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Careers Classification produced by (k-means clustering)

https://preview.redd.it/4959tjyqax2e1.png?width=2762&format=png&auto=webp&s=f6e546451a109fb4451dd6ad7fe5853bb6bfde89

Experiment to classify over 600 careers into cluster groups.

Output:

Cluster (0) Active and Physical Work: This cluster includes professions where tasks involve significant physical activity and manual labor. The nature of the work is often hands-on, requiring physical exertion and skill.

Cluster (1) People Interaction, Settled Careers: This cluster represents professions that involve frequent interaction with people, such as clients, customers, or colleagues. The tasks and responsibilities in these careers are generally well-defined and consistent, providing a structured and predictable work environment.

Cluster (2) Private Work, Dealing with Concrete Things: Professions in this cluster involve working independently or in a more private setting, focusing on tangible and concrete tasks. The work often involves handling physical objects, data, or technical processes with a clear set of objectives.

Cluster (3) Private Work, Variable Workload: This cluster includes professions where work is done independently or in private, but with a workload that can vary greatly. Tasks may be less predictable and more open-ended, requiring adaptability and the ability to manage changing priorities and responsibilities.

View the interactive graph here.

submitted by /u/whatastep
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