In this talk I'll discuss 3 goals I have when I try to communicate complicated topics. I'll then illustrate how I used these goals to guide the development of my most popular video, PCA Step-by-Step, which has over 3.4 million views.

If you were only going to learn a few statistical techniques as an analyst, where should you focus? Josh Starmer, Founder of StatQuest, shares how learning these skills can boost your career. We dive into why linear regression is the bedrock for advanced statistical tests like the t-test, and why understanding Principal Component Analysis (PCA) can give you an edge in working with complex datasets. But it's not just about the math—we also explore how expanding your skill set beyond the numbers can make you a stronger candidate for promotions and new roles. From building a diverse portfolio of skills to positioning yourself effectively in quarterly reviews, we discuss strategies to ensure you stand out in your organization and the broader job market. Whether you're early in your data career or looking to sharpen your expertise, this episode gives you actionable insights to grow both technically and professionally. What You'll Learn: Core statistical methods every analyst should know, including why linear regression is the foundation for advanced analytics  How learning tangential skills like Principal Component Analysis (PCA) can set you apart in the field  Positioning yourself for success in quarterly reviews and career conversations   Be sure to check out Josh's Illustrated Guide to Machine Learning and his YouTube channel! Follow Josh on LinkedIn!   Register for free to be part of the next live session: https://bit.ly/3XB3A8b   Follow us on Socials: LinkedIn YouTube Instagram (Mavens of Data) Instagram (Maven Analytics) TikTok Facebook Medium X/Twitter

Tired of spending money on data courses you never finish? Here are 7 essential books that will actually boost your analytical skills, with no subscription required! Plus, make sure to tune in till the end as one lucky listener will get a free book from this list! Get the books here! DISCLAIMER: Some of the links in this video are affiliate links, meaning if you click through and make a purchase, I may earn a commission at no extra cost to you. Storytelling with Data by Cole Nussbaumer Knaflic 👉 https://amzn.to/3ZYHhsG Ace the Data Science Interview by Nick Singh and Kevin Huo 👉 https://amzn.to/3XZ9IaB Moneyball by Michael Lewis 👉 https://amzn.to/44fy4OD The StatQuest Illustrated Guide To Machine Learning by Josh Starmer 👉 https://amzn.to/40hRgu2 Fundamentals of Data Engineering by Joe Reis and Matt Housley 👉 https://amzn.to/3W84K8K Data Science for Business by Foster Provost and Tom Fawcett 👉 https://amzn.to/4k7jkaD The Big Book of Dashboards by Steve Wexler, Jeffrey Shaffer, and Andy Cotgreave 👉 https://amzn.to/462GJVj 💌 Join 10k+ aspiring data analysts & get my tips in your inbox weekly 👉 https://www.datacareerjumpstart.com/newsletter 🆘 Feeling stuck in your data journey? Come to my next free "How to Land Your First Data Job" training 👉 https://www.datacareerjumpstart.com/training 👩‍💻 Want to land a data job in less than 90 days? 👉 https://www.datacareerjumpstart.com/daa 👔 Ace The Interview with Confidence 👉 https://www.datacareerjumpstart.com/interviewsimulator ⌚ TIMESTAMPS 00:16 Book 1: The Big Book of Dashboards 02:52 Book 2: Data Science for Business 04:38 Book 3: Fundamentals of Data Engineering 06:05 Book 4: The StatQuest Illustrated Guide To Machine Learning 07:52 Book 5: Moneyball 10:09 Book 6: Ace the Data Science Interview 11:24 Book 7: Storytelling With Data I've interviewed some of these awesome data authors! Check out these episodes! Stats You Need to Know as a Data Analyst (w/ StatQuest) 👉 https://datacareerpodcast.com/episode/105-do-you-have-to-be-good-at-statistics-to-be-a-data-analyst-w-statquest-josh-starmer-phd How to Ace The Data Science & Analytics Interview w/ Nick Singh 👉 https://datacareerpodcast.com/episode/74-how-to-ace-the-data-science-analytics-interview-w-nick-singh Meet The Woman Who Changed Data Storytelling Forever (Cole Knaflic) 👉 https://datacareerpodcast.com/episode/142-meet-the-woman-who-changed-data-storytelling-forever-cole-knafflic

🔗 CONNECT WITH AVERY 🎥 YouTube Channel: https://www.youtube.com/@averysmith 🤝 LinkedIn: https://www.linkedin.com/in/averyjsmith/ 📸 Instagram: https://instagram.com/datacareerjumpstart 🎵 TikTok: https://www.tiktok.com/@verydata 💻 Website: https://www.datacareerjumpstart.com/ Mentioned in this episode: Join the last cohort of 2025! The LAST cohort of The Data Analytics Accelerator for 2025 kicks off on Monday, December 8th and enrollment is officially open!

To celebrate the end of the year, we’re running a special End-of-Year Sale, where you’ll get: ✅ A discount on your enrollment 🎁 6 bonus gifts, including job listings, interview prep, AI tools + more

If your goal is to land a data job in 2026, this is your chance to get ahead of the competition and start strong.

👉 Join the December Cohort & Claim Your Bonuses: https://DataCareerJumpstart.com/daa https://www.datacareerjumpstart.com/daa

20 minutes of straight genius data advice. Learn form the top data analysts on what hiring managers are looking for, how to ace the interview, the future of Data & AI, and networking effortlessly.

Listen to the episodes:

Alex the Analyst

Luke Barousse

Avery Smith

Ken Jee

Josh Starmer (StatQuest)

Matt Mike

Andy Kriebel

Matt Brattin

⁠

📩 Get my weekly email with helpful data career tips⁠

⁠📊 Come to my next free “How to Land Your First Data Job” training⁠

⁠🏫 Check out my 10-week data analytics bootcamp

🧙‍♂️ Ace the Interview with Confidence

Timestamps:

(0:00) Intro

(0:05) Alex the Analyst

(4:25) Luke Barousse

(6:08) Avery Smith

(7:47) Ken Jee

(9:50) Josh Starmer (StatQuest)

(14:26) Matt Mike

(16:19) Andy Kriebel

(17:33) Matt Brattin

Connect with Avery:

📺 Subscribe on YouTube

🎙Listen to My Podcast

👔 Connect with me on LinkedIn

📸 Instagram

🎵 TikTok

Mentioned in this episode: Join the last cohort of 2025! The LAST cohort of The Data Analytics Accelerator for 2025 kicks off on Monday, December 8th and enrollment is officially open!

To celebrate the end of the year, we’re running a special End-of-Year Sale, where you’ll get: ✅ A discount on your enrollment 🎁 6 bonus gifts, including job listings, interview prep, AI tools + more

If your goal is to land a data job in 2026, this is your chance to get ahead of the competition and start strong.

👉 Join the December Cohort & Claim Your Bonuses: https://DataCareerJumpstart.com/daa https://www.datacareerjumpstart.com/daa

In this episode of the Data Career Podcast, Avery chats with Josh Starmer, PhD, also known as StatQuest on YouTube, about the common fear of math and statistics, and how to overcome it.

They delve into Josh's journey from hating math to becoming a beloved statistics YouTuber, his unique approach to making complex statistical concepts accessible, and the importance of understanding one's learning style.

✉️ Discover what we wish we knew about landing the dream job

⁠🤖 Data Analytics Answers At Your Finger Tips

Connect with Josh Starmer PhD:

🤝 Follow on Linkedin

▶️ Subscribe on YouTube

📘 Get StatQuest Illustrated Guide to Machine Learning

🤝 Ace your data analyst interview with the interview simulator

📩 Get my weekly email with helpful data career tips

📊 Come to my next free “How to Land Your First Data Job” training

🏫 Check out my 10-week data analytics bootcamp

Timestamps:

(01:54) - Learning Styles and Overcoming Math Fear (07:03) - The Illustrated Guide to Machine Learning: A Must-Read (21:55) - The Practicality of Statistics: Learning by Doing (28:07) - The Birth of StatQuest: Transforming Teaching with YouTube (33:27) - Learning in Public: The Impact of Sharing Knowledge

Connect with Avery:

📺 Subscribe on YouTube

🎙Listen to My Podcast

👔 Connect with me on LinkedIn

📸 Instagram

🎵 TikTok

Mentioned in this episode: Join the last cohort of 2025! The LAST cohort of The Data Analytics Accelerator for 2025 kicks off on Monday, December 8th and enrollment is officially open!

To celebrate the end of the year, we’re running a special End-of-Year Sale, where you’ll get: ✅ A discount on your enrollment 🎁 6 bonus gifts, including job listings, interview prep, AI tools + more

If your goal is to land a data job in 2026, this is your chance to get ahead of the competition and start strong.

👉 Join the December Cohort & Claim Your Bonuses: https://DataCareerJumpstart.com/daa https://www.datacareerjumpstart.com/daa