals must identify direct, indirect and intersectional discrimination across the employment life cycle and justify decisions through job-related, consistent criteria. The POSH framework requires prevention, a competent Internal Committee, fair inquiry, confidentiality and protection against retaliation. Maternity protection prevents pregnancy-related disadvantage and supports caregiving equality. Disability inclusion requires accessibility and reasonable accommodation through an interactive process. Transgender inclusion depends on non-discrimination, confidentiality, chosen identity and accessible systems. Child and bonded labour obligations extend through contractors and supply chains and require prevention, investigation and remedy. Privacy requires lawful, proportionate and secure handling of employee information, especially when AI and surveillance technologies are used. The most effective compliance architecture integrates law, ethical leadership, worker voice, data governance, remedy and continuous improvement.
Key Terms
Equality: The principle that people must receive equal legal protection and fair opportunity.
Substantive equality: Equality assessed by actual effects and barriers, not only identical rules.
Direct discrimination: Explicit adverse treatment based on a protected characteristic.
Indirect discrimination: A neutral rule producing disproportionate disadvantage without adequate justification.
Intersectionality: Overlapping disadvantages arising from multiple social identities or conditions.
Dignity: Recognition of each person’s intrinsic worth, autonomy and respectful treatment.
Retaliation: Adverse action because a person exercised a right or participated in a complaint.
Sexual harassment: Unwelcome conduct of a sexual nature or related hostile or coercive conduct.
Internal Committee: Statutory workplace body dealing with sexual-harassment prevention and complaints.
Natural justice: Fair procedure, including notice, impartiality and opportunity to respond.
Maternity protection: Legal and organisational measures protecting pregnancy, childbirth and related leave.
Reasonable accommodation: Necessary adjustment enabling equal participation by a person with disability.
Accessibility: Usability of physical, digital, communication and organisational environments.
Transgender inclusion: Equal participation and protection of transgender persons at work.
Child labour: Unlawful or regulated employment of children or adolescents under applicable law.
Bonded labour: Labour compelled through debt, coercion or restricted freedom to leave.
Data minimisation: Collection and use of only information necessary for a specified purpose.
Proportionality: Matching the intensity of an intervention to its legitimate objective and risks.
Worker remedy: Measures that stop harm, repair loss and prevent recurrence.
Review Questions
Short Answer Questions
Distinguish formal equality from substantive equality.
What is reasonable accommodation? Give two workplace examples.
Identify four employer duties under the POSH framework.
Why can contractor management create child-labour and bonded-labour risks?
State three principles of employee data governance.
Long Answer Questions
Explain how equality should be integrated into recruitment, performance management, promotion and termination.
Describe the structure and procedural requirements of a fair sexual-harassment complaint system.
Discuss maternity protection and disability accommodation as equality measures rather than concessions.
Analyse the relationship between privacy, surveillance and employee dignity in technology-enabled workplaces.
Develop an integrated compliance architecture for a large organisation using contractors and digital HR systems.
Analytical / Application Questions
A company’s automated screening tool rejects applicants with career gaps and selects mostly younger candidates. Analyse the possible discrimination risks and recommend controls.
A disabled employee requests flexible hours, while the manager argues that identical schedules are essential for fairness. Apply the equality and accommodation framework.
An audit discovers that a supplier retains migrant workers’ identity documents and deducts recruitment advances indefinitely. Prepare an immediate response, a remediation plan and long-term governance measures.
Multiple Choice Questions with Answers
Question 1
Which statement best describes substantive equality?
A. Applying exactly the same rule to every person
B. Assessing whether rules and outcomes create unjustified barriers or disadvantage
C. Giving preference to every member of a protected group
D. Removing all performance standards from employment
Correct Answer: B. Assessing whether rules and outcomes create unjustified barriers or disadvantage
Question 2
Which body is central to the statutory sexual-harassment framework in a covered Indian workplace?
A. Internal Committee
B. Finance Committee
C. Works Canteen Committee
D. External Audit Committee
Correct Answer: A. Internal Committee
Question 3
Which is an example of reasonable accommodation?
A. Excluding a worker from promotion because adjustment is inconvenient
B. Requiring every worker to use identical communication methods
C. Providing a screen reader or accessible workstation where necessary
D. Removing all essential duties from a role
Correct Answer: C. Providing a screen reader or accessible workstation where necessary
Question 4
Why is retaliation prohibited?
A. It prevents employees from being disadvantaged for exercising rights or participating in a complaint
B. It guarantees that every complaint must be upheld
C. It removes the employer’s right to investigate misconduct
D. It requires anonymous employment records
Correct Answer: A. It prevents employees from being disadvantaged for exercising rights or participating in a complaint
Question 5
Which practice most directly reflects data minimisation?
A. Collecting every available biometric and social-media detail
B. Retaining all records permanently
C. Collecting only information necessary for a specified legitimate purpose
D. Sharing employee records with all managers
Correct Answer: C. Collecting only information necessary for a specified legitimate purpose
Question 6
Which situation is a warning sign of bonded labour?
A. A clearly documented lawful notice period
B. Voluntary overtime with lawful payment
C. Retention of identity documents and indefinite debt deductions
D. An employee choosing a flexible schedule
Correct Answer: C. Retention of identity documents and indefinite debt deductions
Question 7
A neutral requirement that disproportionately excludes a protected group may constitute:
A. Indirect discrimination
B. Natural justice
C. Data minimisation
D. Reasonable notice
Correct Answer: A. Indirect discrimination
Question 8
Which response is most appropriate when underage labour is found in a supply chain?
A. Immediately conceal the finding
B. Dismiss the child without assessing safety or welfare
C. Stop unlawful work, protect the child and pursue required reporting and rehabilitation
D. Transfer the child to another supplier
Correct Answer: C. Stop unlawful work, protect the child and pursue required reporting and rehabilitation
Question 9
What is a key feature of a fair workplace inquiry?
A. The decision-maker has a predetermined conclusion
B. The respondent receives no information about the allegations
C. The parties receive a reasonable opportunity to present and answer evidence
D. All records are publicly disclosed
Correct Answer: C. The parties receive a reasonable opportunity to present and answer evidence
Question 10
Why should AI-based HR decisions include human review?
A. Algorithms are always legally invalid
B. Human review can identify error, bias, context and accommodation needs
C. Human review eliminates the need for evidence
D. It allows organisations to avoid documenting decisions
Correct Answer: B. Human review can identify error, bias, context and accommodation needs
Labor Laws & Statutory Compliances
Chapter 9
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