All courses / AI Leader / Module 7 / Chapter 32
Learning objectives
After the lesson the participant can:
- Explain the conclusions drawn for Nordvik Region and for Hansa Mutual and what stayed open in each.
- Assign decisions to the body that owns them and state why each belongs there.
- Design measures with an owner, an independent evidence owner, a method, a baseline and an evidence-age rule.
- Draft a twelve-month plan that closes expired claims first and states its costs and risks.
Key concepts
- Close what has expired first
- The rule that runs through both plans: re-measure, re-read and re-run what has lapsed before opening anything new. The likeliest finding at month 12 is a claim that nobody re-measured, and the remedy is the calendar in the plans, not further measures.
- Ceilings stay where they are
- Neither plan raises a ceiling, because nothing in the year's records meets the written conditions for a higher level. At Nordvik the cost of waiting is staff time; the cost of moving without evidence is a second briefing incident in a paper a council votes on.
- Hardest test
- Nordvik, answering to a council and the public, finds Explain hardest: reasons in plain words, reconstructed from the record. Hansa, with two Mode 5 agents acting within mandates, finds Reach hardest: stop paths that are real and that drift.
- Nine measures
- K1 to K9 test the book's claims locally: answerability tests, current delegation profiles, seeded-error catch rates, claims shown with method and date, span and coaching, agreements covering systems that affect staff, drill times, unaided explanations, and exit tests. Each has an evidence owner who does not own the system measured.
- Records as theatre
- A plan with owners, dates and a calendar creates the appearance of control, which is what the AI-theatre board and the green dashboard describe. The protections are a partner who reads first views, a count of open items in each pack and drills with the assistants off.
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
Whose decision is it at Nordvik Region
Sort each item of the plan by the body or office to which the chapter's table assigns it.
Interactive exercise 2 · Scenario
A new percentage for the dashboard
Apply the chapter's conclusions for Hansa Mutual.
Teaching plan
| 20 min | Lecture on what the year established and what stayed open in each organisation, and on the four conclusions for each, including Hansa's choice to keep the decision against a chief AI officer and test whether it holds. |
| 15 min | Sorting task: participants receive the fourteen decisions from the two tables and assign each to its body, then compare with the chapter's reasons. |
| 20 min | The teacher walks through the nine measures and the three readings possible at month 12; participants pick two measures and name who the independent evidence owner would be in their organisation. |
| 40 min | Exercise: write a twelve-month plan with measures, owners and risks. |
| 10 min | Quiz and a closing round on the one cost in each participant's plan that nobody has yet agreed to carry. |
Discussion
- Nordvik's management group assistants have a profile, a specification, a union agreement and a drill, while the assistant used by 3,200 employees has a decision record and an 18-month-old figure. Why does governance effort so often land where use is narrowest?
- Hansa is advised to set no new adoption percentage until it has measured value. What pressure would your executive team face in holding that line for a year?
- One listed risk is that the plan itself costs more than it returns. How would you decide which measure to drop, and who should have a say?
Written exercise
Exercise · 40 minutes
A twelve-month plan with measures and owners
Write a twelve-month plan for your own area in the form of LDR-NR-2030-0032. Start with the rule and a first quarter that closes what has expired: list each lapsed or open claim, who re-measures it and by when. For the following quarters add at most three new steps the records support. State the Level 4 check. Then choose four of the measures K1 to K9 and give each an owner, an evidence owner independent of the system measured, the method, the baseline with its date, the evidence-age rule and a proposal for month 12. List which decisions belong to which body. Add three risks, each with an early signal, a watcher who is not the owner of the work and a response, and state the costs the plan carries.
Deliverable: A twelve-month plan of two pages with a closing first quarter, four measures with independent evidence owners, decisions by body, three risks and stated costs.
Self-test
Choose an answer to see whether it is right, or open the answer below each question.
What does the chapter identify as Nordvik Region's largest unexamined exposure?
Show the answer
B. The staff assistant used by about 3,200 employees, which is outside the union agreement
The management group's assistants are well governed, while the staff assistant carries most of the effects on people and has only a decision record and an adoption figure 18 months old. The plan brings it into the agreement in the second quarter.Which requirement applies to the evidence owner of each of the nine measures?
Show the answer
C. The evidence owner must not be the owner of the system measured
Each measure has an owner, a method, an evidence-age rule and an evidence owner independent of the system measured, for example the controller instead of the CIO for the adoption figure at Nordvik.What does the chapter say is the weakest reading of a measure at month 12?
Show the answer
D. A measure that cannot be read because its evidence has expired
Improvement supports the claims locally, no change raises questions about the work or the instrument, and worsening teaches something. A measure whose evidence has expired says nothing, and it is the likeliest finding.