All courses / AI Leader / Module 6 / Chapter 29
Learning objectives
After the lesson the participant can:
- Classify statements about the future of leadership as observable, expected or speculation, and state the posture each label justifies.
- Compare the four trajectories by their evidence and by what would have to be shown before a ceiling is raised.
- Distinguish the question of fewer layers from the question of fewer people who answer.
- Draft entries of a horizon register with trigger, posture, owner and review date.
Key concepts
- Horizon register
- A list of trends, not a forecast. Each entry has the trend in one sentence, its label, the functions concerned, the evidence, the trigger that would change the label, the posture, an owner and a review date. It is valuable because it can be wrong in a reviewable way.
- Commit, prepare, keep reversible
- The posture follows the label: an observable trend justifies commitment, an expected one preparation and a speculative one reversibility. The author's projections carry a fourth marking and one of the three labels as well.
- Fewer layers or fewer answerers
- The chapter treats 'fewer leaders?' as two questions and answers them separately. Coordination posts may fall, but the number of persons named to answer for consequential decisions is not expected to fall in step with the tasks automated.
- A limit outside the agent
- In the one public experiment with an agent-run shop, the failures that cost money were failures of the policy point, not of the arithmetic. The chapter's own conclusion is that a limit on discounts held outside the agent is the kind of control the book asks for.
- Thresholds that would change the projection
- Five observations would change the author's view. The first and highest is independent, multi-year evidence that organisations which remove accountable human layers achieve better outcomes, fewer harms and more legitimacy than those that keep named, reachable decision-makers.
Interactive exercises
Do them here and get feedback at once. Choose a card and then where it belongs, or drag it.
Interactive exercise 1 · Sort
Labels for the four trajectories
Sort each statement by the label the chapter gives it: observable, expected or speculation.
Interactive exercise 2 · Scenario
Widening a pilot that went well
Apply the chapter's advice on what can be done and its treatment of the agent-led unit.
Teaching plan
| 15 min | Lecture on how to read the labels and on the horizon register, with HZN-HM-2030-01 as the form. |
| 20 min | The teacher presents the four trajectories with their evidence and bounds; the class labels six statements and names the posture for each. |
| 20 min | Staged debate on the question 'Will AI lead to fewer people who lead, and should we worry if it does?', ending with where the positions meet and the verdict by trajectory. |
| 25 min | Exercise: write entries of a horizon register for your own leadership roles. |
| 10 min | The teacher reads the author's projection P1 and the first threshold; quiz; each participant writes down what would change their own mind. |
Discussion
- The case for concern is a chain of reasonable steps, none of which is a decision to have fewer leaders. Which step in that chain has your organisation already taken, and was it recorded as a decision?
- A flatter organisation that removes the layer which was the named oversight person must rename someone. Who would that be in your organisation, and could that person pass Explain and Reach?
- Both sides accept that pace is decided by choices made now. Which of the four choices, ceilings, spans, junior intake and independent sources, is least visible to your board?
Written exercise
Exercise · 25 minutes
A horizon register for leadership roles
Write four entries of a horizon register for the leadership roles of your organisation, or for Nordvik Region's management group. Include at least one trend from each label. For each entry state the trend in one sentence; the label; the leadership functions it concerns; the evidence and its scope limit, for example that a study is American or a figure is a vendor survey; the trigger that would change the label; the posture, commit, prepare or keep reversible; the owner; and the review date. Mark the one entry whose failure you could not afford, and add one sentence on what would change your mind about it. Name who is invited to review the register.
Deliverable: A four-entry horizon register with label, evidence, scope limit, trigger, posture, owner and review date, with one entry marked as critical.
Self-test
Choose an answer to see whether it is right, or open the answer below each question.
How does the verdict label the claim that organisations will become flatter?
Show the answer
B. The direction is expected; the pace and the size of any cut are speculation
Fewer coordination tasks held by people is an expected direction. The pace and the size of cuts rest on an analyst's prediction with no measurement behind it, so they are labelled speculation.What does the chapter conclude from the experiment in which a model operated a small office shop for about a month?
Show the answer
C. That the costly failures lay in the policy point, so a limit held outside the agent is needed
The agent priced below cost and was talked into discounts. What a better set-up would do is speculation in either direction; the chapter's own conclusion concerns the missing limit outside the agent.Which observation is the first of the five thresholds that would refute the author's projection P1 and the thesis of the book?
Show the answer
D. Independent, multi-year evidence that organisations removing accountable human layers achieve better outcomes, fewer harms and more legitimacy
The projection is worth holding only if it can be wrong in a reviewable way. Both sides of the debate accept that this multi-year outcome evidence does not yet exist and that it would settle the matter.