How we know this
This job isn’t in the U.S. government’s occupational survey yet, so this page carries no official pay figures. Everything below is drawn from published job descriptions and industry guides, each one linked at the foot of the page. The work described is real and sourced. What’s missing is the survey’s rating of which parts of the job matter most — so read this as a picture of the work, not a ranked list.
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.
Assess patient movement and physical condition
+Assess Maria González, age 54, post-total knee replacement three weeks ago: observe gait, measure active and…
Assess patient movement and physical condition
+Assess Maria González, age 54, post-total knee replacement three weeks ago: observe gait, measure active and passive range of motion in both knees, test quad and hamstring strength, note swelling and pain provocation, and record functional limits for the progress note.
The tools that do the workweb
Pasted it? Good. When the reply comes back, push once: ask it to sharpen the weakest part. — Did this prompt help?
Diagnose movement impairments and underlying causes
+Diagnose why James Palmer reports persistent lateral hip pain: review his symptom history, perform hip joint…
Diagnose movement impairments and underlying causes
+Diagnose why James Palmer reports persistent lateral hip pain: review his symptom history, perform hip joint mobility tests, single-leg squat and Trendelenburg sign, assess lumbar contribution and neural tension, and state the primary movement impairment and probable tissue source.
The tools that do the workweb
Pasted it? Good. When the reply comes back, push once: ask it to sharpen the weakest part. — Did this prompt help?
Develop personalized treatment plans for patients
+Develop a six-week personalized treatment plan for Aisha Khan, rotator cuff tendinopathy: list short- and…
Develop personalized treatment plans for patients
+Develop a six-week personalized treatment plan for Aisha Khan, rotator cuff tendinopathy: list short- and long-term goals, graded exercise progression, manual therapy targets, pain-control strategies, frequency of sessions, home program with exact reps/sets, and criteria for discharge.
The tools that do the workweb
Pasted it? Good. When the reply comes back, push once: ask it to sharpen the weakest part. — Did this prompt help?
Administer hands-on therapies like soft tissue work and manual therapy
+Administer a 30-minute hands-on session for Tom Alvarez with cervical mobility restrictions: perform soft…
Administer hands-on therapies like soft tissue work and manual therapy
+Administer a 30-minute hands-on session for Tom Alvarez with cervical mobility restrictions: perform soft tissue release to the upper trapezius and levator scapulae, joint mobilisations to C3–C5, reassess range and symptom response, and document techniques and patient tolerance.
The tools that do the workweb
Pasted it? Good. When the reply comes back, push once: ask it to sharpen the weakest part. — Did this prompt help?
Guide patients through therapeutic exercises
+Guide Olivia Park through her therapeutic exercise session for chronic low back pain: teach pelvic tilts,…
Guide patients through therapeutic exercises
+Guide Olivia Park through her therapeutic exercise session for chronic low back pain: teach pelvic tilts, dead-bug progression, single-leg balance drills, ensure technique corrections, set exact reps/holds, note pain response, and update her home exercise log.
The tools that do the workweb
Pasted it? Good. When the reply comes back, push once: ask it to sharpen the weakest part. — Did this prompt help?
Educate patients on self-care, pain management, and injury prevention
+Educate Rahul Mehta on self-care after ankle sprain: explain swelling control, graduated weight-bearing…
Educate patients on self-care, pain management, and injury prevention
+Educate Rahul Mehta on self-care after ankle sprain: explain swelling control, graduated weight-bearing signs, safe return-to-driving and work, teach icing and elevation routine, provide clear red flags and a written home program with timelines.
The tools that do the workweb
Pasted it? Good. When the reply comes back, push once: ask it to sharpen the weakest part. — Did this prompt help?
Says who?
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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.
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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