AI Careers
How can you use AI in your future career?
🐄 Animal Agriculture
AI can use sensors (video, microphones, wearables) to monitor breathing and activity, then flag early signs of sickness.
Classification — the AI predicts a label (example: “healthy” vs “needs attention”).
Regression — the AI predicts a number (example: body temperature estimate or weight gain trend).
- Label real examples of healthy vs sick animals and explain what “early warning” looks like.
- Add context (feed changes, heat stress) so the AI learns what matters in real barns and pastures.
- Be extra careful during heat waves by lowering alert thresholds and responding faster.
- Require a human check before treatment decisions, especially for urgent alerts.
Take classes that build your foundation: Biology, Health Science, Algebra, and Statistics.
Volunteer when possible (hospital programs, clinics, community health events).
UT Extension — Agriculture https://utextension.tennessee.edu/ut-extension-master-programs/
Walters State Community College https://ws.edu/academics/programs/ttp/as/agriculture-animal-science.aspx
⚡ Electrician
AI can help spot unsafe electrical conditions faster — for example, flagging possible faulty wiring or overheating so it gets checked quickly.
Classification — the AI predicts a label (example: “safe” vs “unsafe,” “normal” vs “fault”).
Regression — the AI predicts a number (example: temperature estimate, load estimate, or failure risk score).
Provide examples of safe/unsafe setups and label what counts as “urgent” vs “monitor,” so alerts match real jobsite priorities.
- Alert a human immediately when danger is detected.
- Keep standard safety procedures as the rule — AI is support, not permission to touch live systems.
Look for apprenticeship pathways after graduation and build basic electrical safety skills through CTE/shop courses when available.
Walters State Community College https://careertraining.ws.edu/training-programs/residential-electrician/
TVA — Electrician Apprentice Program https://www.tva.com/Careers/Electrician-Apprentice-Program
ApprenticeshipTN — Find a Registered Apprenticeship Program https://www.tn.gov/apprenticeshiptn/find-a-program.html
🏥 Healthcare & Nursing
AI can act like a smart assistant that looks for patterns quickly. For example, AI reviews an X‑ray and flags “possible fracture” vs “no fracture seen” so a health care professional can double-check sooner.
Classification — the AI predicts a label (example: “fracture” vs “no fracture”).
Regression — the AI predicts a number (example: estimated healing time in days/weeks, or a risk score for complications).
- Provide many real examples (like X‑rays) labeled correctly.
- Point out tricky cases (unclear images, unusual anatomy, different ages).
- Explain the clinical context that the AI can’t “know,” like symptoms and injury history.
- AI doesn’t replace people. A health care professional makes the final call.
- Require extra review for higher-risk situations (often kids, older adults, or unclear images).
- If symptoms look serious, a person reviews even if AI says “no fracture.”
- Take classes that build your foundation: Biology, Health Science, Algebra, and Statistics.
- Volunteer when possible (hospital programs, clinics, community health events).
University of Tennessee, Knoxville — Bachelor of Science in Nursing (BSN) https://nursing.utk.edu/undergraduate-programs/bachelor-of-science-in-nursing-bsn/
Tusculum University — Pre-Medical Concentration https://catalog.tusculum.edu/preview_program.php?catoid=8&poid=1737&returnto=1133
Walters State Community College https://ws.edu/academics/programs/aas/nursing.aspx
❄️🔥 HVAC (Heating & Cooling)
AI can detect when airflow is blocked (dirty filter, closed vent) or when temperature patterns suggest a system problem so you can fix it faster.
Classification — the AI predicts a label (example: “normal airflow” vs “blocked airflow”).
Regression — the AI predicts a number (example: expected temperature drop, energy use, or time-to-failure estimate).
- Teach the AI what normal airflow looks like across different systems.
- Provide examples of proper vs improper temperature patterns before/after repairs.
- Alert for extreme temperature risks and prioritize rapid response.
- Flag safety issues immediately and require a human technician to verify.
Pursue an apprenticeship and/or an HVAC certificate program after graduation.
Walters State Community College https://careertraining.ws.edu/training-programs/hvacr-technician/
ApprenticeshipTN — Find a Registered Apprenticeship Program https://www.tn.gov/apprenticeshiptn/find-a-program.html
🌱 Plant Agriculture
AI can look at plant photos and detect plant disease early — before it spreads.
Classification — the AI predicts a label (example: “healthy” vs “diseased,” or the disease type).
Regression — the AI predicts a number (example: disease severity score, expected yield, or days until harvest).
- Collect and label images of healthy vs unhealthy plants across seasons, lighting, and growth stages.
- Connect disease IDs to research-based treatment options so recommendations match real farming practices.
- Be careful with pesticide recommendations by requiring human review and following research-based guidance.
- Use early alerts to prevent crop loss while tracking false alarms so you don’t over-treat.
Work in gardens/farms, join 4‑H, and build biology and data skills through projects and classes.
UT Extension — Agriculture https://utextension.tennessee.edu/ut-extension-master-programs/
Walters State Community College https://ws.edu/academics/programs/ttp/as/agriculture-plant-soil-science.aspx
🚰 Plumbing
AI can help detect leaks early and support predictive maintenance by spotting patterns that suggest a pipe is likely to fail.
Classification — the AI predicts a label (example: “leak” vs “no leak,” “normal” vs “abnormal flow”).
Regression — the AI predicts a number (example: leak rate, pressure drop amount, or probability of failure over time).
Train the AI using real examples of normal vs abnormal flow (sound, pressure, meter readings) and label confirmed leak/clog cases.
- Shut off water (or trigger urgent alerts) in true emergencies.
- Alert a human quickly to prevent flooding and property damage.
Use apprenticeship pathways and registered programs to build skills while earning.
Walters State Community College https://careertraining.ws.edu/training-programs/plumbing-foundations/
ApprenticeshipTN — Find a Registered Apprenticeship Program https://www.tn.gov/apprenticeshiptn/find-a-program.html
🐾 Veterinarian
AI can help organize clinic information and flag possible issues from images or records so a veterinarian can review faster.
Classification — the AI predicts a label (example: “possible infection” vs “no infection,” or “urgent” vs “routine”).
Regression — the AI predicts a number (example: recovery time estimate, weight-change trend, or risk score).
Help label cases and images correctly across species, breeds, and ages so the AI learns what “possible infection” and “no infection” look like.
Require human review for emergencies, and verify any medication/dosing guidance with a veterinarian.
Volunteer with animals (shelters, farms, clinics) and build a strong biology/chemistry foundation.
University of Tennessee, Knoxville — Veterinary Medicine https://vetmed.tennessee.edu/
Tusculum University — Veterinary Concentration https://catalog.tusculum.edu/preview_program.php?catoid=8&poid=1737&returnto=1133
Walters State Community College — Veterinary Concentration https://ws.edu/academics/programs/as/animal-science-pre-veterinary-medicine.aspx
💧 Water Quality Scientist
AI can monitor water sensors and lab data to spot unusual patterns that might indicate a water quality problem earlier.
Classification — the AI predicts a label (example: “normal” vs “possible contamination event”).
Regression — the AI predicts a number (example: predicted pH, turbidity, nitrate level, or a contamination risk score).
Use paired datasets (sensor readings + lab-confirmed results) so the AI learns from accurate “ground truth” measurements.
Require confirmatory testing and clear escalation steps when AI flags a serious risk to public health.
Take chemistry, biology, and environmental science, and do safe local water-testing projects through school or clubs.
UTK — Environmental Engineering, BS (Tickle College of Engineering) https://tickle.utk.edu/academics-and-programs/undergraduate-programs/environmental-engineering-bs/
Tusculum University — Environmental Science https://site.tusculum.edu/environmental-science/
Walters State Community College https://ws.edu/academics/programs/as/pre-environmental-health.aspx