Table 1 Factors influencing educational choices based on literature review.

From: Understanding the influence of business innovation context on intentions of enrolment in master education of STEM students: a multi-level choice model

Dimensions

Factors

Research papers

Individual characteristics

Gender

Schapiro et al. (1991), Perna (2004), Xu (2014), Allison and Ralston (2018), Jung and Lee (2019)

Age

Xu (2014), Jung and Lee (2019)

Area of residence

Jung and Lee (2019)

Race and ethnicity

Schapiro et al. (1991), Perna (2004), Xu (2014)

Academic performances

Latiesa (1989), Mullen et al. (2003), Xu (2014), Zamfir et al. (2021)

Parents education

González and Dávila (1998), Jiménez and Salas-Velasco (2000), Mullen et al. (2003), Perna (2004), Xu (2014), Zamfir et al. (2021)

Socioeconomic status

Schapiro et al. (1991), González and Dávila (1998), Jiménez and Salas-Velasco (2000), Perna (2004), Jung and Lee (2019), DeBacker and Routon (2021)

Educational debt

Schapiro et al. (1991), Weiler (1994), Xu (2014)

Participation in the labour market

Jung and Lee (2019), Zamfir et al. (2021)

University characteristics

Quality

Schapiro et al. (1991), Hartman and Schmidt (1995), Kallio (1995), Zhang (2005), Zamfir et al. (2021)

Type of university

Jung and Lee (2019), Xu (2014)

Field of study

Xu (2014), Jung and Lee (2019)

Economic context

Expected earnings upon completion of a degree

Handa and Skolnik (1975), Kodde (1986), Jiménez and Salas-Velasco (2000), Thomas and Perna (2004), Altonji et al. (2015), Menon et al. (2017)

Level of unemployment

Ashenfelter and Ham (1979), Jiménez and Salas-Velasco (2000)

Business demography and innovation

Zamfir et al. (2021)