AITakeover Tracker
43%medium risk

Agricultural Inspectors

SOC: 45-2011.00 · Job Zone 2 (Some preparation)

Inspect agricultural commodities, processing equipment, and facilities, and fish and logging operations, to ensure compliance with regulations and laws governing health, quality, and safety.

MediumEst. full displacement: 20382046high confidence
Raw task score: 55.9Protective discount: 23.6%22 tasks scoredModel: v1.0_gemini-3-1-pro-preview_20260228

AI Impact Summary

Agricultural Inspectors faces moderate AI displacement risk with a score of 43/100. Significant displacement is estimated between 2038 and 2046. Of 22 analyzed tasks, 8 are highly automatable, particularly in routine_cognitive. Strong protective factors — including social intelligence, creativity, or regulatory barriers — significantly reduce effective risk.

Wage & Employment (2024)

Median Wage

$50,990

per year

Mean Wage

$55,650

per year

Employment

12K

workers

Wage Range

$37,440 - $80,240

10th - 90th pct

Wage Distribution

$37,440Median: $50,990$80,240

Protective Factors

Total protective discount: 23.6%

Skill Analysis

AI-Vulnerable Skills (6)

Reading Comprehension10%

High reliance on Reading Comprehension is a risk area. Consider developing complementary AI-resistant skills to maintain value.

Mathematics10%

High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.

Information Ordering5%

High reliance on Information Ordering is a risk area. Consider developing complementary AI-resistant skills to maintain value.

Mathematics10%

Mathematics is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

Memorization5%

Memorization is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

Programming15%

Programming is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

AI-Resistant Skills (7)

Coordination70%

Coordination is AI-resistant — strengthening this skill provides durable career protection.

Complex Problem Solving75%

Complex Problem Solving is AI-resistant — strengthening this skill provides durable career protection.

Instructing75%

Instructing is AI-resistant — strengthening this skill provides durable career protection.

Negotiation85%

Negotiation is AI-resistant — strengthening this skill provides durable career protection.

Persuasion80%

Persuasion is AI-resistant — strengthening this skill provides durable career protection.

Social Perceptiveness90%

Social Perceptiveness is AI-resistant — strengthening this skill provides durable career protection.

Manual Dexterity80%

Manual Dexterity is AI-resistant — strengthening this skill provides durable career protection.

AI-Augmented Skills (5)

Critical ThinkingJudgment and Decision MakingActive LearningSystems AnalysisWriting

Recommendations

Skills to Develop

These skills are at risk from AI automation. Agricultural Inspectors professionals should diversify beyond them.

  • Reading Comprehension

    High reliance on Reading Comprehension is a risk area. Consider developing complementary AI-resistant skills to maintain value.

  • Mathematics

    High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.

  • Information Ordering

    High reliance on Information Ordering is a risk area. Consider developing complementary AI-resistant skills to maintain value.

  • Mathematics

    Mathematics is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

  • Memorization

    Memorization is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

Skills to Leverage

These human-centric skills remain difficult for AI to replicate. Double down here.

  • Coordination

    Coordination is AI-resistant — strengthening this skill provides durable career protection.

  • Complex Problem Solving

    Complex Problem Solving is AI-resistant — strengthening this skill provides durable career protection.

  • Instructing

    Instructing is AI-resistant — strengthening this skill provides durable career protection.

  • Negotiation

    Negotiation is AI-resistant — strengthening this skill provides durable career protection.

  • Persuasion

    Persuasion is AI-resistant — strengthening this skill provides durable career protection.

Tools to Adopt

AI can amplify these skills. Learn the tools that augment rather than replace your work.

  • Critical Thinking

    Critical Thinking will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.

  • Judgment and Decision Making

    Judgment and Decision Making will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.

  • Active Learning

    Active Learning will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.

  • Systems Analysis

    Systems Analysis will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.

  • Writing

    Writing will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.

Task Breakdown

22 tasks analyzed

Set standards for the production of meat or poultry products or for food ingredients, additives, or compounds used to prepare or package products.

Non-Routine AnalyticalAI: 45Risk: 45.0Time: 2%

Inspect food products and processing procedures to determine whether products are safe to eat.

Routine ManualAI: 40Risk: 49.0Time: 10%

Inspect agricultural commodities or related operations, as well as fish or logging operations, for compliance with laws and regulations governing health, quality, and safety.

Routine CognitiveAI: 60Risk: 73.2Time: 10%

Label and seal graded products and issue official grading certificates.

Routine ManualAI: 35Risk: 47.0Time: 5%

Monitor the operations and sanitary conditions of slaughtering or meat processing plants.

Routine CognitiveAI: 75Risk: 79.2Time: 8%

Take emergency actions, such as closing production facilities, if product safety is compromised.

Non-Routine AnalyticalAI: 35Risk: 41.0Time: 2%

Interpret and enforce government acts and regulations and explain required standards to agricultural workers.

Non-Routine InterpersonalAI: 15Risk: 21.0Time: 6%

Verify that transportation and handling procedures meet regulatory requirements.

Routine CognitiveAI: 85Risk: 83.2Time: 5%

Inspect the cleanliness and practices of establishment employees.

Routine CognitiveAI: 80Risk: 81.2Time: 5%

Examine, weigh, and measure commodities, such as poultry, eggs, meat, or seafood to certify qualities, grades, and weights.

Routine ManualAI: 50Risk: 53.0Time: 8%

Inspect or test horticultural products or livestock to detect harmful diseases, chemical residues, or infestations and to determine the quality of products or animals.

Routine ManualAI: 30Risk: 45.0Time: 6%

Monitor the grading performed by company employees to verify conformance to standards.

Routine CognitiveAI: 75Risk: 79.2Time: 5%

Set labeling standards and approve labels for meat or poultry products.

Routine CognitiveAI: 80Risk: 81.2Time: 2%

Write reports of findings and recommendations and advise farmers, growers, or processors of corrective action to be taken.

Non-Routine InterpersonalAI: 30Risk: 27.0Time: 5%

Direct or monitor the quarantine and treatment or destruction of plants or plant products.

Routine CognitiveAI: 65Risk: 75.2Time: 3%

Collect samples from animals, plants, or products and route them to laboratories for microbiological assessment, ingredient verification, or other testing.

Routine ManualAI: 30Risk: 45.0Time: 5%

Review and monitor foreign product inspection systems in countries of origin to ensure equivalence to the U.S. system.

Non-Routine AnalyticalAI: 65Risk: 53.0Time: 2%

Inquire about pesticides or chemicals to which animals may have been exposed.

Non-Routine InterpersonalAI: 25Risk: 25.0Time: 3%

Provide consultative services in areas such as equipment or product evaluation, plant construction or layout, or food safety systems.

Non-Routine AnalyticalAI: 60Risk: 51.0Time: 2%

Testify in legal proceedings.

Non-Routine InterpersonalAI: 10Risk: 19.0Time: 2%

Compare product recipes with government-approved formulas or recipes to determine acceptability.

Routine CognitiveAI: 90Risk: 85.2Time: 2%

Advise farmers or growers of development programs or new equipment or techniques to aid in quality production.

Non-Routine InterpersonalAI: 30Risk: 27.0Time: 2%

Community Assessment

Do you agree with this risk score?

Career Planning

Explore other career paths

Compare displacement risk across occupations and find careers with stronger long-term prospects.