Dawn of the Data Age Lecture Series
Interpreting Data Like a Pro
Hi. I’m Luciano Pesci…
Founder & CEO, EMPERITAS
● Team of economists and data scientists delivering bi-weekly Customer Lifetime Value
intelligence so our clients can beat their competitors for the best customers.
Founder & Director, Utah Community Research Group, Univ. of Utah
● Teach microeconomics, data science, applied research, & American economic history.
2
Today’s Lecture Outline
● Teach the power of market research for sales.
● Show secondary & qualitative methods for sales teams.
● Explain how to use behavioral data to increase conversions.
3
4Power of Market Research
Market Research Perceptions
5
● The perception is that market research is boring.
○ Couldn’t be more wrong.
● Provides an experimental environment where you
can learn about the world in explicit detail.
The Power Source
● Market research gives you access to
information you don’t otherwise have.
● Could be information everyone has
access to (public) or it could be
something only you know (proprietary).
6
Public Information
7
● Information that’s available to anyone through:
○ Government
○ Academia, Think Tanks, & Journals
○ News Media & Public Domain (social & slack channels)
● It isn’t info you create; you just consume it.
○ Best way to get this info is secondary research.
Proprietary Information
● Information you generate and don’t sell.
○ Typically done through observation, surveys, or
qualitative interviews.
● Qualitative research is fast & efficient for
uncovering large trends and focusing
quantitative research (like surveys).
8
Systematized*
9
● When completing secondary research
& qualitative interviews you need a system.
● Any system, no matter how flawed,
is better than no system at all.
*The Agile Research System Explained: goo.gl/yzfkuX
10Secondary & Qualitative Methods
Secondary Research
● There’s a mountain of existing public
knowledge to help your research.
● Focus your attention on learning:
○ Market trends including your competitor’s
product, price, messaging, & channel mix
○ Customer chatter (reviews, social, etc)
○ Similar research that’s been done in the past
11
*Product Manager Secondary Research Sources: goo.gl/CY53fg
Qualitative Interviews*
● This should be a natural conversation
between two humans, not a survey.
● Prepare topics & questions, but probe
and be willing to go off script.**
○ A $50 incentive helps participation rates.
○ Solicitation takes a lot of time.
12
*Customer Conversations (00:09:05): youtu.be/CO_JlBDZgNs
**Product Manager Conversation Script: goo.gl/69YWVw
Interviews By Sales Stages
Interviews can be done for each of the sales
stages outlined in the last lecture*:
● Lead Qualification
● Outreach
● Customizing Pitch
● Nurturing Lost Deals
13
*Data-Drive Better Sales Conversions: goo.gl/GZLdtk
Qualification Interviews
● These need to be done by your team, or a highly
qualified & reliable 3rd-party partner.
● Should be hyper-focused on getting info that
predicts a deal will close (and at what value):
○ Clear (time-constrained) need & budget
○ Try selling a “power hour” in place of doing an interview*
14
*Dennis Yu’s Power Hour: blitzmetrics.com/powerhour-dennis-yu/
Outreach Interviews
15
● Your customer fits a predictable pattern,
find others like them to interview.
○ They may question your intentions, solve this by
using a 3rd-party to conduct these interviews.
● Learn their product preferences, price
sensitivity, messaging preferences, and
the channel mix that reaches them.
Observing the Pitching
● This is something you need to do yourself.
○ Can’t use a 3rd-party for this one.
● Unlike the other stages where you’d ask
questions, you just observe and report back.
○ Watching for behavioral signals like body language.
16
Nurture Interviews
17
● Not every deal will close, understanding why one
failed is extremely important information to collect.
○ An equivalent later in the customer journey is when
an existing customer (aka former sale) churns out.
● Has to be done by a 3rd-party to get
accurate information, and should
be very short & very focused.
18Using Behavioral Data
Behavioral Motivations
19
● Signaling is real & most communication in nonverbal.
○ Yet most sales data only captures written/spoken text.
● Behavioral approaches have been well validated
by extensive economic experimentation.*
○ It’s because humans are creatures of habit, and the
world is predictable (to an extent given our knowledge).**
*The Power of Being Watched: goo.gl/kzd6BS
**The Master Algorithm: youtu.be/B8J4uefCQMc
The Circular Flow Approach
● Economics can be boiled down to 2 groups:
○ Customers (households)
○ Companies (firms)
● Circular flow shows the connections in the
market and gives you information targets:
○ Customers (all types), competitors, & the marketplace.
20
Customer Personas
21
● Representative Agents = Personas
○ The most important is the Pareto Persona*
because of Customer Lifetime Value.**
● Using data to create customer personas
is the focus of the next lecture.***
*Pareto Principle (00:04:16): youtu.be/pyNrxUB-tBc
**Calculating Your CLV: goo.gl/rpu7iV
***Lecture Registration: emperitas.com/lecture
Gaming With Intelligence
● Competitive intelligence (CI) is the information
you can legally collect about your competitors.*
○ Without feeling gross about yourself inside.
● The reason this information is so powerful is
because you can use it for game theory.
○ One of the “best” uses is to create best response curves.**
22
*Free & Paid Tools for Digital Marketing CI: goo.gl/j5F9RE
**Best Response Curves: goo.gl/ijkw6W
23What We Covered Today
What We Covered Today...
● The power of market research for sales.
● Secondary & qualitative methods for sales teams.
● How to use behavioral data to increase conversions.
24
25At The Next Lecture...
Thursday April 12th, 2018
emperitas.com/lecture

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Sales Hacks with Market Research - Dawn of the Data Age Lecture Series

  • 1. Dawn of the Data Age Lecture Series Interpreting Data Like a Pro
  • 2. Hi. I’m Luciano Pesci… Founder & CEO, EMPERITAS ● Team of economists and data scientists delivering bi-weekly Customer Lifetime Value intelligence so our clients can beat their competitors for the best customers. Founder & Director, Utah Community Research Group, Univ. of Utah ● Teach microeconomics, data science, applied research, & American economic history. 2
  • 3. Today’s Lecture Outline ● Teach the power of market research for sales. ● Show secondary & qualitative methods for sales teams. ● Explain how to use behavioral data to increase conversions. 3
  • 4. 4Power of Market Research
  • 5. Market Research Perceptions 5 ● The perception is that market research is boring. ○ Couldn’t be more wrong. ● Provides an experimental environment where you can learn about the world in explicit detail.
  • 6. The Power Source ● Market research gives you access to information you don’t otherwise have. ● Could be information everyone has access to (public) or it could be something only you know (proprietary). 6
  • 7. Public Information 7 ● Information that’s available to anyone through: ○ Government ○ Academia, Think Tanks, & Journals ○ News Media & Public Domain (social & slack channels) ● It isn’t info you create; you just consume it. ○ Best way to get this info is secondary research.
  • 8. Proprietary Information ● Information you generate and don’t sell. ○ Typically done through observation, surveys, or qualitative interviews. ● Qualitative research is fast & efficient for uncovering large trends and focusing quantitative research (like surveys). 8
  • 9. Systematized* 9 ● When completing secondary research & qualitative interviews you need a system. ● Any system, no matter how flawed, is better than no system at all. *The Agile Research System Explained: goo.gl/yzfkuX
  • 11. Secondary Research ● There’s a mountain of existing public knowledge to help your research. ● Focus your attention on learning: ○ Market trends including your competitor’s product, price, messaging, & channel mix ○ Customer chatter (reviews, social, etc) ○ Similar research that’s been done in the past 11 *Product Manager Secondary Research Sources: goo.gl/CY53fg
  • 12. Qualitative Interviews* ● This should be a natural conversation between two humans, not a survey. ● Prepare topics & questions, but probe and be willing to go off script.** ○ A $50 incentive helps participation rates. ○ Solicitation takes a lot of time. 12 *Customer Conversations (00:09:05): youtu.be/CO_JlBDZgNs **Product Manager Conversation Script: goo.gl/69YWVw
  • 13. Interviews By Sales Stages Interviews can be done for each of the sales stages outlined in the last lecture*: ● Lead Qualification ● Outreach ● Customizing Pitch ● Nurturing Lost Deals 13 *Data-Drive Better Sales Conversions: goo.gl/GZLdtk
  • 14. Qualification Interviews ● These need to be done by your team, or a highly qualified & reliable 3rd-party partner. ● Should be hyper-focused on getting info that predicts a deal will close (and at what value): ○ Clear (time-constrained) need & budget ○ Try selling a “power hour” in place of doing an interview* 14 *Dennis Yu’s Power Hour: blitzmetrics.com/powerhour-dennis-yu/
  • 15. Outreach Interviews 15 ● Your customer fits a predictable pattern, find others like them to interview. ○ They may question your intentions, solve this by using a 3rd-party to conduct these interviews. ● Learn their product preferences, price sensitivity, messaging preferences, and the channel mix that reaches them.
  • 16. Observing the Pitching ● This is something you need to do yourself. ○ Can’t use a 3rd-party for this one. ● Unlike the other stages where you’d ask questions, you just observe and report back. ○ Watching for behavioral signals like body language. 16
  • 17. Nurture Interviews 17 ● Not every deal will close, understanding why one failed is extremely important information to collect. ○ An equivalent later in the customer journey is when an existing customer (aka former sale) churns out. ● Has to be done by a 3rd-party to get accurate information, and should be very short & very focused.
  • 19. Behavioral Motivations 19 ● Signaling is real & most communication in nonverbal. ○ Yet most sales data only captures written/spoken text. ● Behavioral approaches have been well validated by extensive economic experimentation.* ○ It’s because humans are creatures of habit, and the world is predictable (to an extent given our knowledge).** *The Power of Being Watched: goo.gl/kzd6BS **The Master Algorithm: youtu.be/B8J4uefCQMc
  • 20. The Circular Flow Approach ● Economics can be boiled down to 2 groups: ○ Customers (households) ○ Companies (firms) ● Circular flow shows the connections in the market and gives you information targets: ○ Customers (all types), competitors, & the marketplace. 20
  • 21. Customer Personas 21 ● Representative Agents = Personas ○ The most important is the Pareto Persona* because of Customer Lifetime Value.** ● Using data to create customer personas is the focus of the next lecture.*** *Pareto Principle (00:04:16): youtu.be/pyNrxUB-tBc **Calculating Your CLV: goo.gl/rpu7iV ***Lecture Registration: emperitas.com/lecture
  • 22. Gaming With Intelligence ● Competitive intelligence (CI) is the information you can legally collect about your competitors.* ○ Without feeling gross about yourself inside. ● The reason this information is so powerful is because you can use it for game theory. ○ One of the “best” uses is to create best response curves.** 22 *Free & Paid Tools for Digital Marketing CI: goo.gl/j5F9RE **Best Response Curves: goo.gl/ijkw6W
  • 24. What We Covered Today... ● The power of market research for sales. ● Secondary & qualitative methods for sales teams. ● How to use behavioral data to increase conversions. 24
  • 25. 25At The Next Lecture...
  • 26. Thursday April 12th, 2018 emperitas.com/lecture