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SMEANALYST
Using artificial intelligence to screen and identifying high potential entrepreneurs
Most studies done by traditional psychometric companies




       1       have limited value due to poor or research methodology




Psychometrics and screening entrepreneurs
1   Cross sectional studies: They usually do not predict, but rather
        retrospectively fit the data to perform “prediction”.



    2   Only test the individual: Hence, they leave out many external and
        important predictors that have shown to be linked to business failure and
        success.



    3   Poor sampling methodology: They often use small samples, few
        industries, a single geographic locations and few business sizes: Yet
        generalize the results across many industries, many locations and many
        different business sizes.




Psychometrics and screening entrepreneurs
4    Survival selection bias: They only assess operating businesses and
        hence miss the businesses that have failed therefore creating biased
        results.



    5   Lack of convergent validity with performance measures: The only test
        a single performance measure and hence do not capture how different
        businesses are really performing. In some causes they do not use a valid
        performance measure.


   6    Do not include control variables: That is they do not control factors that
        have shown to impact new firm performance and hence results are
        muddied and often meaningless.




Psychometrics and screening entrepreneurs
Most studies done by traditional psychometric companies




       1       have limited value due to poor or research methodology




       2
               Well designed studies have shown traditional psychometrics
               tests used alone have weak predictive power




Psychometrics and screening entrepreneurs
“There appears to be no discoverable pattern of personality characteristics that
distinguish between successful entrepreneurs and non-entrepreneurs”

(W. Guth, Directors Corner: Research in Entrepreneurship, The Entrepreneurship Forum, winter 1991)



Many other researchers have found similar findings:
• Gartner, W. (1988). Who is an entrepreneur is the wrong question. American Journal of small
business.

• L. W. Busenitz and J. B. Barney, Differences Between Entrepreneurs and Managers in Large
Organizations, Journal of Business Venturing 12

• Johnston, K., Andersen, B., Davidge-Pitts, Ostensen-Saunders. (2009), Identifying Student Potential
for ICT Entrepreneurship using Myers-Briggs Personality Type indictors. Journal of Information
Technology Education.

• Lau, T. (1992), „The Incident Method - An Alternative Way of Studying Entrepreneurial
Behaviour‟, paper read at Internationalizing Entrepreneurship Conference, Dortmund, 22-24 June

• Brockhaus and P. S. Horwitz, The Psychology of the Entrepreneur in The Art and Science of
Entrepreneurship, 1986
1    Entrepreneurs fill in a 10 minute online questionnaire




   2     Predictive analytics identify entrepreneurs probability of growth & survival




   3     Entrepreneurs/screeners are given access to a report




What is the SMEanalyst?
SMEanalyst predictive variables have been shown to
      significantly related to growth or survival in more than 38
         countries around the world including South Africa

             Botswana        Kenya            South Africa
             Chile           Malawi           Spain
             China           Netherlands      Swaziland
             Croatia         Niger            Sweden
             England         Norway           United States
             Germany         Russia           Zimbabwe
             India           Scotland         And many more…




What data was the SMEanalyst developed from?
Two of the largest properly design studies on new
          firm performance ever conducted (6,800 + firms).

              Random sample firms took the test and
                followed over a three year period.
         A hold out sample was used to test the predictive
                  power of the developed model.

           South African growth model based on research
                        done on 5000 firms.




What data was the SMEanalyst developed from?
How accurate are the failure scores?


 Failure
   %




                     Grouping of entrepreneurs categorized according to probability of failure
              Venture defined as failed if it is no longer operational (3 year period)



How accurate are the growth scores?
Growth
  %




                                 Grouping of entrepreneurs categorized according to probability of growth


   Growth defined as adding at least 2 employee or grew more than 50% in relative employment (3 year period)




How accurate are the growth scores?
Market              Business




                                           =
      Opportunity            Model
                                               Probability of
                                                 Growth &
                         Entrepreneurial         Survival
   Relevant experience
                           Mindset &
      & track record
                            Attitudes




How is probability of growth & survival assessed?
What does the free screening report look like?
What does the new screening report look like?
Professor John Luiz, UCT Business School
          Specialist in Economics in Emerging Markets
          53 Published Papers, 11 Books and book chapters, 31 Conference papers



          Greg Fisher, GIBS & University of Washington
          Specialist in Technology Entrepreneurship
          Greg is currently pursuing his PhD in Strategy and Technology at University of Washington and is a visiting lecturer
          at Gordon Institute of Business Science. In July 2012 he will be Assistant Professor of Management &
          Entrepreneurship at the Kelly School of Business at Indiana University.




Research partners and Advisors
Daniel Saksenberg                 Actuary and specialist in predictive analytics
         Daniel Saksenberg specializes in machine learning and artificial intelligence. He has
         developed models for life insurance, forensics, anti-money laundering, offshore financial
         centers and transfer pricing. His models are use by corporations around the world.



         Paul Smith PhD Candidate in Entrepreneurship
         Paul Smith specializes in new firm performance predictive models. He completed his
         Masters in Entrepreneurship and is currently pursuing his PhD at the University of Pretoria.
         He has taught and worked with entrepreneurs at all levels from MBA students at WBS to
         micro-entrepreneurs in Alexandra township. He has founded 4 businesses in a diverse
         range of industries from Rowing Boat Manufacturing to Predictive Analytics.


         Akiva Beebe            Technology Entrepreneur
         Akiva Beebee in a serial entrepreneur having founded 2 companies. Mediacor solutions an
         online e-learning platform. He is also a co-founder of WhyGuess, a company that drastically
         increases call center sales through an integrated cloud-computing tool that applies
         predictive analysis and artificial intelligence.




Company Founders
1 Lower your selection costs
     .

   2    Improve your selection process


    3   Adopt entrepreneurial assessment best practices


   4    Benefit from 4 decades worth of research


   5    Receive reports on the latest entrepreneurship research


   6    Compare your entrepreneurs to the rest of the country


   7    Keep track of all your programmes applicants


Benefits of using the SMEanalyst?
BASIC                     SELECT                   GOLD                     PLATINUM
 Free                      R5,000 per year          R15,000 per year         R50,000 per year

  Unlimited                500 screenings           1,500 screenings         5,000 screenings

  Easy-to-use web survey   Easy-to-use web survey   Easy-to-use web survey   Easy-to-use web survey

  Instant score report     Instant reports          Instant reports          Instant reports

  Only scores              VC advisor reports       VC adviser reports       VC adviser reports

  No support               Own Company Branding     Own Company Branding     Own Company Branding

  No branding              Customer support         Customer support         Add own questions

                                                                             Annual research report

                                                                             Annual tracking report

                                                                             Customer support




 NPO and custom rates available on request

Pricing & Plans SMEanalyst QuickScreen
1   FutureScreen


    2   SMEanalyst FullScreen with VCadvisor report


    3   SMEanalyst screener training



    4   Business Plan Competition Platform



    5   SA largest longitudinal study on firm performance


    6   LoanScreen



Products in development
1   Largest research report on firm performance


    2   Improve our understanding of the reasons entrepreneurs succeed


    3   Help develop better training programs



    4   Further improve our predictive ability 80% -> 90%


    5   Help entrepreneur enablers be more impactful


    6   Improve credit to high-growth entrepreneurs



Long term objectives
SMEANALYST
Using artificial intelligence to screen and identifying high potential entrepreneurs

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Smeanalyst 2012 - 05 - 12 - venture-lab

  • 1. SMEANALYST Using artificial intelligence to screen and identifying high potential entrepreneurs
  • 2. Most studies done by traditional psychometric companies 1 have limited value due to poor or research methodology Psychometrics and screening entrepreneurs
  • 3. 1 Cross sectional studies: They usually do not predict, but rather retrospectively fit the data to perform “prediction”. 2 Only test the individual: Hence, they leave out many external and important predictors that have shown to be linked to business failure and success. 3 Poor sampling methodology: They often use small samples, few industries, a single geographic locations and few business sizes: Yet generalize the results across many industries, many locations and many different business sizes. Psychometrics and screening entrepreneurs
  • 4. 4 Survival selection bias: They only assess operating businesses and hence miss the businesses that have failed therefore creating biased results. 5 Lack of convergent validity with performance measures: The only test a single performance measure and hence do not capture how different businesses are really performing. In some causes they do not use a valid performance measure. 6 Do not include control variables: That is they do not control factors that have shown to impact new firm performance and hence results are muddied and often meaningless. Psychometrics and screening entrepreneurs
  • 5. Most studies done by traditional psychometric companies 1 have limited value due to poor or research methodology 2 Well designed studies have shown traditional psychometrics tests used alone have weak predictive power Psychometrics and screening entrepreneurs
  • 6. “There appears to be no discoverable pattern of personality characteristics that distinguish between successful entrepreneurs and non-entrepreneurs” (W. Guth, Directors Corner: Research in Entrepreneurship, The Entrepreneurship Forum, winter 1991) Many other researchers have found similar findings: • Gartner, W. (1988). Who is an entrepreneur is the wrong question. American Journal of small business. • L. W. Busenitz and J. B. Barney, Differences Between Entrepreneurs and Managers in Large Organizations, Journal of Business Venturing 12 • Johnston, K., Andersen, B., Davidge-Pitts, Ostensen-Saunders. (2009), Identifying Student Potential for ICT Entrepreneurship using Myers-Briggs Personality Type indictors. Journal of Information Technology Education. • Lau, T. (1992), „The Incident Method - An Alternative Way of Studying Entrepreneurial Behaviour‟, paper read at Internationalizing Entrepreneurship Conference, Dortmund, 22-24 June • Brockhaus and P. S. Horwitz, The Psychology of the Entrepreneur in The Art and Science of Entrepreneurship, 1986
  • 7. 1 Entrepreneurs fill in a 10 minute online questionnaire 2 Predictive analytics identify entrepreneurs probability of growth & survival 3 Entrepreneurs/screeners are given access to a report What is the SMEanalyst?
  • 8. SMEanalyst predictive variables have been shown to significantly related to growth or survival in more than 38 countries around the world including South Africa Botswana Kenya South Africa Chile Malawi Spain China Netherlands Swaziland Croatia Niger Sweden England Norway United States Germany Russia Zimbabwe India Scotland And many more… What data was the SMEanalyst developed from?
  • 9. Two of the largest properly design studies on new firm performance ever conducted (6,800 + firms). Random sample firms took the test and followed over a three year period. A hold out sample was used to test the predictive power of the developed model. South African growth model based on research done on 5000 firms. What data was the SMEanalyst developed from?
  • 10. How accurate are the failure scores? Failure % Grouping of entrepreneurs categorized according to probability of failure Venture defined as failed if it is no longer operational (3 year period) How accurate are the growth scores?
  • 11. Growth % Grouping of entrepreneurs categorized according to probability of growth Growth defined as adding at least 2 employee or grew more than 50% in relative employment (3 year period) How accurate are the growth scores?
  • 12. Market Business = Opportunity Model Probability of Growth & Entrepreneurial Survival Relevant experience Mindset & & track record Attitudes How is probability of growth & survival assessed?
  • 13. What does the free screening report look like?
  • 14. What does the new screening report look like?
  • 15. Professor John Luiz, UCT Business School Specialist in Economics in Emerging Markets 53 Published Papers, 11 Books and book chapters, 31 Conference papers Greg Fisher, GIBS & University of Washington Specialist in Technology Entrepreneurship Greg is currently pursuing his PhD in Strategy and Technology at University of Washington and is a visiting lecturer at Gordon Institute of Business Science. In July 2012 he will be Assistant Professor of Management & Entrepreneurship at the Kelly School of Business at Indiana University. Research partners and Advisors
  • 16. Daniel Saksenberg Actuary and specialist in predictive analytics Daniel Saksenberg specializes in machine learning and artificial intelligence. He has developed models for life insurance, forensics, anti-money laundering, offshore financial centers and transfer pricing. His models are use by corporations around the world. Paul Smith PhD Candidate in Entrepreneurship Paul Smith specializes in new firm performance predictive models. He completed his Masters in Entrepreneurship and is currently pursuing his PhD at the University of Pretoria. He has taught and worked with entrepreneurs at all levels from MBA students at WBS to micro-entrepreneurs in Alexandra township. He has founded 4 businesses in a diverse range of industries from Rowing Boat Manufacturing to Predictive Analytics. Akiva Beebe Technology Entrepreneur Akiva Beebee in a serial entrepreneur having founded 2 companies. Mediacor solutions an online e-learning platform. He is also a co-founder of WhyGuess, a company that drastically increases call center sales through an integrated cloud-computing tool that applies predictive analysis and artificial intelligence. Company Founders
  • 17. 1 Lower your selection costs . 2 Improve your selection process 3 Adopt entrepreneurial assessment best practices 4 Benefit from 4 decades worth of research 5 Receive reports on the latest entrepreneurship research 6 Compare your entrepreneurs to the rest of the country 7 Keep track of all your programmes applicants Benefits of using the SMEanalyst?
  • 18. BASIC SELECT GOLD PLATINUM Free R5,000 per year R15,000 per year R50,000 per year Unlimited 500 screenings 1,500 screenings 5,000 screenings Easy-to-use web survey Easy-to-use web survey Easy-to-use web survey Easy-to-use web survey Instant score report Instant reports Instant reports Instant reports Only scores VC advisor reports VC adviser reports VC adviser reports No support Own Company Branding Own Company Branding Own Company Branding No branding Customer support Customer support Add own questions Annual research report Annual tracking report Customer support NPO and custom rates available on request Pricing & Plans SMEanalyst QuickScreen
  • 19. 1 FutureScreen 2 SMEanalyst FullScreen with VCadvisor report 3 SMEanalyst screener training 4 Business Plan Competition Platform 5 SA largest longitudinal study on firm performance 6 LoanScreen Products in development
  • 20. 1 Largest research report on firm performance 2 Improve our understanding of the reasons entrepreneurs succeed 3 Help develop better training programs 4 Further improve our predictive ability 80% -> 90% 5 Help entrepreneur enablers be more impactful 6 Improve credit to high-growth entrepreneurs Long term objectives
  • 21. SMEANALYST Using artificial intelligence to screen and identifying high potential entrepreneurs