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?
Paralegal
44%
#4 / 103
View rankingParalegal
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 |
|---|---|---|---|
Prepare affidavits or other documents, such as legal correspondence, and organize and maintain documents in paper or electronic filing system.EstimateNo public source pins this saving. It is an estimate of the method. | 21% | 55% | +11.6 |
Prepare, edit, or review legal documents, including legislation, briefs, pleadings, appeals, wills, contracts, and real estate closing statements.EstimateNo public source pins this saving. It is an estimate of the method. | 19% | 55% | +10.5 |
Gather and analyze research data, such as statutes, decisions, and legal articles, codes, and documents.EstimateNo public source pins this saving. It is an estimate of the method. | 12% | 55% | +6.6 |
Investigate facts and law of cases and search pertinent sources, such as public records and internet sources, to determine causes of action and to prepare cases.EstimateNo public source pins this saving. It is an estimate of the method. | 10% | 55% | +5.5 |
Meet with clients and other professionals to discuss details of cases.EstimateNo public source pins this saving. It is an estimate of the method. | 10% | 28% | +2.8 |
Direct and coordinate law office activity, including delivery of subpoenas.EstimateNo public source pins this saving. It is an estimate of the method. | 10% | 28% | +2.8 |
File pleadings with court clerks.EstimateNo public source pins this saving. It is an estimate of the method. | 10% | 22% | +2.2 |
Prepare for trial by performing tasks such as organizing exhibits.EstimateNo public source pins this saving. It is an estimate of the method. | 8% | 28% | +2.2 |
| Total | 100% | 44% |
Modelled week 100% · Public evidence 0% · Estimate 100% · Confidence: Low
Skills this job uses
- design interfaces
- prototypes
- figma
- legal case management
- legal research
- legal department processes
- legal terminology
- court procedures
- compile legal documents
- handle evidence
Sources for this job· O*NET 23-2011.00· ESCO/ISCO 3411