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?
Lab technician
37%
#14 / 103
View rankingLab technician
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 |
|---|---|---|---|
Obtain specimens, cultivating, isolating, and identifying microorganisms for analysis.EstimateNo public source pins this saving. It is an estimate of the method. | 16% | 48% | +7.7 |
Conduct chemical analyses of body fluids, such as blood or urine, using microscope or automatic analyzer to detect abnormalities or diseases and enter findings into computer.EstimateNo public source pins this saving. It is an estimate of the method. | 16% | 48% | +7.7 |
Analyze the results of tests or experiments to ensure conformity to specifications, using special mechanical or electrical devices.EstimateNo public source pins this saving. It is an estimate of the method. | 13% | 48% | +6.2 |
Test raw materials, processes, or finished products to determine quality or quantity of materials or characteristics of a substance.EstimateNo public source pins this saving. It is an estimate of the method. | 12% | 28% | +3.4 |
Collect blood or tissue samples from patients, observing principles of asepsis to obtain blood sample.EstimateNo public source pins this saving. It is an estimate of the method. | 10% | 12% | +1.2 |
Analyze and record test data to issue reports that use charts, graphs, or narratives.EstimateNo public source pins this saving. It is an estimate of the method. | 9% | 55% | +5 |
Supervise or instruct other technicians or laboratory assistants.EstimateNo public source pins this saving. It is an estimate of the method. | 9% | 22% | +2 |
Set up, maintain, calibrate, clean, and test sterility of medical laboratory equipment.EstimateNo public source pins this saving. It is an estimate of the method. | 8% | 28% | +2.2 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source pins this saving. It is an estimate of the method. | 7% | 28% | +2 |
| Total | 100% | 37% |
Modelled week 100% · Public evidence 0% · Estimate 100% · Confidence: Low
Skills this job uses
- techniques of blood-sampling
- microbiology-bacteriology
- laboratory techniques
- blood type classification
- perform laboratory tests
- transport blood samples
- archive healthcare users' records
- mix chemicals
- record test data
- maintain laboratory equipment
Sources for this job· O*NET 29-2012.00· ESCO/ISCO 3212