
Teman Data developed a comprehensive dashboard that consolidates all essential business metrics—such as Whole Sales, Retail Sales, OPEX, CAPEX, and more—into a single, interactive platform tailored to the client's needs. Instead of manually compiling reports from multiple departments and preparing PowerPoint presentations for the Board of Directors, this dashboard serves as a dynamic, automated reporting tool. It streamlines the entire process, enabling real-time insights and eliminating the need for manual data handling.
The client was relying on outdated, manual reporting procedures that significantly slowed down their operations. Gathering reports required reaching out to multiple divisions individually, which consumed valuable time and resources. Since each team member had to manually prepare and share their data, the process became inefficient and prone to delays.
Moreover, the lack of centralized oversight led to inconsistencies in the data. Some divisions were found to subtly manipulate their metrics to present more favorable KPIs, resulting in reports that misrepresented actual performance. This compromised the integrity of the final report presented to the Board of Directors, undermining strategic decision-making.
While our standard approach begins with building a cloud-based central data repository, this client preferred an on-premise solution due to their existing infrastructure. We adapted accordingly, starting by familiarizing ourselves with their on-premise environment to locate and understand the data sources. Fortunately, the client’s data was already clean and well-structured, allowing us to skip additional preprocessing steps. We proceeded directly to dashboard development, establishing connections to the relevant data sources including image files.
Next, we collaborated closely with the client to identify the specific metrics and analyses they needed. This ensured that the dashboard not only reflected accurate insights but was also fully aligned with their operational and strategic goals.

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