Precision Agriculture Technicians

AI Risk Score54%Mid Risk

The 54% risk score reflects the overall automation risk of your profession on a scale of 0–100. The higher the score, the more likely parts of your role could be handled by AI, increasing efficiency, but also raising the possibility of job disruption. Nearly all jobs include tasks that are automatable to some degree.

In this role, you apply geospatial technologies, including geographic information systems (gis) and global positioning system (gps), to agricultural production or management activities, such as pest scouting, site-specific pesticide application, yield mapping, or variable-rate irrigation. may use computers to develop or analyze maps or remote sensing images to compare physical topography with data on soils, fertilizer, pests, or weather. Your job is considered Mid Risk for AI automation.

Below is your job's AI vulnerability profile with detailed breakdowns of tasks, knowledge areas, skills, and abilities. Each item includes AI risk scores and importance ratings to help you prioritize what to focus on. Remember, look for tasks that you can automate in your job to make you more productive, while focus on developing the areas that AI cannot easily automate. Plus, explore the technology section to see what tools and software you'll likely encounter in this role and therefore can look for AI alternatives.

You're already ahead of the curve by checking your risk and exploring your options. This project goes beyond one role, we’re building a global job warning system to help everyone stay ahead of AI. By supporting our research, you’ll unlock your full job profile, including detailed risk breakdowns, trend alerts, and priority access to new research. Supporting our research not only gives you deeper insights into your own role, it helps us keep this project alive for millions of others navigating the future of work, but don't worry, if you are not ready to support us, we provide enough free insights to get you started.

In the meantime explore the sections below, and don't miss the What to do next? section for practical steps you can start today.

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On the job, you would

On-the-job activities and responsibilities that define your role. Each task is analyzed for automation potential and contributes to your overall AI risk assessment.

9/19
Calibrate scientific or technical equipment.3.62Risk

Programming farm equipment can be partially automated, but it still requires human oversight and decision-making based on complex field conditions.

Research crop management methods.4.04Risk

Developing site-specific crop management plans involves analysis that can be supported by AI, but human expertise is needed for final decisions.

Maintain laboratory or technical equipment.4.05Risk

Maintaining technical equipment involves tasks that can be automated, but human skills are needed for complex repairs and adjustments.

Collect geographical or geological field data.4.22Risk

Collecting field data can be automated to some extent with drones and sensors, but human oversight is necessary for data interpretation.

Analyze environmental data.4Risk

Identifying spatial coordinates can be automated with GPS technology, but human expertise is needed for contextual analysis.

Analyze environmental data.3.05Risk

Analyzing geospatial data for pesticide needs can be partially automated, but human judgment is required for final decisions.

Prepare maps.4.05Risk

Creating and analyzing maps can be supported by AI tools, but human expertise is needed for interpretation and decision-making.

Conduct climatological research.3.27Risk

Analyzing remote sensing imagery can be automated to some extent, but human expertise is needed for comprehensive analysis.

Record research or operational data.4.26Risk

Documenting and maintaining records is a task that can be largely automated with current AI technologies.

Advanced Problem AnalysisRisk
Strategic Decision ImplementationRisk
Complex System OptimizationRisk

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Knowledge

Theoretical knowledge and understanding required for your position. Knowledge areas are evaluated for AI replacement likelihood and factor into your risk score.

9/26

Skills

Practical abilities and competencies you need to perform your job effectively. Skills are assessed for automation vulnerability and help determine your AI risk level.

8/31

Abilities

Innate and learned capabilities that enable you to succeed in your role. Abilities are analyzed for AI replication potential and contribute to your overall risk assessment.

9/41

Technology Used

Tools, software, and technological systems you use in your work.

6/12
Data base user interface and query software
Analytical or scientific software
Geographic information system
Map creation software
Mobile location based services software
Spreadsheet software
Advanced AI Tools
Machine Learning Platforms
Predictive Analytics Software

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Expert Insights

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Expert comments on the job, click on the expert to see their answers.

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What to do next?

Your job faces a moderate automation threat. A few timely moves can put you back in the safe zone. Choose your strategy below:

Recommended for Mid Risk:

  • • Upskill: Develop skills that complement AI rather than compete with it
  • • Use AI: Master AI tools to increase your efficiency and value
  • • Pivot Smart: Consider transitioning to roles that require human judgment and creativity
  • • Stay Alert: Get notified of industry changes that could affect your role

Each tab contains curated resources designed to help you take the next step. More resources will be added over time.

Frequently Asked Questions

Based on our analysis, a this role has a 54% AI risk score, which is considered mid risk. While some tasks in this role may be automated, the profession as a whole is moderately vulnerable from complete replacement. The key is understanding which specific aspects of your job are most vulnerable, some of which are shown on this page.

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