The acceptance and continued usage of open source data science and advanced analytics technologies
Is this your thesis?
This record came from a bulk archive import. If it’s yours, link it to your profile.
2022
0 views
0 downloads
Advisor: Dr. Öğr. Üyesi Mustafa Hayri Tongarlak
Abstract (EN)
Due to the ubiquity of open source technologies in data science, organizations started to lean towards open source ecosystems. With the increasing number of citizen data scientists in organizations, individuals in business units with non-technical backgrounds also need to adopt and utilize these technologies. This signifies a substantial change for individuals who are used to working with proprietary technologies for which relying on a major vendor is inherently more reassuring. To address this problem, we develop and test a model that examines the trust-based determinants of the continued use of open source data science and advanced analytics technologies (OSDST) in organizations. We conducted a field survey methodology for data collection purposes. We used Partial Least Squares Structured Equation Modeling (PLS-SEM) to test the model's validity and the hypothesized relationships. Our results indicate that trust in OSDST strongly influences usefulness perceptions and user satisfaction. We have also found that situational normality and trust in the data science community are two direct determinants of trust in OSDST. Further, compared to the top management championship, we found that the championship of co-workers plays a more central role in shaping trusting beliefs. To the best of our knowledge, this is the first study investigating the individual use of OSDST in organizations, where most individuals actively adopt and utilize open source technologies for the first time.
Author
Rıza Ergün Arsal
Institution
Boğaziçi University
Division of Business Administration
How to Cite
Rıza Ergün Arsal (Doctorate thesis). The acceptance and continued usage of open source data science and advanced analytics technologies, 2022, Boğaziçi University.
License
Tüm Hakları Saklıdır
This work is shared under the specified license terms.
More theses from Boğaziçi University
- İş zekası uygulamalarında üretken yapay zekanın benimsenmesini etkileyen faktörlerin araştırılması(2025)
- Nükleer güç, emek ve çevre: Akkuyu NGS(2023)
- Darağacının ardında: Türkiye'de idam cezası, hukuk ve yasama performansı (1926-1990)(2025)
- Doğaya atfedilen değerler, doğayla bağ, çevre dostu davranış ve esenlik: İstanbul'daki kent parkları ziyaretçileri üzerine bir vaka çalışması(2025)
- Türkiye'de bölgesel kalkınma ajanslarının çevre yönetişimindeki rolü üzerine bir değerlendirme: Trakya Bölgesi üzerine bir vaka çalışması(2025)
- Türkiye'de süt üretiminin politik ekolojisi: Değişen pratikler, kırsal geçim kaynakları ve süt hayvanları(2025)