Cosma Shalizi - Why Economics Needs Data Mining

Cosma Shalizi - Why Economics Needs Data Mining

Assessment

Interactive Video

Business, Information Technology (IT), Architecture, Life Skills

University

Hard

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The video discusses a grant project on model complexity and prediction error in macroeconomic forecasting. It highlights the issues of overfitting in economic models and the use of Rademacher complexity to address these issues. The speaker critiques the shift from data-driven to theory-driven economics and explores the role of data mining and machine learning in economic modeling. The speaker also shares personal insights into their background and engagement with economists.

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10 questions

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1.

OPEN ENDED QUESTION

3 mins • 1 pt

What is the main warning given to economists regarding model fitting?

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2.

OPEN ENDED QUESTION

3 mins • 1 pt

How does adding more independent variables affect model performance?

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3.

OPEN ENDED QUESTION

3 mins • 1 pt

What is Rademacher complexity and how does it relate to overfitting?

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4.

OPEN ENDED QUESTION

3 mins • 1 pt

What shift in economics is discussed in relation to data-driven versus theory-driven approaches?

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5.

OPEN ENDED QUESTION

3 mins • 1 pt

What are the implications of using data mining techniques in economics?

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6.

OPEN ENDED QUESTION

3 mins • 1 pt

How does the speaker view the relationship between statistical methods and economic modeling?

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7.

OPEN ENDED QUESTION

3 mins • 1 pt

What does the speaker suggest about the future of forecasting in economics?

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