Zahnow Library guides/Applied AI literacy
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Applied AI lessons

10 lessons and six hands-on experiments. Work through them in order, at your own pace.

Lesson 9 of 10

Which jobs are changing, and how to reskill

In plain termsThe World Economic Forum surveys employers about what they expect by 2030. They expect many jobs to change, some to disappear, and even more to be created. These are forecasts, not guarantees. Use them to spot which skills are growing in your field, not to panic about a single number.

Future of Jobs 2025

WEF: by 2030, 170 million jobs created, 92 million displaced

Employer expectations to 2030 from the World Economic Forum — an outlook, not a prediction.

170Mnew jobs14% of today’s employment
92Mjobs displaced8% of employment
+78Mnet gain7% of employment
39%of core skills expected to change by 2030Down from 44% in 2023

Fastest-growing skills

  • AI and big data
  • Networks and cybersecurity
  • Technological literacy
  • Creative thinking
  • Resilience, flexibility and agility
  • Curiosity and lifelong learning
  • Leadership and social influence

Top core skills, 2025

Analytical thinking; resilience, flexibility and agility; leadership and social influence; creative thinking; motivation and self-awareness.

Declining skills

Manual dexterity, endurance and precision (first net negative). Reading, writing and mathematics (small net decline).

41of every 100 workers need no significant training
29upskilled in current roles
19reskilled or redeployed
11need training but won’t get it

Takeaway: 59% of workers need training by 2030. 86% of employers expect AI and information processing to transform their business by 2030.

Sources: World Economic Forum, The Future of Jobs Report 2025 (weforum.org), chapters 2 and 3 and the key findings digest.

A student at a crossroads with paths to a hospital, classroom, studio, and office

In plain termsJobs built on routine, repeatable tasks are expected to shrink. Jobs that need judgment, care for people, and building new things are expected to grow. The takeaway for students: focus on skills AI is weakest at, and learn to use AI for the routine parts.

Jobs rising and falling

Routine tasks shrink. Human judgment, care, and building grow.

Employer expectations for the fastest-growing and fastest-declining roles by 2030.

▲ Fastest-growing

Big Data Specialists · FinTech Engineers · AI and Machine Learning Specialists · Software and Applications Developers

▼ Fastest-declining

Cashiers and ticket clerks · Administrative assistants · Printing workers · Accounting and bookkeeping clerks

Sources: World Economic Forum, Future of Jobs Report 2025.

In plain termsMore entry-level job postings now mention AI skills. Employers aren’t only asking whether you can use a chatbot; they want to know if you can use it responsibly, check its work, and explain what you did. Taking this course is a start you can describe in interviews.

Reskilling starts in school

AI literacy goes mainstream

Inside Higher Ed reports 35% of entry-level jobs require AI skills (Mar 2026), up from 13% six months earlier, as reported.

K-12

Federal EO 14277 (signed Apr 23, 2025) calls for student AI literacy, teacher training, and employer partnerships. 35 to 40 states plus Puerto Rico have K-12 AI guidance (trackers differ). OECD and European Commission AI Literacy Framework for schools (approved Apr 8, 2026).

Colleges and universities

Ohio State AI Fluency (Jun 2025): every undergraduate from the Class of 2029 graduates AI fluent; roadmaps reach about 53,000. Purdue: AI working competency required to graduate from fall 2026. Fall 2026: Miami and SUNY embed AI in majors; Northwestern and Wentworth launch AI majors; Kelley School requires an AI course.

Closer to home: SVSU

AI Imagination Lab, AI Literacy Week, a campus-wide AI literacy assessment (500+ respondents), and workshops. Our campus is part of this wave. (Source: Kyle Bylin’s portfolio, self-reported.)

Presenter interpretation: a path to new opportunities

  1. 1
    Learn the basics

    Course, workshop, or credential.

  2. 2
    Practice on a project

    Portfolio, not just a certificate.

  3. 3
    Show your work

    Make your thinking visible.

  4. 4
    Apply it in your field

    AI fluency plus your major.

Sources: EO 14277 (Apr 2025); AI for Education (Aug 2026); Playlab (Sep 2026); OECD/EC; Ohio State OAA (2025, 2026); Purdue (Dec 2025); Inside Higher Ed (Aug 2026); Bylin.

In plain termsYou don’t need an expensive bootcamp. Free courses, library workshops, and tutoring can get you started this week. Pick one resource, finish it, and apply it to something real — that’s worth more than collecting certificates.

Skill up now

Where to learn AI: free and low-cost ways to start this week

Check each provider for current availability, cost, and requirements.

OpenAI Academy

Free, self-paced courses from AI Foundations to building with Codex.

Anthropic Academy

Free courses, including AI Fluency and its 4D framework.

Google

AI Essentials (about 5 hours) and the AI Professional Certificate.

Microsoft Elevate Academy

Free learning paths and certifications.

Coursera

Courses and certificates from Google, OpenAI, Anthropic, and more. Pricing varies.

Not sure where to start?

Book free one-on-one AI tutoring at Zahnow Library.

Sources: OpenAI Academy, Anthropic, Google, Microsoft, Coursera (2025 to 2026).

In plain termsFor a long time, building companies and creative projects depended on where you lived and who you knew. AI tools lower those barriers. A student in Saginaw now has access to many of the same tools as someone in Silicon Valley. The difference-maker is what you choose to build.

Imagination Age

The Rise of the Rest: talent was always everywhere. Now the tools are too.

In Steve Case’s The Rise of the Rest (2022), the barrier was geography and access: capital, networks, and talent clustered in a few coastal hubs (75% of US venture capital went to California, New York, and Massachusetts). His answer was ecosystems in surprising places.

The Imagination Age sequel (presenter interpretation): the barrier now includes skills and teams. With vibe coding (Lovable, Claude Code, Base 44) and tools like Suno and Riverside, a student in any dorm, town, or time zone can describe an idea and ship a working product. The “rest” is no longer just other cities; it is anyone with imagination, taste, and agency. This echoes Zack Kass’s Next Renaissance idea.

  1. 1
    Geography stopped being destiny

    Case’s argument: good ideas can take root outside a few hubs.

  2. 2
    Technical skill stops being the gate

    Vibe coding lets people describe software and ship it.

  3. 3
    Imagination, taste, and agency decide

    Who builds becomes a question of judgment, not postcode.

Sources: Kirkus Reviews (Sept 27, 2022); Inc. (Oct 2022); TechCrunch (Sept 24, 2022); Revolution, Class of 2025 letter (May 12, 2025). The Imagination Age link is the presenter’s interpretation, not a claim made in the book.

Check your understanding

1. A report says your intended career is “changing.” What’s a useful response?
2. When does building AI skills start for a college student?