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Top 10 Judea Pearl Quotes (2025 Update)

Judea Pearl Quote: “You cannot answer a question that you cannot ask, and you cannot ask a question that you have no words for.”

1. “You cannot answer a question that you cannot ask, and you cannot ask a question that you have no words for.”

— Judea Pearl

Judea Pearl Quote: “Deep learning has instead given us machines with truly impressive abilities but no intelligence. The difference is profound and lies in the absence of a model of reality.”

2. “Deep learning has instead given us machines with truly impressive abilities but no intelligence. The difference is profound and lies in the absence of a model of reality.”

— Judea Pearl

Judea Pearl Quote: “If I could sum up the message of this book in one pithy phrase, it would be that you are smarter than your data. Data do not understand causes and effects; humans do.”

3. “If I could sum up the message of this book in one pithy phrase, it would be that you are smarter than your data. Data do not understand causes and effects; humans do.”

— Judea Pearl

Judea Pearl Quote: “Counterfactual reasoning, which deals with what-ifs, might strike some readers as unscientific. Indeed, empirical observation can never confirm or refute the answers to such questions.”

4. “Counterfactual reasoning, which deals with what-ifs, might strike some readers as unscientific. Indeed, empirical observation can never confirm or refute the answers to such questions.”

— Judea Pearl

Judea Pearl Quote: “I would rather discover one cause than be the King of Persia.”

5. “I would rather discover one cause than be the King of Persia.”

— Judea Pearl

Judea Pearl Quote: “Where causation is concerned, a grain of wise subjectivity tells us more about the real world than any amount of objectivity.”

6. “Where causation is concerned, a grain of wise subjectivity tells us more about the real world than any amount of objectivity.”

— Judea Pearl

Judea Pearl Quote: “Probabilities and the Logic of “Almost True.”

7. “Probabilities and the Logic of “Almost True.”

— Judea Pearl

Judea Pearl Quote: “Data can tell you that the people who took a medicine recovered faster than those who did not take it, but they can’t tell you why. Maybe those who took the medicine did so because they could afford it and would have recovered just as fast without it.”

8. “Data can tell you that the people who took a medicine recovered faster than those who did not take it, but they can’t tell you why. Maybe those who took the medicine did so because they could afford it and would have recovered just as fast without it.”

— Judea Pearl

Judea Pearl Quote: “Much of this data-centric history still haunts us today. We live in an era that presumes Big Data to be the solution to all our problems. Courses in “data science” are proliferating in our universities, and jobs for “data scientists” are lucrative in the companies that participate in the “data economy.” But I hope with this book to convince you that data are profoundly dumb.”

9. “Much of this data-centric history still haunts us today. We live in an era that presumes Big Data to be the solution to all our problems. Courses in “data science” are proliferating in our universities, and jobs for “data scientists” are lucrative in the companies that participate in the “data economy.” But I hope with this book to convince you that data are profoundly dumb.”

— Judea Pearl

Judea Pearl Quote: “My emphasis on language also comes from a deep conviction that language shapes our thoughts. You cannot answer a question that you cannot ask, and you cannot ask a question that you have no words for.”

10. “My emphasis on language also comes from a deep conviction that language shapes our thoughts. You cannot answer a question that you cannot ask, and you cannot ask a question that you have no words for.”

— Judea Pearl

Judea Pearl Quote: “How much evidence would it take to convince us that something we consider improbable has actually happened? When does a hypothesis cross the line from impossibility to improbability and even to probability or virtual certainty?”

11. “How much evidence would it take to convince us that something we consider improbable has actually happened? When does a hypothesis cross the line from impossibility to improbability and even to probability or virtual certainty?”

— Judea Pearl

Judea Pearl Quote: “I conjecture, that human intuition is organized around casual, not statistical, relations.”

12. “I conjecture, that human intuition is organized around casual, not statistical, relations.”

— Judea Pearl

Judea Pearl Quote: “Another feature we lose in going from logic to uncertainty is incrementality.”

13. “Another feature we lose in going from logic to uncertainty is incrementality.”

— Judea Pearl

Judea Pearl Quote: “The problem with monotonic logic lies not in the hardness of its truth values, but rather in its inability to process context-dependent information.”

14. “The problem with monotonic logic lies not in the hardness of its truth values, but rather in its inability to process context-dependent information.”

— Judea Pearl

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