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How to Turn Raw Data into Product Revenue
by Retrofit PM
www.productschool.com
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Monica McCool
TONIGHT’S SPEAKER
Turning raw data into
revenue
How to evaluate data, package it, and create additional revenue streams
The problem
Company
Any company that stores
and/or exchanges data.
Context
Leverage data that is a by-
product of doing business
to create new value.
Sometimes known as “data
exhaust” or “dark data”.
Problem statement
Most companies have a
goldmine of data, yet lack
the ability to know what
to do with it.
Applications
Companies
● Retail
● Transportation/
logistics
● Utilities/telecom
● Healthcare
● Financial services
● Software
● Business services
● Insurance
Data types
● Customer
● Transaction
● Product
● Location
● Weather
● Social media
● Telemetry
Outcomes
● Personalizing
experience
● Benchmarking
competitive position
● Optimizing process
● Predicting outcomes
● Mitigating risk
● Improving sales
Ideas into action
Research the market
Determine the job to be
done & focus on outcomes
● Step 1: Plan outcome-based
customer interviews
● Step 2: Capture desired
outcomes
● Step 3: Organize the
outcomes
● Step 4: Rate outcomes for
importance and satisfaction
● Step 5: Use the outcomes to
jump-start innovation
Create the product
Build the right “it” before
you build it right
● Step 1: Build pretotype
● Step 2: Validate pretotype
● Step 3: Design product tiers
& pricing
● Step 4: Get the fine print
right
● Step 5: Deliver minimum
loveable product
Take it to market
Launch in waves
● Step 1: Prep internal teams
for launch
● Step 2: Release to friendly
design partners
● Step 3: Refine & optimize
● Step 4: Expand features, to
friendly design partners,
refine & optimize
● Step 5: Go big!
Where do I begin?
http://radar.oreilly.com/2013/04/why-why-why.html
No really, where do I begin?
While most companies innovate by
trying to improve their existing
products (creating a better quarter-inch
drill), the innovation process is
dramatically improved by instead trying
to find better ways to create a quarter-
inch hole (to get the job done).
The implication of this thinking is
profound: stop studying the product and
instead study the job that people are
trying to get done.
Jobs-to-be-done template
https://www.linkedin.com/pulse/20140929071128-6657924-the-customer-jobs-to-be-done-canvas-
prototype/?trk=object-title&trk=object-title
Pricing
Inputs
Inputs in to determining
price:
● The cost to build/maintain
your product without data
(COGS - cost of goods sold)
● The cost to provide the
data/analytics
● The price you currently
charge for your product(s)
● The price your best
competitor charges for
data/analytics (if this exists)
Model it
Fit data/analytics into
your existing pricing
models, such as:
● Flat, recurring fee
● Transaction volume
● Per user
● Percentage of asset base
Test in market
Provide options that will
fit in to a good - better -
best model:
● Field(s)
● Scope of data
● Age of data
● Pre-built calculations,
summarizations,
visualizations
● User types - e.g. viewers,
readers, etc.
Case Study
Vertafore
Disrupt the
Market
with
Analytics
.
The problem
Company
Vertafore is the leading
provider of insurance
software and technology,
connecting independent
brokers with carriers at
every point of the
distribution channel.
Data source
With the foremost
comparative rater in the
US, Vertafore delivers
real-time personal lines
insurance ratings .
Solution
Leveraging its wealth of
big data, Vertafore wanted
to launch a premium data
analytics product to
provide agents and
carriers with KPI
visualization and
competitive intelligence to
help them manage against
competitive threats.
https://youtu.be/bRxOt6_Whp8
The data ecosystem
● 20,000 agencies
● 1,600 carriers
● 230m+ policies
● 123m+ real-time
transactions
annually and
growing...
Deriving value from data
Jobs to be done
Personas:
Carrier
● Actuaries
● Analysts
● Product managers & marketers
● Business execs
Agency
● Producers (Sales/sales management)
● Marketers
● Agency principals (business execs)
Questions all personas had in common:
● How am I performing now?
● How do I compare to peers?
● Where do I grow?
What matters:
● Geography
● Accuracy
● One version of the truth
● Timeliness
● Ability to know what next step is
Adding a face to data
“The greatest value
of a picture is when
it forces us to notice
what we never
expected to see.”
-John W Tukey (exploratory data analysis)
The solution
Example - estimate market size
Example - see how I am performing
Pooling data in the lake
Putting the tech stack together
How we actually priced it
Raw data My data Me vs. the market
1 Good
2 Better
3 Best
Rule of Thumb:
Data that has been
cleaned, standardized,
enhanced, visualized, etc.
is worth 2X of raw data
Impact
“Being able to take the data, put a
face on it and deliver it at scale, has
helped customers expand their
understanding of the value of
Vertafore’s footprint in the insurance
industry.
Vertafore Analytics provides a
common ground between both
business and technical users and
provides a vehicle for insight in
whatever format users want ... with
one version of the truth.”
Outcomes
Increase in average deal size
Carrier market average deal size increased
on average more than 50%, including
annual recurring revenue
50+%
Validated business model &
technical approaches
Starting with a limited focus allowed both
business and technical teams to work
iteratively, test, and validate along the way
100%
Room for growth on other
side of the business
With the carrier market firmly established, it
could continue with care & feeding while
turning focus to the agency market,
leveraging what was already built
100%
Lorem ipsum
congue
Vestibulum congue
tempus
Lorem ipsum dolor sit
amet, consectetur
adipiscing elit, sed do
eiusmod tempor.
Vestibulum congue tempus
Lorem ipsum dolor sit amet, consectetur
adipiscing elit, sed do eiusmod tempor. Ipsum
dolor sit amet elit, sed do eiusmod tempor.
Create value
Arm customers with data that gives
them an edge in competing in the
marketplace - and make it easier than
going to their internal IT groups to get
the information. In short, speed the time
between insight to action.
Keep it legal
Partner with legal to
mitigate risk
Deliver uniqueness
Figure out what you have
that no one else does
Make it high quality
Ensure data is clean & valid
Don’t share it all
Hold on to “special sauce”
and use it for consulting
engagement
Implications
Q&A
Thank you!
Sources
● http://radar.oreilly.com/2013/04/why-why-why.html
● https://www2.deloitte.com/insights/us/en/focus/tech-trends/2017/dark-data-analyzing-unstructured-data.html
● //www.birst.com/resources/cs/vertafore-bi-product-insurance/
● https://blogs.thomsonreuters.com/answerson/five-lessons-learned-data-exhaust/
● http://www.pretotyping.org/
● http://knowledge.wharton.upenn.edu/article/turn-iot-data-exhaust-next-competitive-advantage/
● https://hbr.org/2016/07/using-digital-exhaust-to-improve-sales
● https://www.birst.com/wp-content/uploads/2015/11/Birst-Beyond-the-Technical-the-complete-guide-to-embedded-analytic-products.pdf
● https://www.birst.com/wp-content/uploads/2016/10/Birst-Monetizing-the-Data-Exhaust-Top-10-Industries.pdf
Contact
https://www.linkedin.com/in/monica-mccool/
mccoolmonica@gmail.com
Part-time Product Management Courses in
San Francisco, Silicon Valley, Los Angeles, New
York, Austin, Boston, Seattle, Chicago, Denver,
London, Toronto
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How to Turn Raw Data into Product Revenue by Retrofit PM

  • 1. How to Turn Raw Data into Product Revenue by Retrofit PM www.productschool.com
  • 2. FREE INVITE Join 25,000+ Product Managers on
  • 3. COURSES Product Management Learn the skills you need to land a product manager job
  • 4. COURSES Coding for Managers Build a website and gain the technical knowledge to lead software engineers
  • 5. COURSES Data Analytics for Managers Build a website and gain the technical knowledge to lead software engineers
  • 6. COURSES Blockchain and Cryptocurrencies Learn how to trade cryptocurrencies and build products using the blockchain
  • 8. Turning raw data into revenue How to evaluate data, package it, and create additional revenue streams
  • 9. The problem Company Any company that stores and/or exchanges data. Context Leverage data that is a by- product of doing business to create new value. Sometimes known as “data exhaust” or “dark data”. Problem statement Most companies have a goldmine of data, yet lack the ability to know what to do with it.
  • 10. Applications Companies ● Retail ● Transportation/ logistics ● Utilities/telecom ● Healthcare ● Financial services ● Software ● Business services ● Insurance Data types ● Customer ● Transaction ● Product ● Location ● Weather ● Social media ● Telemetry Outcomes ● Personalizing experience ● Benchmarking competitive position ● Optimizing process ● Predicting outcomes ● Mitigating risk ● Improving sales
  • 11. Ideas into action Research the market Determine the job to be done & focus on outcomes ● Step 1: Plan outcome-based customer interviews ● Step 2: Capture desired outcomes ● Step 3: Organize the outcomes ● Step 4: Rate outcomes for importance and satisfaction ● Step 5: Use the outcomes to jump-start innovation Create the product Build the right “it” before you build it right ● Step 1: Build pretotype ● Step 2: Validate pretotype ● Step 3: Design product tiers & pricing ● Step 4: Get the fine print right ● Step 5: Deliver minimum loveable product Take it to market Launch in waves ● Step 1: Prep internal teams for launch ● Step 2: Release to friendly design partners ● Step 3: Refine & optimize ● Step 4: Expand features, to friendly design partners, refine & optimize ● Step 5: Go big!
  • 12. Where do I begin? http://radar.oreilly.com/2013/04/why-why-why.html
  • 13. No really, where do I begin? While most companies innovate by trying to improve their existing products (creating a better quarter-inch drill), the innovation process is dramatically improved by instead trying to find better ways to create a quarter- inch hole (to get the job done). The implication of this thinking is profound: stop studying the product and instead study the job that people are trying to get done.
  • 15. Pricing Inputs Inputs in to determining price: ● The cost to build/maintain your product without data (COGS - cost of goods sold) ● The cost to provide the data/analytics ● The price you currently charge for your product(s) ● The price your best competitor charges for data/analytics (if this exists) Model it Fit data/analytics into your existing pricing models, such as: ● Flat, recurring fee ● Transaction volume ● Per user ● Percentage of asset base Test in market Provide options that will fit in to a good - better - best model: ● Field(s) ● Scope of data ● Age of data ● Pre-built calculations, summarizations, visualizations ● User types - e.g. viewers, readers, etc.
  • 17. The problem Company Vertafore is the leading provider of insurance software and technology, connecting independent brokers with carriers at every point of the distribution channel. Data source With the foremost comparative rater in the US, Vertafore delivers real-time personal lines insurance ratings . Solution Leveraging its wealth of big data, Vertafore wanted to launch a premium data analytics product to provide agents and carriers with KPI visualization and competitive intelligence to help them manage against competitive threats. https://youtu.be/bRxOt6_Whp8
  • 18. The data ecosystem ● 20,000 agencies ● 1,600 carriers ● 230m+ policies ● 123m+ real-time transactions annually and growing...
  • 20. Jobs to be done Personas: Carrier ● Actuaries ● Analysts ● Product managers & marketers ● Business execs Agency ● Producers (Sales/sales management) ● Marketers ● Agency principals (business execs) Questions all personas had in common: ● How am I performing now? ● How do I compare to peers? ● Where do I grow? What matters: ● Geography ● Accuracy ● One version of the truth ● Timeliness ● Ability to know what next step is
  • 21. Adding a face to data “The greatest value of a picture is when it forces us to notice what we never expected to see.” -John W Tukey (exploratory data analysis)
  • 23. Example - estimate market size
  • 24. Example - see how I am performing
  • 25. Pooling data in the lake
  • 26. Putting the tech stack together
  • 27. How we actually priced it Raw data My data Me vs. the market 1 Good 2 Better 3 Best Rule of Thumb: Data that has been cleaned, standardized, enhanced, visualized, etc. is worth 2X of raw data
  • 28. Impact “Being able to take the data, put a face on it and deliver it at scale, has helped customers expand their understanding of the value of Vertafore’s footprint in the insurance industry. Vertafore Analytics provides a common ground between both business and technical users and provides a vehicle for insight in whatever format users want ... with one version of the truth.”
  • 29. Outcomes Increase in average deal size Carrier market average deal size increased on average more than 50%, including annual recurring revenue 50+% Validated business model & technical approaches Starting with a limited focus allowed both business and technical teams to work iteratively, test, and validate along the way 100% Room for growth on other side of the business With the carrier market firmly established, it could continue with care & feeding while turning focus to the agency market, leveraging what was already built 100%
  • 30. Lorem ipsum congue Vestibulum congue tempus Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor. Vestibulum congue tempus Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor. Ipsum dolor sit amet elit, sed do eiusmod tempor. Create value Arm customers with data that gives them an edge in competing in the marketplace - and make it easier than going to their internal IT groups to get the information. In short, speed the time between insight to action. Keep it legal Partner with legal to mitigate risk Deliver uniqueness Figure out what you have that no one else does Make it high quality Ensure data is clean & valid Don’t share it all Hold on to “special sauce” and use it for consulting engagement Implications
  • 31. Q&A
  • 32. Thank you! Sources ● http://radar.oreilly.com/2013/04/why-why-why.html ● https://www2.deloitte.com/insights/us/en/focus/tech-trends/2017/dark-data-analyzing-unstructured-data.html ● //www.birst.com/resources/cs/vertafore-bi-product-insurance/ ● https://blogs.thomsonreuters.com/answerson/five-lessons-learned-data-exhaust/ ● http://www.pretotyping.org/ ● http://knowledge.wharton.upenn.edu/article/turn-iot-data-exhaust-next-competitive-advantage/ ● https://hbr.org/2016/07/using-digital-exhaust-to-improve-sales ● https://www.birst.com/wp-content/uploads/2015/11/Birst-Beyond-the-Technical-the-complete-guide-to-embedded-analytic-products.pdf ● https://www.birst.com/wp-content/uploads/2016/10/Birst-Monetizing-the-Data-Exhaust-Top-10-Industries.pdf Contact https://www.linkedin.com/in/monica-mccool/ mccoolmonica@gmail.com
  • 33. Part-time Product Management Courses in San Francisco, Silicon Valley, Los Angeles, New York, Austin, Boston, Seattle, Chicago, Denver, London, Toronto www.productschool.com

Editor's Notes

  1. In this talk, I’ll share perspective on how to evaluate data, package it, and turn it in to additional revenue streams.
  2. mpa