Automation index
How much of a Data architect’s job can AI already do?
A lake diagram comes earlier. Data that can be used, and does not rot, do not.
This percentage does not predict how many people will lose their jobs.
Task comparison
IS WORK OVER?
Data architect
28%
AI can already do 28% of this job.
#83 / 623
View rankingData architect
Where the time goes
Task weights are our estimates based on O*NET frequency data, not time shares published by O*NET.
The time saving for each task is estimated separately.
| Task | Share | AI | Points |
|---|---|---|---|
Models, lineage and the catalogue.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 52% | +9.4 |
Pipelines, quality and the data contract.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 40% | +6.4 |
The analyst who finds nothing and the mess.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 22% | +3.5 |
Privacy, retention and the field you cannot keep.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 28% | +4.5 |
The business, shadow IT and not building another lake.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 14% | +2.5 |
That it gets used, and not letting raw data rot.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 12% | +1.9 |
| Total | 100% | 28% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- model data
- lineage
- data catalogue
- data contracts
- pipeline quality
- retention
- data lakes
- privacy
Sources for this job· O*NET 15-1243.00· ESCO/ISCO 2511
IS WORK OVER?
Dietitian
20%
#441 / 623
View rankingDietitian
Where the time goes
Task weights are our estimates based on O*NET frequency data, not time shares published by O*NET.
The time saving for each task is estimated separately.
| Task | Share | AI | Points |
|---|---|---|---|
Assess nutritional needs, diet restrictions, and current health plans to develop and implement dietary-care plans and provide nutritional counseling.EstimateNo public source provides a precise figure. This is our estimate. | 13% | 22% | +2.9 |
Counsel individuals and groups on basic rules of good nutrition, healthy eating habits, and nutrition monitoring to improve their quality of life.EstimateNo public source provides a precise figure. This is our estimate. | 12% | 22% | +2.6 |
Evaluate laboratory tests in preparing nutrition recommendations.EstimateNo public source provides a precise figure. This is our estimate. | 11% | 28% | +3.1 |
Advise patients and their families on nutritional principles, dietary plans, diet modifications, and food selection and preparation.EstimateNo public source provides a precise figure. This is our estimate. | 11% | 12% | +1.3 |
Record and evaluate patient and family health and food history, including symptoms, environmental toxic exposure, allergies, medication factors, and preventive health-care measures.EstimateNo public source provides a precise figure. This is our estimate. | 9% | 12% | +1.1 |
Incorporate patient cultural, ethnic, or religious preferences and needs in the development of nutrition plans.EstimateNo public source provides a precise figure. This is our estimate. | 9% | 12% | +1.1 |
Consult with physicians and health care personnel to determine nutritional needs and diet restrictions of patient or client.EstimateNo public source provides a precise figure. This is our estimate. | 8% | 12% | +1 |
Coordinate diet counseling services.EstimateNo public source provides a precise figure. This is our estimate. | 5% | 22% | +1.1 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source provides a precise figure. This is our estimate. | 22% | 28% | +6.2 |
| Total | 100% | 20% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- hygiene in a health care setting
- eating disorders
- counselling methods
- health care legislation
- biological chemistry
- calculation of food energy
- medical terminology
- supervision of persons
- human physiology
- pharmacology
Sources for this job· O*NET 29-1031.00· ESCO/ISCO 2265