Skill, Judgement and Who Becomes a Manager When AI Does the Managing

All courses / AI Boss / Module 4 / Chapter 19

Learning objectives

After the lesson the participant can:

• Explain what first-line management tasks taught and what changes when a system does them first.
• Distinguish errors of omission and commission arising from automation bias in a manager's work.
• Describe the five practices that keep managerial craft and where they must be anchored.
• Draft a competence record that evidences judgement exercised without ranking managers by override rate.

Key concepts

Calibration of judgement

Intuitive expertise can be trusted only where the environment is regular and the person has had adequate opportunity to learn its regularities. First-line scheduling and allocation met both conditions, with feedback within days.

From authoring to approving

The deputy's task changes when a system drafts the roster or allocation. Feedback then concerns the system's draft, not the deputy's own judgement, which gives a much weaker signal for learning.

Automation bias

Following automated advice in place of a vigilant search for information. It produces errors of omission, the problem the system did not flag, and of commission, accepting a figure that contradicts what the manager knows.

Drafting first

Before opening the dashboard or the assistant's summary, the manager writes a short assessment of each person from their own knowledge, then records where the system disagrees and why.

Competence record

A record of judgement exercised against the system's proposal: rosters changed and why, allocations overridden, plans drawn by hand, conversations held. It holds reasons, not an override rate, and its purposes are closed.

Interactive exercises

Do them here and get feedback at once. Choose a card and then where it belongs, or drag it.

Teaching plan

Discussion

1. A deputy who approves fifty AI-drafted rosters a year is working, not practising. What is the difference, and why does it matter for the day the system is down?
2. The optimistic reading says systems free managers for coaching and care. Which of the three conditions for that reading is hardest to meet in your organisation?
3. The chapter warns that an override count is not a measure of judgement. How would you evidence a manager's judgement without creating a new metric to be gamed?

Written exercise

Self-test

Choose an answer to see whether it is right, or open the answer below each question.

1. How does the chapter answer open question Q5, what happens to the people who would have become managers?

   1. They are no longer needed, because allocation agents and rostering systems make first-line management redundant as a career step within a few years
   2. The people remain, but the route by which they showed and developed the ability narrows and must be rebuilt by design
   3. They become managers faster, because dashboards supply objective evidence for promotion
   4. They move into supplier organisations that configure the systems
   Show the answer

   B. The people remain, but the route by which they showed and developed the ability narrows and must be rebuilt by design
   The automation of first-line tasks is observable and erosion of judgement expected; that first-line management disappears as a career step is speculation. The response is reserved practice and a competence record.

2. Why does CMP-NR-MGR-01 hold no override rate for Mikael Strand?

   1. Because ShiftWise logs only the final published roster and not the changes a unit manager makes to the draft, so no rate could be computed for the period
   2. Because the unions refused any record about managers
   3. Because overrides are recorded only for M3 Consequence decisions
   4. Because frequent overrides may be judgement or habit, and none may be complacency or a system that is right, so rates do not rank managers
   Show the answer

   D. Because frequent overrides may be judgement or habit, and none may be complacency or a system that is right, so rates do not rank managers
   The record therefore holds reasons and, where known, outcomes for a sample of changes, and refers to Management Decision Records without copying data about the staff concerned.

3. What do Nordvik Region and Hansa Mutual each reserve in their craft programmes, and why do they differ?

   1. Nordvik reserves authorship of route plans, because its system drafts and the manager approves; Hansa reserves allocation itself, because its agent acts first
   2. Nordvik reserves pay decisions and Hansa reserves dismissals, because the law requires it
   3. Both reserve the same weekly share of dashboard reviews, because their systems are identical
   4. Nordvik reserves nothing, because it directs no agents and its unit managers still approve every roster; Hansa reserves all allocation, because its Konzernbetriebsrat made that a condition
   Show the answer

   A. Nordvik reserves authorship of route plans, because its system drafts and the manager approves; Hansa reserves allocation itself, because its agent acts first
   At Nordvik the deputy plans routes by hand one week a month; at Hansa ten per cent of new claims are allocated by the deputy without the agent's proposal. The further from authorship, the larger the reserve needed.