Data Wrangling/ Data Munging
Glossary Page
Data munging, also known as data wrangling, refers to the manual process of converting or mapping data from its original "raw" form into a format that is more easily consumable with the aid of semi-automated tools. This process may involve additional steps such as data visualization, data aggregation, statistical modeling, or other applications. Typically, data munging follows a set of general steps, starting with extracting raw data from a source, using algorithms or parsing techniques to transform the data into predefined structures, and ultimately depositing the resulting content into a storage location for future use. With the rapid expansion of the internet, these techniques are becoming increasingly critical for organizing the vast amounts of available dat
https://online.hbs.edu/blog/post/data-wrangling
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BMWE2025: From silos to ecosystems
The Federal Ministry for Economic Affairs and Energy’s conference “From Silos to Ecosystems – Creating Europe’s Digital Momentum” (Berlin, 5–6 Nov 2025) highlighted Europe’s unique opportunity to lead in industrial data ecosystems powered by dataspace technology. While Europe may not compete at scale in general-purpose foundation models, it holds a strategic advantage in sovereign, cross-industry data sharing. Keynotes and panels emphasized the urgency of data readiness, with Oliver Ganser (BMW, Catena‑X) calling for accelerated adoption to maintain Europe’s lead. Practical workshops showcased initiatives such as Manufacturing‑X, Industrial AI, and the IPCEI on Cloud Infrastructure and Services, while RoX demonstrated early prototypes for AI‑based robotics dataspaces. The event underscored that Europe’s digital momentum will hinge on scaling industrial ecosystems, anchoring them in local clusters, and expanding across supply chains to unlock new growth opportunities.
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Chris S. Langdon
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Certificate upload via Catena-X – onboarding info webinar series
BMW is introducing Catena‑X Certificate Management (CCM) as the new standard for exchanging compliance certificates such as AEO/CTPAT, IATF 16949, and ISO 9001. To help suppliers transition smoothly, BMW and T‑Systems International GmbH are offering orientation webinars that explain the CCM use case, outline BMW’s expectations, and demonstrate the registration and upload process. Each session includes a live demo and Q&A, with webinars available in both English and German. Recordings of past sessions are also provided, ensuring suppliers can access the information at their convenience.
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Luca Löffler, Tim Ganther
Oct 27, 2025
Delivering global sovereignty: T-Systems launches Catena-X connectivity in China with local infrastructure
T-Systems has launched its Connect & Integrate service on local infrastructure in China, enabling Chinese suppliers and manufacturers to securely and efficiently join the Catena-X ecosystem, bridging connectivity with global OEMs while ensuring data sovereignty and regulatory compliance.
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Tushar Yadav
Oct 14, 2025