"The knowledge employees are three first major group of ISCO-08. These major groups are: 1-Managers, 2-Professionals and 3-Technicians and associate professionals. The data is the distribution of the knowledge employees in the private sector (excluding the Free zone) by the following attributes: (1) gender, (2) age class, (3) emirate, (4) skill level as per labour law in UAE and (5) the economic activity at the section level of the International Standard Industries Classifcation version 3.1 (ISIC 3.1). 2011-2019" *metadata sheet included in the file