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Take Your Parents’ Plan for Your Life & Light It on Fire
Why people stay stuck for their whole lives
 • 
Mandy Liu
Why It’s So Hard to Find a Job in 2025 (And How to Fix That)
#2 is a vicious loop
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Mandy Liu
5
Bumble Messages Dropped 20%. How Would You Investigate?
My 5-step framework to answer troubleshooting product analytics questions
 • 
Mandy Liu
1
1:00:49
What Top Machine Learning Engineers Know (And Do) That Most Don’t
Stand out in 2025
 • 
Mandy Liu
1:21:42
If a Monkey Can Build a Model, What Differentiates a Human Data Scientist?
The irreplaceable data science skills in 2025 and beyond
 • 
Mandy Liu
 and 
Jose Parreño Garcia
Two Things in April to Get You Hired
Job opportunities + April workshop
 • 
Mandy Liu
Why I Pay $700 an Hour for Coaching, but Refuse to Buy a $2 Coconut
The moment that made me rethink everything
 • 
Mandy Liu
8
How to Stop Recruiters Dead in Their Tracks (Without Doing What Everyone Else Does)
Humor + Specificity
 • 
Mandy Liu
You Say You Want It, but You Don’t
It's uncomfortable
 • 
Mandy Liu
7
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