◆ Statistics

What a survey statistician
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
8systems 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
Field-test and launch the household questionnaire across the three pil…3 sources agree

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The work, task by task

20 tasks
Hands on the work11
Interpret survey results+
Run the regional response tables, calculate nonresponse weights and standard errors, produce a two‑page summary of key estimates and uncertainty for the program manager by Tuesday morning so the sampling team can decide follow‑up strata.
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.+
Set the daily data collection SOP: enumerator shifts, instrument calibration checklist, GPS coordinate protocol, error reporting flow, and the weekly upload timetable, then train teams so the first field run follows it exactly next Monday.
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+
Visit three sample villages, observe enumerator pace and transport constraints, modify the cluster route and interview length to fit daylight and travel, then update the field plan this afternoon so supervisors can approve it.
jdonet2 agree
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+
Diagnose bias in the field sample and nonresponse patterns from the last coastal topography survey, estimate weighting adjustments and imputation where respondents are missing, then produce a short memo explaining residual risks for the program manager by Thursday.
jdwiki2 agree
when the reply comes backPush once: ask it to sharpen the weakest part, and to say what it assumed. Helpful?
Write proposals to win new projects.+
Draft a winning proposal for the county flood-mapping contract that explains our sampling plan, QA checks on instrument calibration, staffing and cost, and include a three-month schedule and a fixed-price bid to submit by next Tuesday to procurement.
onet
when the reply comes backPush once: ask it to sharpen the weakest part, and to say what it assumed. Helpful?
Summarize survey findings visually+
Produce a visual summary of the latest household survey: national totals, margin of error by region, and a two-slide chart set showing trends and top three indicators, export as a print-ready handout for the steering committee meeting on Monday.
jd
when the reply comes backPush once: ask it to sharpen the weakest part, and to say what it assumed. Helpful?
Collaborate with team members+
Coordinate with the field lead, data manager and three analysts to update the sampling frame, assign follow-up nonresponse cases, share the revised protocol and deadline for field changes, and confirm commitments in writing by end of day Wednesday.
jd
when the reply comes backPush once: ask it to sharpen the weakest part, and to say what it assumed. Helpful?
km/h RPMSurveying methods+
Draft the methods section for the coastal transect survey: describe instrument calibration steps, sampling design across elevation bands, error estimation procedures, data recording forms, and QC checks so the field crew can follow it next week.
esco
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
9 tasksMicrosoft Wordcaptures the methodological plan, calibration schedule and sample size rationale for review and sign‑offOpen its task library → 7 tasksMicrosoft Excelstores and validates collected survey records and GPS logs for cleaning and batch uploadOpen its task library →
4 tasksIBM SPSS Statisticscomputes survey weights, estimates and standard errors for complex sample designs
3 tasksMicrosoft Teamsschedules training, shares SOP documents and coordinates the field crew's daily reporting
1 taskMicrosoft Officeprepares the job posting, training materials and checklist documents used in selection and onboarding
1 taskMicrosoft PowerPointassembles the two-slide chart set and exportable handout layout for the meeting
1 taskMicrosoft Accessimport instrument outputs, validate point records, and generate the summary table and annotated reports
1 taskMicrosoft Projectsequence stations, assign crew tasks and timing to produce an executable field plan
Browse every evidenced software task →

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 statistician 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 — 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 LANEnC5Analyse data from field surveys and report findingsnational standard

Close to this work

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Questions people actually ask

You often split time between desk work and meetings. Morning tasks: check data collection status, open files in Microsoft Excel or IBM SPSS Statistics, and review incoming survey responses.

Afternoons commonly involve planning—adjusting sampling or nonresponse handling, writing a short memo in Microsoft Word, and meeting the team on Microsoft Teams to assign recruiters or data collectors for field work. You may also draft slides in PowerPoint summarizing preliminary results for managers.

Start with Microsoft Excel and IBM SPSS Statistics. Excel handles data cleaning, quick tables, and pivot tables; SPSS is for formal analyses like weighting, cross-tabs, and significance tests.

Learn Microsoft Word and PowerPoint for reports and presentations, and Microsoft Teams for team coordination. Microsoft Access is useful if your office uses databases for sampling frames, and Microsoft Project helps when you manage complex data-collection timelines.

You identify who didn’t respond, check patterns in Excel or SPSS, and decide fixes: reweighting cases, imputation (estimating missing values), or targeted follow-ups by recruiters.

You document every change in Microsoft Word and update sampling frames in Access. For major nonresponse you’ll adjust the design practicalities—like changing contact modes—and report the effect on estimates in PowerPoint.

AI can draft question wording, suggest analysis code, or summarize findings, but never trust it alone. Always test AI-suggested questions in a pilot survey and check any code outputs against SPSS or Excel results.

Keep raw respondent data out of public AI tools. Use AI only on anonymized summaries and log any AI-generated text in your project files stored with Microsoft Office. Follow your agency’s ethics rules before sharing data.

According to the U.S. Bureau of Labor Statistics (BLS), about 8,290 people are employed as survey statisticians. The median annual wage is $69,460; the lowest 10% earn about $39,260 and the top 10% about $130,860. (Source: BLS.)

Pay varies by employer—federal jobs, state surveys, and private research firms pay differently—and by experience with systems like SPSS and experience running field collection.

Survey statisticians focus on designing questionnaires, sampling, data analysis (Excel, SPSS), and dealing with nonresponse. Their job is statistical: estimates, variance, weighting, and reporting results.

Field or marine surveyors operate instruments, map environments, record physical measurements, and calibrate electronics. They perform on-site measurements rather than statistical analysis. The two teams often collaborate: statisticians design what to measure; field surveyors collect the measurements.

Learn basic statistics and hands-on data work: descriptive stats, sampling concepts, and hypothesis testing—and practice in IBM SPSS Statistics or Excel. Those skills let you interpret survey results and test survey questions for clarity.

Also practice clear writing in Microsoft Word and creating simple visual summaries in PowerPoint. Those four skills—stats, SPSS/Excel, writing, and slide-making—cover most day-to-day tasks.

km/h RPM

How far can AI take you?

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