To address these multifaceted challenges, we adopted a comprehensive approach that centered around defining strategic needs and prioritizing processes that require advanced analytics enablement. This involved close collaboration with stakeholders across multiple departments including the IT, public transport, data office, strategic planning, finance, and others.
We designed a unified target architecture and collected, integrated and cleansed data from multiple systems to ensure accuracy and connectedness. Our team of designers and data scientists designed and developed over 200 customized dashboards, each tailored to the specific operational insights based on our clients strategic needs.
In parallel, we constructed a state-of-the-art data warehouse, employing best practices in data architecture to facilitate efficient data aggregation, storage, and retrieval. This foundation was fueled by advanced dashboard designs, which utilized cutting-edge visual analytics to provide intuitive access to key metrics and trends.