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University Whitireia and WelTec
Subject BUS9505 Artificial Intelligence for Business

BUS9505 Assessment Brief

1. Course Information

Table 1: Course summary

Course Title  BUS9505 Artificial Intelligence for Business
Level 9
Credit Value 15 Credits
Duration 17 weeks
Passing Criteria Ākonga (students) should attempt all assessments, pass all learning outcomes and achieve a minimum of 50% overall.
Attendance Students are expected to attend all lectures. Approved leave requires Programme Manager approval and supporting documentation, such as a certificate from a NZ-registered doctor, a police report, and a death certificates. Please note: the NZ Immigration has a 100% attendance criterion. You will be recorded as absent without any valid evidence.
Course Delivery Lectures, tutorials, group work, project work, presentations, and self-directed learning
Please refer to the program handbook and the institutional website for programme guidelines and other details.

Table 2: Classroom, time, and delivery

Session Day Time Campus Room
1 Monday 1 PM to 4 PM Petone T311 (Computer Lab)

Table 3: Contact details

Name

(Role)

Dr Shan Rahman

(Tutor)

Sandee Beattie

(Administrator)

Dr Cyril Peter

(Programme Manager)

Mary-Claire Proctor

(Head of School)

Email shan.rahman@weltec.ac.nz sandee.beattie@weltec.ac.nz cyril.peter@weltec.ac.nz mary.proctor@wandw.ac.nz
Office T-Block 7th Floor Petone

Appointments and Meetings

Students can schedule appointments via email. Meetings can be conducted via MS-Teams or in person. Alternatively, students can consult with tutors immediately after class.

2. Course Details

2.1. Course Aims/ Objectives

To provide ākonga (students) with an understanding of how artificial intelligence (AI) can be integrated into business operations and decisionmaking processes. Students will explore the potential and impact of AI across various business functions, examine ethical and legal considerations, and implementation challenges.

2.2. Learning Outcomes

  1. Critically evaluate the role and impact of AI in contemporary business.
  2. Identify and analyse AI applications across different business functions.
  3. Develop strategies for integrating AI into business to drive innovation and efficiency.
  4. Critically assess ethical and legal implications of AI deployment in business contexts.

2.3. Indicative Content  

  • Historical context and evolution of AI in business
  • Current trends and future prospects
  • Ethical issues in AI deployment
  • Data privacy and security
  • Regulatory frameworks and compliance
  • Change management and organisational readiness
  • Skills and talent requirements
  • Measuring and managing AI performance

At a level 9 course, students are expected to acquire:

  • Knowledge: Possesses advanced technical and/or theoretical expertise in a discipline or practice, with a critical understanding of the fundamental principles involved.
  • Skills: Analyse complex and unpredictable problems to develop solutions. Assess and implement various technological means and processes related to the specific field of work or study.
  • Application: Building a sense of identification with a profession and/or discipline by applying advanced generic skills and/or specialist knowledge. Taking responsibility for maintaining the integrity of the profession or discipline.

2.4. Resources

Most of the course materials, including lecture notes, resources, reference materials, and assignments, will be available on WelTec/Whitireia Online Portal (Moodle). Students are encouraged to utilise books, journals, and other resources provided by the institution. As the subject matter is constantly changing and evolving, students should also explore emerging AI tools and related updates online.

3. Assessment Guidelines

3.1. Assessment Matrix

Various assessment methods can be used to evaluate student achievement of course aims, learning outcomes, and skills. These include group work, presentations, assignments, projects, essays, individual presentations, posters, and tests/exams.

Table 4: Assignments summary

Assessment Assessment Type Weight Due Date Learning Outcomes
Assignment 1 AI: Business Strategy (Report) 80% 12 May 2026 1, 2, 3
Assignment 2 Ethical Implications (Presentation) 20% Starting 18 May 2026 (tentative) 4
Total Weighting 100%

3.2. Grades

Table 5: Grading system

Achievement Description Grade Grade

Point

Grade to

Mark

Range

Excellent Learning outcomes met. Proficient in the most difficult concepts, theories and skills. Is able to integrate concepts, theories and skills, and recognise the links and relationships between them. Is able to adapt and apply concepts, theories and skills to new situations, and to formulate and evaluate new ideas. A+ 9 90–100
A 8 80–89
Good Learning outcomes met. Is able to use and apply the fundamental theories, concepts and skills of the learning outcomes to a wide range of problems, going beyond mere replication of content knowledge or skill. Shows an understanding of key ideas, awareness of their relevance, some use of analytical skills and some originality. B+ 6 75–79
B 5 65–74
Satisfactory Learning outcomes met. Has a basic grasp of factual content, theories, concepts and issues, and/or performance of basic skills to a level that would allow continuation of study in the area or to carry out work requiring these skills. C+ 3 60–64
C 2 50–59
Ungraded

Pass

Assessment result only: competency component. P 1
Not

Achieved

Did not achieve one or more learning outcomes. D 0 0–49
Ungraded

Fail

Ungraded Fail. One or more course requirements not met. F 0

Table 6: Marking Guide

‘A’ Grade Description ‘B’ Grade Description ‘C’ Grade Description ‘D’ Grade Description
Criterion One:

 

 

 

Ideas and understanding

Excels in responding to assessment tasks

Interesting; demonstrates development of complex ideas

Appropriately limits and defines terms. Central ideas are clearly and succinctly communicated

Understands and critically evaluates supporting evidence /reference material

A sound course, responding to assessment tasks

Attempts to define terms, not always successful

Clearly states central ideas, but may have minor lapses in development

Begins to acknowledge the complexity of central ideas and the possibility of other points of view

Shows careful reading of supporting evidence/ reference material but may not evaluate them critically

Adequate, but less effective response to assessment tasks

Presents central ideas in general terms, occasionally depending on generalizations and/or dictionary definitions

Limited exploration of other points of views

Shows basic comprehension of supporting evidence /reference material with occasional lapses in understanding

Does not respond appropriately to the assessment task

Lacks central ideas

Supporting evidence /reference material misunderstood or inadequate

Ineffective development of ideas

Assessment too brief

Criterion Two:

 

Supporting

Evidence

Uses citations appropriately and effectively, providing sufficient evidence

Explanations supported and justified convincingly

Support points using a range of relevant citations

Begins to interpret and justify the evidence, explaining connections between evidence and main ideas

Generalizations sometimes used to support points

Sometimes depends on unsupported evidence or personal experience

Occasionally assumes that evidence speaks for itself and needs no application to the point being discussed

Occasional lapses in logic

Uses irrelevant or inadequate supporting evidence /reference material throughout

Supporting evidence /reference material consistently not acknowledged

Criterion Three:

 

Organisation and coherence

Uses logical structure appropriate to assessment tasks

Transitional sentences often develop and link ideas and identify their logical relations

Paragraphs have topic sentences guiding the reader through the chain of reasoning or progression of ideas

Shows a logical progression of ideas and uses transitional sentences

Some logical links may be faulty but each paragraph clearly relates to central ideas

Occasionally lists ideas arranged randomly (rather than using any evident logical structure)

While each paragraph may relate to central idea, logic is not always clear

Arrangement of sentences within paragraphs may occasionally lack coherence

Lacks organisation, paragraph coherence and uses few or inappropriate transitional sentences

Paragraphs lack topic main ideas and may not all relate to assessment tasks

Criterion Four:

Style

Chooses words for their precise meaning and uses disciplineappropriate language

Writing style fits the assessment task

Sentences are varied, yet clearly structured, focused, and succinct

Generally uses words and discipline appropriate language accurately and effectively

Sentences generally clear, well-structured, and focused, though some sentences may be awkward or ineffective

Occasionally uses relatively vague and simple words

May use some non-academic language occasionally

Sentence structure generally correct, but sentences may occasionally be wordy, unfocused, repetitive, or confusing

Too vague and abstract

Overall, contains awkward or grammatically incorrect sentences

Majority of sentence structure is too simple with use of non-academic language

Criterion Five:

Mechanics

(Spelling, punctuation, grammar, referencing and formatting)

• Almost entirely free of mechanical errors • May contain mechanical errors, which may distract the reader but not impede understanding • Contains several mechanical errors, which may temporarily confuse the reader but not impede the overall understanding • Contains many mechanical errors that block the reader’s understanding and ability to see

connections between ideas

3.3. Policies and Regulations

  • All assignments must be submitted electronically via Moodle by the due date/time, unless advised otherwise. Students can refer to the Student Programme Handbook for information on applying for further assessment opportunities. It is the student’s responsibility to ensure all assignments comply with the WelTec/Whitireia plagiarism policy. Please check Student guide and Taikura Quality Management System for details. Students who submit late without an approved extension are not permitted to resit/resubmit the assessment task.
  • Extensions can only be granted for the following extraordinary circumstances:
  • Sickness: A medical certificate must be presented to the tutor.
  • Bereavement: The tutor must be informed as soon as possible. Supporting documentation may be required.
  • Extenuating circumstances: These circumstances must be explained to the tutor. Supporting documentation may be required.
  • Students are responsible for making their own backup copy of any work done on a computer. This backup should be updated after any significant change (at least once a day). Students must not rely on WelTec/Whitireia systems to do a backup for them.
  • If you believe that your assessment has been incorrectly graded, you have the right to appeal your mark upon written request to the program manager within five (5) working days of the return of the assessment result.
  • Any application must be completed on the official Reconsideration of Marks Request Form available from the campus administrator and be directed to the Programme Manager along with the reconsideration fee.
  • You will be notified of the reconsidered mark, which may be unchanged, raised or lowered within (10) working days of the written request for consideration being granted.
  • Feedback and results are given to students within 15 working days of the assessment date unless otherwise specified in the programme regulations.
  • Assessment marks will be published via the institute’s APlus+ Student Module All marks are provisional and will be finalised at the end of the trimester.
  • Teamwork is a joint effort. Please be aware that while you are working in a group, you will be graded individually. Everyone may not receive the same final mark. Make sure you contribute to the group work.
  • While discussion of assignment topics is encouraged, students must not use the work of others without proper acknowledgement. All sources used must be fully cited.
  • WelTec/Whitireia take a serious view of plagiarism and cheating in any form of assessment and will take appropriate steps to detect plagiarism, including using Turnitin as an electronic plagiarism detector tool.
  • According to Copyright Law (http://www.copyright.co.nz/), students are not allowed to copy more than 10% or one chapter from any book /text/copyright material. You must submit assessments that clearly acknowledge the work of others.
  • You are expected to demonstrate academic writing skills. Several credible guides to APA style are available on the internet.
  • Plagiarism and all other forms of cheating will be treated with the utmost seriousness. The Institute reserves the right to electronically scan students’ assessments to verify originality. Penalties for plagiarism are listed in detail in the institute policies. Refer to the policies related to academic integrity, including penalties (see Taikura A4 P8 Academic Integrity).
  • For more information on Enrolment, Assessment, Health and Safety, Quality, Student Services, and policies on Academic Concerns,

Student Discipline and Complaints, please refer to the student Programme Handbook and get in touch with the students’ support team.

4. Course Outline

Table 7: Course outline

Week No. Week Starting Topics
1 23 Feb Introduction: History and evolution of AI in business
2 2 Mar AI Taxonomy: Machine Learning, Deep Learning, & NLP terms
3 9 Mar Generative AI: Current trends and prospects
4 16 Mar Data Privacy: Security and protection of business data
5 23 Mar Business Functions: AI in customer engagement
6 30 Mar Business Functions: Predictive analytics & decision-making
7 6 Apr < Easter Monday >
8 13 Apr Regulatory Frameworks: Global compliance and standards
9 20 Apr B R E A K
10 27 Apr < ANZAC day observed >
11 4 May AI Performance: Measuring and managing AI success
12 11 May Ethics Deep-Dive: Bias, transparency, and fairness
13 18 May Organisational Readiness: Change management strategies
14 25 May Talent & Skills: Reskilling the workforce for an AI era
 15 1 June < King’s birthday >
16 8 June Innovation Strategy: Developing an integration roadmap
17 15 June Admin

Every class will include three broader sections:

  1. Concepts, theories, and practices on topics mentioned above.
  2. Discussion of contemporary and latest AI tools (continuously evolving in this space)
  3. Societal implications

5. Assignment Details

5.1. Assignment 1

  • Weighting: 80% of the overall course
  • Marks: 100
  • Type: Individual report
  • Length: 3000 words
  • Learning outcomes assessed: 1, 2, 3

Task: Identify and strategically solve a business problem using AI.

For this assessment, you will

  1. Diagnose a business problem (opportunity).
  2. Critically evaluate the application of AI to the identified business problem, business functions, data, and ethics
  3. Present a synthesis of AI tools you consider solving the business problem. Critically evaluate and discuss the role of the AI tool (or array of tools) you consider best to solve the problem.
  4. Develop (or simulate) a prototype, illustrations, and/or evidence using AI tools.
  5. Deliver an executive-grade report with a clear, value-driven strategy and an implementation plan.

Your report must:

  • Be specific (e.g. industry, geography, product/service, customer segment).
  • Have a clear business problem worth solving (e.g., churn, forecasting, pricing, supply chain, service quality, website development, fraud, taxation, HR recruiting).
  • Critically evaluate the selection of AI tools in problem-solving.
  • Allow measurement (define KPIs, baselines, and a plan to test impact).
  • Clearly highlight what incremental business value you are adding.
  • Diligently include prompts and samples wherever applicable.
  • Disclose all AI assistance, including (not limited to) tool name, version, and date.

Support your discussions, explanations and evaluations with a variety of authentic resources. These resources must be referenced using the APA format.

Below are examples of a few business problems (opportunities). Students are encouraged to propose alternate innovative business problems that might suit this assessment.

  • Developing an audiovisual advertisement/marketing campaign for a company.
  • Customer churn prediction and next-best-action recommendations for a company. Banking/FinTech: Credit risk pre-screening with explainability and fairness
  • Developing a healthcare app.
  • Developing a website. Etc…

Please avoid generic business solutions.

Structure of assignment: address all requirements as stated below.

  • Proper headings and sub-headings must be provided in this essay. All headings should be bold and sub-headings in italics.
  • 12-point size and double-line spacing on an MS Word document.
  • Number all pages.
  • Keep the document formal and professional.
  • Include your Name, Student ID number, Essay title, Course code and Course name on your cover page; and
  • Insert your student ID number as the running header.
  • Important: uses citations / in-text references/evidence appropriately and effectively, providing sufficient evidence.
  • The title page, headings, sub-headings, and in- and end-text references are NOT included in the 3000-word count requirement.

Table 8: Marking Guide- Assignment 1

Criteria ‘A’ Grade (Excellent) ‘B’ Grade (Good) ‘C’ Grade (Satisfactory) ‘D’ Grade (Not

Achieved)

Problem

Definition &

Context (20 Marks)

Masterfully diagnoses a complex business problem with nuanced industry context and high strategic value. Clearly identifies a valid business problem with a relevant Identifies a general business problem; context is present but Fails to identify a clear or specific business problem worth solving.
industry/geographical context. lacks depth or specificity.
Critical

Evaluation of the role of AI in solving the problem (25

Marks)

Critically evaluates AI impact with profound insight; distinguishes between types of AI applicable (e.g., Generative vs.

Predictive) effectively.

Provides a sound evaluation of AI’s role in the sector with clear, logical arguments. Describes AI’s role generally; lacks deep critical analysis or specific links to the problem. Mere description of AI; fails to evaluate its role or impact on the business.
Strategic

Integration &

Innovation (25

Marks)

Develops a visionary strategy for AI integration; includes highly specific KPIs, baselines, and a clear roadmap for ROI. Proposes a feasible strategy for integration with clear implementation steps and relevant KPIs. Suggests an integration plan, but KPIs or implementation steps are vague or generic. Lacks a coherent strategy; the implementation plan is missing or unrealistic.
Tool Selection &

Technical

Application (20

Marks)

Exceptional selection of AI tools; provides sophisticated prompts/simulations that directly solve the problem. Provides examples/simulations/prototype Selects appropriate tools and demonstrates their application clearly with relevant examples. Tools are selected, but their application to the specific problem is not fully justified. Irrelevant tools chosen or no demonstration of how they solve the problem.
Structure &

APA

Referencing (10

Marks)

Flawless professional report; exceeds 10 academic sources; perfect APA 7th ed. compliance. Professional structure with clear headings; uses 10+ sources with minor APA errors. Adequate structure: uses fewer than 10 sources or has consistent APA formatting issues. Poorly organised; fails to use adequate academic sources or correct referencing

5.2. Assignment 2

  • Weighting: 20% of the overall course
  • Marks: 100
  • Type: Individual presentation (20 Minutes)
  • Learning outcome assessed: 4

Prepare a presentation highlighting and critically evaluating the ethical, social, legal and regulatory impact of the strategy you proposed in assignment 1. You may raise meaningful ethical/governance considerations (E.g. privacy, fairness, transparency, safety, compliance). A formal, professional presentation should be delivered in class. Keep it interactive. You should engage the audience and motivate them to ask questions.

Tip: Think of this presentation as a “Courtroom Defence”. You have already built the “Strategy” (Assignment 1), but now you must stand before a jury (the class and the tutor) and prove that your AI system is lawful, ethical, and safe for the stakeholders (E.g. society, business, and environment). If you cannot answer the “prosecutor’s” questions (Q&A), the whole strategy may be deemed a risk.

Table 9: Marking Guide- Assignment 2

Criteria ‘A’ Grade (Excellent) ‘B’ Grade (Good) ‘C’ Grade (Satisfactory) ‘D’ Grade (Not Achieved)
Ethical &

Societal Impact

Analysis (30

Marks)

Profound and nuanced assessment of bias, transparency, and fairness; identifies highly complex societal implications specific to the business context. Provides a clear and sound assessment of ethical issues with logical arguments and relevant examples. Identifies general ethical issues; analysis is present but lacks depth or specific application to the business case. Fails to identify or critically assess meaningful ethical or societal impacts.
Legal &

Regulatory

Compliance (30

Marks)

Sophisticated analysis of global and NZ regulatory frameworks; demonstrates mastery of data privacy and security risks. Accurate analysis of relevant legal requirements and data security standards with evidence-based claims. Basic grasp of legal concepts; data privacy/security considerations are mentioned but not critically evaluated. Misunderstands or ignores key legal and regulatory frameworks relevant to AI deployment.
Professional

Delivery &

Exemplary professional presence: presentation is varied, succinct, and Professional and clear delivery; maintains good eye contact and uses Adequate delivery; mostly clear but may rely on notes Unprofessional or confusing delivery; fails to engage the audience or meet
Engagement (20

Marks)

masterfully engages the audience to participate. discipline-appropriate language effectively. or have minor lapses in engagement and focus. the 20-minute time requirement.
Q&A and

Interactive

Competency (20

Marks)

Convincing and insightful responses to all questions; demonstrates exceptional ability to motivate and lead complex discussions. Provides meaningful, clear answers and demonstrates a solid understanding of the assessment topic during interactions. Responds to questions with basic factual accuracy; interaction is functional but lacks depth or original insight. Unable to respond meaningfully to questions; demonstrates a lack of understanding of the presented material

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