Automation index
Can AI do the work of a Product manager?
Today an AI can already knock out copy, outlines, reports, and a lot of the prep. Deciding what matters, and what moves the business, is another story.
It does not measure how many roles are at risk.
Task comparison
IS WORK OVER?
Product manager
31%
AI or a robot can already do 31% of this job.
#29 / 103
View rankingProduct manager
Where the time goes
Score = Σ (weight × saving). Weight is our estimate from frequency, not a time share published by O*NET. Saving is separate.
Weights are our estimate from O*NET frequency (FT). O*NET does not publish % of the week.
| Task | Share | AI | Adds |
|---|---|---|---|
Formulate, direct, or coordinate marketing activities or policies to promote products or services, working with advertising or promotion managers.EstimateNo public source pins this saving. It is an estimate of the method. | 22% | 28% | +6.2 |
Identify, develop, or evaluate marketing strategy, based on knowledge of establishment objectives, market characteristics, and cost and markup factors.EstimateNo public source pins this saving. It is an estimate of the method. | 16% | 28% | +4.5 |
Direct the hiring, training, or performance evaluations of marketing or sales staff and oversee their daily activities.EstimateNo public source pins this saving. It is an estimate of the method. | 12% | 28% | +3.4 |
Evaluate the financial aspects of product development, such as budgets, expenditures, research and development appropriations, or return-on-investment and profit-loss projections.EstimateNo public source pins this saving. It is an estimate of the method. | 7% | 48% | +3.4 |
Consult with product development personnel on product specifications, such as design, color, or packaging.EstimateNo public source pins this saving. It is an estimate of the method. | 6% | 28% | +1.7 |
Compile lists describing product or service offerings.EstimateNo public source pins this saving. It is an estimate of the method. | 6% | 28% | +1.7 |
Use sales forecasting or strategic planning to ensure the sale and profitability of products, lines, or services, analyzing business developments and monitoring market trends.EstimateNo public source pins this saving. It is an estimate of the method. | 6% | 48% | +2.9 |
Develop pricing strategies, balancing firm objectives and customer satisfaction.EstimateNo public source pins this saving. It is an estimate of the method. | 5% | 28% | +1.4 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source pins this saving. It is an estimate of the method. | 20% | 28% | +5.6 |
| Total | 100% | 31% |
Modelled week 100% · Public evidence 0% · Estimate 100% · Confidence: Low
Skills this job uses
- characteristics of products
- channel marketing
- advertising techniques
- content marketing strategy
- product comprehension
- company policies
- plan marketing strategy
- assign codes to product items
- perform data analysis
- maintain relationship with suppliers
Sources for this job· O*NET 11-2021.00· ESCO/ISCO 2431
IS WORK OVER?
Physiotherapist
21%
#88 / 103
View rankingPhysiotherapist
Where the time goes
Score = Σ (weight × saving). Weight is our estimate from frequency, not a time share published by O*NET. Saving is separate.
Weights are our estimate from O*NET frequency (FT). O*NET does not publish % of the week.
| Task | Share | AI | Adds |
|---|---|---|---|
Plan, prepare, or carry out individually designed programs of physical treatment to maintain, improve, or restore physical functioning, alleviate pain, or prevent physical dysfunction in patients.EstimateNo public source pins this saving. It is an estimate of the method. | 8% | 12% | +1 |
Record prognosis, treatment, response, and progress in patient's chart or enter information into computer.EstimateNo public source pins this saving. It is an estimate of the method. | 8% | 12% | +1 |
Administer manual exercises, massage, or traction to help relieve pain, increase patient strength, or decrease or prevent deformity or crippling.EstimateNo public source pins this saving. It is an estimate of the method. | 8% | 12% | +1 |
Evaluate effects of treatment at various stages and adjust treatments to achieve maximum benefit.EstimateNo public source pins this saving. It is an estimate of the method. | 8% | 28% | +2.2 |
Direct, supervise, assess, and communicate with supportive personnel.EstimateNo public source pins this saving. It is an estimate of the method. | 7% | 22% | +1.5 |
Confer with the patient, medical practitioners, or appropriate others to plan, implement, or assess the intervention program.EstimateNo public source pins this saving. It is an estimate of the method. | 7% | 12% | +0.8 |
Test and measure patient's strength, motor development and function, sensory perception, functional capacity, or respiratory or circulatory efficiency and record data.EstimateNo public source pins this saving. It is an estimate of the method. | 6% | 12% | +0.7 |
Obtain patients' informed consent to proposed interventions.EstimateNo public source pins this saving. It is an estimate of the method. | 6% | 12% | +0.7 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source pins this saving. It is an estimate of the method. | 42% | 28% | +11.8 |
| Total | 100% | 21% |
Modelled week 100% · Public evidence 0% · Estimate 100% · Confidence: Low
Skills this job uses
- orthopaedic manual physiotherapy
- medical terminology
- emergency surgery
- general medicine
- surgery
- human physiology
- geriatrics
- kinetics
- neurology
- pharmacology
Sources for this job· O*NET 29-1123.00· ESCO/ISCO 2264