In the evolving landscape of geotechnical engineering, the advent of data-driven assessments heralds a paradigm shift, promising to redefine the contours of infrastructure development. This paper embarks on an intellectual quest to elucidate the evolution, significance, and transformative impact of these assessments, weaving through the complex interplay between technological advancements and traditional methodologies. Anchored in a robust methodological framework, the study employs a thematic analysis of peer-reviewed literature, aiming to distill the essence of data-driven approaches within the realm of geotechnical engineering and their consequential role in sculpting resilient, sustainable infrastructure. The scope of this scholarly endeavor spans an examination of the economic implications, challenges, and future directions of geotechnical assessments, culminating in strategic recommendations poised to navigate the labyrinth of implementation hurdles. Key findings illuminate the enhanced quality, safety, and economic efficiency engendered by these modern methodologies, juxtaposed against the backdrop of traditional practices. The study's conclusions advocate for a harmonious integration of green technologies, stakeholder engagement, and policy reformulation, underscoring the imperative for a concerted effort towards sustainable infrastructure development. In essence, this paper not only achieves its aim of delineating the pivotal role of data-driven geotechnical assessments but also charts a course towards a future where infrastructure development is synonymous with innovation, sustainability, and economic viability. Recommendations call for an increased infusion of green investments and the fostering of collaborative frameworks, heralding a new dawn in the quest for resilient infrastructure systems.