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Simple Linear Regression
Basics of Regression - meaning , cross sectional data , time series data ,pooled data, panel data
Two variable Regression: PRF | SRF | Error Term.
Regression estimation : Derivations of B1 and B2
Coefficient of Determination-R Squared.
MCQ Test
Hypothesis Testing
P-Value Explained |Regression |Hypothesis Testing
MCQ Test
Extension of Two variable linear regression Model
Regression Through Origin |Econometrics| Regression |
Scaling and unit of measurement |Econometrics| Regression
Regression on Standardised Variables | Regression | Econometrics.
Functional form of Regression | Regression Analysis
MCQ Test
Multiple Regression: Problem Estimation
Multiple Regression Analysis-Econometrics
R -Squared and Adjusted R-Squared | Econometrics|Regression.
R Squared and Multiple Regression Model-Econometrics
MCQ Test
Multiple Regression: Problem Inferences
F Test and Multiple Regression | Econometric
Marginal contribution of Explanatory Variables and Multiple Regression.
Chow Test : Test of Parameter Stability | Econometrics
Restricted Least Square - Multiple Regression
Dummy Variables
Dummy Variables and Regression Analysis
Interaction Effect and Dummy Variable
Dummy variables and Seasonal Analysis | Econometrics.
Piecewise Regression and Dummy Variable
Dummy Variables alternate to Chow Test
Multicollinearity
Multicollinearity Detection and Remedies.
Multicollinearity and Consequences
Heteroscedasticity
Heteroscedasticity : Detection and Remedies
Heteroscedasticity : Causes and Consequences
Autocorrelation
Autocorrelation: Causes and Consequences
Durbin Watson D Test : Autocorrelation
Remedies for Autocorrelation
Model Specification Errors
Omitted Variable: Model Specification Error
D Test : Model Specification Error
Ramsey RESET Test
Panel Data Regression Model
Panel Data : Pooled Data Method or Grand Regression OLS Method.
Panel data : Fixed Effect Dummy Variable Least Square Method.
Random Effect Model : Panel Data
Autoregressive and Distributed Lag Model
Auto-regressive and Distributed lag Models
Ad hoc estimation of distributed lag model.
Koyck Approach to Distributed Lag Model
Granger Causality Test
Simultaneous Equations
Recursive Method and OLS
Two stage least Square Method: simultaneous equation
Indirect Least Squares Method : Simultaneous equations
Time Series -Concepts
Stationary Time Series
Non stationary Time Series
Spurious Regression or Nonsense Regression
Unit Root Test or Dickey Fuller Test
Co-Integration and Engle Granger Test
Co-Integration and Error Correction Model
Time Series Forecasting