Great example of using different approaches to solve data management problems! Very interesting how tools like dataclass, numpy and namedtuple can be applied in different cases. Each task is demonstrated with visual examples, which makes understanding the solution simple and accessible. I especially liked the idea of ​​analyzing employee productivity and analyzing order data using numpy. All these methods are ideal for working with large amounts of data and for effective decision making. Great job!