- How do you detect that a time series is following an ARMA process?
- Cite 5 types of automated strategies and give brief descriptions.
- Give a description of a possible strategy to be long volatility in trading only the stock.
- What kind of asset is usually modeled by a GARCH process? Give a brief description.
Analysis of Financial Time Series by Ruey Tsay
This paper spans over four-hundred pages and is meant to be a comprehensive introduction to time series analysis and different branches of analysis and forecasting which are related to it. In the introduction, Dr. Tsay states that about two chapters would be enough material for the core of an MBA course, with some brief references to other chapters (perhaps to add other intersections such as machine learning).
It is based off of his experience and work teaching these concepts since 1999 at U Chicago's Booth School of Business, and states that it is meant to provide masters students as well as senior undergraduates insight into time series analysis, and enough of an understanding to appreciate potential uses.
Introduction to Econometrics by Stock and Watson (link)
A strongly suggested introduction to the topic, which could be interchanged as a first step with Analysis of Financial Time Series.
It is based off of his experience and work teaching these concepts since 1999 at U Chicago's Booth School of Business, and states that it is meant to provide masters students as well as senior undergraduates insight into time series analysis, and enough of an understanding to appreciate potential uses.
Introduction to Econometrics by Stock and Watson (link)
A strongly suggested introduction to the topic, which could be interchanged as a first step with Analysis of Financial Time Series.
Econometrics by Hayashi (link)
This one is criticized a bit for its focus on mathematical theory over use cases. Not that there's anything wrong with that, but for practitioners in a hurry to build this skill-set, this might not be the best starting-point.
Mostly Harmless Econometrics by Angrist and Pischke (link)
This book has been described as backing away from the theory to discuss the bigger picture econometrics is forming. However, its explanations are brief which often mean reading a more in-depth text first is necessary if you haven't already studied time series analysis.
This book has been described as backing away from the theory to discuss the bigger picture econometrics is forming. However, its explanations are brief which often mean reading a more in-depth text first is necessary if you haven't already studied time series analysis.
New Introduction to Multiple Time Series Analysis by Lutkepohl (link)
This one was suggested as a very advanced textbook, being aimed entirely at the graduate level onward.
This one was suggested as a very advanced textbook, being aimed entirely at the graduate level onward.
Hopefully this is useful!