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MLAMBA
GoKart 600
mLamda
Demand for data scientists is definitely
outstripping supply.
—Andrew Jennings, Chief Analytics Officer, FICO
Data science is an interdisciplinary field about
scientific processes and systems to extract
knowledge or insights from data in various
forms.
—Wikipedia
Data
Science
Domain Expertise
Mathematics
Computer
Science
Data
Processing
Statistical
Research
Machine
Learning
REPORTING OPTIMIZATION OPTIMIZATIONINSIGHT GENERATION INSIGHT COMMUNICATION
WEATHER PREDICTION TALENT ACQUISITIONBIG DATA PREDICTIVE MODELING
FRAUD DETECTION INVESTMENT IDENTIFICATIONANALYTICS IMPLEMENTATION
DATA SCIENCE PROGRAMMING OPTIMIZATIONR, SAS, PYTHON PROGRAMING
RISK ASSESSMENTDATA VISUALIZATION REVENUE MODELINGCLOUD COMPUTING
RECOMMENDATION SYSTEM DATA CLEANINGSTATISTICAL RESEARCH ALGORITHM CREATION
DATA INFRASTRUCTURECONSUMER RESEARCH LEAD ACQUISITION SOCIAL LISTENING
DATA RESEARCHERS DATA ENGINEERS
BUSINESS DATA ANALYSTS
DATA ANALYSTS
DIRECTOR OF ANALYTICS DATA CLEANERSTATISTICIANS
DATA DEVELOPERS
DATA CREATIVES
DATA RESEARCHERS
DATA SCIENTISTS
“The sexy job in the next 10 years will be
statisticians. People think I’m joking, but
who would’ve guessed that computer
engineers would’ve been the sexiest job
of the 1990s?
—Hal Varian, Chief Economist at Google
Big data is not inherently organized or well-
generated. It’s certainly not neatly structured in
a database. It’s messy. It’s everywhere. It’s a
morass of details of what we buy, where we
drive, what we surf online, what we “like”.
—David Williams, CEO, Deloitte Financial Advisory Services LLP
Problem Statement
By 2018 There will be a Data Science
workforce gap of 200,000+
If your company is looking to hire data
scientist right now, good luck.
—Datanami, March 2016
mLamda will work with and enable
companies to educate and further
develop their employees to meet the
data science gap.
43% of companies report that lacking appropriate
analytical skills is a key challenge
Of those organizations, 20% have changed their
approach to attracting and retaining analytics talent.
Demand
As a result of the scarcity of data scientists, 63
percent of the companies who want to grow their
data science proficiency are providing formal or
on-the-job training in-house.
“One big plus of developing analytical skills
among current employees, is that they
already know the business.”
Progressive companies are also doing
more to train existing managers to
become more analytical and new data
scientists to better understand their
business,
Turning analytical insights
into business actions is the
top analytics challenge
The “training” landscape for data science
learning is inconsistent, disparate, and
does not differentiate amongst different
“student types”.
Literacy Fluency Mastery
Literacy Fluency Mastery
Understanding the
possible, of data
science.
Fluency Mastery
Ability to apply
skills to context.
Mastery
Complete understanding
of operation and
execution of data
science, so that others
can be taught.
Literacy Fluency Mastery
Teach
Domain knowledge is more
valuable in recruiting and
educating data scientists than
engineering and quantitative skills.
— Mike Ross, Sr. Director of Data science at Capital One.
We believe the best way to train the
rising number of junior data scientists
is through the transfer of domain
knowledge and a progressive
education platform.
Assumptions
It’s easier to educate a willing
and existing workforce than
to hire new.
Demystifying data science
by bringing it out of the
black box and making it
available to all.
We need to educate the world that the
practice of data science is more accessible to
people who want to learn.
Infusing Data Science and educating employees
IS the playbook for not falling behind in the future.
We assuage Marketplace and Executive FOMO on
the data science and machine learning surge.
Opportunity
Training
• Companies with 500+ employees: Average spend
of $1,200 per employee per year
Tuition Reimbursement
• The average maximum reimbursement amount
is $4,591 per employee per year
Combined Average Education Spend
• 500+ $5,791 per employee per year
Total Addressable Market (New Jobs)
Assumptions
• 200,000+ jobs gap by 2018
• Companies with 500+ employees spend an average of
$5,791 annually on employee training & tuition
reimbursement
• We capture 1% of the total addressable market
Calculations
• 1% of 200000 = 2000
• 2000 * $5791 = $11,582,000 annually
• ½ of that $11M = $5,791,000 (if organizations only
spend half of the average amount on employee
education)
Annual Revenue
• $11M
• Achievable by end of year 2
• Potentially undervaluing the
market; could be more.
Ask
The cost for GoKart to create an industry-changing
business that will solidify the future of Data Science
education while addressing a major global skills gap is:
Three 1-Week Sprints
400 Hours
$100,000
• Marketing research and opportunity validation
• Build and validate the financial model
• Curriculum architecture and design roadmap
• Prototype build
• Prototype testing with potential users
• Prototype testing with potential buyers
• Technology roadmap and costing
The cost for GoKart to create an industry-changing
business that will solidify the future of Data Science
education while addressing a major global skills gap is:
Plus the $150 we did not spend today ;)
Thank you

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GK 600: mLamba

  • 3. Demand for data scientists is definitely outstripping supply. —Andrew Jennings, Chief Analytics Officer, FICO
  • 4. Data science is an interdisciplinary field about scientific processes and systems to extract knowledge or insights from data in various forms. —Wikipedia
  • 6. REPORTING OPTIMIZATION OPTIMIZATIONINSIGHT GENERATION INSIGHT COMMUNICATION WEATHER PREDICTION TALENT ACQUISITIONBIG DATA PREDICTIVE MODELING FRAUD DETECTION INVESTMENT IDENTIFICATIONANALYTICS IMPLEMENTATION DATA SCIENCE PROGRAMMING OPTIMIZATIONR, SAS, PYTHON PROGRAMING RISK ASSESSMENTDATA VISUALIZATION REVENUE MODELINGCLOUD COMPUTING RECOMMENDATION SYSTEM DATA CLEANINGSTATISTICAL RESEARCH ALGORITHM CREATION DATA INFRASTRUCTURECONSUMER RESEARCH LEAD ACQUISITION SOCIAL LISTENING
  • 7. DATA RESEARCHERS DATA ENGINEERS BUSINESS DATA ANALYSTS DATA ANALYSTS DIRECTOR OF ANALYTICS DATA CLEANERSTATISTICIANS DATA DEVELOPERS DATA CREATIVES DATA RESEARCHERS DATA SCIENTISTS
  • 8. “The sexy job in the next 10 years will be statisticians. People think I’m joking, but who would’ve guessed that computer engineers would’ve been the sexiest job of the 1990s? —Hal Varian, Chief Economist at Google
  • 9. Big data is not inherently organized or well- generated. It’s certainly not neatly structured in a database. It’s messy. It’s everywhere. It’s a morass of details of what we buy, where we drive, what we surf online, what we “like”. —David Williams, CEO, Deloitte Financial Advisory Services LLP
  • 11. By 2018 There will be a Data Science workforce gap of 200,000+
  • 12. If your company is looking to hire data scientist right now, good luck. —Datanami, March 2016
  • 13. mLamda will work with and enable companies to educate and further develop their employees to meet the data science gap.
  • 14. 43% of companies report that lacking appropriate analytical skills is a key challenge
  • 15. Of those organizations, 20% have changed their approach to attracting and retaining analytics talent.
  • 17. As a result of the scarcity of data scientists, 63 percent of the companies who want to grow their data science proficiency are providing formal or on-the-job training in-house.
  • 18. “One big plus of developing analytical skills among current employees, is that they already know the business.”
  • 19. Progressive companies are also doing more to train existing managers to become more analytical and new data scientists to better understand their business,
  • 20. Turning analytical insights into business actions is the top analytics challenge
  • 21. The “training” landscape for data science learning is inconsistent, disparate, and does not differentiate amongst different “student types”.
  • 23. Literacy Fluency Mastery Understanding the possible, of data science.
  • 24. Fluency Mastery Ability to apply skills to context.
  • 25. Mastery Complete understanding of operation and execution of data science, so that others can be taught.
  • 27. Domain knowledge is more valuable in recruiting and educating data scientists than engineering and quantitative skills. — Mike Ross, Sr. Director of Data science at Capital One.
  • 28. We believe the best way to train the rising number of junior data scientists is through the transfer of domain knowledge and a progressive education platform.
  • 30. It’s easier to educate a willing and existing workforce than to hire new. Demystifying data science by bringing it out of the black box and making it available to all.
  • 31. We need to educate the world that the practice of data science is more accessible to people who want to learn.
  • 32. Infusing Data Science and educating employees IS the playbook for not falling behind in the future. We assuage Marketplace and Executive FOMO on the data science and machine learning surge.
  • 34. Training • Companies with 500+ employees: Average spend of $1,200 per employee per year
  • 35. Tuition Reimbursement • The average maximum reimbursement amount is $4,591 per employee per year
  • 36. Combined Average Education Spend • 500+ $5,791 per employee per year
  • 37. Total Addressable Market (New Jobs) Assumptions • 200,000+ jobs gap by 2018 • Companies with 500+ employees spend an average of $5,791 annually on employee training & tuition reimbursement • We capture 1% of the total addressable market Calculations • 1% of 200000 = 2000 • 2000 * $5791 = $11,582,000 annually • ½ of that $11M = $5,791,000 (if organizations only spend half of the average amount on employee education) Annual Revenue • $11M • Achievable by end of year 2 • Potentially undervaluing the market; could be more.
  • 38. Ask
  • 39. The cost for GoKart to create an industry-changing business that will solidify the future of Data Science education while addressing a major global skills gap is:
  • 40. Three 1-Week Sprints 400 Hours $100,000 • Marketing research and opportunity validation • Build and validate the financial model • Curriculum architecture and design roadmap • Prototype build • Prototype testing with potential users • Prototype testing with potential buyers • Technology roadmap and costing The cost for GoKart to create an industry-changing business that will solidify the future of Data Science education while addressing a major global skills gap is:
  • 41. Plus the $150 we did not spend today ;)
  • 42.