Processes

Develop and train employees

How develop and train employees are reshaped as AGI capability advances.

ProcessesDevelop and train employees
Develop and train employees — illustrated

The bottom line

About 60% of the work in Develop and train employees is information-shaped and increasingly AI-deliverable, with the rest a hybrid of judgment and hands-on work. The automation frontier runs straight through the middle of this role.

Why: Because there are no seeded child occupations, the scalar is derived entirely from the Human Resources lens prior ('Develop and Manage Human Capital', hybrid 0.4–0.7) and the process description. Analyzing development needs, managing programs, and conducting training inherently mix digital knowledge work (content creation, LMS administration) with direct human interaction (instruction and coaching), landing solidly in the hybrid band.

grounded in the economy graph · digital scalar 0.60 · hybrid

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How the work flows

Trigger: An organization, manager, or employee identifies a skill gap, compliance mandate, or career development requirement.

  1. Assess individual and organizational skill gaps
  2. Design or procure relevant training curricula
  3. Schedule training sessions and enroll employees
  4. Deliver training content via appropriate modalities
  5. Assess employee comprehension and skill acquisition
  6. Evaluate program effectiveness
  7. Update employee certification and development records

Outcome: The employee successfully completes the curriculum and acquires the targeted competencies while the organization updates its capability records.

Measured by

Training Completion RateTime To ProficiencyCost Per TraineeTraining Return On Investment