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Trevor Dolan 
Stockholms university 
Department of Education 
Which of the following categories of skill is disappearing from the work-
   place most rapidly?
    1.  Routine manual

    2.  Non-routine manual

    3.  Routine cognitive

    4.  Complex communication

    5.  Expert thinking/problem-solving

   Routine cognitive: Clerks, accountants, Word processors/typists, Telephone switchboard operators, “Anyone who does what Google does”


   Routine manual: Productive workers doing repetitive assembly tasks, Product inspectors and testers


   Non-routine manual: Truck drivers. Janitors, Medical aides, Security guards, Waiters/waitresses, Walmart workers. (Autor could have added
          construction and landscaping workers.)
Changes in demand for specific skills over a thirty‐year period.  
Source: Autor, Levy, & Murnane 2003 
Modification        Adaptation 




Control         Autonomy 




Competition          Cooperation 




   Push           Pull 
3D Map Of The Brain (Gould, 2009) 
Wired: “Revealing the brain’s hidden connections” (Gould, 2009) 
(Blackwell, Trzesniewski and Dweck, 2007, p. 254) 


(Blackwell, Trzesniewski and Dweck, 2007, p. 254)  
(Blackwell, Trzesniewski and Dweck, 2007, p. 257) 
A schematic representation of developmental learning trajectories 
(Goswami, 2006, p. 15) 
Thank You! 

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