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Informatics of Decision Making
by Expedia Group PM
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Informatics of Decision
Making
Vibha Choudhary
Average number of decisions made by an
individual EVERY day35K
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
$$$$ $$ $$
3.8 miles 6.7 miles 2.4 miles
Medium High Medium
Grocery List
Value for
Money (WTP)
Distance/Proxi
mity
Safety
Every choice we
make is influenced
by INFORMATION
DATA
Adding meaning to data → INFORMATION
Make data
INFORMED
decisions!
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
DECIDE
WHAT
TO
BUILD
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)
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
Measure
and
Validate
Always be TESTING
“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)
 
“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
PIVOT!
Negotiate
Your
Decisions
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.
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
I have not failed, I have just found 10,000 ways
that won’t work!
www.productschool.com
Part-time Product Management Training Courses
and
Corporate Training

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Informatics of Decision Making by Expedia Group PM

  • 2. CERTIFICATES Your Product Management Certificate Path Product Leadership Certificate™ Full Stack Product Management Certificate™ Product Management Certificate™ 20 HOURS40 HOURS40 HOURS
  • 3. Corporate Training Level up your team’s Product Management skills
  • 4. Free Product Management Resources BOOKS EVENTS JOB PORTAL COMMUNITIES bit.ly/product_resources COURSES
  • 5.
  • 7. Average number of decisions made by an individual EVERY day35K
  • 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
  • 10. Every choice we make is influenced by INFORMATION
  • 11.
  • 12. DATA Adding meaning to data → INFORMATION
  • 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!
  • 27. www.productschool.com Part-time Product Management Training Courses and Corporate Training