advanced statistics

Best Advanced Statistics Books | The Full List

Explore the essential collection of advanced statistics textbooks that form the foundation of modern statistical education and research. Our comprehensive analysis covers six pivotal works ...
Read More →
Academic Resources

Best Causal Inference Books | The Full List

The collection of works on causal inference and research design presents a comprehensive spectrum of approaches, methodologies, and applications across various fields, including epidemiology, economics, ...
Read More →
biostatistics

Biostatistics in Public Health: Principles, Methods, and Case-Studies – A Comprehensive Guide

Biostatistics plays a crucial role in public health by providing the statistical foundation for analyzing health data, designing studies, and guiding evidence-based decisions. From tracking ...
Read More →
applied statistics

Parametric Modeling of Failure Time Data in Time-to-Event (or Survival) Analysis: Part II

Explore advanced Weibull regression modeling with varying shape parameters in this follow-up reliability analysis. Building upon our previous ceramic bearings life test case study, we ...
Read More →
analytical methods

Statistical Hypothesis Testing of Failure-Time Data in Time-to-Event (or Survival) Analysis (Part II)

This article explores non-parametric testing methods for reliability and survival data analysis. Building on previous work, the author demonstrates how to conduct tests for trend ...
Read More →
Collaborator

Competing Risks in Time-to-Event (or Survival) Analysis–A Tutorial With Code

Explore competing risks in failure time data through a vehicle shock absorber case study. Learn how to calculate and interpret cumulative incidence functions for different ...
Read More →
analysis methods

Introduction to Time-to-Event (or Survival) Analysis–A Tutorial With Code

This article provides an introduction to time-to-event analysis, examining vehicle shock absorber failure data through survival modeling techniques. The author demonstrates how to estimate survival ...
Read More →
Academic research

The Battle For The Soul Of Causal Inference

Explore the decades-long intellectual rivalry shaping how we understand causality in data science. This analysis examines the fundamental tension between two giants of causal methodology: ...
Read More →
Blog

Association Does Not Imply Causation, Except When it Does – A Causal Inference Perspective

Delving into the critical distinction between correlation and causation, this article explores why establishing true causal relationships remains one of the most challenging aspects of ...
Read More →
biostatistics

Selection Bias, A Causal Inference Perspective (With Downloadable Code Notebook)

Collider bias occurs when we condition on (or select based on) a variable that is influenced by both the exposure and outcome of interest. This ...
Read More →
Scroll to Top