TY - CHAP
T1 - Analysis of qualitative data
T2 - using automated semantic analysis to explore and validate text
AU - Young, Louise
AU - Munksgaard, Kristin B.
PY - 2024
Y1 - 2024
N2 - Qualitative research of business relationships and networks is of limited value if the analysis does not address the rich interdependencies of the processes and mechanisms involved and feature clear and credible analysis methods. The purpose of this chapter is to consider approaches to analysis that provide opportunities for meaningful and demonstrable, credible analysis of business systems' processes and interdependencies. The chapter considers traditional methods and the role(s) that they can play and how they can be extended with computer-aided methods. We show that use of software featuring machine learning used in combination with more traditional methods can provide reliable and nuanced analysis of large quantities of textual information, including interview transcripts and secondary data. These processes and the findings they can produce are demonstrated using a range of the authors' research.
AB - Qualitative research of business relationships and networks is of limited value if the analysis does not address the rich interdependencies of the processes and mechanisms involved and feature clear and credible analysis methods. The purpose of this chapter is to consider approaches to analysis that provide opportunities for meaningful and demonstrable, credible analysis of business systems' processes and interdependencies. The chapter considers traditional methods and the role(s) that they can play and how they can be extended with computer-aided methods. We show that use of software featuring machine learning used in combination with more traditional methods can provide reliable and nuanced analysis of large quantities of textual information, including interview transcripts and secondary data. These processes and the findings they can produce are demonstrated using a range of the authors' research.
UR - http://www.scopus.com/inward/record.url?scp=85216628510&partnerID=8YFLogxK
UR - https://go.openathens.net/redirector/westernsydney.edu.au?url=https://doi.org/10.1007/978-3-031-70149-8_9
U2 - 10.1007/978-3-031-70149-8_9
DO - 10.1007/978-3-031-70149-8_9
M3 - Chapter
AN - SCOPUS:85216628510
SN - 9783031701481
T3 - Contributions to Management Science
SP - 199
EP - 228
BT - Collaborative Research Design
A2 - Vagn Freytag, Per
A2 - Young, Louise
A2 - Rostgaard Evald, Majbritt
PB - Springer Nature Switzerland AG
CY - Switzerland
ER -