Table 4

Opportunities for research of AI in Entrepreneurship Education

AI in EEKeywordsResearch gapSourcing
Big data and EE 
  • 1.

    Data collection

  • 2.

    Data analysis

  • 3.

    Data visualization

  • 4.

    Data privacy

  • 5.

    Entrepreneurship analytics

 
  • 1.1

    Collection of multimodal data (i.e. gaze, electrodermal test, brainwave)

  • 1.2

    Collection of social and emotional data

  • 1.3

    Disparate data in various platforms

  • 2.1

    Learning analytics for learners and stakeholders

  • 2.2

    Data science

  • 3.1

    Dashboard specialized in EE

  • 3.2

    Mescal data visualization produced in lab or classroom

  • 4.1

    Data ethics and privacy

  • 5.1

    Entrepreneurial ideas analytics

 		Alam (2021), Daniel (2015), Ochoa et al. (2022), Verbert et al. (2013)  
Machine learning in EE 
  • 1.

    Algorithm

 
  • 1.1

    Optimal algorithms for assessment of EE

  • 1.2

    Prediction of EE

  • 1.3

    Model training

 		Korkmaz and Correia (2019), Ciolacu et al. (2017)  
Personalized learning management system in EE 
  • 1.

    Learner model

  • 2.

    Knowledge model

  • 3.

    Pedagogical model

 
  • 1.1

    Learning style

  • 1.2

    Demographic background

  • 2.1

    Knowledge coding

  • 2.2

    Modernizing learning content

  • 3.1

    Entrepreneurial learning strategies

  • 3.2

    Entrepreneurial instruction design

 		Kahraman et al. (2010), Martin et al. (2020)  
Natural language processing in EE 
  • 1.

    Utilization

 
  • 1.1

    Learning assessment

  • 1.2

    Big language model

 		Sarker et al. (2019)  
Chatbot in EE 
  • 1.

    Utilization

 
  • 1.1

    Application of AI-based Chatbot in entrepreneurship education effectively

  • 1.2

    When to leverage AI-based Chatbot in entrepreneurship education

 		Ferrucci et al. (2010)  
AI in EEKeywordsResearch gapSourcing
Big data and EE 
  • 1.

    Data collection

  • 2.

    Data analysis

  • 3.

    Data visualization

  • 4.

    Data privacy

  • 5.

    Entrepreneurship analytics

 
  • 1.1

    Collection of multimodal data (i.e. gaze, electrodermal test, brainwave)

  • 1.2

    Collection of social and emotional data

  • 1.3

    Disparate data in various platforms

  • 2.1

    Learning analytics for learners and stakeholders

  • 2.2

    Data science

  • 3.1

    Dashboard specialized in EE

  • 3.2

    Mescal data visualization produced in lab or classroom

  • 4.1

    Data ethics and privacy

  • 5.1

    Entrepreneurial ideas analytics

 		Alam (2021), Daniel (2015), Ochoa et al. (2022), Verbert et al. (2013)  
Machine learning in EE 
  • 1.

    Algorithm

 
  • 1.1

    Optimal algorithms for assessment of EE

  • 1.2

    Prediction of EE

  • 1.3

    Model training

 		Korkmaz and Correia (2019), Ciolacu et al. (2017)  
Personalized learning management system in EE 
  • 1.

    Learner model

  • 2.

    Knowledge model

  • 3.

    Pedagogical model

 
  • 1.1

    Learning style

  • 1.2

    Demographic background

  • 2.1

    Knowledge coding

  • 2.2

    Modernizing learning content

  • 3.1

    Entrepreneurial learning strategies

  • 3.2

    Entrepreneurial instruction design

 		Kahraman et al. (2010), Martin et al. (2020)  
Natural language processing in EE 
  • 1.

    Utilization

 
  • 1.1

    Learning assessment

  • 1.2

    Big language model

 		Sarker et al. (2019)  
Chatbot in EE 
  • 1.

    Utilization

 
  • 1.1

    Application of AI-based Chatbot in entrepreneurship education effectively

  • 1.2

    When to leverage AI-based Chatbot in entrepreneurship education

 		Ferrucci et al. (2010)  

Note(s): EE is entrepreneurship education

Source(s): Authors' own work

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