What the market pays for skills, plus authenticity infrastructure
This is a live Practicum page for Chapter 7. The book calls it Skills Watch. Verified: 2026-08-18. Skill premiums fade for the same reason described in the chapter, so check the date and primary source. Every figure needs a source.
A. Skill premiums
| Source | Date | Main figure | Caveat |
|---|---|---|---|
| Lightcast, "Beyond the Buzz" / Global AI Skills Outlook | 2025-07 | AI skills add about 28% to salary, or about $18,000 a year; two or more AI skills add 43%; about 51% of AI openings are outside IT; GenAI roles outside IT rose 800% since 2022 | the premium falls as the skill becomes common |
| Lightcast on where the premium is higher | 2025 | The highest premium appears in non-IT roles, such as lawyers and architects, rather than among programmers. AI is worth more when paired with domain knowledge. | based on job postings, not actual pay records |
| PwC AI Jobs Barometer | 2025/2026 | another estimate puts the AI skill premium as high as 56% | vendor analysis; estimates differ, so keep the 28% to 56% range |
| WEF Future of Jobs 2025, looking to 2030 | 2025 | 39% of skills may change by 2030, down from 44% in the 2023 report; net gain of 78 million jobs | forecast, not fact |
| Job postings for AI coding tools | Jan 2025 to Jan 2026 | Postings requiring experience with AI coding tools grew about 340%, while postings for pure implementation roles fell about 17% | posting counts, not hires or pay. One occupation family, and the clearest single illustration of the shift this book describes |
| SFIA / Lightcast Open Skills | Not dated | skill taxonomies for reference | provides a shared language for skills |
The clearest single number on this page is the split in the coding row: demand for people who can direct AI tools up sharply, demand for people who only implement down. Two curves moving in opposite directions inside one profession is what "the value moved from output to outcome" looks like when somebody counts it. Expect the same split to show up later in other fields, and expect the premium itself to fade as the skill spreads, exactly as this page keeps predicting about every other premium.
How to read this: an "AI skill" is not a separate profession. It is a multiplier for domain knowledge, often described as a T-shaped skill set. The premium for simply knowing how to use a model falls. The premium for turning AI work into a result and taking responsibility for it can rise. This is why an AI-enabled lawyer may earn a larger premium than an AI specialist with no professional domain.
A2. Skills rising and falling by 2030
Use this to see the direction, not to panic. Check the wording in the current WEF Future of Jobs report.
| Rising fastest | Falling fastest |
|---|---|
| AI and big data; networks and cybersecurity; technology literacy | manual dexterity, endurance, and precision, down 24% |
| creative thinking; resilience and flexibility; curiosity and lifelong learning | cashiers and administrative assistants |
| leadership and influence; talent management; analytical thinking, the top core skill reported by 7 in 10 employers | graphic designers, as GenAI changes the market |
The Chapter 7 conclusion is that judgment, taste, and trust become more expensive because they cannot be generated on demand. Routine production gets cheaper, including work that looked creative yesterday, such as basic graphic design.
B. Authenticity infrastructure
When content can be generated at scale, proof that a person stands behind it becomes more useful.
| Item | Status | Why watch it |
|---|---|---|
| C2PA / Content Credentials | being adopted in cameras, editors, and platforms | a standard record of content provenance, meaning where the content came from |
| EU AI Act | transparency duties enforced since Aug 2, 2026, with penalties up to €15M or 3% of worldwide turnover | AI-content labeling and transparency are now a compliance obligation in the EU, not a future one. Marking has a grace period to Dec 2026 for systems already on the market |
| Proof of personhood | early stage | identity services that try to prove a user is a person |
Update rule: review once a quarter and add new entries at the top. Mark outdated entries instead of deleting them. The history supports the argument that premiums fade. Related worksheet: five-deficits audit. Version: 2026-08-18.
Sources (verified 2026-08-18)
Skills demand and salary premiums:
- Lightcast data on skills and premiums: https://lightcast.io/resources
- WEF Future of Jobs 2025 on fast-growing skills: https://www.weforum.org/publications/the-future-of-jobs-report-2025/
- Indeed Hiring Lab and the LinkedIn Economic Graph, for checking demand in your own market: https://www.hiringlab.org/ · https://economicgraph.linkedin.com/
- EU AI Act enforcement from Aug 2, 2026: https://digital-strategy.ec.europa.eu/en/news/commission-starts-enforcing-ai-act-rules-and-new-transparency-requirements-2-august
Use a linked report for every amount or percentage. Do not treat another person's premium as a promise about your pay.