◆ Economics

What a data analyst economics
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
This is what one task looks like here
Collect data through surveys
Design and field a household expenditure survey for 3,000 respondents …3 sources agree

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The work, task by task

20 tasks
Hands on the work11
Interpret survey results+
Run the completed household survey, clean response files, compute weighted means and confidence intervals for consumption and savings, produce graphs of key indicators by region, and write a two‑page interpretation of implications for regional policy by Tuesday morning.
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 up the data collection workflow: prepare enumerator forms, create daily upload and backup procedures, define validation checks for outliers and missing fields, assign field teams and a two‑week collection calendar starting May 18.
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+
Redesign the household survey to cut average interview time to 20 minutes while preserving income and employment modules, simplify skip patterns, pilot the shortened questionnaire with ten field teams next Tuesday, and report inconsistencies by Friday noon.
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 sampling bias and correct nonresponse by reviewing the last three field frames, flagging undercovered strata, reweighting respondents to match census margins, and produce a short methods note and adjusted dataset for the policy team by Wednesday.
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 project proposal targeting the municipal mobility bureau: outline objectives, sampling plan, deliverables, budget with line-item field costs, and a two-week timeline for pilot survey so procurement can review by next Tuesday.
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 slide-ready visual summary of the latest household survey: three charts showing income distribution, unemployment by age, and response rates by region, include brief captions and a one-page takeaway for the director by Thursday morning.
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+
Set up a shared project space, post the cleaned survey dataset, tag outstanding tasks for sampling, coding, and weighting, assign action owners with deadlines, and schedule a ninety-minute review next Monday with the field leads.
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 a short methods note describing how we calibrated the total station and GNSS receivers, the sample selection across the three grid blocks on Ridge Road, the measurement protocol for slope and stake offsets, and attach the instrument logs and field sketches before Friday for review by Maria in field ops.
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
12 tasksMicrosoft Wordwrite enumerator instructions and consent textOpen its task library → 11 tasksMicrosoft Excelcreate sampling frames, questionnaires and tabulate pilot responses for field deploymentOpen its task library →
4 tasksMicrosoft Teamscoordinate field teams and daily reporting
2 tasksIBM SPSS Statisticsclean survey data, apply weights and compute statistics with reliable variance estimation
1 taskMicrosoft PowerPointassembles charts and captions into a slide deck and speaker-ready visuals for presentations
1 taskMicrosoft Accesscentralise records, run validation queries and produce missing‑data reports

The same task, four heights

this page is height one
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 data analyst economics 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

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

Close to this work

12 nearby
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Questions people actually ask

You often split time between designing or testing survey questions, managing data collection, and analysing results. Morning might be a team call on Microsoft Teams to check field progress and nonresponse rates; mid-day you review raw responses in Microsoft Excel or IBM SPSS Statistics; afternoons you prepare visuals in Microsoft PowerPoint and write a short report in Microsoft Word.

Some days you’re in the office fixing sampling issues or training new recruiters; other days you focus on calibrating instruments or documenting survey operations if the project includes scientific or marine surveying.

Start with Microsoft Excel and Microsoft Word. Excel is used daily to clean and summarise responses; Word is for proposals and reports. Learn pivot tables, VLOOKUP/XLOOKUP, and basic charts.

Next, learn IBM SPSS Statistics for formal statistical tests and survey-weighting. Microsoft PowerPoint and Microsoft Teams are used to present findings and coordinate teams; Microsoft Access helps for larger survey databases.

According to the U.S. Bureau of Labor Statistics (BLS) for 2025, about 8,290 people are employed in this occupation. The median wage is $69,460 per year; the lowest 10 percent earn about $39,260 and the top 10 percent about $130,860.

Actual pay depends on employer (government, academia, private firm), location, and your experience with survey design, sampling, and tools like SPSS or Access.

Study basic statistics, survey methodology, and a spreadsheet tool like Excel. Take one course that covers sampling, nonresponse bias, and question wording (these map directly to planning surveys, testing questions, and addressing sampling issues).

Get practical: run a small survey, clean the data in Excel, and try basic analyses in IBM SPSS Statistics or R. Volunteer on a campus or community survey to practise recruiting and training field staff.

Compared with market researchers, data analysts in economics focus more on sampling theory, public or academic survey design, and formal statistical testing (often using SPSS). Market researchers may focus more on sales and consumer segmentation.

Compared with marine surveyors, you usually work with human survey respondents and questionnaires. Marine surveyors operate instruments, map environments, and collect scientific measurements — tasks listed here only apply when the project is specifically environmental or underwater.

AI can help draft survey questions, summarise open-ended responses, and automate initial coding. Use it to generate options or check language for clarity, then always test questions in real pilots (task: test surveys for question clarity).

Risks: AI can introduce bias, invent data, or mishandle private respondent information. Keep raw data in approved systems (Excel, Access, SPSS), don't upload sensitive responses to public AI, and document any AI use in your methodology.

Mastering sampling and nonresponse handling will set you apart. That means knowing how to design practical samples, identify nonresponse bias, and apply weights or follow-up strategies — tasks explicitly listed as addressing sampling issues and nonresponse problems.

This skill shows in cleaner analyses in SPSS or Excel, more reliable estimates, and stronger proposals and reports that win projects.