AI Leader · Module 7 · Experience and Conclusions

Conclusions: Leadership with AI

The lesson judges the five-part thesis against the evidence the book gathered. Participants separate what is established, expected and speculation for each part, identify where the evidence is thin, state what would show the thesis wrong, read the author's labelled projections, and take away five things to do on Monday, one per leadership function, together with a thesis scorecard that carries the age of each piece of evidence.

Lesson 33 of 33Chapter 3375 minutes

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Learning objectives

After the lesson the participant can:

Key concepts

Established
The chapter uses the word only for what is both observable and in force: a duty written in an instrument, a documented failure, a measured effect with its limits. No part of the thesis as a whole is established in that sense; the evidence supports mechanisms and premises more than outcomes.
The verdict on the thesis
The thesis holds as a set of design rules and a description of mechanisms. Its force is greatest where it asks for records that can be checked and weakest where it speaks of outcomes. Claims with evidence has the most direct support; the span and layer the least outcome evidence.
What would show the thesis wrong
Independent, multi-year evidence that organisations which remove accountable human layers do better with fewer harms and more legitimacy, or evidence that leaders relying on machine summaries decide better than those who keep independent sources. Nothing seen so far meets that bar, which is a weak form of support.
Five things to do on Monday
One action per function: predict the next briefing and check one figure at source; write one row of a delegation profile; ask for the evaluation of the last restructuring; run one seeded exercise and write the competence record; run the three tests on ten cases and write the accountability map.
Thesis scorecard
A record in version control that says, for each part of the thesis and each Monday action, what is claimed, on what evidence, how old the evidence is and when it is next read. A part with no evidence is entered as absent, and an expired claim is marked, not removed.

Interactive exercises

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

Interactive exercise 1 · Match

The thinnest point of each part of the thesis

Match each part of the thesis to the thinnest point the chapter's scorecard records for it.

Interactive exercise 2 · Sort

Established, expected or speculation

Sort each entry by the column in which the chapter's scorecard places it.

Teaching plan

20 minLecture on how the judgement is made and on the thesis part by part, using the scorecard table: established, expected, speculation and thinnest point for each part.
10 minThe teacher presents where the book's evidence is thin and what would show the thesis wrong; participants say which gap matters most for their own decisions.
10 minThe class reads the author's projection Q1, that evidence on reliance and briefing will arrive first and evidence on spans and layers last, and discusses what records would be needed to produce the second.
25 minExercise: draft a thesis scorecard and schedule the five Monday actions.
10 minQuiz and closing round: each participant names the Monday action they will start first and the forum that will see the result.

Discussion

  1. The chapter says most of what the book found is observable about other people and other tasks, and its bearing on leadership is the book's own inference. How should that affect the confidence with which you apply its design rules?
  2. The scorecard for Hansa records zero refutation tests seen, and the chapter says a board should ask whether anyone has looked. Who in your organisation would look for evidence against your own approach?
  3. An organisation that keeps a span-and-layer record from now on will hold evidence that does not yet exist elsewhere. What would it take for your organisation to keep one for several years?

Written exercise

Exercise · 25 minutes

Thesis scorecard and five Monday actions

Draft a thesis scorecard for your own organisation in the form of LDR-HM-2030-0040. For each of the five parts of the thesis, enter the label you would give it locally, the record or evidence you hold with its date, the age in months and the thinnest point; where you hold nothing, enter the evidence as absent. Then schedule the five Monday actions, one per leadership function: for each write what you will do, with which existing record, who checks the result and the date it is finished. Add the holder of the scorecard, its reviewers, the next review date and one sentence on what evidence would change your mind about the part you rely on most.

Deliverable: A thesis scorecard with five parts, evidence ages and thinnest points, and a dated schedule for the five Monday actions with a named checker for each.

Self-test

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

  1. Which part of the thesis does the chapter say has the most direct support, and why?

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    A. Claims with evidence, because it is partly a method an organisation can check in its own records
    Perceived and measured effects diverge in the developer trial, and the two organisations' own dashboards show the gap. By contrast there is no measure of leaders' work with AI and no outcome evidence on the layer.

  2. What is the Monday action for L3 Organise?

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    C. Ask for the evaluation of the last restructuring in your area, or write what it would measure before the next change
    The L3 action asks for the evaluation of the last restructuring and that any new cut come with a span-and-layer record. The other options are the actions for L1 Orient, L5 Answer and L2 Decide.

  3. How does the chapter describe the fact that nothing seen so far shows the thesis wrong?

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    D. As a weak form of support, since nothing seen so far meets the bar
    The thesis names the evidence that would refute it, and none has been seen. The chapter treats that absence honestly: it supports the thesis only weakly, since few have yet produced the multi-year records needed.