Skip to content
IsJobSafe
TerminalRankingsNLPersonal service workers
NLOC51

The Impact of AI on
Personal service workerss

TL;DR: The Verdict

Yes. Personal service workerss face a high risk risk of AI replacement over the next 5 years due to 40% exposure to generative language models and automated agents.

Netherlands·Updated 2024-01

Risk Score
63.2
High
0.0 MoM
Compared to Others
Top 57%
#29 of 51 tracked
More at risk than 43% of jobs in NL
Personal service workers shows significant warning signs in Netherlands. The data suggests growing pressure on this occupation — worth monitoring closely.
Based on Eurostat employment data, wage trends, hiring volume, and O*NET AI automation research.
Hiring
0.0%
Wages
+5.4%
Employment
+2.6%
AI Replacement Risk
40%
What This Means

Personal service workers is facing real headwinds in Netherlands. At least two out of four signals — hiring, wages, employment, or AI exposure — are going the wrong way. Worth keeping an eye on.

Data sources: Eurostat (LFSA_EGAI2D, lc_lci_r2_q) · O*NET Database 29.0 (automation exposure) · Real-time vacancy data · Multi-factor composite risk model. Period: 2024-01.Full methodology →
What Should I Do?

Start exploring alternatives now. The data suggests this occupation is under growing pressure. This doesn't mean you need to panic — but it's smart to have a plan.

Frequently Asked Questions
Share This Report
Are you in this field?

Official government data has a 2-month lag. Help us track the real-time market: What are you seeing in your company right now?

Community Insights (UGC)

Are you working in this field? Share your on-the-ground experience with AI and automation to help others understand the true impact.

Recent Community Insights
Anonymous AccountantThreat (Risk)

"AI (specifically LLMs and automated bookkeeping plugins) is doing 80% of our manual data entry now. Entry-level jobs are definitely shrinking. However, complex tax strategy relies on human judgment. If you just do entry, you are at risk. If you advise, you are safe."

Same Occupation — Global
Same occupation, different labour markets. Cross-country alignment may vary by classification system.
Risk Alert
URGENT

Score is 63.2 and rising. Set a threshold now — before it crosses into Critical territory.

Alert when score exceeds
60 — High (strong headwinds)
Risk scores are quantitative signals based on government statistical releases. They reflect structural labour market trends, not individual job security. Not professional career advice.