Saturdata

Saturdata is the community-driven podcast humanizing the data world for the next generation of analysts, scientists, and engineers. Join hosts Shifra Williams and Sam LaFell every weekend as they break down both the career journey and the technical foundations that matter.

From navigating interviews to mastering SQL, Python, terminal basics, and understanding AI safety, Saturdata covers the full stack of becoming a successful data professional.

Episoder(46)

Matplotlib was exciting, but let's be honest… the syntax was painful

Matplotlib was exciting, but let's be honest… the syntax was painful

We've all been there: you finally start plotting in Python and it feels like magic… until the syntax hits. Sam talks about his journey from R's tidyverse to Matplotlib and that mix of excitement and f...

19 Mar 50s

"Click a button, turn it red… but are you doing it the smart way? "

"Click a button, turn it red… but are you doing it the smart way? "

Shifra breaks down the difference between imperative and declarative code with the simplest example ever: an on/off button. Instead of telling your code exactly what to do step by step, think like an ...

18 Mar 53s

"The trifecta your dashboards are missing "

"The trifecta your dashboards are missing "

Sam's formula is simple but powerful: the right people, the right information, the right chart. If you don't deeply understand your audience and what they actually need to see, even the prettiest visu...

17 Mar 47s

Inconsistent colors are sabotaging your charts

Inconsistent colors are sabotaging your charts

You know what's worse than color-coding your data groups? Switching the colors between charts. Shifra breaks down how inconsistent color use creates a false "design language" that misleads your audien...

16 Mar 58s

Statistics 101 at work | Saturdata

Statistics 101 at work | Saturdata

What if your A/B test needed 67 years to reach statistical significance? Sam found out the hard way. Join Sam and Shifra as they demystify statistical testing for the real world of data work, where th...

15 Mar 53min

"Stop chasing every customer, your top 20% are doing all the heavy lifting "

"Stop chasing every customer, your top 20% are doing all the heavy lifting "

Ever wonder how companies figure out which customers actually matter most? Sam breaks down how lift models rank your entire customer base by purchase probability so you can zero in on the top 20% driv...

13 Mar 50s

AP statistics really thought we'd be checking math at home

AP statistics really thought we'd be checking math at home

Shifra's favorite AP Stats memory? A free response question that assumed every student would casually verify study results at home, complete with test stats and standard deviations. Clearly written by...

12 Mar 57s

The technical skills aren't what get you promoted

The technical skills aren't what get you promoted

Sam keeps it real: the craziest model with the best significance won't get you recognized. What will? Delivering fast, communicating clearly, and understanding what actually moves the needle for the b...

11 Mar 52s

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