Main Takeaways:
- Why is decision making crucial to Product Management?
- Why employing data is important for successful decision making?
- How to convert your data into information and draw decisions?
8. Vibha Choudhary
● Product Manager at
Expedia Group
● 7+ years in tech
● MBA from Michigan State
(Go Green)
● Started as an engineer,
worked at TCS
● Bachelors in Information
Technology
In my free time
● Yoga and Running
● Creating Art
● Nerding out on Age of AI
+ Moonshot podcast
9. $$$$ $$ $$
3.8 miles 6.7 miles 2.4 miles
Medium High Medium
Grocery List
Value for
Money (WTP)
Distance/Proxi
mity
Safety
14. Decision making as a Product Manager
1 2 3
Evaluate
Measure
success and
performance
Create
Decide what to
build and
prioritize
Communicate
Teams and
stakeholders
16. 33M → 109M subscribers
$1B → $3B sales
$5.7B → $85B market value
Netflix’s transformation using Data
“The brand didn’t get here by accident. Every decision made at Netflix is
deeply driven by data” - Jeff Magnusson(Data Platform Manager @Netflix)
17. Know the WHY before you decide
Understand the
business problem
and decide the final
outcome
Analyze Data to
identify opportunity
estimates,
investment and
potential returns
Gather Data based
on micro/macro
economics, user
research and
market insights
Classify Data to
identify relevant vs.
irrelevant data,
remove noise and
segment qualitative
vs. quantitative data
20. “Netflix runs about 250 A/B test an year and chooses 100,000 users to test
it’s hypothesis” - Todd Yellin(Vice President Product @Netflix)
Profile Type Image A Image B
Comedy 5.7 6.3
Romance 7.2 6.5
Craft a Hypothesis and know
what to test
Identify the correct Test
Approach
Look for Statistical Significance
Consider External Factors
p-value < 0.05 is statistically significant (less
than 5% chance than results are random)
21.
“The problem with
revenue as an
indicator of product
success is that by
the time you’re
losing it, it’s
probably too late,”
- Todd Olson,
CEO @Pendo
Measure against Success Metrics
Usage → Adoption + Engagement
Efficiency → How many users are
converting
Satisfaction → Net Promoter Score
24. Zillow has data on over 110
million homes and it uses this
data to create content that is
meaningful to its customers.
Google’s two-minute film reviewed the top
searches of 2016. It received an
overwhelmingly positive viewer response
and was the top 1% of all ads tested in 2016.
25. Storytelling using Data Visualization
Customers
Drive more traffic on
the platform and
increase stickiness
Teams
Communicate
timelines and
dependencies
Stakeholders
Evangelize and get
buy-in from business
partners
26. I have not failed, I have just found 10,000 ways
that won’t work!