## Overview
![[unemployement 1.jpeg]]
>[!summary]
> It seems that entry level programers, consumer services and marketings jobs are the most at risk due to AI. However the post pandemic effect might contribute to this the effect.
>[!question]
> Which jobs are the most affected by AI?
>[!idea]
> Look at employment and breakdown it done by vertical using one of the largest individualized payroll dataset in the US
## 🔮Insights
![[unemployement-2.png]]
>[!insight]
> Headcount allocation for a few entry level job are going down for a few key sectors while increasing for others which suggest that some (perceived) shift is happening in those sectors. Attributed to AI.
>[!limitation]
> Too early to tell if it is a perceived shift or a real shift and how much the pandemic affect this.
![[comp 1.png]]
>[!insight]
> Comp is stable or going down for some white-collar jobs indicating that those job are (perceived to) becoming less valuable
>[!limitation]
> Too early to tell if it is a perceived shift or a real shift and how much the pandemic affect this.
## 🧭 Topic Compass
### Where Does X come from?
Repeated claims by tech leaders that AI will automate knowledge jobs.
### What is similar to X?
- There is an increase in trade school application in 2026 (6%) which correlate with the perception that white collar jobs are at risk due to AI and AI-xiety is a real thing.
### What compete with X?
AI Unproven ability to deliver automation and some study like [[Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity]] that show productivity is going down for experienced developpers.
### Where can X lead To?
## 📖 References
### **Paper**
url: https://digitaleconomy.stanford.edu/wp-content/uploads/2025/08/Canaries_BrynjolfssonChandarChen.pdf