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Manx Technology GroupSmart Island
Education · AI Era

AI-Era Skills

Which UCM courses actually prepare Manx students for an AI-native career? We classify 189 active programmes into four honest buckets — from "explicitly teaches AI tooling" through "distinctly human, AI-resistant" to "at-risk routine work" — so students, Treasury and UCM can make informed calls.

🤖Explicitly AI-Native
11
courses (6%)
🛠️AI-Augmented
35
courses (19%)
Distinctly Human
57
courses (30%)
⚠️AI-Vulnerable
86
courses (46%)
🤖

Explicitly AI-Native (11)

Course name or field directly teaches AI tools, data science, cyber security, programming, cloud, automation, prompting. These graduates step straight into AI-era roles.

+ 1 more in this category
🛠️

AI-Augmented (35)

Course leads to occupations the Anthropic Economic Index rates as augmentation-dominant — AI makes the graduate more productive, humans stay in the loop.

+ 25 more in this category

Distinctly Human (57)

Course leads to occupations whose core tasks are hard for AI to touch — personal service, physical trades, care, supervised practice. AI-resistant regardless of the era.

+ 47 more in this category
⚠️

AI-Vulnerable (86)

Course leads to occupations with high automation exposure and limited augmentation upside. Students should know this before enrolling — not a reason to cancel, but a reason to pair with AI-fluency add-ons.

Higher EducationLevel 6 (Degree)3 years
University of Chester BSc (Hons) in Accounting & Finance
62 live vacancies49/100 resilience
Higher EducationLevel 6 (Degree)3 years
University of Chester BA(Hons) in Business Management
61 live vacancies44/100 resilience
Higher EducationLevel 4 (HNC/CertHE)2 years
University of Chester Level 4 BA(Hons) in Business Management Year 1
61 live vacancies41/100 resilience£5,538
Higher EducationLevel 5 (HND/FdA)2 years
University of Chester Level 5 BA(Hons) in Business Management Year 2
61 live vacancies41/100 resilience£5,538
Higher EducationLevel 6 (Degree)3 years
University of Chester Level 6 BA(Hons) in Business Management Year 3
61 live vacancies41/100 resilience£5,538
Higher EducationLevel 7 (Masters/MBA)1.5 years
University of Chester Level 7 Masters in Business Administration
49 live vacancies44/100 resilience
Higher EducationLevel 7 (Masters/MBA)1.5 years
MA Professional Development in Events Management and Marketing - Year 1
49 live vacancies34/100 resilience£8,516
Higher EducationLevel 6 (Degree)3 years
University of Chester BSc (Hons) Sport (Sports Leadership & Development)
47 live vacancies46/100 resilience
Higher EducationLevel 4 (HNC/CertHE)2 years
University of Chester BSc (Hons) Sport (Sports Leadership & Development) Year 1
47 live vacancies46/100 resilience£5,538
Higher EducationLevel 5 (HND/FdA)2 years
University of Chester BSc (Hons) Sport (Sports Leadership & Development) Year 2
47 live vacancies46/100 resilience£5,538
+ 76 more in this category
How the classification works

Classification priority — the first match wins:

  1. Explicitly AI-Native — course name or primary field matches a pattern like artificial intelligence, machine learning, data science, cyber security, cloud, DevOps, coding, programming, software, analytics, automation, robotics, generative, LLM, prompt engineering.
  2. AI-Augmented — matched SOCs have Anthropic Economic Index augmentation share ≥ 35% AND augmentation > automation. AI assists, human stays central.
  3. Distinctly Human — matched SOCs retain ≥ 30% distinctly-human task share, OR the course is a trade apprenticeship (AP category) with sub-35% automation. AI has limited operational reach.
  4. AI-Vulnerable — matched SOCs have automation share ≥ 40% AND augmentation < 30%. Routine tasks are automatable and AI doesn't help much with what's left.

Courses with no Anthropic EI data for their matched SOCs are excluded to keep the signal clean. The page is a planning aid, not a prescription — a "distinctly human" course is not automatically "safer" than an "AI-vulnerable" course if the market for it is shrinking.