A new project management approach for R&D software projects in the automotive industry - continuous V-model
Most current work activities in R&D centres are innovative and dynamic, with project management acting as the discipline that governs them. The improvement of PM methods has become a necessity due to the following main factors: classical methodologies are increasingly difficult to apply, cutbacks in project duration are requested by organisations and customers, demands for product quality are continuously expanding. The paper examines how PM concepts are used in developed R&D projects, based on the V-model approach. It also introduces an enhanced new approach called Continuous V-model - CVM, based on agile concepts. The model has been applied on a real automotive R&D project and the resulte…
The Impact of Big Data and Knowledge Management on R&D Projects from Automotive Industry
The automotive industry is becoming increasingly innovative, generating data of massive dimensions during development. The paper analyzes the impact of Big Data on the automotive industry and presents a detailed study on the current and future contribution that Big Data has on the performance of organizations. As an original solution, the paper analyses the mapping of Knowledge Management and Big Data in R&D projects from Automotive Industry. Main contributions of the research are the creation and study of a model comprising the activities that should be performed inside an automotive organization for Big Data projects. The paper presents an applicative mathematical paradigm for pilot proje…
KPD: An Investigation into the Usability of Knowledge Portal in DMAIC Knowledge Management
Knowledge is considered as a resource that contributes an important role in the success of Six Sigma DMAIC methodology. However, knowledge resides brain of the individuals and exists in various forms and different places. This rise the problem of how to collect and share DMAIC knowledge everywhere all time. In this paper, we introduce a proposed Knowledge Portal named KPD that had been designed as a tool to manage DMAIC knowledge. Through the deployment of the Knowledge Portal, this paper aims at investigating its impacts on DMAIC execution based on experiments and appreciation of experts who are working in the areas of quality management and information technology. The results of the surve…
Teaching methodology for Design for Six Sigma and Quality techniques – an approach that combines theory and practice
Abstract Quality techniques and Design for Six Sigma methodology are complex areas that need to be understood through correlation of theoretical and practical teaching. Universities started to apply different approaches for achieving better results, on building greater knowledge and skills for their students. The paper presents a methodology of teaching quality techniques and DFSS methodology, an approach that is focused on understanding the concepts through technical examples from industry and applying the knowledge within a project. A model is proposed for teaching Design for Six Sigma methodology through a workshop done in the classroom. The students are split into groups and will practi…
Human capital evaluation in knowledge-based organizations based on big data analytics
Abstract Starting from a Human Capital Analysis Model, this work introduces an original methodology for evaluating the performance of employees. The proposed architecture, particularly well suited to the special needs of knowledge-based organizations, is articulated into a framework able to manage cases where data is missing and an adaptive scoring algorithm takes into account seniority, performance, and performance evolution trends, allowing employee evaluation over longer periods. We developed a flexible software tool that gathers data from organizations in an automatic way – through adapted connectors – and generates abundant results on the measurement and distribution of employees’ perf…