周教授CFA金融课程:2019 CFA Level II Quantitative Methods for Valuation
STUDY SESSION 3 Quantitative Methods for Valuation
This study session opens with coverage on how financial technology (fintech) is
affecting areas within the investment industry, such as investment analysis, auto-
mated advice, and risk management. Correlation analysis, linear regression with one
and multiple independent variables, and time-series analysis as tools for identifying
relationships among variables are then introduced. The fundamental elements of all
three are presented beginning with correlation analysis. Regression, using one or more
(independent) variables to explain or predict the value of another (dependent) vari-
able, is explored next. Common machine learning techniques and their applications
are explored. Time-series analysis, in which the dependent variable’s past values are
included as independent variables, follows. The session concludes with coverage of
probability-based techniques for assessing risk, with a focus on simulation models.
READING ASSIGNMENTS
Reading 6 Fintech in Investment Management
Reading 7 Correlation and Regression
Reading 8 Multiple Regression and Issues in Regression Analysis
Reading 9 Time-Series Analysis
Reading 10 Excerpt from “Probabilistic Approaches: Scenario Analysis, Decision Trees, and Simulations”