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Do data scientists need to learn web development?

Whether data scientist need to learn web development or not largely depend on the organization that he or she is working. For larger companies, there are dedicated teams for web development who caters to the deployment of applications to the web; and data scientists are more focussed on delivering relevant models catering to specific business problems.
However, for smaller organizations and start-ups, data scientists may need to learn the basics of web development as they may be required to deploy their applications on the web.