Chapter One — 1.1 Background to the Study

Federated Learning has become one of the more actively explored innovations in the design of modern enterprise resource planning (ERP) systems, promising gains in efficiency and reliability that legacy, largely manual approaches have struggled to deliver.

Despite this potential, many existing enterprise resource planning (ERP) systems were not originally designed with federated learning in mind, resulting in persistent gaps in operational cost reduction that limit their overall effectiveness. This study examines how Federated Learning can be applied to help close that gap.

1.2 Statement of the Problem

Existing approaches to operational cost reduction within enterprise resource planning (ERP) systems remain largely reactive and fragmented, with little systematic use of federated learning despite its demonstrated value elsewhere. This study addresses the resulting gap by designing and evaluating a solution built specifically around federated learning.

1.3 Objectives of the Study

1. To design and implement a federated learning-based approach to improving operational cost reduction in enterprise resource planning (ERP) systems.
2. To evaluate the effectiveness of Federated Learning in enhancing operational cost reduction within enterprise resource planning (ERP) systems.
3. To identify the key requirements and constraints relevant to deploying federated learning in this context.
4. To assess user and stakeholder perception of the resulting system.

1.4 Research Questions

1. How can federated learning be applied to improve operational cost reduction in enterprise resource planning (ERP) systems?
2. How effective is Federated Learning at enhancing operational cost reduction within enterprise resource planning (ERP) systems?
3. What requirements and constraints are relevant to deploying federated learning in this context?
4. How do users and stakeholders perceive the resulting system?

1.5 Significance of the Study

This study is significant to software developers and system architects seeking practical guidance on applying Federated Learning within enterprise resource planning (ERP) systems. It is equally relevant to organizations that rely on these systems, offering a reference point for evaluating whether such an investment is justified, and it adds to the growing body of work on federated learning applications in software technology / IT.

1.6 Scope of the Study

As a study of this kind, its scope is confined to designing and evaluating a federated learning-based solution for enterprise resource planning (ERP) systems, focused specifically on operational cost reduction; broader deployment considerations fall outside this scope.