Analytics & Artificial Intelligence

analytics

Management Statement

Data Analytics is the baseline for machine learning, automation, and additionally for the successful usage of artificial intelligence. Ginkgo provides not only technical knowledge but also the know-how to transform organizations and embed requirements into business and IT architecture.

Lars Godzik

Founding Partner

 

Analytics & Artificial Intelligence

Modern economic success depends largely on recognizing data as the most valuable asset. Data lies the foundation for key enablers such as the internet of things, fully autonomous vehicles and artificial intelligence. Code and data enable businesses to build analytical prediction and machine-learning models, subsequently integrating them as vital elements in the value chain and developing towards automated decision making and fully integrated AI. Ginkgo holistically supports the transition including cultural, organizational, processual and technical aspects.

Selected References

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AIOps / Autonomous Data Center

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Faced with the challenge of growing complexity of IT Infrastructure operations Ginkgo developed and implemented jointly with the client automation and machine learning-based server operations management features in a large scale regional data center. This resulted not only in efficiency gains but also enhanced service quality due to the elimination of human errors and an increase in speed.
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Arrival Predictions

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To address the low accuracy of prediction of the arrival of trains, wagons, and shipments, the client decided to implement ETA prediction capabilities. Ginkgo supported the client in creating a prognosis model utilizing a variety of data to predict the estimated arrival time of cargo trains with more accuracy and full automation.
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Predictive Maintenance

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After implementing an airline operator platform, the airline industry client requested Ginkgo to develop state-of-the-art outlier detection models for various applications inside the airline operator platform. One of the focus points was to generate a highly accurate set of prediction models for maintenance services. These led to increased safety and reduced maintenance cost by avoiding unplanned downtimes for several airline operators in the group.
5

AI Solution for Aftersales Automation

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As part of a digital transformation program, Ginkgo was mandated to further improve the warranty and claim management in Aftersales of an Automotive OEM. Jointly with the client, Ginkgo developed a strategic approach, re-designed business processes, and defined a best-of-breed toolchain allowing a replacement of old systems by integrated AI solutions.

Publications

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