This paper presents the evolution of techniques and methods used for data processing, obtained from measurements in the Laboratory of Intelligent Control Systems of Aircraft Engines (LIRS LM). The task of evaluating the quality and its components (especially efficiency) is also presented. The overview shows the progress and steps that were necessary to achieve semi-automatic or automatic data collecting and processing, including respective analyzes and visualizations. The data processes in LIRS LM are covered by the developed and deployed state-of-art scientific research information system (SRIS), as well as other auxiliary applications (MPM analyzer, remote monitoring, interactive wiring, etc.). With respect to the nature of the studied object (iSTC-21v turbojet engine), the system also supports knowledge discovery and allows evaluating the quality by utilizing key performance indicators (KPI), which are mostly known from economic and business sector. The currently created and deployed software equipment in LIRS LM, forms an integrated platform for both the bureaucracy (publications, form templates) and scientific work (experiments planning, measurements processing, data visualization, quality evaluation, remote monitoring).