Automation index

How much of a Battery technician’s job can AI already do?

A BMS comes earlier. Diagnosing the module without setting the bank on fire do not.

This percentage does not predict how many people will lose their jobs.

Task comparison

IS WORK OVER?

19%

AI can already do 19% of this job.

#547 / 643

Battery technician

Task weights are our estimates based on O*NET frequency data, not time shares published by O*NET.

The time saving for each task is estimated separately.

Task	Share	AI	Points
BMS, SOH and the log. Estimate No public source provides a precise figure. This is our estimate.	16%	32%	+5.1
Module, the imbalance and the one that swells. Estimate No public source provides a precise figure. This is our estimate.	22%	8%	+1.8
Shop, isolation and not shorting. Estimate No public source provides a precise figure. This is our estimate.	16%	22%	+3.5
Thermal, the fire and the protocol. Estimate No public source provides a precise figure. This is our estimate.	16%	28%	+4.5
The vehicle, the warranty and not swapping blind. Estimate No public source provides a precise figure. This is our estimate.	16%	18%	+2.9
No fire, and the module right. Estimate No public source provides a precise figure. This is our estimate.	14%	12%	+1.7
Total	100%		19%

Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low

IS WORK OVER?

28%

#103 / 643

Site reliability engineer

Task weights are our estimates based on O*NET frequency data, not time shares published by O*NET.

The time saving for each task is estimated separately.

Task	Share	AI	Points
SLOs, alerts and the runbook. Estimate No public source provides a precise figure. This is our estimate.	18%	52%	+9.4
Incident, war room and not making it worse. Estimate No public source provides a precise figure. This is our estimate.	16%	22%	+3.5
CI/CD, capacity and the error budget. Estimate No public source provides a precise figure. This is our estimate.	16%	40%	+6.4
Postmortem, toil and automating the repeated. Estimate No public source provides a precise figure. This is our estimate.	16%	28%	+4.5
The product that wants to ship and the SLO that will not allow it. Estimate No public source provides a precise figure. This is our estimate.	18%	14%	+2.5
Not taking production down, and signing the change. Estimate No public source provides a precise figure. This is our estimate.	16%	12%	+1.9
Total	100%		28%

Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low