Towards a Model Based Process Assessment for Data Analytics: An Exploratory Case Study

Gökalp M. O., Kayabay K., Gökalp E., Koçyiğit A., Eren P. E.

27th European Conference on Systems, Software and Services Process Improvement, EuroSPI 2020, Düsseldorf, Almanya, 9 - 11 Eylül 2020, ss.617-628 identifier identifier

  • Yayın Türü: Bildiri / Tam Metin Bildiri
  • Cilt numarası:
  • Doi Numarası: 10.1007/978-3-030-56441-4_46
  • Basıldığı Şehir: Düsseldorf
  • Basıldığı Ülke: Almanya
  • Sayfa Sayıları: ss.617-628
  • Anahtar Kelimeler: Data analytics, Data-driven organization, Process assessment model, Process improvement, SPI, ISO/IEC 330xx
  • Orta Doğu Teknik Üniversitesi Adresli: Evet

Özet

© 2020, Springer Nature Switzerland AG.The ability to leverage data analytics can enhance the decision-making process in organizations by generating valuable insights. However, there is a limited understanding of how organizations can adopt data analytics as part of their business processes due to a lack of comprehensive roadmap with a structural approach like a Process Capability Maturity Model (PCMM). In this study, the development of a PCMM based on the ISO/IEC 330xx standard for the data analytics domain is proposed to assist organizations in assessing their data analytics processes capability level and providing a roadmap for improving them continuously. Towards this goal, we conducted an exploratory case study for one data analytics process to evaluate the applicability and usability of the proposed approach.