First-Line Supervisors of Aquacultural Workers

Record the numbers and types of fish or shellfish reared, harvested, released, sold, and shipped.

AI: Fully automatable - AI can fully automate recording via sensors, computer vision, and farm-management software that log species and counts.

Plan work schedules according to personnel and equipment availability, tidal levels, feeding schedules, or transfer and harvest needs.

AI: Fully automatable - AI scheduling systems can fully plan and optimize work schedules by integrating personnel, equipment, tide, and feeding data and producing executable schedules.

Maintain workers' time records.

AI: Fully automatable - Maintaining time records is routinely automated by software and AI-driven timekeeping systems that can fully track, validate, and store worker hours.

Requisition supplies.

AI: Fully automatable - Requisitioning supplies can be fully automated through inventory monitoring, procurement workflows, and integrated ordering systems driven by AI.

Observe fish and beds or ponds to detect diseases, monitor fish growth, determine quality of fish, or determine completeness of harvesting.

AI: Partial - Computer vision and sensor systems can detect many disease signs, growth metrics, and harvest completeness, but some diagnostics and quality judgments still require human sampling and expert interpretation.

Supervise the artificial spawning of various salmon and trout species.

AI: Partial - AI and sensors can monitor and support artificial spawning processes, but hands‑on supervision, animal handling, and compliance oversight still require human supervision.

Assign to workers duties such as fertilizing and incubating spawn, feeding and transferring fish, and planting, cultivating, and harvesting shellfish beds.

AI: Partial - AI can generate and optimize duty assignments but cannot fully replace human supervisors for on-the-ground judgment and interpersonal management.

Confer with managers to determine times and places of seed planting, and cultivating, feeding, or harvesting of fish or shellfish.

AI: Partial - AI can provide data-driven recommendations for timing and locations using models (tides, growth, weather) but cannot fully replace human managerial consultation and decision-making.

Direct and monitor worker activities, such as treatment and rearing of fingerlings, maintenance of equipment, and harvesting of fish or shellfish.

AI: Partial - AI can monitor activities with sensors and cameras and issue alerts or guidance, but full direction and complex oversight still require human supervisors.

Prepare or direct the preparation of fish food, and specify medications to be added to food and water to treat fish for diseases.

AI: Partial - AI can recommend feed formulations and treatment options based on diagnostics, but legal, veterinary, and nuanced clinical judgment limit full automation.

Engage in the same fishery work as workers supervised.

AI: Partial - Some physical fishery tasks can be automated by robots and mechanization, but many hands-on and variable tasks remain impractical to fully automate as of 2025.

Train workers in spawning, rearing, cultivating, and harvesting methods, and in the use of equipment.

AI: Partial - AI can deliver training content (videos, AR/VR, assessments) and coach procedures, but hands-on mentoring and practical skills verification still need human trainers.

Direct workers to correct problems such as disease, quality of seed distribution, or adequacy of cultivation.

AI: Partial - AI can detect problems (disease indicators, distribution issues) and recommend corrective actions, yet supervising implementations and complex disease management require human expertise.

Interview and select new employees.

AI: Partial - AI can screen candidates and conduct preliminary interviews, but final interviewing, selection, and legally accountable hiring decisions require human involvement.

Perform both supervisory and management functions, such as accounting, marketing, and personnel work.

AI: Partial - AI can automate many accounting, marketing, and personnel tasks and provide decision support, but cannot fully replace human supervisory judgment and managerial leadership responsibilities.

Select and ship eggs to other hatcheries.

AI: Partial - Image analysis and logistics automation can assist in selecting and scheduling egg shipments, but quality assessment, regulatory compliance, and handling decisions generally need human involvement.