From the course: The Data Science of Economics, Banking, and Finance
          
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Correlation and causality in economic data
From the course: The Data Science of Economics, Banking, and Finance
Correlation and causality in economic data
- [Instructor] There's a saying in the data world that the plural of anecdote, or an interesting story, is not data, that data is more than just a collection of anecdotes. Now this particular saying, there's some dispute about exactly what they said and what it means, but this is said often enough. The idea here is a collection of potentially biased and non-representative stories does not make for a dataset. An extension of that is that the plural of correlation is not causation. A recommendation engine may be able to say, "I've got data about billions of book purchases, and I know that if a person purchases this book, they have a 47% chance of purchasing this book also." That's great. That's a correlation, and it may be useful, but it's not a causal relationship. They are fundamentally different things. I'm sure you're familiar with the related saying that correlation doesn't imply causation. It's not enough to simply know that when people stand at the back of the car and they put…
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Contents
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                    Data science and money8m 3s
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                    (Locked)
                    AI and LLMs in the financial world7m 33s
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                    (Locked)
                    Social trading and finance influencers5m 24s
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                    (Locked)
                    Social payment apps and informal banking4m 15s
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                    (Locked)
                    Cryptocurrencies and blockchain in finance11m 56s
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                    (Locked)
                    Responding to financial scams and frauds6m 46s
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                    (Locked)
                    Algorithmic and human-in-the-loop trading8m
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                    (Locked)
                    Automated reviews for loan, credit, and job applications6m 55s
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                    (Locked)
                    Correlation and causality in economic data8m 2s
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                    (Locked)
                    Privacy regulations and explainable AI7m 4s
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                    (Locked)
                    Bias and risk in financial and economic modeling7m 6s
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                    (Locked)
                    Careers for data scientists in economics, banking, and finance5m 17s
 
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