Content that never falls behind

AIB102 Bachelor Degree Current

Critical AI Literacy

Credit points: 6cp. Last updated 25 Jul 2026.

✦ Run AI Curriculum Scan

Scanning 150 lessons

+ Add content

INDEXING UNIT 150 lessons · 6 modules · 56 assessments

Continuous Curriculum Improvement Scanner

Searching academic and real time sources for evidence of curriculum drift

W

Web Crawler

Web and policy sources

crawling

connect: arxiv.org, industry.gov.au, hbr.org

Australian Bureau of Statistics: business activity (2026)

nature.com/articles/s41586 (cited)

industry.gov.au: Safe and Responsible AI (2026)

Sources scanned 0

S

Scholar Index

Peer reviewed literature

searching

Harvard Business Review (2026)

Chen et al., Nature Machine Intelligence (2026)

match: AIB102 / 4.4 ROI evidence base (0.94)

agentic AI corpus: 412 papers indexed

Sources scanned 0

L

Live Feed

Real time news and industry

streaming

engage: real time web, news feed

enterprise deployment trends (2026)

Baker and Beaufort, Science (2026)

match: AIB102 / 1.6 workplace examples

Sources scanned 0

D

Database Search

Multi database indexer

querying

query: Scopus, Web of Science, ProQuest

MIT Sloan Management Review (2026)

OECD Behavioural Insights Toolkit (2026)

match: AIB102 / 3.6 prompting versus RAG

Sources scanned 0

Updates needed (3) All lessons (150)

MODULE 1 What is AI?

1.6 Where AI is used in business today Update Available

MODULE 3 Generative AI Foundations

3.6 Fine tuning versus prompting versus RAG Update Available

MODULE 4 AI in Business Strategy

4.4 ROI frameworks for AI investments Update Available

Showing 3 lessons across 3 modules in this unit. The other 147 need nothing.

Lesson 4.4: ROI frameworks for AI investments

Suggested update for AIB102. Review the proposed text changes, then refresh the podcast and video to match.

TextPending review

PodcastPending text review

VideoPending text review

CURRENT VERSION REMOVED

Standard ROI frameworks assess four dimensions: cost reduction, revenue uplift, faster time to market, and strategic optionality.

In 2026, the evidence base for AI ROI has matured considerably. Organisations with strong AI deployments report an average 3.7 times return per dollar invested, with top performers achieving over ten times returns.

The most reliable gains are in document drafting, software engineering and customer correspondence.

SUGGESTED UPDATE ADDED

Standard ROI frameworks assess four dimensions: cost reduction, revenue uplift, faster time to market, and strategic optionality.

In 2026, the evidence base for AI ROI has matured considerably. Returns are highly skewed. A small group of leaders captures disproportionate value, while many organisations report modest or unmeasurable returns. The best predictors are governance maturity, use case specificity and workflow redesign (Harvard Business Review, 2026). Australian evidence remains limited.

The most reliable gains are in document drafting, software engineering and customer correspondence.

HBR

Harvard Business Review (2026)

Seven factors that drive returns on AI investments, according to a new survey.

View source

Textapplied

Podcastqueued to record

Videoqueued to record

Accept changes

✓ Accepted and applied

Reject

Edit manually

The approved text has already flowed into the script. Nothing is exported and no separate tool is opened.

PODCAST Lesson 4.4 script, updated

RECORDING 00:00

VIDEO On camera segment

REC 00:00

The camera opens in place. Record now, or upload a file later.

Saved to lesson 4.4

Text, podcast and video now match. The lesson is live for learners.

!

Potential content creep

This unit has grown 18 percent since the last review. Three passages are now covered elsewhere.

UNIT SIZE BY REVIEW

DESIGNED SCOPE

✓ Back within designed scope

NOW REDUNDANT, SUGGESTED FOR REMOVAL

2.3

Defining machine learning

Now fully covered in 1.2 What is AI

Remove Keep

5.1

Early prompt engineering patterns

Superseded by 3.6 Prompting versus RAG

RemoveKeep

7.4

Vendor landscape 2024

No longer accurate. Two products listed no longer exist

RemoveKeep

Adding is easy. Removing is the discipline. Both are reviewed by a person.