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Dawn of the Data Age Lecture Series
Interpreting Data Like a Pro
Hi. I’m Luciano Pesci, PhD…
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 benefits of using economics in business.
● Show economic approaches you can use now.
● Explain how to start thinking like an economist.
3
4Benefits of Econ in Business
Unparalleled Progress
● Natural experiment of market economics
during the last 250 years has created a
100x increase in the real standard of living.*
○ As we get more data, it’ll increase exponentially.
● The market is a global institution (for now).
5
*200 Years of Wealth & Health Visualized: youtu.be/jbkSRLYSojo
Worldly Viewing Lens
● We all, individually & organizationally, pick
the lens that we view the world through.
● Economics happens to be the best lens
because it requires you look at the entire
system and all of its (many) connections.
6
Go With The (Circular) Flow
● Economics is the study of people, forced to
exchange, under technological constraints.
○ Describes the real world as a “circular flow.”
● No matter how big you are, your
organization is a teenie-tiny little grain
of sand on the world’s economic shores.
7
Eyes on The Big Picture
● Within the circular flow of the economy
organizations are subdivided into 2 types:
○ B2B - biz to biz (who sells to a consumer)
○ B2C - biz direct to consumer
● Within these are verticals that contain a
set of competitors supplying the market.
8
Don’t Hate on The Market
● The “invisible hand” is one of the most
mind-blowing things of our present world.
○ All happens without a central planner.
○ It’s powerful & guides mostly through price.
● Market failures are possible, and happen
when there’s a lack of perfect information.
○ They also happen when humans make mistakes.
9
Don’t Hate on Profit
● Historically prohibited (aka usury).
○ Apple would’ve been burned at the stake
for its 39% margins over the last 5 years.*
● Profit only comes from two places:
○ Fraud - one side takes more than they give
○ Valued Exchange - voluntary & mutually beneficial**
10
*Apple’s Profit: ycharts.com/companies/AAPL/gross_profit_margin
**How to Make Money Standing in Line at Apple: goo.gl/PkZ3ft
11Economic Approaches to Use
Profit = Ultimate KPI
In our market economy the only KPI that matters is profitability.
It’s the ultimate “net” metric of organizational efficiency (which is God) and
should be considered when guiding all organizational decisions.
12
There’s an Equilibrium
● More than likely there’s a specific set of
outcomes that everything is naturally
gravitating towards.
○ Could get there linearly. More likely, it’ll be
non-linearly (predator-prey models).*
● Track everything about these patterns.
13
*Lotka–Volterra: wikipedia.org/wiki/Lotka–Volterra_equations
Product Life Cycle*
● Every product moves through the same
life cycle, starting with innovation then
broad adoption & finally obsolescence.
○ The time dimension is important.
● Amount of time this process takes
isn’t deterministic, but it is inescapable.
14
*Product Life Cycle: quickmba.com/marketing/product/lifecycle/
**WOW: mmo-champion.com/threads/1507874-Product-life-cycle
Costs & Factor Markets
● Costs are always within your control.*
○ If you don’t have a holistic view of a factor’s
contribution to profit you should cut cautiously.
● Factor markets are your supply chain.
○ The most important factor is the level of
human capital (intelligence) you can utilize.
15
*Shut Down Decision (in 60 sec): youtu.be/VFY2aJwpdNM
Diminishing Returns
● Throwing money at an opportunity or a
problem doesn’t work forever.
● The Law of Diminishing Returns is real.
○ Because effective production (the output of your
organization) requires a lot of coordination among
a large group of specialized humans & machines.
16
*Diminishing Returns: britannica.com/topic/diminishing-returns
Know Your Enemy
● Everyone thinks they understand their
competition, but they usually don’t.
● You don’t operate in a bubble so knowing
about your competitors is mandatory.
○ This information should be constantly available
and roughly real-time (monthly updates).
17
Game Theory
● You can use Game Theory to find best
strategies for beating competitors.
○ Requires you have data on them.
● Duopolistic models (Cournot) can help
you find “best responses” given any
action by your competitors.*
18
*Cournot’s Duopoly Model: goo.gl/82kLYd
Power of Expectations
● Customer expectations, from preferences
to demand patterns, are critical to track.
○ They change rapidly, and are rarely extreme values.
● Can also be the expected value given the
likelihood of an outcome. For example:
○ The expected value of robbing banks is $4,300*
○ Each additional member of the gang adds $1,800*
19
*Robbing a Bank Won’t Make You Rich: goo.gl/PRwgd5
Know Your Customer (Personally)
● Individuals are usually grouped into
“representative agents” in economics.
○ Same purpose as personas: go beyond averages.*
● With 5 you can describe 99% of customers.
○ But the real CX payoff comes from going that extra
1% to understand all of them personally.
20
*Personas Through Agile Research: goo.gl/RWPaEJ
Simulate to Shape The Future
● You don’t have to wait passively for
fate to take its course. You can simulate.
○ It’s effectively like creating a Tron world.
● Best models describe agents using
parameter estimates for behavior
based on actual (real world) data.
○ Can come from survey experiments.
21
Another Way To Look At It
● The key to economic success is having
perfect information (KPIs) for decision making.
● More details about the important role
of KPIs are laid out in my recent article.*
22
*Don’t Fear the Coming KPI Cataclysm: goo.gl/kVPF3b
23Think Like An Economist
It’s About Humans
● It’s easy to get drawn into seeing the
world only through price & quantity.
○ This is economic quicksand.
● Customer experience/success is more
important than most organizations think.
○ Because it uncovers underlying preferences.
24
Focus on First Principles
● Core concepts of microeconomics can be
taught in 6 weeks and are instantly useful.
○ Choice theory is particularly powerful.
● This is because it focuses on concepts
that motivate virtually all economic theory.
25
Validate Empirical (Data)
● Information is the second most important
factor you can use in your business.
○ The first is your human capital.
● Systemized tests can validate empirically
if what you’re doing is/isn’t working.
○ This is how you’ll converge to “perfect information.”
26
Fail REALLY Fast
● Be proactive and don’t fear failure.
○ Fear is the market economy’s kryptonite.
● One of the key lessons of economic history
is that persistence pays more than luck.
○ The key is to get through each iteration efficiently.
27
Focus on Efficiency
● In a world of scarcity, efficiency is God.
○ It guides equilibrium & profitable outcomes.
● Comes from nature and is expressed
through the limit of successive ratios in
the Fibonacci Series (aka Golden Ratio).*
28
*Golden Ratio: mathsisfun.com/numbers/fibonacci-sequence
Beware Lock-In*
● People are slow to change, but tech isn’t.
○ If you don’t move forward you fall behind fast.
○ It can also lock you into a suboptimal path.
● Sometimes the cost of fixing a past
mistake is high and creates hesitancy.
○ Identifiable by phrase, “that’s just how we do it.”
29
*Technological Lock-In: wiki.mises.org/wiki/Technology_lock-in
30What We Covered Today
What We Covered Today...
● The benefits of using economics.
● Economic approaches to use now.
● How to start thinking like an economist.
31
32How To Keep Learning...
You Should Watch - [The BIG Picture of Economics]*
Created by Jacob Clifford, ACDC Leadership.
Cliff Notes: starting with the circular flow, the differing roles
and behaviors of consumers, firms, and governments are
explained at both the micro (individual) & macro (social)
levels. A focus on the free flow of this system is highlighted.
33
*The BIG Picture of Economics: youtu.be/onRWs561-XM
34At The Next Lecture...
Thursday June 21st, 2018
emperitas.com/lecture

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Think Like An Economist - 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, PhD… 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 benefits of using economics in business. ● Show economic approaches you can use now. ● Explain how to start thinking like an economist. 3
  • 4. 4Benefits of Econ in Business
  • 5. Unparalleled Progress ● Natural experiment of market economics during the last 250 years has created a 100x increase in the real standard of living.* ○ As we get more data, it’ll increase exponentially. ● The market is a global institution (for now). 5 *200 Years of Wealth & Health Visualized: youtu.be/jbkSRLYSojo
  • 6. Worldly Viewing Lens ● We all, individually & organizationally, pick the lens that we view the world through. ● Economics happens to be the best lens because it requires you look at the entire system and all of its (many) connections. 6
  • 7. Go With The (Circular) Flow ● Economics is the study of people, forced to exchange, under technological constraints. ○ Describes the real world as a “circular flow.” ● No matter how big you are, your organization is a teenie-tiny little grain of sand on the world’s economic shores. 7
  • 8. Eyes on The Big Picture ● Within the circular flow of the economy organizations are subdivided into 2 types: ○ B2B - biz to biz (who sells to a consumer) ○ B2C - biz direct to consumer ● Within these are verticals that contain a set of competitors supplying the market. 8
  • 9. Don’t Hate on The Market ● The “invisible hand” is one of the most mind-blowing things of our present world. ○ All happens without a central planner. ○ It’s powerful & guides mostly through price. ● Market failures are possible, and happen when there’s a lack of perfect information. ○ They also happen when humans make mistakes. 9
  • 10. Don’t Hate on Profit ● Historically prohibited (aka usury). ○ Apple would’ve been burned at the stake for its 39% margins over the last 5 years.* ● Profit only comes from two places: ○ Fraud - one side takes more than they give ○ Valued Exchange - voluntary & mutually beneficial** 10 *Apple’s Profit: ycharts.com/companies/AAPL/gross_profit_margin **How to Make Money Standing in Line at Apple: goo.gl/PkZ3ft
  • 12. Profit = Ultimate KPI In our market economy the only KPI that matters is profitability. It’s the ultimate “net” metric of organizational efficiency (which is God) and should be considered when guiding all organizational decisions. 12
  • 13. There’s an Equilibrium ● More than likely there’s a specific set of outcomes that everything is naturally gravitating towards. ○ Could get there linearly. More likely, it’ll be non-linearly (predator-prey models).* ● Track everything about these patterns. 13 *Lotka–Volterra: wikipedia.org/wiki/Lotka–Volterra_equations
  • 14. Product Life Cycle* ● Every product moves through the same life cycle, starting with innovation then broad adoption & finally obsolescence. ○ The time dimension is important. ● Amount of time this process takes isn’t deterministic, but it is inescapable. 14 *Product Life Cycle: quickmba.com/marketing/product/lifecycle/ **WOW: mmo-champion.com/threads/1507874-Product-life-cycle
  • 15. Costs & Factor Markets ● Costs are always within your control.* ○ If you don’t have a holistic view of a factor’s contribution to profit you should cut cautiously. ● Factor markets are your supply chain. ○ The most important factor is the level of human capital (intelligence) you can utilize. 15 *Shut Down Decision (in 60 sec): youtu.be/VFY2aJwpdNM
  • 16. Diminishing Returns ● Throwing money at an opportunity or a problem doesn’t work forever. ● The Law of Diminishing Returns is real. ○ Because effective production (the output of your organization) requires a lot of coordination among a large group of specialized humans & machines. 16 *Diminishing Returns: britannica.com/topic/diminishing-returns
  • 17. Know Your Enemy ● Everyone thinks they understand their competition, but they usually don’t. ● You don’t operate in a bubble so knowing about your competitors is mandatory. ○ This information should be constantly available and roughly real-time (monthly updates). 17
  • 18. Game Theory ● You can use Game Theory to find best strategies for beating competitors. ○ Requires you have data on them. ● Duopolistic models (Cournot) can help you find “best responses” given any action by your competitors.* 18 *Cournot’s Duopoly Model: goo.gl/82kLYd
  • 19. Power of Expectations ● Customer expectations, from preferences to demand patterns, are critical to track. ○ They change rapidly, and are rarely extreme values. ● Can also be the expected value given the likelihood of an outcome. For example: ○ The expected value of robbing banks is $4,300* ○ Each additional member of the gang adds $1,800* 19 *Robbing a Bank Won’t Make You Rich: goo.gl/PRwgd5
  • 20. Know Your Customer (Personally) ● Individuals are usually grouped into “representative agents” in economics. ○ Same purpose as personas: go beyond averages.* ● With 5 you can describe 99% of customers. ○ But the real CX payoff comes from going that extra 1% to understand all of them personally. 20 *Personas Through Agile Research: goo.gl/RWPaEJ
  • 21. Simulate to Shape The Future ● You don’t have to wait passively for fate to take its course. You can simulate. ○ It’s effectively like creating a Tron world. ● Best models describe agents using parameter estimates for behavior based on actual (real world) data. ○ Can come from survey experiments. 21
  • 22. Another Way To Look At It ● The key to economic success is having perfect information (KPIs) for decision making. ● More details about the important role of KPIs are laid out in my recent article.* 22 *Don’t Fear the Coming KPI Cataclysm: goo.gl/kVPF3b
  • 23. 23Think Like An Economist
  • 24. It’s About Humans ● It’s easy to get drawn into seeing the world only through price & quantity. ○ This is economic quicksand. ● Customer experience/success is more important than most organizations think. ○ Because it uncovers underlying preferences. 24
  • 25. Focus on First Principles ● Core concepts of microeconomics can be taught in 6 weeks and are instantly useful. ○ Choice theory is particularly powerful. ● This is because it focuses on concepts that motivate virtually all economic theory. 25
  • 26. Validate Empirical (Data) ● Information is the second most important factor you can use in your business. ○ The first is your human capital. ● Systemized tests can validate empirically if what you’re doing is/isn’t working. ○ This is how you’ll converge to “perfect information.” 26
  • 27. Fail REALLY Fast ● Be proactive and don’t fear failure. ○ Fear is the market economy’s kryptonite. ● One of the key lessons of economic history is that persistence pays more than luck. ○ The key is to get through each iteration efficiently. 27
  • 28. Focus on Efficiency ● In a world of scarcity, efficiency is God. ○ It guides equilibrium & profitable outcomes. ● Comes from nature and is expressed through the limit of successive ratios in the Fibonacci Series (aka Golden Ratio).* 28 *Golden Ratio: mathsisfun.com/numbers/fibonacci-sequence
  • 29. Beware Lock-In* ● People are slow to change, but tech isn’t. ○ If you don’t move forward you fall behind fast. ○ It can also lock you into a suboptimal path. ● Sometimes the cost of fixing a past mistake is high and creates hesitancy. ○ Identifiable by phrase, “that’s just how we do it.” 29 *Technological Lock-In: wiki.mises.org/wiki/Technology_lock-in
  • 31. What We Covered Today... ● The benefits of using economics. ● Economic approaches to use now. ● How to start thinking like an economist. 31
  • 32. 32How To Keep Learning...
  • 33. You Should Watch - [The BIG Picture of Economics]* Created by Jacob Clifford, ACDC Leadership. Cliff Notes: starting with the circular flow, the differing roles and behaviors of consumers, firms, and governments are explained at both the micro (individual) & macro (social) levels. A focus on the free flow of this system is highlighted. 33 *The BIG Picture of Economics: youtu.be/onRWs561-XM
  • 34. 34At The Next Lecture...
  • 35. Thursday June 21st, 2018 emperitas.com/lecture