Name: Regression Analysis Training
Brand: The Knowledge Academy
Rating: 4.9 (38503 reviews)

Regression Analysis Training Overview

Regression Analysis Training Course Outline

Module 1: Introduction

What is Regression Analysis?
Publicly Available Data Sets
Selected Application of Regression Analysis
Step in Regression Analysis

Module 2: Simple Linear Regression

Introduction
Covariance and Correlation Coefficient
Simple Linear Regression Model
Parameter Estimation
Test of Hypotheses
Confidence Intervals
Predictions
Measuring the Quality of Fit
Regression Line Through the Origin
Trivial Regression Models

Module 3: Multiple Linear Regression

Introduction
Description of the Data and Model
Parameter Estimation
Interpretations of Regression Coefficients
Centring and Scaling
Properties of the Least Squares Estimators
Multiple Correlation Coefficient
Inference for Individual Regression Coefficient
Test of Hypotheses in a Linear Model
Predictions

Module 4: Regression Diagnostics: Detection of Model Violations

Standard Regression Assumptions
Various Types of Residuals
Graphical Methods
Graphs Before Fitting a Model
Graphs After Fitting a Model
Checking Linearity and Normality Assumptions
Leverage, Influence, and Outliers
Measures of Influence
Potential-Residual Plot
What to do with the Outliers?
Role of Variables in a Regression Equation
Effects of an Additional Predictor

Module 5: Qualitative Variables as Predictors

Introduction
Salary Survey Data
Interaction Variables
System of Regression Equations
Other Application of Indicator Variables
Seasonality

Module 6: Transformation of Variables

Introduction
Transformations to Achieve Linearity
Bacteria Deaths Due to X-Ray Radiation
Transformations to Stabilise Variance
Detection of Heteroscedastic Errors
Removal of Heteroscedasticity
Weighted Least Squares
Logarithmic Transformation of Data
Power Transformation

Module 7: Problem of Correlated Errors

Introduction: Autocorrelation
Consumer Expenditure and Money Stock
Durbin-Watson Statistic
Removal of Autocorrelation by Transform
Iterative Estimation with Autocorrelated Errors
Autocorrelation and Missing Variables
Analysis of Housing Starts
Limitations of the Durbin-Watson Statistic
Indicator Variables to Remove Seasonal

Module 8: Working with Collinear Data

Principal Components
Computations Using Principal Components
Imposing Constraints
Searching for Linear Functions
Biased Estimation of Regression Coefficients
Principal Components Regression
Reduction of Collinearity in the Estimation Data
Constraints on the Regression Coefficients
Principal Components Regression: A Caution
Ridge Regression
Estimation by the Ridge Method
Ridge Regression: Some Remarks

Who should attend this Regression Analysis Training Course?

The Regression Analysis Training Course in the United States aims to provide professionals with a comprehensive understanding of regression techniques and their application in various domains. This course can help various professionals, including:

Data Scientists
Data Analysts
Statisticians
Market Researchers
Social Scientists
Financial Analysts
Research Scholars

Prerequisites of the Regression Analysis Training Course

There are no formal prerequisites required for the Regression Analysis Training Course.

Regression Analysis Training Course Overview

Regression Analysis Training in the United States is a comprehensive course designed to provide participants with a deep understanding of regression analysis, a statistical technique used to model relationships between variables. Regression analysis plays a crucial role in data analysis, forecasting, and decision-making across various fields, including economics, finance, marketing, and social sciences.

Economists, Data Scientists, Market Researchers, and Business Analysts in the United States should aim to master this subject to extract valuable insights from data, build predictive models, and make evidence-based decisions. The Regression Analysis Training equips them with the necessary knowledge and skills to harness the power of regression analysis, making it indispensable for those seeking to enhance their statistical and analytical expertise.The Knowledge Academy's 1-day Regression Analysis Course is designed to equip participants with the skills to perform robust regression analysis. It offers a blend of theoretical knowledge and practical application, ensuring a comprehensive understanding of both the concepts and their real-world uses.

Course Objectives

To understand the fundamental concepts and types of regression analysis
To develop skills to identify and quantify relationships between various data variables
To learn to use statistical software for performing regression analysis
To gain proficiency in interpreting and presenting regression results
To apply regression analysis techniques for predictive modelling and strategic decision-making

Upon completing Regression Analysis Training in the United States, delegates will benefit from enhanced statistical and analytical skills, particularly in the context of data analysis and predictive modeling. They will be well-equipped to analyze data, build regression models, and make informed decisions based on data-driven insights.

What’s included in this Regression Analysis Training Course?

World-Class Training Sessions from Experienced Instructors
Regression Analysis Certificate
Digital Delegate Pack

Why choose us

Ways to take this course

Experience live, interactive learning from home with The Knowledge Academy's Online Instructor-led Regression Analysis Training. Engage directly with expert instructors, mirroring the classroom schedule for a comprehensive learning journey. Enjoy the convenience of virtual learning without compromising on the quality of interaction.

Learn more in our FAQs

Unlock your potential with The Knowledge Academy's Regression Analysis Training, accessible anytime, anywhere on any device. Enjoy 90 days of online course access, extendable upon request, and benefit from the support of our expert trainers. Elevate your skills at your own pace with our Online Self-paced sessions.

Learn more in our FAQs

What our customers are saying

Regression Analysis Training FAQs

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What is the cost/training fees for certification in the United States?

The training fees for certification in the United States starts from $1295

Which is the best training institute/provider of in the United States?

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What are the best courses in the United States?

Please see our courses available in the United States

Why choose us

Best price in the industry

You won't find better value in the marketplace. If you do find a lower price, we will beat it.

Many delivery methods

Flexible delivery methods are available depending on your learning style.

High quality resources

Resources are included for a comprehensive learning experience.

"Really good course and well organised. Trainer was great with a sense of humour - his experience allowed a free flowing course, structured to help you gain as much information & relevant experience whilst helping prepare you for the exam"

Joshua Davies, Thames Water

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Regression Analysis Training - United States