Home / Economics / A composite logistic regression approach for ordinal panel data regression

A composite logistic regression approach for ordinal panel data regression

 

Table Of Contents


Chapter ONE

1.1 Introduction
1.2 Background of Study
1.3 Problem Statement
1.4 Objective of Study
1.5 Limitation of Study
1.6 Scope of Study
1.7 Significance of Study
1.8 Structure of the Research
1.9 Definition of Terms

Chapter TWO

2.1 Overview of Logistic Regression
2.2 Ordinal Panel Data Regression
2.3 Composite Approach in Statistics
2.4 Previous Studies on Composite Logistic Regression
2.5 Applications of Ordinal Panel Data Regression
2.6 Challenges in Logistic Regression Analysis
2.7 Comparison of Different Regression Techniques
2.8 Advantages of Composite Logistic Regression Approach
2.9 Disadvantages of Composite Logistic Regression Approach
2.10 Future Trends in Logistic Regression Analysis

Chapter THREE

3.1 Research Methodology Overview
3.2 Data Collection Methods
3.3 Sampling Techniques
3.4 Variable Selection Process
3.5 Model Specification
3.6 Data Analysis Techniques
3.7 Validation Methods
3.8 Ethical Considerations in Research

Chapter FOUR

4.1 Data Analysis and Interpretation
4.2 Descriptive Statistics of Variables
4.3 Regression Results and Coefficients
4.4 Model Fit and Goodness of Fit Tests
4.5 Discussion on Findings
4.6 Comparison with Existing Studies
4.7 Implications of Results
4.8 Recommendations for Future Research

Chapter FIVE

5.1 Summary of Findings
5.2 Conclusion of the Study
5.3 Contributions to the Field
5.4 Limitations of the Research
5.5 Future Research Directions

Project Abstract

We propose in this article a Composite Logistic Regression (CLR) approach for ordinal panel data regression. The new method transforms the original ordinal regression problem into a number of binary ones. Thereafter, the method of conditional logistic regression (Chamberlain, 1984; Wooldridge, 2001; Hsiao, 2003) can be directly applied. As a result, the new method allows the unobserved subject effects to be correlated with the observed predictors in an arbitrary manner. Computationally, the new method is able to profile out unobserved subject effects in a very neat manner. This not only makes computational implementation very easy but also makes theoretical treatment straightforward. In particular, we show theoretically that the resulting estimator is n-consistent and asymptotically normal. Both simulations and a real example are reported to demonstrate the usefulness of the new method.

Project Overview

Blazingprojects Mobile App

📚 Over 50,000 Project Materials
📱 100% Offline: No internet needed
📝 Over 98 Departments
🔍 Software coding and Machine construction
🎓 Postgraduate/Undergraduate Research works
📥 Instant Whatsapp/Email Delivery

Blazingprojects App

Related Research

Economics. 3 min read

The Impact of Foreign Direct Investment on Economic Growth in Developing Countries...

The topic of "The Impact of Foreign Direct Investment on Economic Growth in Developing Countries" focuses on exploring the relationship between foreig...

BP
Blazingprojects
Read more →
Economics. 3 min read

The Impact of Minimum Wage Policies on Employment Levels in Developing Countries....

The Impact of Minimum Wage Policies on Employment Levels in Developing Countries is a crucial research topic that delves into the complex relationship between l...

BP
Blazingprojects
Read more →
Economics. 2 min read

The Impact of Artificial Intelligence on Labor Markets: A Case Study of the Retail I...

Overview: The advent of artificial intelligence (AI) has brought about significant changes in various industries, including the retail sector. This research pr...

BP
Blazingprojects
Read more →
Economics. 4 min read

Analyzing the impact of government policies on income inequality in developing count...

The project topic, "Analyzing the impact of government policies on income inequality in developing countries," focuses on investigating how government...

BP
Blazingprojects
Read more →
Economics. 2 min read

The Impact of Cryptocurrency Adoption on Traditional Banking Systems: A Comparative ...

The project topic "The Impact of Cryptocurrency Adoption on Traditional Banking Systems: A Comparative Analysis" delves into the evolving landscape of...

BP
Blazingprojects
Read more →
Economics. 2 min read

The Impact of Global Trade Policies on Income Inequality in Developing Countries...

The research project titled "The Impact of Global Trade Policies on Income Inequality in Developing Countries" aims to investigate and analyze the rel...

BP
Blazingprojects
Read more →
Economics. 3 min read

The Impact of Foreign Direct Investment on Economic Growth in Developing Countries...

The project topic "The Impact of Foreign Direct Investment on Economic Growth in Developing Countries" delves into a critical aspect of economic devel...

BP
Blazingprojects
Read more →
Economics. 3 min read

The Impact of Government Policies on Income Inequality: A Case Study of [Country]...

The research project titled "The Impact of Government Policies on Income Inequality: A Case Study of [Country]" aims to investigate the relationship b...

BP
Blazingprojects
Read more →
Economics. 2 min read

The Impact of Foreign Direct Investment on Economic Growth in Developing Countries: ...

The project topic, "The Impact of Foreign Direct Investment on Economic Growth in Developing Countries: A Case Study Approach," aims to delve into the...

BP
Blazingprojects
Read more →
WhatsApp Click here to chat with us