I'm in a different field of engineering, but my first thought is that because of "AI" there's going to be/is a massive flood of "freelance developers" and it's going to be even harder than before to stick out of the no-diploma no-pro-experience (full remote?) crowd. Maybe freelancers here can give a better picture.
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I’m a self-taught web developer and it took me ages to finally get my act together, but what finally landed me a professional position was having extensive examples of systems I created while working for non-development companies. So even though it was mainly fast food, warehouse and shipping work I was able to prove myself by saying things like “I developed an application that allowed me to dump CSV from Sage then process it to track orders normally tracked only on paper” and “I developed a system to manage food cost.”
Sadly freelance was hard even before AI let people make awful bullshit insecure websites. Its over now until AI gets properly expensive for what it costs to produce.
Or larger companies start to notice the large gaps in security affecting their bottom line due to reviews with large lines of code getting what's a rubber stamp at best.
I'm guessing this will take years though, companies tend to not care unless they lose large contracts and are happy to throw individual managers or directors under the bus to appease a client.
Market yourself as the AI slop fixer if you do. Will probabpy attract newly-enlightened clients that will bend over backwards for you to fix their mess.
IMO the hardest part is finding clients who pay decent and regularly. This often has more to do with luck, connections, etc. than with portfolio. But I think a decent portfolio is a prerequisite.
Related: Supreme Clientele
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