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Aligning Quantitative Analytics for Better
Product Decisions
/Productschool @ProductSchool /ProductmanagementNY
Aligning Quantitative Analytics
for Better Product Decisions
Chris Butler
Links and references available here:
http://goo.gl/c0AfbN
Chris Butler
Senior Product Strategist @ Philosophie in NYC
Over 17 years of product and BD
Microsoft, Waze, Horizon Ventures, KAYAK
Started my own company, failed
chrisbutler@philosophie.is
@chrizbot
I have opinions about analytics...
...and about research
What we will cover
Quantitative crash course
Qualitative crash course
Helpful heuristics for quantitative and qualitative methods
How do you decide what to measure?
How does this aid decision making?
Key takeaways
Why and how to collect great quantitative data - discussion of
common problems
How qualitative research and quantitative analytics create a
virtuous cycle of learning
How to apply this towards great product decisions
This is just a jumping off point...
Quantitative
Numbers, categories,
ranking, units
Collected automatically
Tells you what someone
did
Doesn’t tell you why
someone does
something
Narratives, observations
Lots of context
Takes more
time/resources to
setup and run
Qualitative
VS
Quantitative analytics methods
“Good” metrics
Not so confusing that you have to explain it
Comparative (e.g. new vs. churned users)
A ratio or rate (e.g. % monthly active users)
Helps you take action or generates change, not just for
vanity
Snapshot
Time series
The funnel
The funnel
Behavioral flows
Cohort analysis
KPIs
KPIs
Should be a “good” metric
Should be meaningful to the success of the business
Should be 5 KPIs at most - ideally less
Can change over time
Why is building dashboards cowardly?
How to get started with implementation...
Qualitative research methods
“Good” research
Observe people, in their own environments
Don’t ask them leading, biased, or yes/no questions
Do ask them open ended questions, what they have done in
the past
Synthesize in chunks to see patterns
Usability and prototype testing
Contextual inquiry
JTBD interviewing
JTBD interviewing
Sales safari
How to get started...
Helpful heuristics
Find the minimums and maximums
Find the edges
Don’t collect everything
Switch to qualitative with smaller samples
How do you decide what to measure?
Qualitative
research
Quantitative
analytics
Product
context
Strategy?
Simply: why?
Work from the high level outcome to the
lower level, “good” metrics...
“How laddering” down
Challenge: salespeople don’t have modern tools
Secret (or O): provide tools to automatically collect sales info
Outcome (or KR): increase efficiency for salespeople
Efficiency metric = less time per sale amount
Metrics: sale start, sale end, sale amount
How does this aid decision making?
Hypothesis tracking
Track major hypotheses on what you build/prototype
What do we think will happen?
Avoid determining next steps (yet)
Validate/invalidate hypotheses
Decide what this changes about your product context
Hypothesis framework
How do you adapt?
Retro the value of your analytics/research
What is measuring important information?
What is not measuring important information?
What should we be measuring?
In closing...
Both quantitative analytics and qualitative research are needed to
build great products
Ask good questions to get helpful answers
Constantly learn from your customers
Links and references available here:
http://goo.gl/c0AfbN
Thank you!
Links and references available here:
http://goo.gl/c0AfbN
Q&A
Links and references available here:
http://goo.gl/c0AfbN

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