CFA Level 1 Reading 7: Introduction to linear regression - Complete CRASH COURSE 2023
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 Published On Premiered Apr 28, 2022

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Topics covered in this video:
Quantitative Methods CFA® Level 1 2023
Reading 7: Introduction to linear regression

describe a simple linear regression model and the roles of the dependent and
independent variables in the model

describe the least squares criterion, how it is used to estimate regression coefficients,
and their interpretation

explain the assumptions underlying the simple linear regression model, and
describe how residuals and residual plots indicate if these assumptions may
have been violated

calculate and interpret the coefficient of determination and the F-statistic in a
simple linear regression

describe the use of analysis of variance (ANOVA) in regression analysis, interpret
ANOVA results, and calculate and interpret the standard error of estimate
in a simple linear regression

formulate a null and an alternative hypothesis about a population value of a
regression coefficient, and determine whether the null hypothesis is rejected at
a given level of significance

calculate and interpret the predicted value for the dependent variable, and a
prediction interval for it, given an estimated linear regression model and a value
for the independent variable

describe different functional forms of simple linear regressions

CFA Level 1 Reading 7: Introduction to linear regression - Complete CRASH COURSE 2022
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