What it pays
Government survey numbers — not estimates, not ads.
Half of all Engineers, All Other in the U.S. earn more than $122,930 a year — the middle 80% land between $66,810 and $189,950. About 154,070 people in the U.S. do this work. Figures are for the U.S. occupation group “Engineers, All Other”. (U.S. Bureau of Labor Statistics survey, published 2025.) In India, Professionals earn about ₹38,298 a month on average — around ₹4.6 lakh a year (government PLFS survey via ILOSTAT, occupation-family figure).
$122,930typical pay / year
154,070people in this work
$189,950+top 10% earn
₹4.6 lakha year in India (family avg)
Think you get this job?Six quick questions on how it really works — with a hint and the reason behind every answer.
Test yourself →The work, task by task
These are the real jobs-to-be-done, not a wish list. Each task shows where we found it, and the prompt underneath is written for that exact task.
Fixing1
Fix faults in robots
+Diagnose the production failure on assembly line B: collect recent logs, reproduce the fault in the test rig,…
Fix faults in robots
+Diagnose the production failure on assembly line B: collect recent logs, reproduce the fault in the test rig, identify the failing motor controller node, propose the code fix and safety mitigation, then schedule a hotfix deploy between midnight and 4am.
The tools that do the workLinuxGitjob descriptionsO*NETWikipedia
Pasted it? Good. When the reply comes back, push once: ask it to sharpen the weakest part. — Did this prompt help?
Analysing3
Perform design calculations
+Calculate bending moments, motor torques, bearing loads and safety factors for the new six-axis weld cell…
Perform design calculations
+Calculate bending moments, motor torques, bearing loads and safety factors for the new six-axis weld cell using the as-built link lengths, a 12 kg end effector, 15 mm positional tolerance, and IEC safety margins; produce a calculation sheet and sign off ready for review on Friday.
The tools that do the workDassault Systemes SolidWorksMicrosoft Exceljob descriptionsO*NET
Pasted it? Good. When the reply comes back, push once: ask it to sharpen the weakest part. — Did this prompt help?
Analyze data from sensors and cameras
+Process the last 48 hours of camera and lidar logs from cell B3, extract object detection confidence, false…
Analyze data from sensors and cameras
+Process the last 48 hours of camera and lidar logs from cell B3, extract object detection confidence, false positive events, and time-synced encoder values, then produce a 2-page fault summary with plots showing drift and latency exceeding 30 ms at 11:40 last Sunday.
The tools that do the workLinuxC++job descriptionsO*NET
Pasted it? Good. When the reply comes back, push once: ask it to sharpen the weakest part. — Did this prompt help?
Design and develop intelligent systems
+Define the perception and decision stack for the prototype mobile manipulator: list data flows, model inputs,…
Design and develop intelligent systems
+Define the perception and decision stack for the prototype mobile manipulator: list data flows, model inputs, training data requirements, inference latency budget of 50 ms, safety monitors and unit-test criteria; produce architecture diagrams and a dev roadmap by Tuesday.
The tools that do the workGitJavaScriptESCOWikipedia
Pasted it? Good. When the reply comes back, push once: ask it to sharpen the weakest part. — Did this prompt help?
Convincing1
Design automated systems using software
+Produce a systems-level layout and sequence for the automated palletizing cell that shows electrical cabinet…
Design automated systems using software
+Produce a systems-level layout and sequence for the automated palletizing cell that shows electrical cabinet locations, I/O count, PLC scan cycle budget, sensor placements and a risk assessment using the factory 480V supply and a 2.0 m reach robot; deliver wiring and functional spec by Wednesday.
The tools that do the workAutodesk AutoCADC#job descriptionsO*NET
Pasted it? Good. When the reply comes back, push once: ask it to sharpen the weakest part. — Did this prompt help?
The daily work15
Design end-of-arm tooling.
+Design an end-of-arm tool for the palletising cell that picks mixed cardboard and plastic cartons at 12 picks…
Design end-of-arm tooling.
+Design an end-of-arm tool for the palletising cell that picks mixed cardboard and plastic cartons at 12 picks per minute, include mounting interface to the existing wrist, specify materials, safety interlocks, and produce a detail drawing for fabrication by Friday.
The tools that do the workDassault Systemes SolidWorksO*NET
Pasted it? Good. When the reply comes back, push once: ask it to sharpen the weakest part. — Did this prompt help?
Supervise technologists, technicians, or other engineers.
+Run weekly supervision for Aaron and Maya: review their firmware tasks, prioritise the conveyor handoff bug,…
Supervise technologists, technicians, or other engineers.
+Run weekly supervision for Aaron and Maya: review their firmware tasks, prioritise the conveyor handoff bug, assign Maya to finish encoder calibration, arrange a one-hour demo with production on Thursday, and escalate any missed milestones to procurement.
The tools that do the workAtlassian JIRAO*NET
Pasted it? Good. When the reply comes back, push once: ask it to sharpen the weakest part. — Did this prompt help?
Investigate mechanical failures or unexpected maintenance problems.
+Investigate the RH-arm unexpected stop: collect last 72 hours of motor logs, inspect the gearbox and coupling…
Investigate mechanical failures or unexpected maintenance problems.
+Investigate the RH-arm unexpected stop: collect last 72 hours of motor logs, inspect the gearbox and coupling for wear, photograph findings, run the torque trace at low speed, and recommend immediate temporary fix and long-term corrective action.
The tools that do the workLinuxO*NET
Pasted it? Good. When the reply comes back, push once: ask it to sharpen the weakest part. — Did this prompt help?
Make system device lists or event timing charts.
+Produce a system device list and event timing chart for the new inspection line: list sensors, actuators, PLC…
Make system device lists or event timing charts.
+Produce a system device list and event timing chart for the new inspection line: list sensors, actuators, PLC I/O, network addresses, and draw a timing diagram showing pick, inspect, reject within one production cycle at 1.2 seconds.
The tools that do the workMicrosoft ExcelO*NET
Pasted it? Good. When the reply comes back, push once: ask it to sharpen the weakest part. — Did this prompt help?
Develop algorithms
+Develop a vision-guided pick algorithm that locates randomly oriented parts, computes grasp pose and approach…
Develop algorithms
+Develop a vision-guided pick algorithm that locates randomly oriented parts, computes grasp pose and approach path, filters noisy depth returns, and returns a confidence score to decide retry or skip within 300 milliseconds.
The tools that do the workC++Gitjob descriptions
Pasted it? Good. When the reply comes back, push once: ask it to sharpen the weakest part. — Did this prompt help?
Build control systems
+Build the motion control stack for the welding cell: implement trajectory planner, closed-loop PID plus…
Build control systems
+Build the motion control stack for the welding cell: implement trajectory planner, closed-loop PID plus feedforward, safety limit checks, and an interface that publishes joint states at 500 Hz for the HMI team.
The tools that do the workC#Microsoft .NET Frameworkjob descriptions
Pasted it? Good. When the reply comes back, push once: ask it to sharpen the weakest part. — Did this prompt help?
Design and evaluate prototypes
+Design two physical prototypes for the assembly-side picker, produce performance estimates and a…
Design and evaluate prototypes
+Design two physical prototypes for the assembly-side picker, produce performance estimates and a manufacturing-cost comparison, and run the basic safety checklist so I can choose one to build for testing next month.
The tools that do the workDassault Systemes SolidWorksjob descriptions
Pasted it? Good. When the reply comes back, push once: ask it to sharpen the weakest part. — Did this prompt help?
Identify automation opportunities
+Walk the factory line, list three repetitive tasks that cause delays or defects, estimate cycle-time savings…
Identify automation opportunities
+Walk the factory line, list three repetitive tasks that cause delays or defects, estimate cycle-time savings and integration risk for each, and rank them so operations and procurement can prioritise automation pilots.
The tools that do the workMicrosoft Exceljob descriptions
Pasted it? Good. When the reply comes back, push once: ask it to sharpen the weakest part. — Did this prompt help?
Create robots for offshore wind farms
+Define the concept for a turbine-blade inspection robot that withstands salt spray and 2m waves, produce the…
Create robots for offshore wind farms
+Define the concept for a turbine-blade inspection robot that withstands salt spray and 2m waves, produce the control and power architecture and a parts list with marine-rated components so the mechanical team can quote prototypes.
The tools that do the workC++Dassault Systemes SolidWorksjob descriptions
Pasted it? Good. When the reply comes back, push once: ask it to sharpen the weakest part. — Did this prompt help?
Report on risks and project progress
+Compile a fortnightly risk and progress report: current schedule vs baseline, top three technical risks with…
Report on risks and project progress
+Compile a fortnightly risk and progress report: current schedule vs baseline, top three technical risks with mitigation owners and probability estimates, and budget burn so the steering committee can decide next actions on Friday.
The tools that do the workAtlassian JIRAMicrosoft Exceljob descriptions
Pasted it? Good. When the reply comes back, push once: ask it to sharpen the weakest part. — Did this prompt help?
Create kinematic models to control robot movements
+Build forward and inverse kinematic models for the six-axis manipulator, validate them against the CAD joint…
Create kinematic models to control robot movements
+Build forward and inverse kinematic models for the six-axis manipulator, validate them against the CAD joint limits and supply the control gains and singularity checks so the control group can implement motion control.
The tools that do the workC#Dassault Systemes SolidWorksWikipedia
Pasted it? Good. When the reply comes back, push once: ask it to sharpen the weakest part. — Did this prompt help?
Create blueprints or design documents for parts, assemblies or finished products
+Produce full manufacturing drawings and an assembly document for the new gripper: dimensioned part drawings,…
Create blueprints or design documents for parts, assemblies or finished products
+Produce full manufacturing drawings and an assembly document for the new gripper: dimensioned part drawings, exploded assembly views, torque and tolerance notes, and a parts list with material and finish so vendors can quote.
The tools that do the workAutodesk AutoCADDassault Systemes SolidWorksESCO
Pasted it? Good. When the reply comes back, push once: ask it to sharpen the weakest part. — Did this prompt help?
Oversee and manage projects
+Run the weekly project review: update each robot control stream with current status, flag overdue integration…
Oversee and manage projects
+Run the weekly project review: update each robot control stream with current status, flag overdue integration tasks for Mark in systems integration, assign risk owners for safety items, and publish the one-page rollup to the engineering leadership by Friday noon.
The tools that do the workAtlassian JIRAMicrosoft ExcelESCO
Pasted it? Good. When the reply comes back, push once: ask it to sharpen the weakest part. — Did this prompt help?
Design automation components
+Produce the automation component spec for the new pick-and-place cell: list functional requirements,…
Design automation components
+Produce the automation component spec for the new pick-and-place cell: list functional requirements, interface signals, motion profiles, required sensors and safety interlocks, estimate effort and parts, then hand the spec to procurement and controls by Wednesday.
Pasted it? Good. When the reply comes back, push once: ask it to sharpen the weakest part. — Did this prompt help?
Design drawings
+Create the assembly drawings for the conveyor transfer module: produce orthogonal views, full dimensions,…
Design drawings
+Create the assembly drawings for the conveyor transfer module: produce orthogonal views, full dimensions, hole charts, bill of materials, and the safety zone annotations, then issue the drawings for internal review by Tina on Thursday.
Pasted it? Good. When the reply comes back, push once: ask it to sharpen the weakest part. — Did this prompt help?
Says who?
These are the pages we read to build this. Open any of them and check us.
The logs, files & records this job keeps
Shared with other careers — the same record means something different in each.
Related careers
Same family of work — each with its own tasks and prompts.
The LLOS Work Atlas is the world's largest evidenced task library — a map of human work, with a ready prompt behind every task. 1,774 careers · every task named by the sources that witnessed it — O*NET, ESCO, real job descriptions, Wikipedia — and the deepest tasks by several at once. And it is honest about limits: where AI cannot help, the map says so.
The rest of the map
Same library, five ways in.
Copyright © LLOS.ai · 2026 — original pedagogy, voice, and design — all rights reserved.
Built on public evidence: O*NET®, ESCO, Wikipedia, U.S. Bureau of Labor Statistics, ILOSTAT. All sources & licenses
Built on public evidence: O*NET®, ESCO, Wikipedia, U.S. Bureau of Labor Statistics, ILOSTAT. All sources & licenses