◆ Mathematics

What a survey data processor
really does.

20 tasks, each one witnessed by the sources that watched the job — and behind every one, a prompt you can use tonight.

20evidenced tasks
8,290in the US (2025)
$69,460median pay / year
6systems it runs on
See the 20 tasks ↓Open in the atlasThe full career map →
This is what one task looks like here
Collect data through surveys
Collect field responses from the five village teams between Monday and…3 sources agree

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The work, task by task

20 tasks
Hands on the work11
Interpret survey results+
Review the cleaned dataset from last week, run descriptive checks on elevation and slope measurements, flag outliers and inconsistencies with original instrument logs, write a two-page interpretation of main patterns and uncertainty to attach to the survey package for the engineering lead by Wednesday.
jdwiki2 agree
when the reply comes backPush once: ask it to sharpen the weakest part, and to say what it assumed. Helpful?
Implement data collection procedures.+
Put the new data collection procedure into practice this week: brief the three crews on calibration, measurement order, and electronic logging, collect the first two days of forms and instrument logs, reconcile entries against GPS timestamps daily and report any failures to operations by end of shift.
onetwiki2 agree
when the reply comes backPush once: ask it to sharpen the weakest part, and to say what it assumed. Helpful?
Adjust survey design for practicality+
Adjust the survey design for the steep ravine sector by reducing transect length, adding a backup control point, and specifying hand-held backup readings where instrument setup is impractical, then update the methods sheet and notify the crews before their Thursday shift.
jdonet2 agree
when the reply comes backPush once: ask it to sharpen the weakest part, and to say what it assumed. Helpful?
km/h RPMSurveying methods+
Write the methods section for the county boundary survey describing instrument calibration, baseline setups, control point collection, error budgets, sampling intervals, and how we recorded measurements so the field crew and the client can reproduce the survey.
esco
when the reply comes backPush once: ask it to sharpen the weakest part, and to say what it assumed. Helpful?
Map marine environments+
Map the seabed habitats from the June R/V Pelican multibeam run, classify substrate and kelp zones, georeference the transects to WGS84, and deliver one GIS-ready bathymetry grid and a labeled habitat map by Wednesday for the marine protected area report.
esco
when the reply comes backPush once: ask it to sharpen the weakest part, and to say what it assumed. Helpful?
Calibrate electronic instruments+
Calibrate the CTD and depth sounder before the morning cast: run the factory calibration check, record offsets and ambient conditions in the log, perform a verification cast, and note any drift that would require a maintenance work order.
esco
when the reply comes backPush once: ask it to sharpen the weakest part, and to say what it assumed. Helpful?
Operate surveying instruments+
Operate the side-scan and multibeam runs on the western reef transects tonight, monitor beam timing and vessel motion, annotate any data gaps or spikes in the run log, and hand over the raw files with navigation logs to processing.
esco
when the reply comes backPush once: ask it to sharpen the weakest part, and to say what it assumed. Helpful?
Address sampling issues and nonresponse problems+
Investigate the sampling frame and nonresponse patterns for the coastal landowner survey, compare respondent demographics to the known population, propose weighting adjustments and at least two imputation strategies, and produce a short memo with error estimates by Friday.
jdwiki2 agree
when the reply comes backPush once: ask it to sharpen the weakest part, and to say what it assumed. Helpful?
Watch and assess4
Grow the practice2
Keep the record2
Work with people1

What the work runs on

named inside the evidenced tasks
10 tasksMicrosoft Wordwrite and version the procedural method document to share with supervisorsOpen its task library → 9 tasksMicrosoft Excelstore, clean and compile tabular survey responses for analysisOpen its task library →
4 tasksMicrosoft Teamsbrief crews, share procedures and receive daily log updates in real time
2 tasksIBM SPSS Statisticsperform descriptive statistics and identify outliers in survey measurements
1 taskMicrosoft Projectestimate crew schedules and daily output within a simple timeline
1 taskMicrosoft PowerPointassemble the slide-ready graphic and annotate takeaways for the client meeting
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The same task, four heights

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ExecuteDo today's task, with fewer mistakesyou are here → ImproveMake it easy for the next person to acceptin the atlas → DecideWork out the right move when it is unclearin the atlas → BecomeLearn the pattern so it stops coming backin the atlas →

Can AI actually do this job?

the honest answer

It can

where it genuinely helps
  • Explain the theory behind the work
  • Draft, tidy and structure your writing
  • Rehearse a hard conversation before you have it
  • Build a study plan that fits your gaps

It cannot

where it stops, completely
  • Be in the room where a survey data processor actually works
  • Carry the responsibility when the call is wrong — that weight stays yours
  • Notice what no one wrote down: the hesitation, the thing left unsaid
  • Live with the outcome
M · R6 of R7This job sits on asking · collecting · processing · questioning — real theory, real diagnosis, but reality still holds the grading pen.

What the work pays

two countries, two different measures

United States

this exact occupation · BLS 2025
  • $69,460 a year — the middle: half earn more, half earn less
  • The lowest tenth earn near $39,260; the top tenth near $130,860
  • 8,290 people employed in this occupation

Where the evidence lives

open any of it yourself
O*NETThe US Department of Labor's own record of this job6 of these tasks ESCOThe European skills and occupations register8 of these tasks Job descriptionsReal postings, in the wild9 of these tasks WikipediaHow the world describes this work5 of these tasks US Bureau of Labor StatisticsPay and employment, by occupation2025 figures UK NOS TECDT80851Design data processing systemsnational standard UK NOS TECDT80841Build and implement data processing systemsnational standard

Close to this work

12 nearby
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Questions people actually ask

You’ll split time between field planning, data cleaning, and reporting. Mornings often mean checking survey schedules, calibrating instruments, or briefing data collectors.

Afternoons usually include importing responses into Microsoft Excel or IBM SPSS Statistics, fixing missing or bad entries, and making charts in Microsoft PowerPoint or Excel for team review in Microsoft Teams.

Expect heavy use of Microsoft Excel for spreadsheets, Microsoft Word for documentation, and IBM SPSS Statistics for deeper analysis. Microsoft PowerPoint is used to present results.

Project coordination and meetings often use Microsoft Project and Microsoft Teams. If you’ll do field work, use the instrument’s own logging software first, then export into Excel or SPSS.

According to the U.S. Bureau of Labor Statistics (BLS), 8,290 people were employed in this category; the median wage is $69,460 per year. The lowest tenth earn about $39,260, and the top tenth about $130,860 (BLS).

Pay varies with location, sector (government vs. private), and skills like SPSS, Excel, and experience running field surveys.

Begin with Excel: learn formulas, pivot tables, and data cleaning. Then study basic statistics and SPSS tutorials for descriptive stats and simple tests.

Practice by designing a short survey, test questions for clarity, collect responses, then document methods in Word and present findings in PowerPoint. Volunteer on small projects to learn instrument handling and field procedures.

They’re related but different. Land or underwater surveyors operate surveying instruments and map environments—tasks listed like operating instruments, mapping marine areas, and conducting underwater surveys.

A survey data processor focuses on the data side: planning survey methods, fixing sampling and nonresponse issues, cleaning and analyzing data in Excel or SPSS, and producing reports.

Yes, AI can help summarize results, suggest code for SPSS or Excel, and draft sections of Word reports, but never trust it to fix data decisions. Always verify changes against raw data and documented methods.

Keep ethics in mind: don’t feed identifiable or sensitive data into public AI services. Use AI for drafts and repeated tasks, then check everything in SPSS/Excel and discuss with your team in Microsoft Teams.

Practical sampling judgment: knowing how to address nonresponse, bias, and when to reweight or adjust the sample. That’s different from just running numbers in SPSS.

Employers also want clear documentation—writing reproducible methods in Word, labeling datasets in Excel, and making concise visual summaries in PowerPoint. Those make your analysis usable by others.

km/h RPM

How far can AI take you?

one question
Be honest — how far can a language model take you on asking?
There is a real answer, and it is not the flattering one.