Chapter One — 1.1 Background to the Study

The rapid evolution of Computer Vision has transformed the way organizations design, deploy, and manage job recruitment platforms. As institutions seek to modernize legacy processes, Computer Vision offers new opportunities to improve service delivery, reduce manual overhead, and respond more effectively to user needs.

Despite this potential, many existing job recruitment platforms were not originally designed with computer vision in mind, resulting in persistent gaps in data privacy compliance that limit their overall effectiveness. This study examines how Computer Vision can be applied to help close that gap.

1.2 Statement of the Problem

Existing approaches to data privacy compliance within job recruitment platforms remain largely reactive and fragmented, with little systematic use of computer vision despite its demonstrated value elsewhere. This study addresses the resulting gap by designing and evaluating a solution built specifically around computer vision.

1.3 Objectives of the Study

1. To design and implement a computer vision-based approach to improving data privacy compliance in job recruitment platforms.
2. To evaluate the effectiveness of Computer Vision in enhancing data privacy compliance within job recruitment platforms.
3. To identify the key requirements and constraints relevant to deploying computer vision in this context.
4. To assess user and stakeholder perception of the resulting system.

1.4 Research Questions

1. How can computer vision be applied to improve data privacy compliance in job recruitment platforms?
2. How effective is Computer Vision at enhancing data privacy compliance within job recruitment platforms?
3. What requirements and constraints are relevant to deploying computer vision 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 computer vision for their own job recruitment platforms, 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 computer vision-based solution for job recruitment platforms, focused specifically on data privacy compliance; broader deployment considerations fall outside this scope.