Dr. Eun-Seo Lim

Dec 12

Data Science Careers: What You Need to Know Before Choosing This Path

Data science is one of the hottest fields right now, but there's a lot of misinformation. Here's an honest overview from someone who advises students entering this field.


What Data Scientists Actually Do:

  • Clean and prepare data (this is 60-80% of the job)
  • Build statistical models and machine learning algorithms
  • Communicate findings to non-technical stakeholders
  • Design experiments and A/B tests
  • Create dashboards and visualizations

Skills You Need:

  • Strong foundation in statistics and probability
  • Programming (Python, R, SQL)
  • Machine learning fundamentals
  • Data visualization
  • Communication and storytelling with data

Best Undergraduate Paths:

  • Computer Science + Statistics double major
  • Applied Mathematics
  • Statistics with CS minor
  • Economics with quantitative focus
  • Physics or Engineering (strong quantitative foundation)

Career Outlook:

  • Median salary: $100,000-$130,000 for entry-level
  • Strong demand across industries (tech, finance, healthcare, consulting)
  • Master's degree increasingly expected for senior roles
  • PhD valuable for research-focused positions

My Honest Assessment:

Data science is rewarding but demanding. If you love puzzles, enjoy coding, and are comfortable with ambiguity, it's a great fit. If you prefer clear-cut problems with definitive answers, consider software engineering instead.


The field is also evolving rapidly with AI. Stay adaptable and keep learning.