TY - JOUR A1 - Petruch, Konstantin A1 - Tamm, Gerrit A1 - Stantchev, Vladimir T1 - Deriving In-Depth Knowledge from IT-Performance Data Simulations JF - International Journal of Knowledge Society Research (IJKSR) N2 - Knowledge of behavioral patterns of a system can contribute to an optimized management and governance of the same system, or of similar systems. While human experience often manifests itself as intuition, intuition can be notoriously misleading, particularly in the case of quantitative data and subtle relations between different data sets. This article augments managerial intuition with knowledge derived from a specific byproduct of automated transaction processing performance and log data of the processing software. More specifically, the authors consider data generated by incident management and ticketing systems within IT support departments. The authors’ approach utilizes a rigorous analysis methodology based on System Dynamics. This allows for identifying real causalities and hidden dependencies between different datasets. The authors can then use them to derive and assemble knowledge bases for improved management and governance in this context. This approach is able to provide more in depth insights as compared to typical data visualization and dashboard techniques. In the experimental results section, the authors demonstrate the feasibility of the approach. It is applied on real life datasets and log files from an international telecommunication provider and considered different improvements in management and governance that result from it. KW - Cloud Governance KW - IT Governance KW - Knowledge Extension KW - Simulation KW - System Dynamics Y1 - 2012 N1 - Online: https://www.researchgate.net/publication/276183994_Deriving_In-Depth_Knowledge_from_IT-Performance_Data_Simulations VL - 3 IS - 2 SP - 13 EP - 29 ER - TY - JOUR A1 - Stantchev, Vladimir A1 - Stantcheva, Lubomira T1 - Extending Traditional IT-Governance Knowledge Towards SOA and Cloud Governance JF - International Journal of Knowledge Society Research N2 - Enterprises today often strive to keep up with the paces of technological development. A particular case in point is the IT function where traditional governance approaches are often questioned by technology trends. Examples for such trends in the last ten years are the service-oriented architecture (SOA) and cloud computing. The introduction of SOA in the enterprise was one of the key enablers for cloud computing. Therefore, it can serve as a natural fit for bringing traditional IT governance approaches forward to the challenges of cloud governance. This article presents an approach for extending IT governance mindsets to the areas of SOA and cloud governance. It allows an IT organisation the adaptation and the continuous usage of already established governance knowledge and models during the adoption of cloud computing solutions. The authors also present an application case study where they demonstrate the feasibility of the approach in real-life scenarios in the context of an international telecommunication provider. KW - Cloud Governance KW - IT Governance KW - Knowledge Extension KW - SOA Governance KW - Technological Development Y1 - 2012 N1 - Online: https://www.researchgate.net/publication/269560351_Extending_Traditional_IT-Governance_Knowledge_Towards_SOA_and_Cloud_Governance VL - 3 IS - 2 SP - 30 EP - 43 ER -