Many people collect this data manually from LinkedIn profiles by hiring staff or a freelancer. But, it takes time, effort, and money. https://www.ahmadsoftware.com/blogs/1427/the-most-used-method-by-marketers-companies-to-collect-data-from-linkedin.html