Prepare data for analysis
Most of the output can be produced by software today.
Work that already happens inside a computer is the easiest to hand over, because the agent and the worker are operating in the same place. The constraint is permissions rather than capability: the agent needs its own scoped access, not a borrowed password.
| How automatable | Mostly automatable |
|---|---|
| Kind of work | Work done in software |
| Jobs that do it | 8 occupations |
| Tool categories that apply | Tools and auth, Builders |
| O*NET activity | Working with Computers (4.A.3.b.1) |
What this looks like on the job
Not our paraphrase. These are real task statements recorded against this activity, spread across the 8 occupations that perform it.
- Store, retrieve, and manipulate data for analysis of system capabilities and requirements.
- Collect, compile, or integrate Geographic Information Systems (GIS) data, such as remote sensing or cartographic data for inclusion in map manuscripts.
- Assist in the development of document or content classification taxonomies to facilitate information capture, search, and retrieval.
- Process large amounts of data for statistical modeling and graphic analysis, using computers.
- Clean and manipulate raw data using statistical software.
- Prepare appropriate formatting to data sets as requested.
- Code data in preparation for computer entry.
- Create, analyze, report, convert, or transfer data, using specialized applications program software.
- Identify and classify documents or other electronic content according to characteristics such as security level, function, and metadata.
- Prepare data for processing by organizing information, checking for inaccuracies, and adjusting and weighting the raw data.
- Process clinical data, including receipt, entry, verification, or filing of information.
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 work done in software, and what it costs.
Work already inside a computer needs scoped access, not a new product, so start with the assistant you are already paying for. n8n is free if you host it yourself and is the cheapest way to leave something running unattended.
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
8 occupations in the O*NET database perform this activity. Each one has a full breakdown of its other tasks.
Work that goes with it
O*NET groups these under “Process digital or online data”. 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.