Rise Of The Machines
Automation is not coming for jobs so much as for tasks, and which tasks it takes is less obvious than the headlines suggest.

Every generation gets its version of this story, and every version has been both right and wrong. Right that the work changes. Wrong about which work, and wrong about how fast.
Tasks go before jobs do
A job is a bundle of tasks. Automation rarely takes the whole bundle. It takes the repetitive, well-defined pieces and leaves the rest, so the job survives in altered form and the person doing it needs different skills than they did five years earlier.
Bank tellers are the standard example. Cash machines were supposed to end the role. Branch transactions got cheaper, banks opened more branches, and tellers moved from counting notes to selling and advising. The count went up before it went down.
The surprise is which work is safe
The intuition is that manual work is vulnerable and thinking work is safe. It has largely run the other way. Structured analytical tasks turned out to be far easier to automate than physical ones performed in unpredictable surroundings.
Writing a routine report is more automatable than repairing a leaking pipe under a sink. The plumber has to see, judge, reach and improvise in a space no two of which are alike. That remains genuinely hard.
What actually determines exposure
Not the collar colour. Ask instead how predictable the task is, how tolerant it is of error, and how much of it depends on reading a situation rather than following a procedure. High predictability and high error tolerance means high exposure, whatever the job title.
The part worth acting on
The reliable defence has never been picking a safe field. It has been staying the kind of person who learns the next tool rather than defending the last one.
That was true when spreadsheets arrived, and it is true now. The people displaced are rarely the ones the technology replaced. They are the ones who decided it would not affect them.








