Measure ingredients or substances to be used in production processes
Most of the output can be produced by software today.
Software can pull the data, run the comparison and write up what it found. The accuracy depends almost entirely on whether it is wired into the real system of record rather than a stale copy, which is the problem the tools and auth layer exists to solve.
| How automatable | Mostly automatable |
|---|---|
| Kind of work | Analysis and evaluation work |
| Jobs that do it | 26 occupations |
| Tool categories that apply | Builders, Tools and auth |
| O*NET activity | Estimating the Quantifiable Characteristics of Products, Events, or Information (4.A.1.b.3) |
What this looks like on the job
Not our paraphrase. These are real task statements recorded against this activity, spread across the 26 occupations that perform it.
- Measure or weigh compounds and solutions for use in testing or animal feed.
- Measure or weigh flour or other ingredients to prepare batters, doughs, fillings, or icings, using scales or graduated containers.
- Select and measure or weigh ingredients, using English or metric measures and balance scales.
- Measure or weigh ingredients, using scales or measuring containers.
- Weigh and mix pelletized, granular, or powdered thermoplastic materials and coloring pigments.
- Weigh materials to be charged into furnaces, using scales.
- Measure or weigh materials, using rulers, calculators, and scales.
- Weigh ingredients, such as dye, to be mixed together for use in textile processing.
- Calculate, measure, load, or mix biomass feedstock for power generation.
- Weigh, measure, and record fuel used.
- Calculate, measure, load, or mix refined feedstock used in biofuels production.
- Measure, weigh, and mix chemical ingredients, according to specifications.
- Measure or weigh materials to be refined, mixed, transferred, stored, or otherwise processed.
- Weigh or measure materials, ingredients, or products at specified intervals to ensure conformance to requirements.
- Weigh or measure materials, ingredients, or products to ensure conformance to requirements.
- Measure, mix, cut, shape, soften, and join materials and ingredients, such as powder, cornmeal, or rubber to prepare them for machine processing.
- Weigh or measure specified amounts of ingredients or materials for processing, using devices such as scales and calipers.
- Weigh materials, products, containers, or samples to verify packaging weights or ingredient quantities.
What we would actually use
One recommendation rather than a shortlist, because a shortlist is just your problem handed back. This is what we would buy for analysis and evaluation work, and what it costs.
Start in the assistant with an export of the real data, because the accuracy problem here is a stale copy rather than a weak model. Make, at $9 a month, is the cheapest way to put the pull on a schedule once the analysis is worth repeating.
Chosen for the cheapest thing that does the job, not the best funded. Nothing on this site is sponsored, and the full landscape is there when you want to disagree with us.
The rest of the category
Context, not alternatives to weigh up. We name the layer rather than promise a named product does your specific task.
Matched from the kind of work, not from vendor marketing. Check any of them can reach the system your records actually live in — that connection, not the model, is where these projects stall.
How people actually do it
No workflow names this activity yet, but these automate the same kind of work, with the prompts to paste and what to keep for yourself.
Who does this work
26 occupations in the O*NET database perform this activity. Each one has a full breakdown of its other tasks.
- Adhesive Bonding Machine Operators and Tenders
- Bakers
- Biofuels Processing Technicians
- Biological Technicians
- Biomass Plant Technicians
- Chemical Equipment Operators and Tenders
- Cleaning, Washing, and Metal Pickling Equipment Operators and Tenders
- Coating, Painting, and Spraying Machine Setters, Operators, and Tenders
- Cooling and Freezing Equipment Operators and Tenders
- Crushing, Grinding, and Polishing Machine Setters, Operators, and Tenders
- Extruding and Drawing Machine Setters, Operators, and Tenders, Metal and Plastic
- Extruding, Forming, Pressing, and Compacting Machine Setters, Operators, and Tenders
- Food Batchmakers
- Food Cooking Machine Operators and Tenders
- Furnace, Kiln, Oven, Drier, and Kettle Operators and Tenders
- Inspectors, Testers, Sorters, Samplers, and Weighers
- Jewelers and Precious Stone and Metal Workers
- Metal-Refining Furnace Operators and Tenders
- Mixing and Blending Machine Setters, Operators, and Tenders
- Molders, Shapers, and Casters, Except Metal and Plastic
- Photographic Process Workers and Processing Machine Operators
- Plating Machine Setters, Operators, and Tenders, Metal and Plastic
- Semiconductor Processing Technicians
- Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders
- Stationary Engineers and Boiler Operators
- Textile Bleaching and Dyeing Machine Operators and Tenders
Work that goes with it
O*NET groups these under “Measure physical characteristics of materials, products, or equipment”. In practice they tend to be done by the same person, in the same sitting.
Method. The activity, its taxonomy placement and the occupations that perform it come straight from the public-domain O*NET 30.3 database. The automatability band is ours: we map each of O*NET’s 41 generalized work activities to how much of its output current software can produce, assuming a person still reviews and owns the result. It is a coarse three-way judgment on purpose. A precise-looking percentage here would be invented.