The Truth About Data Science, Analytics, ML, Data Engineering, SWE Careers: Are You Picking Wrong?

In this video, we're breaking down the key differences between data analytics, data engineering, data science, machine learning engineering, and software engineering careers, exploring the day-to-day work, required skills, salary expectations, and personality traits that lead to success in each role. Take the career quiz here! https://www.gratitudedriven.com/c/car... ---------------------------------------- 📬 Sign up for my newsletter for access to a FREE 80+ page e-book on how to get your first data science job (learning resources, project ideas, LinkedIn checklist, and more): https://www.gratitudedriven.com/subsc... 🚀 Want to level up your AI/ML career? Join the AI/ML Career Launchpad community! https://aiml-career-launchpad.circle.... 💬 Interested in working with me 1:1? Learn more about my strategic advisory sessions: https://www.marinawyss.com/coaching 🩷 Join the channel membership community for priority comment replies and early access to videos!    / @marinawyssai   📝 Transcript:   / how-to-pick-between-data-science-data-anal...   ---------------------------------------- ⏰ Timestamps 00:00 Intro 01:05 Data Analyst role, skills, pros/cons, salary 03:52 Data Engineer role, skills, pros/cons, salary 05:49 Data Scientist role, skills, pros/cons, salary 08:46 Machine Learning Engineer role, skills, pros/cons, salary 10:59 Software Engineer role, skills, pros/cons, salary 13:20 Key decision factors 17:02 Common transition paths between roles ---------------------------------------- 🎥 Other videos you might like: Beginner to (Employed) Data Scientist in 2025: Complete Roadmap - Skills, Projects, CV, Interviews    • Beginner to (Employed) Data Scientist in 2...   How To Learn Math for Machine Learning FAST (Even With Zero Math Background)    • How To Learn Math for Machine Learning FAS...      Actually, Being a Data Scientist is Awesome (Motivation!)    • Actually, Being a Data Scientist is Awesom...   ---------------------------------------- 🦫 About me I am an Applied Scientist (basically, a blend of Data Scientist/Machine Learning Engineer) at Twitch/Amazon. Outside of my full-time job I'm a technical mentor at a machine learning bootcamp, and a 1:1 career coach for people looking to break into the field, with a focus on those from non-traditional backgrounds. I’m also a Certified Personal Trainer, always busy with too many interests, and really, deeply happy with my life. I hope to be able to help others achieve these things, too. Instagram: / gratitudedriven ---------------------------------------- ✉️ Contact Leave me a comment here on YouTube! Business email: [email protected] ---------------------------------------- ⚖️ Disclaimer The views and opinions expressed in this video are my own and do not reflect the official policy or position of Twitch/Amazon or any other company I have worked for. All advice and insights shared here are based on my personal experiences and should be considered as such. #datascience #machinelearning #swe #dataanalytics #dataengineering