Method

Data collection methods

Data analysis methods

Data nature/ sample size

References

Quantitative

sample extraction

meta-analytic approach

3404

Parsons and Duffield (2020)

database Search

topic modeling and scientometric analysis

214

Mustak et al. (2021)

field study

constructing prediction models

3345

Suh, Wilson, and On (2023)

online anonymous invitation link

structural equation modeling

1072

Cheng and Jiang (2022)

questionnaires

partial least square analysis;

841

Tussyadiah and Park (2018)

online consumer samples

development scale

1348

Lu et al. (2019)

experiment;

questionnaires

relevant analysis and regression analysis

270

Xu, Zhu, Metawa, and Zhou (2022)

Qualitative

literature Search

systematic review of literature

19

Achmat (2019)

semi-structured interview

grounded theory approach

15

Yan et al. (2022)

case study

grounded theory approach

/

Chung and Byrom (2021)

mixed

Interviews;

questionnaires

descriptive statistical analysis; structural equation modelling

21; 724

McLean et al. (2021)

semi-directed interviews

coding and statistical analysis

/

West, Clifford, and Atkinson (2018)

semi-directed interviews;

questionnaires

descriptive statistical analysis

240

Ray, Mondada, and Siegwart (2008)