◆ Agriculture

What a precision agriculture specialist
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
15,130in the US (2025)
$49,630median pay / year
7systems it runs on
See the 20 tasks ↓Open in the atlasThe full career map →
SOIL
This is what one task looks like here
Develop soil sampling grids and identify sampling sites.
Design a 20‑hectare sampling grid for Farm 7 using soil texture, eleva…2 sources agree

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The work, task by task

20 tasks
Hands on the work14
Program farm equipment such as variable-rate planters and sprayers.+
Prepare seed, fertiliser and spray prescription files for the 120-hectare north block using the latest yield maps and soil zones, run the machine compatibility checks, and export the variable-rate guidance files to the equipment USB by Wednesday noon.
jdonet2 agree
when the reply comes backPush once: ask it to sharpen the weakest part, and to say what it assumed. Helpful?
Provide support to scientists and farmers+
Draft a one-page support note for Dr. Morales and for farmer Neil that summarises the recent soil, weather and crop trial results, lists recommended next steps and materials needed, and schedule a 30-minute call for Friday morning.
escojd2 agree
when the reply comes backPush once: ask it to sharpen the weakest part, and to say what it assumed. Helpful?
Perform routine troubleshooting and repairs on precision systems.+
Diagnose the autosteer and GNSS receiver fault reported on Tractor 12: run the system health log, replace the corroded connector, recalibrate the antenna baseline, then record the fault, parts used and verification test results in the maintenance log before shift end.
jdonet2 agree
when the reply comes backPush once: ask it to sharpen the weakest part, and to say what it assumed. Helpful?
Analyse conditions in the specimens' environments+
Survey the sensor stations at Field C and the two greenhouse benches, log soil moisture, canopy temperature and light levels alongside sample IDs, flag any anomalies and produce a one‑page summary for the agronomist by Tuesday noon.
esco
when the reply comes backPush once: ask it to sharpen the weakest part, and to say what it assumed. Helpful?
Analyse scientific data+
Combine the last three weeks of NDVI, yield monitor and soil test tables, run correlation and trend tests, highlight zones with declining vigour and recommend two variable‑rate interventions with confidence intervals for the crop manager.
esco
when the reply comes backPush once: ask it to sharpen the weakest part, and to say what it assumed. Helpful?
Execute analytical mathematical calculations+
Calculate plot‑level fertilizer prescriptions from soil nutrient maps and yield goals, apply mass balance and rate‑response equations, produce a per‑hectare application table and a summary spreadsheet for the operations team.
esco
when the reply comes backPush once: ask it to sharpen the weakest part, and to say what it assumed. Helpful?
Write work-related reports+
Draft the fortnightly technical report summarising field trials, include methods, key stats, maps of treatment performance, a two‑paragraph executive summary for the farm owner and attach raw data tables for audit.
esco
when the reply comes backPush once: ask it to sharpen the weakest part, and to say what it assumed. Helpful?
Advise on upgrading GPS equipment for better satellite technology utilization.+
Assess current GNSS base and rover receivers on our two planters and the sprayer, recommend specific model upgrades to gain multi-constellation and RTK/PPP capability, estimate costs and deployment timeline, and list impacts on mapping accuracy and workflow.
jdonet2 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 practice1
Keep it safe1

What the work runs on

named inside the evidenced tasks
7 tasksMicrosoft Excelformat the exported coordinates and produce the labeled field sheet for the crewOpen its task library → 5 tasksMicrosoft Wordcreates polished support notes and meeting agendas for scientists and farmersOpen its task library →
4 tasksESRI ArcGIScreate stratified sampling grids, overlay farm layers and export coordinates for field sheets
4 tasksESRI ArcPadcaptures GPS-referenced field points and attribute data during transects
3 tasksAg Leader Technology SMS Advancedgenerates and exports variable-rate prescriptions and checks machine compatibility
2 tasksMicrosoft Outlookschedules the call and sends the note to recipients
1 taskAGCO GTA Softwareaccesses machine health logs and recalibration routines for guidance during repairs
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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 precision agriculture specialist 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
  • $49,630 a year — the middle: half earn more, half earn less
  • The lowest tenth earn near $35,980; the top tenth near $76,480
  • 15,130 people employed in this occupation

India

the occupation GROUP, not this job · PLFS via ILOSTAT 2025
  • ₹26,152 a month — the median for Technicians and associate professionals, the group this work sits in
  • India publishes pay by broad occupation group, so this covers many jobs besides this one. It is a shape, not a salary.
read this carefullyThese two numbers are not comparable and must not be converted into each other. One is a yearly figure for this job alone; the other is a monthly figure for a whole family of jobs. What travels between them is the pattern, not the amount: experience lifts pay almost everywhere.

Where the evidence lives

open any of it yourself
O*NETThe US Department of Labor's own record of this job9 of these tasks ESCOThe European skills and occupations register10 of these tasks Job descriptionsReal postings, in the wild8 of these tasks US Bureau of Labor StatisticsPay and employment, by occupation2025 figures UK NOS LANLEO19Service and repair land-based soil preparation, cultivation and plant national standard UK NOS SEMLATA3-08Carry out complex scientific or technical sampling operationsnational standard

Close to this work

12 nearby
AgricultureIrrigation Engineer23 evidenced tasks AgricultureFarm Accountant23 evidenced tasks AgricultureFarmer22 evidenced tasks AgricultureGreenhouse Manager22 evidenced tasks AgricultureFarm Laborer22 evidenced tasks AgricultureDairy Farmer21 evidenced tasks AgricultureAgriculture Extension Officer21 evidenced tasks AgricultureSeed Production Specialist21 evidenced tasks

Questions people actually ask

You’ll split time between field work and office work. Mornings often mean driving to farms, collecting soil samples on a GPS grid, checking crop health, and troubleshooting guidance or application systems on tractors.

Afternoons are for loading field data into ESRI ArcGIS or Ag Leader SMS Advanced, making maps in ArcPad or ArcGIS, and writing short reports in Excel and Word that show yield, soil zones, or variable-rate prescriptions. Expect some evenings answering emails in Outlook from farmers or manufacturers.

You’ll use GIS tools like ESRI ArcGIS and ArcPad for maps and sampling grids, Ag Leader SMS Advanced for yield and application data, and AGCO GTA for equipment setups. Excel, Word, and Outlook handle reports and communication.

On the hardware side you’ll work with GPS receivers, variable-rate planters and sprayers, and data loggers. You’ll also contact manufacturers for firmware or sensor support when systems misbehave.

Bureau of Labor Statistics (BLS) reports about 15,130 people employed in this role. The median annual wage is $49,630. The lowest tenth earn about $35,980 and the top tenth about $76,480, according to BLS.

Pay varies by region, employer (ag retailer, equipment maker, university), and experience with systems like Ag Leader, ESRI, and AGCO.

Employers often want an associate or bachelor’s in agronomy, agricultural engineering, or GIS, but hands-on experience matters a lot. Learn soil sampling, yield monitor basics, and how to use ArcGIS and Ag Leader SMS Advanced.

Get practical hours driving equipment, doing field sampling, and plugging data into Excel and ArcGIS. Short courses or certificates in GPS guidance, GIS, or Ag Leader training speed hiring.

A farm manager runs daily farm operations and makes business decisions. An agronomist focuses on crop science and recommendations. A Precision Agriculture Specialist focuses on data and tech: collecting samples, programming variable-rate equipment, and mapping with ArcGIS and SMS.

You’re the bridge between machines and agronomy. You don’t usually hire crews or set overall farm strategy, but you provide the maps, prescriptions, and technical support that agronomists and managers use.

AI can speed tasks like summarizing results, drafting Word reports, or suggesting patterns in yield and soil maps. Use it to generate initial text, spot anomalies in tabular Excel exports, or prototype mapping workflows.

Don’t feed raw GPS coordinates, personal data, or proprietary farm files into public AI without permission. Always check AI outputs against your raw data in ArcGIS or Ag Leader SMS Advanced and document any automated changes. Keep manufacturer firmware and safety procedures separate from AI suggestions.

You need hands-on skills: making soil sampling grids, collecting samples, operating yield monitors, and programming variable-rate planters and sprayers. Be able to troubleshoot sensors and do minor repairs in the field.

Also learn ESRI ArcGIS and Ag Leader SMS Advanced for mapping and analysis, plus solid Excel and report writing in Word. Good communication—clear emails in Outlook and contacting manufacturers—is essential when things break.