Structural metal fabricators and fitters
Typically requires High school diploma or equivalent
What is this page & how do I use it?
This is a research report for one career — the kind an analyst would write for a stock. The rating at the top is the neutral baseline (same for everyone); below it come the cases for and against, how the last official forecast for this career actually aged, and what the education path costs and pays.
How to use it: read the bulls-vs-bears case, then hit Score this career to weigh it against your other options with your own interests factored in.
Analyst take: Softer prospects — -16.3% projected growth, low AI exposure (2/100).
Moat (borrowed from investing — the water that defends a castle): how shielded this career is from AI. Narrow = some shelter, but AI can reach a real share of its tasks.
The small grid is a style box (borrowed from Morningstar’s fund reports): the blue square places this career on reward (top row = high) versus risk (left column = low), against all 730 careers. Low uncertainty means the score leans mostly on measured data (growth, pay) rather than forward-looking bets, so it's comparatively solid.
- +Low AI exposure — resilient (2% of tasks exposed).
- −Projected to shrink (-16.3%).
- −Below-median pay ($49,900).
In 2014, the U.S. government projected +2% growth for this career by 2024. What actually happened: -32.1%. Reality fell short of the forecast — a reminder that every number on this page is an estimate, and this is how the last one aged. Full back-test →