Table 4 Opportunities for research of AI... | Emerald Publishing

Table 4

Opportunities for research of AI in Entrepreneurship Education

AI in EE	Keywords	Research gap	Sourcing
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 EE	Keywords	Research gap	Sourcing
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