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21 Emerging Artificial Intelligence Methods for Predicting SME Growth: Opportunities and Challenges

  • Tatiana Beliaeva , Vincent Mangematin and Agnès Guerraz
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De Gruyter Handbook of SME Entrepreneurship
This chapter is in the book De Gruyter Handbook of SME Entrepreneurship

Abstract

While SME growth has attracted substantial interest and massive empirical research, the results of existing studies are inconclusive and have low predictive power, calling for exploiting of new methodologies. The explosion in available data and advances in artificial intelligence for predictive analytics have a potential to provide novel perspectives to growth studies. In this chapter, we combine the literature on SME growth with AI-based studies in entrepreneurship and suggest how growth research may advance by the application of AI methods. Opportunities and challenges of AImethods are compared with traditional methods in terms of growth prediction. The analysis also provides the research agenda to guide scholars willing to leverage AI in growth research.

Abstract

While SME growth has attracted substantial interest and massive empirical research, the results of existing studies are inconclusive and have low predictive power, calling for exploiting of new methodologies. The explosion in available data and advances in artificial intelligence for predictive analytics have a potential to provide novel perspectives to growth studies. In this chapter, we combine the literature on SME growth with AI-based studies in entrepreneurship and suggest how growth research may advance by the application of AI methods. Opportunities and challenges of AImethods are compared with traditional methods in terms of growth prediction. The analysis also provides the research agenda to guide scholars willing to leverage AI in growth research.

Chapters in this book

  1. Frontmatter I
  2. Contents V
  3. About the Editors IX
  4. List of Contributors XI
  5. An Introduction to a Theory of SME Entrepreneurship 1
  6. Part 1: Novel Theories of Entrepreneurship in SMEs
  7. 1 SME Entrepreneurship and Entrepreneurship Theory: A Systematic Literature Analysis in the Light of Entrepreneurial Functions 21
  8. 2 Formal but Illegitimate? Examining the Mongrel Economy 41
  9. 3 SME Internationalization and Strategy Tripod Perspective – Evidence from an Emerging Economy 57
  10. 4 Internationalization of Small-sized Game Development Firms – A Born Global Theory Perspective 79
  11. 5 Entrepreneurial Investment Cycle – A Large-scale Longitudinal Study 97
  12. Part 2: SMEs from the Perspective of Different Levels of Analysis (Macro, Meso, and Micro)
  13. 6 Antecedents of Individual Ambidexterity at Three Hierarchical Levels: A Literature Review 115
  14. 7 Life Science Companies’ Engagement with their University-based Entrepreneurship Ecosystem: A Multi-Layered Approach 141
  15. 8 Linking Young SME Entrepreneurial Activity and Economic Development 163
  16. 9 Governance of Innovation in SMEs: No Place Like Home? 179
  17. 10 Lean Social Media Communication Strategies for SMEs 201
  18. 11 Challenges for Expatriate SMEs Entrepreneurs in a Rentier State Entrepreneurial Ecosystem 241
  19. 12 A Typology of Internet Functionalities to Develop Market Orientation in SMEs 255
  20. 13 Mimetic Isomorphism, Pluralistic Ignorance, and Entrepreneurial Decision-making in SMEs: A Socio-psychological Approach Explaining the Collective Diffusion of “Bad Practices” in an Organizational Field 281
  21. 14 Modelling the Collaborative Advantage of SMEs in Pursuit of Competitiveness: An Emerging Economy Case 301
  22. 15 Sustainable Collaborative Business Models for Energy Efficient Solutions – An Exploratory Analysis of Danish and German SMEs 327
  23. Part 3: Processes and Performance of SMEs
  24. 16 The Digital Transformation of SMEs 359
  25. 17 Are the “Guys who Play Games” Shaping our Economic Future? The Croatian Economy’s Potential for Digital Transformation 383
  26. 18 Should Entrepreneurs Effectuate? A Conceptual Examination on the Effects of Effectuation on Firm Performance 405
  27. 19 How do SMEs Perform in Developing Countries? The Case of Indonesia 421
  28. 20 The Role of Culture and Entrepreneurial Opportunities in SME Entrepreneurship: A Systematic Literature Review 445
  29. 21 Emerging Artificial Intelligence Methods for Predicting SME Growth: Opportunities and Challenges 467
  30. Part 4: Entrepreneurial Capital, Gender, and SMEs
  31. 22 Entrepreneurial Teams and Collective Dynamics: Toward an Eco(systemic) Perspective 495
  32. 23 The Impact of Entrepreneurial Capital on Preferences for External Financing: An Empirical Study of Ethnic Minority Business Owners in the UK 519
  33. 24 Internalizing Gender Equality: Narratives of Family Business Entrepreneurs 543
  34. 25 Success Factors of Digital Start-ups 559
  35. Part 5: SMEs and their Stakeholders: The Role of Customers, Investors, Employees, Suppliers, Communities, Governments, Trade Associations, etc.
  36. 26 The Multiple Responsibilities of SMEs and Entrepreneurs 579
  37. 27 Exploring Early Customer Portfolios of Start-ups: Capturing Patterns of Relationship Development States 599
  38. 28 The Role of Research Universities in Catalyzing Value Creation 619
  39. 29 Entrepreneurial Culture Creation through Employee Effectuation 643
  40. List of Figures 669
  41. List of Tables 671
  42. Index 675
https://doi.org/10.1515/9783110747652-022

Chapters in this book

  1. Frontmatter I
  2. Contents V
  3. About the Editors IX
  4. List of Contributors XI
  5. An Introduction to a Theory of SME Entrepreneurship 1
  6. Part 1: Novel Theories of Entrepreneurship in SMEs
  7. 1 SME Entrepreneurship and Entrepreneurship Theory: A Systematic Literature Analysis in the Light of Entrepreneurial Functions 21
  8. 2 Formal but Illegitimate? Examining the Mongrel Economy 41
  9. 3 SME Internationalization and Strategy Tripod Perspective – Evidence from an Emerging Economy 57
  10. 4 Internationalization of Small-sized Game Development Firms – A Born Global Theory Perspective 79
  11. 5 Entrepreneurial Investment Cycle – A Large-scale Longitudinal Study 97
  12. Part 2: SMEs from the Perspective of Different Levels of Analysis (Macro, Meso, and Micro)
  13. 6 Antecedents of Individual Ambidexterity at Three Hierarchical Levels: A Literature Review 115
  14. 7 Life Science Companies’ Engagement with their University-based Entrepreneurship Ecosystem: A Multi-Layered Approach 141
  15. 8 Linking Young SME Entrepreneurial Activity and Economic Development 163
  16. 9 Governance of Innovation in SMEs: No Place Like Home? 179
  17. 10 Lean Social Media Communication Strategies for SMEs 201
  18. 11 Challenges for Expatriate SMEs Entrepreneurs in a Rentier State Entrepreneurial Ecosystem 241
  19. 12 A Typology of Internet Functionalities to Develop Market Orientation in SMEs 255
  20. 13 Mimetic Isomorphism, Pluralistic Ignorance, and Entrepreneurial Decision-making in SMEs: A Socio-psychological Approach Explaining the Collective Diffusion of “Bad Practices” in an Organizational Field 281
  21. 14 Modelling the Collaborative Advantage of SMEs in Pursuit of Competitiveness: An Emerging Economy Case 301
  22. 15 Sustainable Collaborative Business Models for Energy Efficient Solutions – An Exploratory Analysis of Danish and German SMEs 327
  23. Part 3: Processes and Performance of SMEs
  24. 16 The Digital Transformation of SMEs 359
  25. 17 Are the “Guys who Play Games” Shaping our Economic Future? The Croatian Economy’s Potential for Digital Transformation 383
  26. 18 Should Entrepreneurs Effectuate? A Conceptual Examination on the Effects of Effectuation on Firm Performance 405
  27. 19 How do SMEs Perform in Developing Countries? The Case of Indonesia 421
  28. 20 The Role of Culture and Entrepreneurial Opportunities in SME Entrepreneurship: A Systematic Literature Review 445
  29. 21 Emerging Artificial Intelligence Methods for Predicting SME Growth: Opportunities and Challenges 467
  30. Part 4: Entrepreneurial Capital, Gender, and SMEs
  31. 22 Entrepreneurial Teams and Collective Dynamics: Toward an Eco(systemic) Perspective 495
  32. 23 The Impact of Entrepreneurial Capital on Preferences for External Financing: An Empirical Study of Ethnic Minority Business Owners in the UK 519
  33. 24 Internalizing Gender Equality: Narratives of Family Business Entrepreneurs 543
  34. 25 Success Factors of Digital Start-ups 559
  35. Part 5: SMEs and their Stakeholders: The Role of Customers, Investors, Employees, Suppliers, Communities, Governments, Trade Associations, etc.
  36. 26 The Multiple Responsibilities of SMEs and Entrepreneurs 579
  37. 27 Exploring Early Customer Portfolios of Start-ups: Capturing Patterns of Relationship Development States 599
  38. 28 The Role of Research Universities in Catalyzing Value Creation 619
  39. 29 Entrepreneurial Culture Creation through Employee Effectuation 643
  40. List of Figures 669
  41. List of Tables 671
  42. Index 675
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