algorithms

Software development is fundamental to digital transformation. A good foundation of data is required for developers to tailor software to the needs of the commissioning department. Unfortunately, the data models required for this are incomplete, often created unilaterally by the development department and not embedded in the business context. This makes it difficult for both developers and AI to find the right algorithms. The present approach increases understanding and exchange between the specialist and development departments and offers digital assistance with data modeling as a basis for software development. Furthermore, AI approaches can help to increase the quality and completeness of the data.

With the advent of People Analytics Big Data are made operative on the level of personnel management. An algorithm-based screening and analysis of all kinds of employee-related data and behavioral traces is expected to guarantee evidence-based decisions in an organizational field once considered ‘soft’ and subjective. The article summarizes the objectives and challenges of such data-driven personnel management, as well as its implications for employees and corporate labour policies.

Advanced Planning or Supply Chain Planning constitutes a sub-task of Supply Chain Management. It focuses on planning of operational processes, and hence has its primary area of application in manufacturing and distribution of physical products. Advanced Planning Systems (APS) build upon databases of ERP systems. They enhance the latter by a concept of hierarchical planning which makes use of modern methods as developed in Operations Research and related fields. This article gives an overview of solution methods implemented in APS and modelling capabilities.