Episode 5 | Deeper in Multiple Linear Regression

Episode 5 connects the “big picture” of multiple linear regression: the matrix form of the model, how least squares and maximum likelihood lead to the same estimates under standard assumptions, and what the ANOVA table is really decomposing. We compare r-square vs. adjusted r-square, review t-tests for individual predictors and the F-test for overall model validity, and finish with practical model selection (AIC and partial F-tests) plus examples on diagnosing outliers and interpreting results.

Episode metadata supplied by the publisher feed · Published Jan 31, 2026

Embed this episode

Attribution link and audio player

Ready to play

Episode 5 | Deeper in Multiple Linear Regression

0:00 31:54

1×

No transcript for this episode yet

We transcribe on demand. Request one and we'll notify you when it's ready — usually under 10 minutes.

Share this episode

Similar Episodes

No similar episodes found.

Similar Podcasts

Thinking Cap Solutions Podcast Mickey Maher & Corey Kay 🎙 Thinking Cap Solutions Podcast – Unlock the power of content, audience engagement, and leadership. With 30+ years in media, content strategy, and senior leadership, Mickey & Corey share real-world lessons, insights, and strategies to help brands, businesses, and leaders grow. 🚀 From podcasting and content creation to audience engagement and leadership coaching, we break down what works, what doesn’t, and how to cut through the noise. 🎧 Listen, learn, and lead with impact. The HCI Executive Edge HCI Podcast Network Welcome to ”The HCI Executive Edge,” where we delve into the realms of executive development and coaching to unlock the full potential of leaders like yourself. In each episode, we bring you enlightening conversations with renowned executive coaches, leadership experts, and industry thought leaders. Together, we explore the tools, strategies, and mindset shifts necessary to sharpen your leadership skills and gain that competitive edge in today’s dynamic business landscape. Join us as we uncover the secrets to effective leadership, delve into the art of decision-making, and navigate the complexities of organizational change. We address critical topics such as emotional intelligence, strategic thinking, and cultivating a high-performance culture, all essential elements for driving sustainable growth and innovation.

Frequently Asked Questions

How long is this episode of Statistical Methods & Thinking?

This episode is 31 minutes long.

When was this Statistical Methods & Thinking episode published?

This episode was published on January 31, 2026.

Can I download this Statistical Methods & Thinking episode?

Yes. Use the download control on the episode player to save the publisher-provided media file.

URL copied to clipboard!