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LECTURE 1   Risk, Return, and Uncertainty:   A Review of Principles Useful in Finance
The Concept of Return ,[object Object],[object Object],[object Object]
Measurable Return ,[object Object],[object Object],[object Object],[object Object],[object Object]
Definition ,[object Object],[object Object],[object Object],[object Object]
Holding Period Return ,[object Object],[object Object],[object Object],[object Object]
Arithmetic Mean Return ,[object Object]
Arithmetic Mean Return (cont’d) ,[object Object],[object Object],[object Object]
Geometric Mean Return ,[object Object]
Arithmetic and  Geometric Mean Returns ,[object Object],[object Object],1.000 0.0000 4 1.0021 0.0021 3 0.9955 -0.0045 2 1.0084 0.0084 1 Return Relative Return Week
Arithmetic and Geometric Mean Returns (cont’d) ,[object Object],[object Object],[object Object]
Arithmetic and Geometric Mean Returns (cont’d) ,[object Object],[object Object],[object Object]
Comparison of Arithmetic & Geometric Mean Returns ,[object Object],[object Object],[object Object],[object Object],[object Object]
Comparison of Arithmetic & Geometric Mean Returns ,[object Object],[object Object]
Expected Return ,[object Object],[object Object],[object Object]
Standard Deviation and Variance ,[object Object],[object Object]
Standard Deviation and Variance (cont’d) ,[object Object],[object Object]
Standard Deviation and Variance (cont’d) ,[object Object]
Semi-Variance ,[object Object],[object Object],[object Object],[object Object]
Some Statistical Facts of Life ,[object Object],[object Object],[object Object],[object Object]
Definitions ,[object Object],[object Object],[object Object],[object Object],[object Object]
Constants ,[object Object],[object Object],[object Object],[object Object]
Variables ,[object Object],[object Object],[object Object]
Variables (cont’d) ,[object Object],[object Object],[object Object],[object Object]
Variables (cont’d) ,[object Object],[object Object],[object Object],[object Object]
Variables (cont’d) ,[object Object],[object Object],[object Object],[object Object]
Populations ,[object Object],[object Object],[object Object],[object Object]
Populations (cont’d) ,[object Object],[object Object],[object Object],[object Object],[object Object]
Populations (cont’d) Positive Skewness Negative Skewness
Populations (cont’d) ,[object Object],[object Object],[object Object],[object Object]
Populations (cont’d) ,[object Object],[object Object],[object Object]
Populations (cont’d) ,[object Object],[object Object],[object Object],[object Object]
Samples ,[object Object],[object Object]
Sample Statistics ,[object Object],[object Object],[object Object],[object Object]
Properties of  Random Variables ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Example ,[object Object],4% 1% 4 5% 4% 3 0% -1% 2 3% 2% 1 Stock B Stock A Month
Central Tendency ,[object Object],[object Object],[object Object]
Example (cont’d) ,[object Object]
Dispersion ,[object Object],[object Object]
Example (cont’d) ,[object Object]
Example (cont’d) ,[object Object]
Logarithms ,[object Object],[object Object],[object Object],[object Object],[object Object]
Logarithms (cont’d) ,[object Object],[object Object],[object Object],[object Object]
Expectations ,[object Object],[object Object]
Expectations (cont’d) ,[object Object]
Correlations and Covariance ,[object Object],[object Object],[object Object]
Correlations and Covariance (cont’d)
Example (cont’d) ,[object Object]
Correlations and Covariance ,[object Object],[object Object],[object Object]
 
 
 
Linear Regression ,[object Object],[object Object],[object Object]
Linear Regression (cont’d) ,[object Object],[object Object],0.0005 0.0000 4 0.0019 0.0021 3 -0.0048 -0.0045 2 0.0088 0.0084 1 Index Return Stock Return Week
Linear Regression (cont’d) ,[object Object],Intercept = 0 Slope = 0.96 R squared = 0.99
R Squared and  Standard Errors ,[object Object],[object Object],[object Object]
Application ,[object Object]
R Squared ,[object Object],[object Object],[object Object],[object Object]
 
Standard Errors ,[object Object]
Standard Errors (cont’d) ,[object Object],[object Object],[object Object],[object Object]
Runs Test ,[object Object],[object Object]
Notation ,[object Object],[object Object],[object Object],[object Object]
Statistical Test
Example ,[object Object],[object Object],[object Object]
About 2.5% of the area under the normal curve is below a z score of -1.96.
Interpretation ,[object Object],[object Object]

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Risk Return