How to Measure Employee Productivity Without Micromanaging
Jul 15, 2025 in Guide: How-to
Learn how to measure employee productivity with methods that build trust. Discover modern metrics, tools, and strategies to foster growth, not fear.
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Paulo Maia on Jul 14, 2021
NILG.AI, together with Neu.ro decided to try a format similar to a Reading Club, where the topic is not a specific paper but an entire research area. After a short discussion, we had a System Design part where the team described a specific use case to apply the new approach. Ideally, the discussion would stick to the format of a typical System Design interview — however, our first exploratory attempt appeared to be rather a freestyle.
In our Session #1, held on 2021–05–27, an ML team from NILG.AI led by Paulo Maia, and an MLOps team from Neu.ro led by Artem Yushkovsky met. The leaders researched the topic preliminarily and prepared a theoretical presentation for ~30-min so that everyone could be on the same page. Then, we had a ~90-minute practical part where both teams discussed technical aspects (both ML and MLOps) of the architecture for a given use-case, putting their thoughts to a Miro board.
The outcomes are shared in a Medium article (7-10 min read), where you can see a high-level overview of the outcomes of this session and the takeaways.
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