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In this disruptive scenario, automation has brought large-scale job losses to many administrative and professional fields. Many jobs now require skills to manage and validate automated systems. Many people are hired on a project-by-project basis, requiring increased creativity, adaptability, self-promotion and management skills to move from gig to gig.