Chapter One — 1.1 Background to the Study

Federated Learning has become one of the more actively explored innovations in the design of modern online learning management systems, promising gains in efficiency and reliability that legacy, largely manual approaches have struggled to deliver.

In practice, however, adoption of federated learning within online learning management systems has been uneven, and its actual impact on regulatory compliance is not yet well understood in a rigorous, evaluable way — a gap this study is positioned to address.

1.2 Statement of the Problem

Current online learning management systems in many organizations struggle with inadequate regulatory compliance, often relying on manual processes or outdated architectures that were not designed for today's operating environment. Without a structured approach to integrating federated learning, these limitations are likely to persist, exposing organizations to inefficiency, risk, and a poor user experience. This study is motivated by the need to design and evaluate a federated learning-based approach to addressing this problem.

1.3 Objectives of the Study

1. To design and implement a federated learning-based approach to improving regulatory compliance in online learning management systems.
2. To evaluate the effectiveness of Federated Learning in enhancing regulatory compliance within online learning management 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 regulatory compliance in online learning management systems?
2. How effective is Federated Learning at enhancing regulatory compliance within online learning management 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

Beyond its immediate technical contribution, this study offers value to organizations evaluating whether to invest in federated learning for their own online learning management systems, and contributes to the broader literature on applied software technology / IT by documenting a concrete implementation and evaluation case.

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 online learning management systems, focused specifically on regulatory compliance; broader deployment considerations fall outside this scope.