Stop fearing AI. Start embracing the new roles AI is creating. This...
Matt Dancho (Business Science)@mdancho84
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Dec 10, 2025
~1 min read
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Stop fearing AI.
Start embracing the new roles AI is creating.
This is how: 🧵
Start embracing the new roles AI is creating.
This is how: 🧵
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We’ve all seen headlines warning that AI will replace us—but the real story is how AI is reshaping our careers.
From data science to deployment, new, high-impact roles are emerging at every step of the AI lifecycle:
From data science to deployment, new, high-impact roles are emerging at every step of the AI lifecycle:
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1. Prompt Engineer & Knowledge Engineer:
These roles craft the questions and context that unlock AI’s answers.
These roles craft the questions and context that unlock AI’s answers.
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2. Model Validator & AI Risk Specialist:
Ensure AI behaves ethically, reliably, and in compliance.
Ensure AI behaves ethically, reliably, and in compliance.
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3. Decision Engineer & AI Translator:
Bridge the gap between technical outputs and business impact.
Bridge the gap between technical outputs and business impact.
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Meanwhile, core roles like these are evolving with AI:
- Data Scientists
- ML Engineers
- DevOps/ML(Ops) Engineers
- AI Architects
According to Gartner, these roles are evolving to work with AI—not against it.
- Data Scientists
- ML Engineers
- DevOps/ML(Ops) Engineers
- AI Architects
According to Gartner, these roles are evolving to work with AI—not against it.
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THIS IS WHY ALL DATA SCIENTISTS, DATA ENGINEERS, AND DATA ANALYSTS NEED TO LEARN AI IN 2025
AI is a massive opportunity to upskill and future-proof your career.
I want to help. This is how:
AI is a massive opportunity to upskill and future-proof your career.
I want to help. This is how:
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On Wednesday, December 17th, I'm sharing one of my best AI Projects:

How I built an AI Customer Segmentation Agent with Python
👉Register here (740+ Registered): learn.business-science.io/ai-register

How I built an AI Customer Segmentation Agent with Python
👉Register here (740+ Registered): learn.business-science.io/ai-register
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That's a wrap! Over the next 24 days, I'm sharing the 24 concepts that helped me become an AI data scientist.
If you enjoyed this thread:
1. Follow me @mdancho84 for more of these
2. RT the tweet below to share this thread with your audience
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If you enjoyed this thread:
1. Follow me @mdancho84 for more of these
2. RT the tweet below to share this thread with your audience
x.com/81555507151787…
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P.S. Want live AI + Data Science training with me for free?
Register for my next live AI for Data Scientists Workshop here: learn.business-science.io/ai-register
Register for my next live AI for Data Scientists Workshop here: learn.business-science.io/ai-register