15-Session Programme · 25 Minutes Per Day · Free · For leaders in Nigeria’s power and energy sector
WEEK 3 OF 3 · VALUE, GOVERNANCE AND EXECUTION · SESSIONS 11–15 · WORK AT YOUR OWN PACE
Chapters 8 to 13 · ValueSESSION 11
Measuring Value
Why This Matters
Every proposal that reaches your desk ends with a number, and many of those numbers are larger than the evidence behind them. This session is about the distance between a model improving its score and your company improving its result. Chapter 10 asks for a chain: an output, a completed action, a verified outcome, and then a judgement by finance about which part has economic value. It also shows you how to read published sector figures without borrowing their credit. By the end you will hold a value statement that finance could sign.
25-Minute Module
0:00 – 5:00
Connect the output to a business result
- Outputs may arrive late, users may lack capacity to act, or the loss may be unrecoverable. So measurement follows a chain: output, completed action, verified outcome. Then finance decides which part has economic value.
- Define the primary outcome before deployment: unit, population, period and source. A recommendation generated or an alert opened describes use. A corrected account, an accepted intervention or an attributable receipt describes a result. Neither should be confused with an avoided event that has not been established.
- THE DOCTRINE
A model can improve its technical score without improving the business. Technical performance and realised economic value are separate assessments.
- Use the same perimeter for costs and benefits, and show benefits to customers separately from your company's return.
If a proposal cannot name the unit, population, period and source of its outcome, it has not yet defined one.
5:00 – 11:00
Work from published numbers without claiming causation
- Chapter 10 uses NERC's Second Quarter 2026 Report, Table 7, whose reporting period is April to June 2026, beside the first quarter. The book is explicit: these figures describe sector aggregates, not an AI pilot.
NERC Q2 2026 Report, Table 7 Q1 2026 Q2 2026 Chapter 10 arithmetic (recomputed) Revenue billed, ₦ billion 756.93 744.67 Down ₦12.26 billion Revenue collected, ₦ billion 597.56 603.64 Up ₦6.08 billion Collection efficiency, percent 78.95 81.06 603.64 ÷ 744.67 × 100 ≈ 81.06 - Collections increased by ₦6.08 billion while billing decreased by ₦12.26 billion, which is why the book examines amounts and ratios together. The arithmetic establishes a change in reported amounts and a ratio. It does not establish that particular customer groups paid more, that arrears were resolved, or that a management programme caused the change. Appendix C adds that the Chapter 10 arithmetic is the author's calculation, not evidence of an AI effect.
- THE DOCTRINE
A favourable aggregate should not be converted into a project success claim.
When anyone quotes a sector improvement in a business case, ask which of your own transactions it describes.
11:00 – 16:00
Understand the combined loss measure
- The plain idea first. Value is lost in billing, then in collecting what was billed. The second loss falls only on what survived the first, as a tap can only leak water that reached it through the pipe. So the stages multiply; they do not add.
- That is the ATC&C loss (Aggregate Technical, Commercial and Collection): in the report's treatment, one minus the product of the two efficiencies as fractions, as a percentage. Q2 2026 billing efficiency was 78.67 percent (Figure 1.2, from sections 2.3.3 to 2.3.5 of the same report) and collection efficiency 81.06 percent:
- 100 × [1 − (0.7867 × 0.8106)] = 100 × (1 − 0.6377), approximately 36.23 percent, as reported for Q2. As a check of the reported figure only (our arithmetic; the book shows the Q2 calculation), Figure 1.2's Q1 values give 100 × [1 − (0.7924 × 0.7895)], approximately 37.44 percent, consistent with the reported Q1 ATC&C loss.
- Do not add the components as simple loss percentages. And examine energy and revenue definitions separately: a revenue-billing ratio is not automatically a physical measurement of network technical loss.
- ON THE PLANT AND NETWORK · THE WORKED CASE
- Plant and network. A fictional distribution company's service flags a suspected meter defect. Preserve the investigation and correction evidence before counting benefit. The alert is activity; a verified finding is the outcome.
- An asset that did not fail after an alert does not prove the alert prevented failure.
IN THE COMMERCIAL CHAIN · THE PARALLEL- Commercial chain. If the service corrects account mappings, show the corrected records, lawful billing treatment and attributable receipts. If it improves collection prioritisation, compare payments with receipts that would have arrived anyway. The same loop seen twice: name the mechanism, then evidence it.
Ask which stage your decision touches, billing or collection, before anyone mentions the combined figure.
16:00 – 21:00
Recognise cash and capacity, then build the assessment
- A billing adjustment is not cash collected. A payment that settles an existing recognised receivable is not necessarily new income. Moving value between accounts is not an economic benefit. The finance owner decides the treatment.
- Attributable additional cash is cash you would not otherwise have received, measured against a defensible comparison (the counterfactual: what would have happened anyway), net of the additional cost of achieving it. Accelerating a receipt differs from increasing the amount recovered.
Benefit claim Required company inputs Important deduction or limitation Additional collections Reconciled receipts, balances and comparison Refunds, field costs and payments expected anyway Additional generation contribution Feasible extra settled energy and contribution per unit Fuel, dispatch, network and contract constraints Avoided maintenance cost Engineering evidence, exposure and treatment cost Uncertain counterfactual and overlapping benefits Lower administrative expenditure Verified work change and actual cost avoided Time saved without lower expenditure is capacity Earlier project contribution Accepted completion and attributable timing change Commissioning, finance and commercial dependencies - Check for double counting: the same account correction should not appear independently as billing recovery, collection recovery and working-capital release without explaining the relationship.
- Build an input register: each input's source, owner, date, unit and status (measured, contracted or estimated). Separate preparation, implementation and operation costs. Finance approves the discount rate and conventions for any net present value; the book supplies no invented cost, rate or payback promise.
- THE DOCTRINE
Leave unsupported cells unresolved rather than fill them with numbers chosen to produce an attractive payback. Do not annualise a short intervention automatically.
A single valuation is the consequence of its assumptions, not independent evidence that they are correct.
21:00 – 25:00
Give the committee a finance-signed result
- The final statement shows baseline, observed result, comparison, attribution, costs and uncertainty. Operations signs the work and outcome evidence; finance the economic treatment; the model owner reports technical performance; control owners report incidents and limitations. The committee then decides to scale, repair, stop or investigate further.
- THE DOCTRINE
A financial gain cannot excuse failure of an essential legal or safety control. Financial discipline means describing the investment honestly, including the reason for making it.
- Write down the mechanism your decision would change and the benefit you would be tempted to count twice. Today's assignment produces Section 11.
If finance would not sign it, it is not yet a result.
Key Terms
ATC&C loss
In the NERC report's treatment, one minus the product of billing and collection efficiency, as a percentage; not automatically a direct physical measurement of network technical loss.
Attributable additional cash
Cash not otherwise received, against a defensible comparison and net of the cost of achieving it.
Input register
Each assessment input with source, owner, date, unit and status: measured, contracted or estimated.
Capacity release
Time or effort freed by a change; a cash saving only where expenditure is actually avoided.
Self-Check — Before You Submit
1. A supplier cites the reported rise in collection efficiency from 78.95 percent (Q1 2026) to 81.06 percent (Q2 2026) as proof its tool works. What is the right response?
- A. Accept it, because the figures are NERC's
- B. Reject it as evidence of the tool's effect; the company needs its own baseline, comparison and finance-signed attribution
- C. Accept half of the improvement as a prudent estimate
- D. Annualise the improvement and discount it
B. Reject it as evidence of the tool's effect; the company needs its own baseline, comparison and finance-signed attribution — These figures describe sector aggregates and do not establish what caused the change. Accepting half sounds prudent but still turns an aggregate into a project claim.
2. How does the report's treatment derive ATC&C loss?
- A. By adding the billing and collection shortfalls
- B. By averaging the two efficiencies
- C. One minus the product of the two efficiencies as fractions, as a percentage
- D. Collection efficiency minus billing efficiency
C. One minus the product of the two efficiencies as fractions, as a percentage — The stages multiply: 100 × [1 − (0.7867 × 0.8106)] ≈ 36.23 percent for Q2 2026. Adding the shortfalls is the tempting error the book warns against.
3. A fictional mini-grid operator values every staff hour saved at salary rates, though payroll will not change. How should those hours be treated?
- A. As capacity released, not a cash saving, unless expenditure is avoided
- B. As a cash saving at full salary rate
- C. As a cash saving at half the salary rate
- D. As additional collections
A. As capacity released, not a cash saving, unless expenditure is avoided — Chapter 10 says valuing every saved hour at a salary rate can overstate return when payroll is unchanged and no additional productive use has been established. A discounted rate is still a cash claim with no mechanism behind it.
Today’s Assignment
Write Section 11 of your plan: connect your decision to a business result, name the mechanism that would change, build the input register and state how cash, capacity and double counting are treated so that your finance owner could sign it.
- State the primary outcome for your company's decision with unit, population, period and source, and list the activity measures you will not treat as results.
- Name the mechanism that would change: which records, actions, receipts, settled energy or completed work. If it touches billing or collection, say which stage.
- Build the input register: every input with source, owner, date, unit and status. Leave unsupported cells visibly unresolved, and separate preparation, implementation and operation costs.
- State the treatment of attributable cash and its comparison, which benefits are capacity rather than cash, and where one benefit could be counted twice.
- Say who signs what by role, and name the last value claim your company made that finance could not have signed. If no AI is in use, work from the decision in front of you.
YOUR 90-DAY PLAN
Section 11 — The business result, the mechanism, the input register and a finance-signed treatment of value.
How this is marked — the rubric
| Defines the primary outcome with unit, population, period and source, separate from activity measures | 25 |
| Names the mechanism that would change and links it to evidence, without claiming a sector aggregate as company value | 20 |
| Builds an input register with source, owner, date, unit and status, leaving unsupported cells unresolved | 25 |
| States the treatment of cash, capacity and double counting, and the sign-off by role, so that finance could sign | 30 |
| Total · pass mark 70 | 100 |
Submitting session 11
Write your answer in Word or Google Docs. The first line must read
Write your answer in Word or Google Docs. The first line must read
Session: 11, or the submission is refused. Upload the Word file (.docx), or switch to the Google Doc tab and paste your document’s share link.Marked against the rubric above and returned as a written letter, saved to your progress page. Do not submit until you have passed the self-check above.Capabilities Covered
Value measurementReading published figuresCombined loss arithmeticCash recognitionFinancial assessmentFinance sign-off
Chapters 8 to 13 · GovernanceSESSION 12
Governance, Risk and Responsible AI
Why This Matters
Governance is often written as a policy that nobody uses. Chapter 11 asks for something more practical: govern the consequence of the decision. A meeting summary, a customer-treatment recommendation and a maintenance priority on critical equipment carry different consequences and need different controls. This session shows you how to use recognised guidance with the status it actually has, protect customers and personal information, keep analytical services inside approved control boundaries, and practise response before you need it. Your board will ask what happens when the service is wrong. Today you write that answer for your own decision.
25-Minute Module
0:00 – 5:00
Govern the consequence, not the technology
- Control should follow the action a service can influence. Identify the consequence first, then decide who reviews the model and who may use it. This is the Value-versus-Risk Map applied to control.
- Keep an inventory of deployed services: intended use, business owner, version, source records, authorised users and supported decisions, including externally hosted tools staff use for company work.
- THE DOCTRINE
Where a service can technically do more than its approval permits, restrict the interface or access. Relying entirely on users to remember a paragraph in a charter weakens the control.
- State prohibited uses and the fallback process. Figure 11.1 is the author's control framework, informed by NIST AI RMF; the book is clear it is not a Nigerian regulatory certification.
If you cannot list every AI tool your staff use for company work, the inventory is your first control.
5:00 – 10:00
Use recognised guidance with its proper status
- The NIST AI Risk Management Framework 1.0, published in 2023, organises its core around Govern, Map, Measure and Manage. It is voluntary guidance. It can help structure ownership, evaluation and control; it does not replace Nigerian electricity requirements or engineering responsibilities.
- ISO/IEC 42001:2023 is an AI management-system standard. Referencing it does not prove a model accurate, a decision safe or a deployment compliant with every local obligation.
- NIST SP 800-82 Revision 3, published in 2023, provides guidance on operational technology (OT) security. The book's recommendations: preserve approved control boundaries, limit interfaces, and assess availability as well as confidentiality.
- Convert guidance into controls for the actual use. Customer analytics may need lawful processing, investigation evidence and an accessible challenge process; asset analysis, approved engineering thresholds and limits on operational integration. Specify the control, owner and evidence.
A standard's name on a proposal is not a control. Ask which control, which owner and which evidence.
10:00 – 16:00
Protect customers, and keep the control boundary
- The Nigeria Data Protection Act 2023, section 37, addresses decisions based solely on automated processing with legal or similarly significant effects, with stated exceptions and safeguards including human intervention, expressing the person's view and contesting the decision. Obtain an applicable legal assessment before designing consequential customer automation.
- For each use, record purpose, lawful basis, required information and access, and assess whether a data protection impact assessment is needed. Internal approval does not itself establish a lawful basis. Minimise what is submitted, then test whether remaining fields still identify a person.
- THE DOCTRINE
Re-running the same model on the same incorrect information is not meaningful human review. The reviewer needs authority and enough evidence to reconsider the action.
- ON THE PLANT AND NETWORK · THE WORKED CASE
- Plant and network. A fictional generation company proposes linking an asset-analysis service to its control systems. An analytical service should not gain authority to switch equipment, change protection settings or override safety interlocks through an unexamined integration.
- That needs qualified engineering assessment, security review and relevant approval. A language model's fluent answer is particularly unsuitable as evidence that an operating instruction is valid.
IN THE COMMERCIAL CHAIN · THE PARALLEL- Commercial chain. A fictional distribution company's account score points to an alleged irregularity. Before adverse treatment, establish the account record, applicable duty and authorised process.
- Name who handles a challenge and how a correction reaches the source record. One principle on both sides: the output is evidence for a qualified decision, not the decision.
An anomaly is a question to investigate, never a verdict on a customer.
16:00 – 21:00
Validate release, monitor change, practise remedy
Risk Control to demonstrate Evidence retained Incorrect consequential output Qualified review and verified source evidence Decision, reviewer and reason Unfair customer treatment Investigation and accessible challenge Findings, corrections and review outcome Unauthorised disclosure Purpose-based permissions and approved processing Access rules and relevant records Stale or degraded output Freshness checks and monitored performance Alerts, changes and suspension decisions Unsafe operating influence Engineering boundaries and approved interfaces Architecture, tests and approvals Uncontrolled change Versioned release and regression review Change record and acceptance evidence - Validation should be proportionate to consequence and independent enough to challenge the team. Name who may accept residual risk. Monitor outcomes, errors, overrides and incidents, not only technical scores. Proprietary design does not transfer the operator's accountability to the supplier.
- Test failure routes: the feed stops, inputs go stale, permissions change. Then run a tabletop exercise, a rehearsal with no live hazard: stale inputs, an incorrect account match, an unauthorised disclosure. Repair weaknesses before wider deployment.
- Review unequal errors and access to remedy. Location, supply conditions or account history can reflect differences in infrastructure and record quality. Resolving one complaint while leaving a recurring mapping defect can reproduce the problem elsewhere.
The best time to decide who can suspend the service is before anyone wants to.
21:00 – 25:00
Write the governance section
- An incident procedure names who can suspend the service, preserve evidence and notify relevant owners. Those responsibilities should not be improvised during an incident affecting customers or equipment.
- THE DOCTRINE
Give the board a plain account of material errors, controls, unresolved limitations and corrective decisions. Assess actual practice rather than rely on a fairness label.
- Before you close the laptop, write down the worst plausible consequence of your decision's output being wrong, and who could suspend the service today. Today's assignment produces Section 12 of your plan.
Governance you have practised is worth more than governance you have printed.
Key Terms
Service inventory
A record of each deployed service: intended use, owner, version, sources, authorised users and supported decisions, including externally hosted tools.
Solely automated decision
A decision based solely on automated processing with legal or similarly significant effects, addressed by section 37 of the Nigeria Data Protection Act 2023.
Control boundary
The approved limit on what an analytical service may influence, enforced in permissions and interfaces.
Tabletop exercise
An exercise that tests incident response without creating a live hazard: what staff would know, what evidence they would preserve and how they would return to the approved process.
Self-Check — Before You Submit
1. How does the book describe the NIST AI Risk Management Framework 1.0?
- A. A mandatory Nigerian electricity requirement
- B. A certification that a model is accurate
- C. Voluntary guidance organised around Govern, Map, Measure and Manage
- D. A replacement for engineering approvals
C. Voluntary guidance organised around Govern, Map, Measure and Manage — The book calls it voluntary guidance that helps structure ownership and control. It does not replace electricity requirements or engineering responsibilities, so treating it as a certification overstates it.
2. A supplier tells a fictional distribution company that its tool references ISO/IEC 42001:2023, so its scores can trigger adverse customer treatment without review. What should the executive do?
- A. Establish the account record, duty and authorised process first, obtain a legal assessment on section 37, and keep a reviewer with authority to reconsider
- B. Accept it, because the standard is referenced
- C. Accept it if the accuracy figure is high
- D. Allow it, provided customers can complain afterwards
A. Establish the account record, duty and authorised process first, obtain a legal assessment on section 37, and keep a reviewer with authority to reconsider — Referencing a management-system standard proves neither accuracy nor lawfulness. A complaints route after the fact is not the qualified review the chapter requires before adverse treatment.
3. Which counts as meaningful human review?
- A. Re-running the model on the same records
- B. Signing off recommendations without access to the source evidence
- C. Reading the model's explanation aloud
- D. A reviewer with authority and enough evidence to reconsider and choose another course
D. A reviewer with authority and enough evidence to reconsider and choose another course — Re-running the same model on the same incorrect information is not meaningful review. A sign-off without evidence looks like control, but Chapter 0 says approval is meaningful only when the reviewer can inspect evidence, challenge the recommendation and choose another course.
Today’s Assignment
Write Section 12 of your plan: how your company governs the consequence of the decision you have carried since Session 1.
- State the consequence if your decision's output is wrong, the prohibited uses and the fallback process.
- Name the guidance that applies with its status as the book gives it, and convert it into specific controls, each with an owner and evidence.
- Explain how customers and personal information are protected: purpose, lawful basis, minimisation, whether a data protection impact assessment is needed, whether section 37 may be engaged, and who gives the legal assessment.
- Define the control boundary and how it is enforced in permissions and interfaces; set release validation, monitoring and who can suspend.
- Describe one tabletop exercise you will run. Be honest about where your company today relies on people remembering a rule rather than a control. If no AI is in use, govern the proposal in front of you.
YOUR 90-DAY PLAN
Section 12 — Governing the consequence: guidance, customers, control boundary, release and remedy.
How this is marked — the rubric
| Identifies the consequence of a wrong output, the prohibited uses and the fallback process | 20 |
| Names applicable guidance with its correct status and converts it into controls with owners and evidence | 25 |
| Protects customers and personal information, including a challenge route and the legal assessment owner by role | 25 |
| Sets the control boundary, release validation, monitoring, suspension authority and a planned tabletop exercise | 30 |
| Total · pass mark 70 | 100 |
Submitting session 12
Write your answer in Word or Google Docs. The first line must read
Write your answer in Word or Google Docs. The first line must read
Session: 12, or the submission is refused. Upload the Word file (.docx), or switch to the Google Doc tab and paste your document’s share link.Marked against the rubric above and returned as a written letter, saved to your progress page. Do not submit until you have passed the self-check above.Capabilities Covered
Consequence-based governanceGuidance statusCustomer protectionControl boundariesRelease and monitoringIncident response
Chapters 8 to 13 · ExecutionSESSION 13
The Operator Desk Execution Layer
Why This Matters
Analysis that does not reach work changes nothing. Chapter 12 proposes an operator desk: not a product or a room, but a coordination method that gives every recommendation a working home, an owner, a decision record and a verified closure. It may live inside your existing maintenance, customer-service or document-control systems. This session covers the decision record, a workable operating rhythm, a regulatory evidence register, field records that arrive late, and learning from outcomes without circular evidence. It is where the Operating-Intelligence Loop either closes or quietly stops. At the end, Pop Quiz 3 opens.
25-Minute Module
0:00 – 5:00
Give the recommendation a working home
- The operator desk is a proposed coordination method, not a claim that a named Nigerian company has deployed a particular product. It is where evidence requiring action is organised, assigned, reviewed and closed, and it may sit inside existing systems.
- A model supplies an estimate or alert. The desk presents the evidence, the decision required and the owner. The responsible person approves, rejects or requests clarification. The action is recorded in the system controlling the work, and the outcome returns to review. The existing work-control system remains authoritative.
- THE DOCTRINE
Begin with the approved decision and exception queue. A desk collecting every available alert can overwhelm users.
- Set priority from consequence, urgency and response capacity, and keep routine reporting separate from exceptions.
A desk that shows everything shows nothing. Start with the exceptions one owner must decide.
5:00 – 11:00
Keep a decision record
- Preserve the recommendation and evidence shown at the decision time. If the underlying record is corrected later, retain the earlier version; otherwise a later audit may examine evidence the user never saw.
Record field Purpose Authoritative evidence Case and source identifier Connect analysis to the event Source-system record or approved document Owner and due date Make responsibility visible Assignment and agreed action Recommendation version Preserve what the user saw Timestamped output and inputs Decision and reason Explain approval, challenge or override Accountable review record Work reference Connect approval to execution Work order, account action or filing Verified outcome Establish closure and later evaluation Accepted work or reconciled result - Record the reason for a material override. A request for more evidence needs an owner and due date. When no action is taken, say whether evidence was insufficient, risk was accepted or another intervention took priority.
- THE DOCTRINE
Closure needs verification appropriate to the task. Marking an output viewed or a task complete does not establish these outcomes.
- Limit personal information to what is needed to explain and review the case; the desk should not become an uncontrolled duplicate of records held elsewhere.
Ask of every closed case what proves it is closed, and who accepted that proof.
11:00 – 16:00
Set a rhythm and keep the regulatory register
- A short review begins with decisions required, overdue work and high-consequence exceptions. Urgent operating matters keep their route within existing authorised procedures; a committee is unsuitable for decisions requiring immediate qualified action.
- The queue should show capacity. If crews or engineers are unavailable, record the constraint rather than imply all work will be done, so management can tell an analytical weakness from a delivery dependency. A meeting transcript or generated summary can support the record, but should not be mistaken for approval of work that requires a separate authorised decision.
- In the regulatory evidence register, record for each obligation the entity or site, jurisdiction, source document, owner and due date, with review history. Where requirements differ by state or licence, keep applicability in the record, not in someone's memory. Keep effective dates and supersession clear.
- A document assistant may flag a possible deadline; the accountable reviewer verifies source, interpretation and applicability. Close a filing only when submission and acceptance evidence is present. Drafting a return differs from submitting it.
A register that lives in one person's head is a dependency, not a register.
16:00 – 21:00
Late field records and circular evidence
- An event time and the time its record reaches the office may differ. Preserve both. Never imply an action occurred earlier than the evidence shows.
- ON THE PLANT AND NETWORK · THE WORKED CASE
- Plant and network. A fictional transmission maintenance team uploads its records days late. If users need offline information, establish what can be held locally, who may access it and how reconciliation works.
- A delayed upload should not create a second work order or count a completed action twice. A photograph may support an inspection but not establish identity, timing or acceptance by itself.
IN THE COMMERCIAL CHAIN · THE PARALLEL- Commercial chain. A case reopened after a dispute stays visible with its earlier decision; counting repeated closures as separate successes misrepresents resolution.
- Your Session 11 value statement depends on this: competing closure records can undermine both operations and measurement. The same loop, seen from the money.
- Circular evidence, plainly: cases selected by the model may receive more inspection than cases it did not select. Their findings reflect both the underlying conditions and the selection process, and the model owner must account for that before reuse in evaluation or training.
- THE DOCTRINE
Retraining is not an adequate response to every difficulty. A source correction, changed workflow or restored operating capacity may be the relevant intervention.
- When backlog grows, find the cause before adding alerts: useful work beyond capacity, or low-value cases. They call for different decisions: more resources, a revised priority rule or a changed model.
Ask whether your findings would look the same if the model had chosen different cases.
21:00 – 25:00
Write Section 13, then sit Pop Quiz 3
- Before you close the laptop, name the system that would be authoritative for closing your decision's cases, and one place where a closure could currently be counted twice.
- Today's assignment produces Section 13 of your plan.
- Pop Quiz 3 opens now: five questions on Sessions 11 to 13, closed book. Sit it before Session 14.
The desk is not where the work happens. It is where you can prove that it happened.
Key Terms
Operator desk
The author's proposed coordination method where evidence requiring action is organised, assigned, reviewed and closed, with the work-control system authoritative.
Decision record
Case identifier, owner, recommendation version, decision and reason, work reference and verified outcome, preserved as at the decision time.
Regulatory evidence register
Each obligation with entity or site, jurisdiction, source document, owner, due date, review history and effective dates.
Circular evidence
Findings shaped by the model's own choice of cases, reflecting the selection process as well as the underlying conditions.
Self-Check — Before You Submit
1. A crew uploads inspection records three days after the work. How should the desk record time?
- A. Use the upload time only
- B. Backdate everything to the recommendation time
- C. Preserve both event time and the time the record arrived, never implying the action was earlier than the evidence shows
- D. Discard late records
C. Preserve both event time and the time the record arrived, never implying the action was earlier than the evidence shows — Chapter 12 says preserve both times. Backdating looks tidy but can credit work to a recommendation that arrived later.
2. The desk backlog in a fictional distribution company has grown steadily since go-live. The supplier proposes more alerts. What should the executive ask for first?
- A. The cause: useful work beyond capacity or low-value cases, so management can choose resources, a revised priority rule or a changed model
- B. More alerts, for coverage
- C. Immediate retraining
- D. Closing the oldest cases as complete
A. The cause: useful work beyond capacity or low-value cases, so management can choose resources, a revised priority rule or a changed model — The book says identify the cause before adding alerts. Retraining sounds decisive but is not an adequate response to every difficulty.
3. When may a regulatory filing be marked closed in the register?
- A. When the return is drafted
- B. When a generated summary confirms compliance
- C. When the due date passes
- D. When the required submission and acceptance evidence is present
D. When the required submission and acceptance evidence is present — Drafting differs from submitting. A generated summary should not silently replace the legal text, and the accountable reviewer verifies source, interpretation and applicability.
Today’s Assignment
Write Section 13 of your plan: give your decision's recommendations a working home in your company, with a decision record, an operating rhythm and a regulatory evidence register.
- Name the working home, the authoritative system and the exception queue, with priority set from consequence, urgency and capacity.
- Specify the decision record fields and what verified closure means for your decision.
- Set the operating rhythm: what the short review covers, how urgent matters keep their authorised route, and how capacity constraints are recorded.
- Draft the regulatory register entries for your decision: entity or site, jurisdiction, source, owner and due date. Mark any obligation you have not verified for legal or compliance review.
- Explain how late field records are handled and learning fed back without circular evidence. Be candid about where your company today marks work complete without verifying it. If no AI is in use, apply this to the current method.
YOUR 90-DAY PLAN
Section 13 — The working home, decision record, operating rhythm and regulatory evidence register.
How this is marked — the rubric
| Names a working home, the authoritative system and an exception queue prioritised by consequence, urgency and capacity | 25 |
| Defines a decision record with verified closure appropriate to the task | 25 |
| Sets an operating rhythm and a regulatory evidence register with jurisdiction, source, owner and due date | 25 |
| Plans for late field records and feeds learning back without circular evidence or double counting | 25 |
| Total · pass mark 70 | 100 |
Submitting session 13
Write your answer in Word or Google Docs. The first line must read
Write your answer in Word or Google Docs. The first line must read
Session: 13, or the submission is refused. Upload the Word file (.docx), or switch to the Google Doc tab and paste your document’s share link.Marked against the rubric above and returned as a written letter, saved to your progress page. Do not submit until you have passed the self-check above.ASSESSMENT NOW OPEN
Pop Quiz 3 — Value, Governance and Execution opens now. Sit it before you start the next session — it is how you find out whether the doctrine landed, and the practice papers may be resat as often as you like.
Sit Pop Quiz 3 →Closed book, no notes, and Coach Ritchie switches himself off while you sit it.Capabilities Covered
Execution designDecision recordsOperating rhythmRegulatory evidenceField reconciliationLearning without circularity
Chapters 8 to 13 · The PlanSESSION 14
The 90-Day AI Readiness Plan
Why This Matters
Thirteen sections now describe one decision from every side. Chapter 13 turns them into a sequence: ninety days, three stages, and a review at the end of each that must take a real decision. The book is careful about what this is. It is a proposed management sequence, not a regulatory timetable, and not a promise that every company can prove financial benefit within a quarter. Progress depends on evidence and approvals, not elapsed time. Today you draft the ninety days for your own decision, stage by stage, with what each review must see. At the end, Practice Exam 3 opens.
25-Minute Module
0:00 – 5:00
A planning horizon with decisions at each stage
- The plan creates a route from a defined question to evidence and an investment decision. The time needed for engineering approval, procurement or observation can extend beyond it.
- THE DOCTRINE
The ninety-day plan is not a regulatory timetable or a promise that every company can prove financial benefit within a quarter. Progress depends on evidence and approvals, not elapsed time alone.
- The executive sponsor appoints an operating owner and confirms a cost ceiling, and protects time for those supplying records, reviewing controls and acting on the service. Without that, a plan can consume the quarter in coordination.
Period Main work Evidence for review Decision Days 1 to 30 Define the decision, baseline and boundaries Charter, source register, owners and critical gaps Fund evaluation, repair or select another candidate Days 31 to 60 Evaluate and test workflow in shadow use Performance, workload, controls and fallback Approve bounded live use or retest Days 61 to 90 Observe authorised work and prepare handover Outcomes, attribution, costs, incidents and support Stop, investigate further or scale with conditions
Write the cost ceiling before day one, while nobody yet has a reason to raise it.
5:00 – 11:00
Days 1 to 30: establish the decision and foundations
- Document how your decision works today. Observe a complete transaction or work cycle: information used, authority, alternatives, response capacity and how the outcome is verified. State what the intervention can change and what lies outside its influence.
- Prepare the baseline and source register. If the baseline cannot yet be established, make that gap the first deliverable rather than invent a starting value. Finance and the operating owner agree definitions before the result is observed.
- Assess identity, time, units, labels and access. Assign repairs with owners and dates, separating this decision's repairs from a broader corporate data programme. Map engineering, customer, security and privacy boundaries, prohibited actions and fallback. Agree evaluation against the current approach and a simpler alternative, and choose buy, build, combine or wait.
- The first review asks whether the decision is understood well enough to fund the next stage. Progress is resolved questions and usable records, not the number of workshops completed.
A missing baseline written down honestly on day twenty is worth more than an invented one.
11:00 – 17:00
Days 31 to 60: evaluate the service and workflow
- Test on agreed records with preparation and exclusions documented. Report errors and comparisons, including where the simpler method is adequate.
- Build the minimum interface for shadow use, the stage before live use is permitted, where Chapter 0 uses shadow operation to examine timing, workload and controls. Then observe workload: cases arriving, cases reviewable, dependencies preventing response. A queue beyond capacity may mean a different threshold or narrower scope.
- ON THE PLANT AND NETWORK · THE WORKED CASE
- Plant and network. For an asset task, interrupt the analytical feed under controlled arrangements, examine stale inputs and verify that controls prevent prohibited operating influence.
IN THE COMMERCIAL CHAIN · THE PARALLEL- Commercial chain. For customer analytics, test whether a wrong account match can be challenged and corrected. Both halves feed one question at the second review: is a bounded live stage justified?
- Train staff on the workflow they will use, including incorrect recommendations, overrides and escalation, with named deputies. The receiving manager judges whether normal resources can sustain the service after the project team withdraws.
- THE DOCTRINE
Technical usefulness alone may be insufficient if controls or response capacity are unresolved. Approve only the permitted use and conditions supported by the evidence.
Shadow use is where you learn what the queue really looks like. Do not skip it to save a month.
17:00 – 21:00
Days 61 to 90: observe authorised use and decide
- Where approved, collect evidence of recommendations, completed actions, outcomes, costs and incidents. Do not combine a revised scope with the original evaluation as if nothing changed. Finance begins attribution and reconciliation.
- Examine alternative explanations: changed supply, staffing, policies or project conditions. An improved primary metric does not establish acceptability if a protective condition failed. Prepare the receiving arrangement before proposing scale: support, monitoring, budgets, release authority and who handles failure outside project hours.
- The final gate selects a defined outcome: stop, repair and retest, extend observation for a specific question, or scale under approved conditions.
- THE DOCTRINE
A plan has delivered value when management can make that choice on evidence, even if the choice is to avoid further spending.
Write down now the result that would make you stop. It is harder to write honestly on day eighty-five.
21:00 – 25:00
Keep the final decision reviewable
- The final paper must let a reviewer who missed the demonstrations understand the problem, action, evidence, comparison, uncertainty and conditions. Report financial treatment separately from technical performance.
- If observation was too short, say why: a rare failure exposure may need longer; a data defect may need repair rather than more observation; an unavailable response team may need an operating investment. When stopping, preserve the findings. When scaling, reassess for each plant, feeder, customer population or jurisdiction.
- Today's assignment produces Section 14. Practice Exam 3 opens now: fifteen questions across the full syllabus, Sessions 1 to 14. Sit it before Session 15.
Whatever this intervention turns out to be, the company should leave the quarter better able to examine the next one.
Key Terms
Cost ceiling
The spending limit the executive sponsor confirms when appointing the operating owner.
Shadow use
Operation before live use is permitted, used where appropriate to examine timing, workload and controls.
Review gate
The decision at the end of each stage, taken on the evidence presented rather than on elapsed time.
Receiving arrangement
The support, monitoring, budget, release authority and reviews that let the business run the service after the project team leaves.
Self-Check — Before You Submit
1. How does the book describe the 90-day plan?
- A. A regulatory timetable
- B. A guarantee of payback within a quarter
- C. A proposed management sequence in which progress depends on evidence and approvals
- D. A fixed schedule that ends at day ninety regardless of evidence
C. A proposed management sequence in which progress depends on evidence and approvals — Chapter 13 says it is neither a regulatory timetable nor a promise of benefit within a quarter. A fixed schedule confuses elapsed time with readiness.
2. At the first review of a fictional mini-grid developer's plan, the baseline cannot be reconciled. The sponsor suggests an estimate to keep to schedule. What does Chapter 13 direct?
- A. Make the missing baseline the first deliverable and decide whether to repair or choose another candidate
- B. Use the estimate with a footnote
- C. Move to shadow use and fix the baseline later
- D. Ask the supplier for a baseline from other clients
A. Make the missing baseline the first deliverable and decide whether to repair or choose another candidate — If the baseline cannot be established, the gap becomes the first deliverable. A footnoted estimate still becomes the number every later result is measured against.
3. At day eighty-eight the primary metric has improved but a protective condition has failed. What follows?
- A. Scale, because the primary metric is what the board asked for
- B. Average the two results
- C. Report the improvement and defer the failure
- D. The improvement does not establish acceptability; the limitation is stated and the final gate decides on that evidence
D. The improvement does not establish acceptability; the limitation is stated and the final gate decides on that evidence — An improved primary metric does not establish acceptability if a protective condition failed. Averaging hides exactly what the review exists to see.
Today’s Assignment
Write Section 14 of your plan: the ninety days for your company's decision, stage by stage, with the evidence each review must see and the decision it must take.
- Name the executive sponsor and operating owner by role, the cost ceiling, and whose time must be protected.
- Days 1 to 30: the work, the baseline and source register (or the gap that becomes the first deliverable), repairs with owners and dates, boundaries, and the sourcing choice from Section 10, with the first review's evidence and decision.
- Days 31 to 60: shadow use, expected workload, fallback and failure tests, training, and the second review's evidence and decision.
- Days 61 to 90: the evidence collected, alternative explanations, the receiving arrangement, and the evidence that would lead to each final-gate outcome.
- Name what in your company may take longer than ninety days and why, which commitment it is least likely to protect, and how the final decision stays reviewable. If no AI is in use, plan the ninety days for the proposal or simpler method in front of you.
YOUR 90-DAY PLAN
Section 14 — The ninety days drafted stage by stage with the evidence and decision at each review.
How this is marked — the rubric
| Names sponsor, operating owner by role and a cost ceiling, and treats the plan as a management sequence, not a promise | 20 |
| Drafts Days 1 to 30 with baseline, repairs, boundaries and the first review's evidence and decision | 25 |
| Drafts Days 31 to 60 and 61 to 90 with shadow use, workload, fallback, attribution and each review's evidence and decision | 30 |
| Keeps the final decision reviewable, with stop, repair, extend or scale conditions and realistic timing | 25 |
| Total · pass mark 70 | 100 |
Submitting session 14
Write your answer in Word or Google Docs. The first line must read
Write your answer in Word or Google Docs. The first line must read
Session: 14, or the submission is refused. Upload the Word file (.docx), or switch to the Google Doc tab and paste your document’s share link.Marked against the rubric above and returned as a written letter, saved to your progress page. Do not submit until you have passed the self-check above.ASSESSMENT NOW OPEN
Practice Exam 3 — Full Syllabus opens now. Sit it before you start the next session — it is how you find out whether the doctrine landed, and the practice papers may be resat as often as you like.
Sit Practice Exam 3 →Closed book, no notes, and Coach Ritchie switches himself off while you sit it.Capabilities Covered
Staged planningReview gatesBaseline disciplineShadow evaluationHonest stoppingReviewable decisions
CapstoneSESSION 15
The Board Review: Your Signed 90-Day AI Readiness Plan
Why This Matters
Fourteen sessions ago you named one decision that costs your company time, money or service. Since then you have defined it, located its constraint, built its evidence, priced it, chartered it, valued it, governed it, given it a working home and drafted its ninety days. Today you assemble those fourteen sections into one signed 90-Day AI Readiness Plan, self-score the Appendix B board scorecard on evidence, and ask your board for one of four decisions. Then you sit the Final Exam.
25-Minute Module
0:00 – 5:00
Establish the applicable authority
- Appendix A is an orientation for building a regulatory record, not an exhaustive schedule of Nigerian energy law. Your legal, engineering, environmental and privacy owners confirm what applies and review changes after the book's source-check date.
- Begin the register with the legal entity, activity, location and licence, then the authority, instrument, obligation, responsible officer and evidence retained. The responsible officer establishes that each obligation is correct and current.
- Following NERC's explanation of responsibilities under the Electricity Act 2023, published on 30 April 2026: Federal Ministry of Power, electricity policy and sector coordination; NERC, federal electricity regulation and matters within its retained jurisdiction; state electricity regulator, intrastate oversight where the state has assumed the relevant responsibility; NISO, system operations and electricity market operations; TCN, transmission network assets and their development and maintenance; NEMSA, electrical inspection, testing, certification and technical safety; REA, rural electrification and off-grid development programmes.
- THE DOCTRINE
Federal and state responsibilities depend on the activity and the relevant transfer of oversight. A nationwide template needs a jurisdiction field rather than a single assumed regulator.
- For mini-grids, consult NERC's Mini-Grid Regulations 2026 with the relevant state arrangements. NBET's published mandate describes bulk electricity trading and contract responsibilities; for a particular transaction, identify the operative agreement, parties and current market arrangements.
If your register has no jurisdiction field, it is assuming an answer the law may not give.
5:00 – 9:00
Interfaces beyond electricity, and evidence of compliance
- A gas-to-power project crosses other boundaries: NUPRC (upstream petroleum operations); the Nigerian Midstream and Downstream Petroleum Regulatory Authority (the starting point for midstream and downstream requirements); the Federal Ministry of Environment's Environmental Assessment Department (the route for environmental assessment information); NCDMB's Service Charter (its Nigerian Content mandate in the oil and gas industry). Counsel and the project team establish which requirements apply. The Nigeria Data Protection Act 2023 is a primary reference for personal information.
- A compliance record links an obligation to evidence: instrument version, facility or process, last review, next action and the person authorised to sign. Never turn a generated answer into a completed compliance status.
- Appendix C shows the habit to copy: each source dated, accessed on 9 October 2026 unless stated otherwise, with the applicable version retained in your evidence register because web pages and regulations change.
Date every source in your plan. An undated citation cannot be reviewed.
9:00 – 16:00
Score the ten readiness items honestly
- Appendix B is the author's management proposal; the screening score remains separate from permission to operate. Score each item 1 to 5: 1 the condition has not been established; 2 initial work exists but a material gap remains; 3 documented for the proposed intervention, with gaps assigned for resolution; 4 the evidence has been reviewed by the accountable owner; 5 also demonstrated in the intended workflow and remains supported by current records. The first two columns are Appendix B verbatim; the third is the programme's mapping, not the book's.
Readiness item Evidence the board should inspect Plan sections (programme mapping) Business loss named A bounded loss, risk, delay or inefficiency and the action expected to change it Sections 1 to 3 Value baseline defined Reconciled performance, period, definitions and finance-approved valuation method Sections 2, 9, 11 Decision owner named A named process owner with authority and capacity to implement the response Sections 1, 7 Data floor adequate Usable identities, time records, units, quality checks, access and accountable stewardship Section 6 Process redesigned An approved route from recommendation to action, exception and closure Sections 7, 13 Readiness item Evidence the board should inspect Plan sections (programme mapping) Human control calibrated Review and approval proportionate to safety, customer, financial and regulatory consequences Sections 4, 12 Privacy and cyber addressed The documented assessments, access controls, service boundaries and incident response Section 12 Model monitoring planned Error, change, drift, override and incident monitoring with owners and trigger responses Sections 12, 13 90-day proof credible A bounded evaluation whose observation period can reveal the claimed result Sections 9, 14 Scale condition defined A written decision rule covering evidence, cost, capacity, controls and unresolved risks Sections 10, 11, 14 - THE DOCTRINE
A score negotiated to make a procurement attractive is less useful than a clear account of what prevents approval.
Score as a sceptical reviewer would. A 3 you can evidence is worth more than a 5 you cannot.
16:00 – 20:00
Read the total, then apply the gates separately
- The maximum is 50, the minimum 10. The proposed screening bands are a discussion aid: 40 to 50 suggests a candidate for a bounded intervention; 30 to 39 points to foundation work before expansion; below 30 indicates substantial gaps. They are proposed bands, not scientific thresholds, and have not been validated as predictors of project success or investment return.
- Any item below 3 is a gap needing an owner and due date; three or more mean the foundations need coordinated attention. Record the evidence and reviewer behind each score.
- THE DOCTRINE
A total must never average away a material safety problem, an unresolved legal restriction, inadequate authority, an unacceptable privacy or security exposure, or an inability to recover from failure.
- ON THE PLANT AND NETWORK · THE WORKED CASE
- Plant and network. A fictional generation company scores well, but its integration could influence protection settings and the engineering assessment is incomplete. That gate stays open; the affected use does not proceed, whatever the total.
IN THE COMMERCIAL CHAIN · THE PARALLEL- Commercial chain. A fictional electricity supplier scores well, but the legal assessment of automated customer decisions is outstanding. That gate is resolved before the affected use proceeds; a high screening score cannot authorise a prohibited use.
List your open gates on the summary page above the score, not below it.
20:00 – 25:00
Assemble, sign and ask the board for a decision
- Assemble Sections 1 to 14 in order, noting in one line wherever a later session changed an earlier one.
- On top goes a one-page summary: decision, owner and authority; the ninety days; the scorecard; open gates; the decision asked.
- The board's record ends with one of four decisions: proceed within the stated boundary, repair and return, extend evidence collection, or stop, with the permitted expenditure, conditions, owner and next review. The score supports that decision; it does not make it.
- Sign and date the plan. Then sit the Final Exam: fifteen questions, three rebuilt from your own earlier mistakes, closed book, pass mark 70.
Sign only what you would be prepared to review honestly on day ninety.
Key Terms
90-Day AI Readiness Plan
Sections 1 to 14 assembled around one decision under a one-page summary, signed and dated.
Screening band
The author's proposed reading of the scorecard total: a discussion aid, not a scientific threshold.
Approval gate
A condition such as safety, legality or recovery from failure that the accountable specialists and executives must resolve, whatever the total.
Jurisdiction field
The register entry recording which authority governs an obligation for a given activity and location.
Self-Check — Before You Submit
1. A fictional mini-grid developer self-scores 42 out of 50 on the Appendix B scorecard. What does that total mean?
- A. It has passed a validated investment threshold
- B. As a discussion aid, it suggests a candidate for a bounded intervention; every approval gate must still be resolved
- C. It authorises live use
- D. It proves the 90-day proof is credible
B. As a discussion aid, it suggests a candidate for a bounded intervention; every approval gate must still be resolved — The bands are proposed, not scientific thresholds, and the score is separate from permission to operate.
2. Your plan totals 41, but the privacy owner reports an unacceptable exposure. The sponsor notes the total is in the top band. What do you ask the board for?
- A. Proceed, because the total is in the top band
- B. Average the privacy item up with the others
- C. Treat the exposure as a gate: the affected use does not proceed; ask to repair and return with owner, conditions and next review
- D. Remove the privacy item from the scorecard
C. Treat the exposure as a gate: the affected use does not proceed; ask to repair and return with owner, conditions and next review — A total must never average away an unacceptable privacy or security exposure. Proceeding on the band is the tempting error; the gate stands apart from the score.
3. Following NERC's explanation published on 30 April 2026, which institution does Appendix A list for electrical inspection, testing, certification and technical safety?
- A. NEMSA
- B. NISO
- C. REA
- D. TCN
A. NEMSA — Appendix A lists NEMSA for technical safety. NISO and TCN, easily confused with it, have different roles there.
Today’s Assignment
Assemble Sections 1 to 14 into one signed 90-Day AI Readiness Plan for your company, with a one-page summary on which your board can decide.
- Assemble all fourteen sections in order, noting in one line wherever a later session changed an earlier one.
- Write the one-page summary: the decision, its owner by role and authority, and the ninety days stage by stage with the evidence and decision at each review.
- Self-score all ten Appendix B items for your company with evidence and reviewer; say where evidence is missing. Read the total as a discussion aid and give every item below 3 an owner and due date.
- List the open approval gates with the accountable specialist for each, and the regulatory entries with jurisdiction and dated sources.
- State the decision you ask of the board (proceed within the stated boundary, repair and return, extend evidence collection, or stop) with permitted expenditure, conditions, owner and next review.
- Sign and date the plan, and name the commitment you are least confident your company will keep.
YOUR 90-DAY PLAN
The signed 90-Day AI Readiness Plan.
How this is marked — the rubric
| Sections 1 to 14 assembled, consistent, signed and dated, with a one-page summary naming decision, owner and authority | 20 |
| The ninety days stage by stage with the evidence and decision at each review | 20 |
| All ten Appendix B items self-scored with evidence and reviewer, bands treated as a discussion aid, items below 3 owned and dated | 25 |
| Open approval gates and regulatory register entries identified with jurisdiction, dated sources and accountable owners | 15 |
| One of the four board decisions requested, with permitted expenditure, conditions, owner and next review | 20 |
| Total · pass mark 70 | 100 |
Submitting session 15
Write your answer in Word or Google Docs. The first line must read
Write your answer in Word or Google Docs. The first line must read
Session: 15, or the submission is refused. Upload the Word file (.docx), or switch to the Google Doc tab and paste your document’s share link.Marked against the rubric above and returned as a written letter, saved to your progress page. Do not submit until you have passed the self-check above.FINAL EXAM
Your Final Exam is sat in this session. 15 questions, of which 3 are rebuilt from questions you got wrong on the practice papers. Sit it once your capstone is submitted.
Sit the Final Exam →Closed book, no notes, and Coach Ritchie switches himself off while you sit it.Capabilities Covered
Plan assemblyRegulatory orientationReadiness scoringApproval gatingBoard decisionSource discipline