EXPOSED
The paperwork half of this job — shift schedules, production reports, downtime logs, quality paperwork, performance write-ups, staffing forecasts — is squarely in reach of current AI plus MES/ERP automation, and many plants already push those tasks into software. The other half is standing on a line, reading a machine that sounds wrong, redeploying people when someone calls out at 5am, coaching a new operator's hands, and taking the hit when a lot ships out of spec; none of that is automatable today. The modal worker is a shop-floor supervisor of 10–30 operators, and the likely outcome is fewer supervisors covering wider spans with AI-generated schedules and reports.
Mixed — a routine tier and a judgment tier. Roughly half the shift is generating documents an MES already holds the data for — crew assignments, hourly production counts, scrap and downtime coding, OEE summaries, corrective-action forms — and that half is automatable now; the 12 rather than 8 comes from the tasks that require you to physically be at the press when it starts throwing flash, and to decide in thirty seconds whether to run it or lock it out.
Hands-on in uncontrolled environments. You spend the shift walking the floor in PPE, putting hands on a jammed conveyor, standing over a new operator's setup to correct their grip on the fixture, and doing your own eyes-on verification of first-piece quality — the 16 rather than 20 reflects that a growing share of the job is done from a terminal in the shift office.
No licence, no signature requirement. There is no licence to supervise production; a plant can promote a senior operator into your job on a Monday, and when an out-of-spec lot ships the exposure lands on the company and the quality system, not on your personal credential — forklift, lockout/tagout, or OSHA 30 cards are internal requirements, not statutory gatekeepers.
Some relationship component. An 11 is earned by the fact that your crew's willingness to stay for the overtime, flag a problem early instead of hiding it, or come in at 5am when someone else called out runs on personal credibility built over years on that floor — but it stops short of 13 because the relationship is with employees who can be reassigned to another supervisor, not with a customer who chose you.
Meaningful discretion. You make calls with real money and real bodies attached — stop the line or run to end of shift, put a marginal operator on the critical machine, judge whether a borderline dimension gets a deviation or gets scrapped — and you own the outcome at the Monday review; the 13 rather than 16 reflects that specs, SOPs, and a quality manager constrain most of those decisions before you reach them.
Has AI actually changed your work?