UPSC Exam  >  UPSC Questions  >  What is difference between regression model a... Start Learning for Free
What is difference between regression model and estimated regression equation ( using model are the examples)?
Most Upvoted Answer
What is difference between regression model and estimated regression e...
Regression Model:
A regression model is a statistical approach used to predict the relationship between a dependent variable and one or more independent variables. It is a mathematical representation of the functional relationship between the variables under consideration. The regression model helps in understanding and analyzing the impact of independent variables on the dependent variable.

Estimated Regression Equation:
The estimated regression equation is the equation that represents the relationship between the dependent variable and the independent variable(s) based on the data. It is derived from the regression model using statistical techniques such as least squares estimation. The estimated regression equation is used to estimate the values of the dependent variable for given values of the independent variable(s).

Differences between Regression Model and Estimated Regression Equation:

1. Concept:
- The regression model is a conceptual framework that explains the relationship between the dependent and independent variables.
- The estimated regression equation is a specific equation derived from the regression model using data.

2. Purpose:
- The regression model is used to understand and analyze the relationship between variables, identify significant predictors, and make predictions.
- The estimated regression equation is used to estimate the values of the dependent variable based on the given independent variable(s).

3. Representation:
- The regression model is represented by an equation that includes both the dependent and independent variables along with the coefficients.
- The estimated regression equation is derived from the regression model and includes only the estimated coefficients.

4. Applicability:
- The regression model is applicable to a population or a specified population segment.
- The estimated regression equation is applicable to the observed data used to estimate the coefficients.

5. Statistical Techniques:
- The regression model is developed using statistical techniques such as model selection, hypothesis testing, and goodness-of-fit measures.
- The estimated regression equation is derived using techniques like least squares estimation to minimize the sum of squared residuals.

6. Generalization:
- The regression model allows for generalization to the population from which the sample is drawn.
- The estimated regression equation provides specific estimates for the observed data used to estimate the coefficients.

In summary, the regression model is a conceptual framework that explains the relationship between variables, while the estimated regression equation is a specific equation derived from the model using statistical techniques. The model provides a broader understanding, while the equation provides specific estimates for observed data.
Explore Courses for UPSC exam

Top Courses for UPSC

What is difference between regression model and estimated regression equation ( using model are the examples)?
Question Description
What is difference between regression model and estimated regression equation ( using model are the examples)? for UPSC 2024 is part of UPSC preparation. The Question and answers have been prepared according to the UPSC exam syllabus. Information about What is difference between regression model and estimated regression equation ( using model are the examples)? covers all topics & solutions for UPSC 2024 Exam. Find important definitions, questions, meanings, examples, exercises and tests below for What is difference between regression model and estimated regression equation ( using model are the examples)?.
Solutions for What is difference between regression model and estimated regression equation ( using model are the examples)? in English & in Hindi are available as part of our courses for UPSC. Download more important topics, notes, lectures and mock test series for UPSC Exam by signing up for free.
Here you can find the meaning of What is difference between regression model and estimated regression equation ( using model are the examples)? defined & explained in the simplest way possible. Besides giving the explanation of What is difference between regression model and estimated regression equation ( using model are the examples)?, a detailed solution for What is difference between regression model and estimated regression equation ( using model are the examples)? has been provided alongside types of What is difference between regression model and estimated regression equation ( using model are the examples)? theory, EduRev gives you an ample number of questions to practice What is difference between regression model and estimated regression equation ( using model are the examples)? tests, examples and also practice UPSC tests.
Explore Courses for UPSC exam

Top Courses for UPSC

Explore Courses
Signup for Free!
Signup to see your scores go up within 7 days! Learn & Practice with 1000+ FREE Notes, Videos & Tests.
10M+ students study on EduRev