AI in Recruitment: Legal and Ethical Implications for Harmony Haven

Purpose
This assessment helps you demonstrate report-writing skills essential for HR and other professional roles. It develops your research abilities, including sourcing, reviewing, and synthesizing academic and non-academic literature. Strong report-writing skills support informed business decisions, enhancing your ability to assist managers and advance your career.

AI in Recruitment: Legal and Ethical Implications for Harmony Haven

Task details

You are now in your sixth month of working as an HR graduate at Harmony Haven, one of Australia’s leading aged care providers, offering residential care and home support services to older Australians in Victoria. The Chief HR Officer, Ms. Claire Teaque, has called an emergency meeting to discuss a concern raised by several job applicants. Over the past two months, Harmony Haven has been using an AI-driven recruitment system to screen and shortlist candidates for personal care roles. While the system has improved efficiency, some rejected applicants have alleged that the AI may be biased against older candidates and those from diverse ethnic backgrounds. Ms. Teaque is extremely concerned about this issue and has asked you to prepare a 1,500-word insights report for the Board, addressing the following questions:

“Does the use of AI in recruitment and selection risk breaching anti-discrimination laws in Australia? What ethical considerations should Harmony Haven take into account when using AI in recruitment and selection?”

In your report to the Board, you may include reference to appropriate Victorian or Australian legislation, case law and academic research or commentary. Your report should include a brief introduction and conclusion. A minimum of 7-10 references should be provided. The reference list is not included in the assignment word count.

📄 Suggested Report Structure

  1. Cover Page
    Include:

Report title

Your full name and student ID

Subject name and code

Date of submission

  1. Executive Summary (Approx. 150 words)
    A brief summary of the report’s purpose, key findings, and main recommendations.

Tip: Write this section last, but place it after the cover page.

  1. Table of Contents
    List all section headings and subheadings with page numbers.
  2. Introduction (Approx. 150–200 words)
    Brief background: Harmony Haven’s use of AI in recruitment.

State the report’s purpose: To assess legal risks and ethical issues.

Outline what the report will cover.

  1. Legal Risks: AI and Anti-Discrimination Laws (Approx. 400–500 words)
    Identify relevant laws:

Age Discrimination Act 2004 (Cth)

Racial Discrimination Act 1975 (Cth)

Equal Opportunity Act 2010 (Vic)

Explain possible breaches of direct or indirect discrimination.

AI in Recruitment: Legal and Ethical Implications for Harmony Haven

Refer to legal cases, government guidelines, or real-world examples.

  1. Ethical Considerations of AI in Recruitment (Approx. 400–500 words)
    Discuss ethical recruitment principles: fairness, transparency, accountability.

Evaluate risks such as:

Algorithmic bias

Lack of transparency

Privacy concerns

Impact on diversity and inclusion

Reference academic research or ethical frameworks to support your discussion.

  1. Recommendations (Approx. 200–300 words)
    Provide realistic and professional suggestions for Harmony Haven, such as:

Auditing the AI tool for bias

Combining AI with human oversight

Training HR staff in ethical AI use

Clear communication with applicants

Vetting third-party AI providers for fairness and compliance

  1. Conclusion (Approx. 100–150 words)
    Summarise key findings and risks.

Reaffirm the importance of legal compliance and ethical practice in recruitment.

  1. Reference List (Minimum 7–10 quality sources)
    Use APA 7 or Harvard referencing style (as advised).

Include academic articles, legal sources, and government reports.

Not included in the word count.

✍️ Tips for a Strong Report
Use clear headings and subheadings.

Write in formal, third-person language (avoid “I” or “we”).

Base arguments on evidence, not personal opinion.

Use in-text citations consistently and accurately.

Avoid plagiarism: all sources must be referenced properly.

MGT2001 – Assignment 3 – Frequently Asked Questions

  1. What is the word limit for this assignment? 1500 equivalent
  2. This assignment asks: ‘Does the use of AI in recruitment and selection risk breaching anti-discrimination laws in Australia?”. Do I have to provide an absolute answer? Or as long as I can justify our reasonings I should be okay? You are expected to provide a clear answer. However, if you cannot fully say YES or NO, you should acknowledge the complexities of the question and justify your arguments by backing them up with strong references
  3. In my report, I need to include references to appropriate Victorian Australian legislation, case law and academic research. I wonder if the case law must come from Australia? As your business (Harmony Heaven) is operating in Australia, it should find case law from Australia.
  4. If the case law must come from Australia, is there a website that can be recommended to search for Australian case law? You can find case law here: AustLII – Victorian Resources; Bench books | Judicial College of Victoria; Case law benchbooks | Fair Work Commission (fwc.gov.au)
  5. AI in Recruitment: Legal and Ethical Implications for Harmony Haven

This is La Trobe library guide to Australia case law: Online case law – Law – LibGuides at La Trobe University. I am sure they will be more than happy to help; however, you will need to plan well beforehand so that you can get their support before the due date.

  1. Do we look at all legislation (other Australian states)? No, only from Victoria and the national legislation. Your business is operating in Victoria.
  2. In some cases, appearance can be a relevant selection criterion. For example, recruiters can assess a candidate’s appearance based on how they dress when attending an interview. Can I write this in my report? Yes, you can. However, you should focus on how to not discriminate candidates based on key personal attributes that are covered by the Equal Opportunity Act (and other relevant Australian laws). It would be best to define what ‘appearance’ means in your report.
  3. Should I structure my Report into three parts (three subheadings): Victorian or Australian legislation, case law and academic research and commentary?

No, you should not. Instead, you should combine these references to support your arguments. As this is a report, you will need to do research to find out relevant Victorian or Australian legislation, case law and academic research and commentary that are related to appearance discrimination. Then based on your research results, come up with your ideas/answers/arguments. After that structure your answers based on key themes resulted from your research.

Please refer to La Trobe University Library for guidance on how to write a report here: Reports – Assessments – Expert help guides at La Trobe University (libguides.com).

If you need an one on one consultation, you can book here: Library study and research support (latrobe.edu.au)

  1. Can you explain what ‘academic research or commentary’ is? ‘Academic research’ refers to journal articles, books, etc. ‘Commentary’ refers to any comments by relevant people such as an HR manager or company leaders. These comments can be published in online news or social media, etc.
  2. Is there a set number of references required? No. But a minimum of 7 -10 references seems good.
  3. What referencing style should I use? APA 7. For further guide, check Home – APA7 – Expert help guides at La Trobe University (libguides.com)
Order Now
Universal Assignment (January 15, 2026) AI in Recruitment: Legal and Ethical Implications for Harmony Haven. Retrieved from https://universalassignment.com/ai-in-recruitment-legal-and-ethical-implications-for-harmony-haven/.
"AI in Recruitment: Legal and Ethical Implications for Harmony Haven." Universal Assignment - January 15, 2026, https://universalassignment.com/ai-in-recruitment-legal-and-ethical-implications-for-harmony-haven/
Universal Assignment June 22, 2025 AI in Recruitment: Legal and Ethical Implications for Harmony Haven., viewed January 15, 2026,<https://universalassignment.com/ai-in-recruitment-legal-and-ethical-implications-for-harmony-haven/>
Universal Assignment - AI in Recruitment: Legal and Ethical Implications for Harmony Haven. [Internet]. [Accessed January 15, 2026]. Available from: https://universalassignment.com/ai-in-recruitment-legal-and-ethical-implications-for-harmony-haven/
"AI in Recruitment: Legal and Ethical Implications for Harmony Haven." Universal Assignment - Accessed January 15, 2026. https://universalassignment.com/ai-in-recruitment-legal-and-ethical-implications-for-harmony-haven/
"AI in Recruitment: Legal and Ethical Implications for Harmony Haven." Universal Assignment [Online]. Available: https://universalassignment.com/ai-in-recruitment-legal-and-ethical-implications-for-harmony-haven/. [Accessed: January 15, 2026]

Please note along with our service, we will provide you with the following deliverables:

Please do not hesitate to put forward any queries regarding the service provision.

We look forward to having you on board with us.

Most Frequent Questions & Answers

Universal Assignment Services is the best place to get help in your all kind of assignment help. We have 172+ experts available, who can help you to get HD+ grades. We also provide Free Plag report, Free Revisions,Best Price in the industry guaranteed.

We provide all kinds of assignmednt help, Report writing, Essay Writing, Dissertations, Thesis writing, Research Proposal, Research Report, Home work help, Question Answers help, Case studies, mathematical and Statistical tasks, Website development, Android application, Resume/CV writing, SOP(Statement of Purpose) Writing, Blog/Article, Poster making and so on.

We are available round the clock, 24X7, 365 days. You can appach us to our Whatsapp number +1 (613)778 8542 or email to info@universalassignment.com . We provide Free revision policy, if you need and revisions to be done on the task, we will do the same for you as soon as possible.

We provide services mainly to all major institutes and Universities in Australia, Canada, China, Malaysia, India, South Africa, New Zealand, Singapore, the United Arab Emirates, the United Kingdom, and the United States.

We provide lucrative discounts from 28% to 70% as per the wordcount, Technicality, Deadline and the number of your previous assignments done with us.

After your assignment request our team will check and update you the best suitable service for you alongwith the charges for the task. After confirmation and payment team will start the work and provide the task as per the deadline.

Yes, we will provide Plagirism free task and a free turnitin report along with the task without any extra cost.

No, if the main requirement is same, you don’t have to pay any additional amount. But it there is a additional requirement, then you have to pay the balance amount in order to get the revised solution.

The Fees are as minimum as $10 per page(1 page=250 words) and in case of a big task, we provide huge discounts.

We accept all the major Credit and Debit Cards for the payment. We do accept Paypal also.

Popular Assignments

Project Development and Analysis in Emerging Technologies

Assessment Brief- Assessment 2 Unit Code/Description ICT305 – Topics in IT Course/Subject BIT Semester 2024- S1 Unit Learning Outcomes Addressed ULO 1, 2, and 3. Assessment Objective The primary objective of this assessment is to provide students with hands-on experience in designing, implementing, and analysing a project in one of

Read More »

EDUC1006 Interdisciplinary Studies: Crossing the line

ASSESSMENT 2: Report Summary Title Assessment 2 Type Report Due Date Thursday 17 April, 11.59 pm (end of Week 6) Length 1500 words or equivalent Weighting 50% Academic Integrity The use of GenAI is allowed but limited for this assessment task. Submission Word document or PDF submitted to Turnitin Unit

Read More »

Writing in Community Development

Assessment Overview Overview Length or Duration Worth Due This essay should demonstrate a coherent argument, which is backed up by evidence from relevant journal articles, books and websites. You are expected to make two direct quotations only; and the rest should be paraphrases. You should also list at least eight sources.   If you are unsure of

Read More »

Counselling Theory and Practice in Schools

Assignment 1 Requirements Word limit 2500 words; excluding references Referencing You’re required to follow APA Academic Integrity Please refer to the Guidelines Task Purpose 🎯 This assessment task is designed to develop and assess students’ critical thinking and reflective skills, essential for counselling professionals in educational contexts. By engaging in a literature

Read More »

PSY1040 Cultural Responsiveness Self-Assessment

PSY1040 Cultural Responsiveness Self-Assessment The below self-assessment tool has been adapted from the following resource: Bennett, B., & Morse, C. (2023). The Continuous Improvement Cultural Responsiveness Tools (CICRT): Creating more culturally responsive social workers. Australian Social Work, 76(3), 315–329. Bennett’s collection of Cultural Responsiveness Self-Assessment Tools is designed for social workers

Read More »

TEAC7094 Assessment 2 Report: Analysis of a Student Work Sample

TEAC7094 Assessment 2 Report: Analysis of a Student Work SampleRemember to include a completed Cover Sheet for this task. CONTEXT PROBLEM AND SOLUTION (approx. 600 – 800 words) RECOMMENDATIONS (approx. 400 words) CONCLUSION REFERENCES Appendix One: Annotated and coded interview transcript from working with the child Appendix Two: Annotated and

Read More »

Psychological Data Analysis Report

Written Assignment This page outlines the major written assignment and the steps involved in preparing for submission. This assignment will allow you to develop essential skills in analysing and interpreting a data set to address a psychological issue and report the results in APA style. Note that separate documents are

Read More »

Principles of Economics

Principles of Economics Short-answer Assignment V1 (20% of final mark) The assignment consists of four questions.  You should allocate at least half a page (or 250 words) to each answer or 1000 words for all four answers depending on the nature of and/or marks allocated for the question/s. You may

Read More »

MRTY 5134 Laboratory Report Assignment

MRTY 5134 Laboratory Report Assignment Semester 1 2025Due 18th May 2025Answer TemplateEnter your name and student number below.Name:SID:Use this document to record your answers to the tasks described in the laboratoryreport assignment. When completed submit this document for marking via theassignment portal in Canvas.Things to note:

Read More »

Mind Map – Personal Philosophy

Mind Map – Personal Philosophy Assessment 2  Assessment Overview Overview Length or Duration Worth Due Part A – Annotated mind-map (equivalent to 350 words). Part B – 350 word personal reflection about your history, identity and values and link it with concepts explored in the unit. Part A – 350 words equivalent

Read More »

Consumer Partnerships in OT Practice

ASSESSMENT NUMBER 3 ASSESSMENT TYPE Written assignment DATE FOR SUBMISSION Refer to the Course Profile WEIGHTING 40% LENGTH   Part A – 500 words Part B – 500 words Part C – 500 words Notes This word allocation includes in-text references but excludes the reference list.There is no allowance for

Read More »

HPSYSD101 The Evolution of Psychology

ASSESSMENT 2 BRIEFSubject Code and Title HPSYSD101 The Evolution of Psychology Assessment Task Annotated BibliographyIndividual/Group IndividualLength 2,000 words (+/- 10%)Learning Outcomes The Subject Learning Outcomes demonstrated by successfulcompletion of the task below include:b) Examine the significant figures, events and ideas present inthe history of psychology.c) Identify and relate the key

Read More »

Literature Review and Reflection on Counselling in Education

Assessment Task SheetEDU6114 – Assessment 1 – Literature Review and Reflection Course Code and Name EDU6114 – Counselling in EducationAssessment Name Literature Review and Reflective EssayAssessment Item 1 Assessment Type EssayMarks/Weighting 50% Length 2500 words (excluding references)Assessed LearningOutcomesCLO 1, 3, 7 Due Date Please check Study Desk for Due DatesRationale

Read More »

NUTR1023 Health and Fitness through Diet and Exercise

Subject NUTR1023 Health and Fitness through Diet and Exercise Assessment Personal Diet and Exercise Plan Learning Objectives Apply the principles of training to develop a personal exercise program with appropriate mode/intensity/frequency to develop the students’ own health and fitness.Apply the current dietary guidelines to develop a personal diet plan for

Read More »

Behaviour Support Plan & Reflection

Overview Submit your support plan and reflective piece as one document. Description Part A: Support plan (1750 words) For a case study develop a support plan. This plan should aim to support an individual to reduce the need for a behaviour that challenges to occur. Collect and analyse data on a behaviour

Read More »

ASSESSMENT 2: Child Study Report

ASSESSMENT 2: Child Study Report Moderater very strict on  Rubric, its her bible, so please look into it Assignment – Written Assignment Due Date: 28th May, 23:59 (AEST) Weight: 60% Description (2500-3000 words): In this task, you are required to apply your knowledge of observational methods and child development to write

Read More »

Arts Assignment Help Australia

Introduction Arts is a broad and creative discipline that encompasses visual arts, performing arts, music, design, literature, and creative writing. Studying arts helps students explore creativity, cultural heritage, and expression through multiple mediums. In Australia, arts courses are offered at universities and TAFE institutes such as University of Melbourne, Monash

Read More »

Health Sciences Assignment Help Australia

Introduction Health Sciences is a multidisciplinary field that studies human health, disease prevention, treatment, and healthcare management. It encompasses areas such as nursing, public health, anatomy, physiology, medical research, and healthcare administration. In Australia, health sciences is a highly sought-after discipline offered at universities including Monash University, University of Melbourne,

Read More »

Literature Assignment Help Australia

Introduction Literature is the study of written works, encompassing poetry, prose, drama, fiction, and non-fiction, with a focus on understanding themes, symbolism, and cultural context. It is an essential discipline for students studying English, humanities, or creative writing at universities like University of Melbourne, Monash University, University of Sydney, and

Read More »

Humanities Assignment Help Australia

Introduction Humanities is the study of human culture, society, and history, encompassing disciplines such as history, philosophy, literature, sociology, linguistics, and cultural studies. It plays a crucial role in understanding human behaviour, values, and creativity. In Australia, humanities courses are offered at leading universities including University of Melbourne, Monash University,

Read More »

Environmental Science Assignment Help Australia

Introduction Environmental Science is an interdisciplinary field that studies the relationship between humans and the natural environment. It covers topics such as ecology, climate change, sustainability, pollution control, and environmental management. In Australia, environmental science is a popular field of study due to the country’s rich biodiversity and focus on

Read More »

Biology Assignment Help Australia

Introduction Biology is the science of life, exploring everything from molecular structures to ecosystems. It is a core subject in disciplines such as medicine, nursing, biotechnology, environmental science, and genetics. Students in Australia pursuing biology at universities like Monash University, University of Melbourne, University of Sydney, and Deakin University often

Read More »

Education Assignment Help Australia

Introduction Education is one of the most impactful fields of study, focusing on teaching methods, pedagogy, curriculum development, and learning strategies. Students pursuing education degrees in Australia at institutions such as the University of Melbourne, Monash University, University of Sydney, and Deakin University aim to become skilled teachers, administrators, and

Read More »

Economics Assignment Help Australia

Introduction Economics is the study of how societies allocate scarce resources, focusing on production, consumption, and decision-making. As one of the most popular academic fields in Australia, economics is taught at leading universities including the University of Melbourne, Monash University, University of Sydney, and ANU. Students pursuing economics often face

Read More »

Psychology Assignment Help Australia

Introduction Psychology is the scientific study of the human mind and behaviour, covering areas like cognition, emotions, mental health, and social interactions. In Australia, psychology is one of the most popular disciplines, with thousands of students enrolling at universities such as the University of Melbourne, Monash University, University of Sydney,

Read More »

Marketing Assignment Help Australia

Introduction Marketing is a dynamic and ever-evolving discipline that plays a critical role in the success of any business. From branding and market research to digital campaigns and consumer psychology, marketing requires both creativity and analytical thinking. In Australia, marketing students studying at top institutions like the University of Melbourne,

Read More »

Finance Assignment Help Australia

Introduction Finance is one of the most essential fields of study, forming the backbone of global business, economics, and investment. In Australia, students pursuing degrees in finance, accounting, economics, and business management at top institutions such as Monash University, University of Melbourne, University of Sydney, and RMIT face an intense

Read More »

Computer Science Assignment Help

Introduction Computer Science is one of the fastest-growing and most demanding academic disciplines worldwide. Students in Australia, the UK, and beyond pursue computer science degrees to build careers in software engineering, artificial intelligence (AI), cybersecurity, data science, and web development. However, the field is highly technical and requires extensive practical

Read More »

Law Assignment Help Australia

Introduction Law is one of the most intellectually challenging and competitive fields of study in Australia. Students pursuing law degrees at prestigious institutions such as Monash University, University of Melbourne, University of Sydney, and Australian National University face an intense academic workload. From legal case studies and essays to research

Read More »

Nursing Assignment Help Australia

Introduction Nursing is one of the most respected and challenging professions in Australia. Students pursuing nursing courses at top institutions such as Deakin University, Monash University, University of Melbourne, University of Sydney, and TAFE colleges face a demanding academic workload. From care plans and reflective essays to case studies and

Read More »

Can't Find Your Assignment?