Home  | News

10.07.2025

Teaser image to Beyond Prediction: How Causal AI Enables Better Decision-Making - With Stefan Feuerriegel

Beyond Prediction: How Causal AI Enables Better Decision-Making - With Stefan Feuerriegel

Research Film

"A good prediction is rarely a good decision." This may sound surprising in an age where AI is often celebrated for its predictive power. But when it comes to making real-world decisions — especially in complex environments like business or healthcare — prediction alone doesn’t cut it. What we need is AI that can help us choose what to do, not just tell us what might happen.

That’s the power of causal machine learning. Instead of forecasting outcomes in general, it predicts what will happen under specific decisions — whether it’s choosing one business strategy over another or selecting the right medical treatment.

As Stefan Feuerriegel, Professor at LMU Munich and MCML PI, puts it: “Decision-makers don’t need one crystal ball, but two — one for each possible action”. Only then can they choose what truly works best.

Watch in Full Quality on YouTube

The film was produced and edited by Nicole Huminski and Nikolai Huber.

 

#blog #research #feuerriegel
Subscribe to RSS News feed

Related

Link to Zigzag Your Way to Faster, Smarter AI Image Generation

20.11.2025

Zigzag Your Way to Faster, Smarter AI Image Generation

ZigMa, introduced by Björn Ommer’s group at ECCV 24, improves high-res AI image and video generation with fast, memory-efficient zigzag scanning.

Link to Anne-Laure Boulesteix Among the World’s Most Cited Researchers

13.11.2025

Anne-Laure Boulesteix Among the World’s Most Cited Researchers

MCML PI Anne‑Laure Boulesteix named Highly Cited Researcher 2025 for cross-field work, among 17 LMU scholars recognized globally.

Link to Björn Ommer Featured in Frankfurter Rundschau

13.11.2025

Björn Ommer Featured in Frankfurter Rundschau

Björn Ommer highlights how Google’s new AI search mode impacts publishers, content visibility, and the diversity of online information.

Link to Fabian Theis Among the World’s Most Cited Researchers

13.11.2025

Fabian Theis Among the World’s Most Cited Researchers

Fabian Theis is named a Highly Cited Researcher 2025 for his work in mathematical modeling of biological systems.

Link to Explaining AI Decisions: Shapley Values Enable Smart Exosuits

13.11.2025

Explaining AI Decisions: Shapley Values Enable Smart Exosuits

AI meets wearable robotics: MCML and Harvard researchers make exosuits smarter and safer with explainable optimization, presented at ECML-PKDD 2025.

Back to Top