QUESTION $2(20$ Marks$)$

Refer to the following heading in the case study, $$A shift to more specialized skills$.$

$$As AI becomes a more integrated part of the workforce, it$$s unlikely that all human jobs will disappear. Instead, many experts have begun to predict that the workforce will become more specialized. These roles will require a higher amount of that which automation can$$t $($yet$)$ provide $$ like creativity, problem$-$solving and qualitative skills$.$

With this statement in mind discuss the TEN $(10)$ manager roles which Mintzberg identifies and provide an example if each role can be substituted using AI$.$