Corporate Business Alliance

CBA-AIM · Management

Specimen paper

Twelve examination items for the CBA Certified AI-Driven Management Professional, with the answer and a rationale for every option.

Examiner’s note

These twelve items are reproduced unchanged from the CBA-AIM bank, and they are weighted as the live paper is: across the five domains, and across the three levels of demand. Four are foundational, six standard and two demanding. Every question sits in a workplace, and none can be answered from a definition. You are asked what a manager should conclude, what to do first, or what a figure actually shows. The commonest way of losing marks here is not ignorance but plausibility. You choose the option that is a sensible thing to do, more checking, more training, one more question to the supplier, when what was asked is which action reaches the cause. Read the last sentence of the stem, and answer that one.

Items

12

Domains

5

Questions in the examination

60

  1. 01AI Capabilities and LimitsFoundational

    At a UK housing association, a manager reviews generated summaries of tenant complaint files. She reports that the summaries are consistently well organised and assured in tone, and proposes that checking be concentrated on the few that read as uncertain.

    • A

      Accept it: an assured tone is a fair proxy for a well-sourced summary here.

      This is the human-drafting heuristic carried across unexamined: in a colleague's memo, an assured tone did tend to indicate a writer who had checked. It would be right only if the system varied its register according to how well supported a claim was, which is precisely what it does not do.

    • B

      Accept it in part, checking only summaries shorter than the team's norm.

      This swaps one surface cue for another and feels more rigorous because length is objective and countable. Brevity would have to correlate with thin sourcing for it to work, but a short summary of a short file is as well supported as a long one, and an invented detail lengthens the text rather than shortening it.

    • C

      Reject it, and ask the supplier to attach a confidence score to each summary.

      This gets the rejection right and the remedy wrong, which makes it the most tempting of the three. It treats a number the system generates about itself as though it were an external signal of ignorance; for it to help, the system would have to perceive the gap between what it knows and what it has asserted, and report that reliably.

    • D

      Reject it: that register appears whether or not the content is correct.

      Correct: the assured register is produced whether or not the content is right, so it cannot be used to decide what gets checked.

    Why that is the answer

    Fluency is a property of how the system writes, not of what it knows. Assured, well-organised prose arrives in the same register whether the underlying content is sound or invented, so the register carries no information about accuracy and cannot be used to allocate scarce review effort. The manager is importing a habit that worked on human drafts, where hesitancy in the writing genuinely tracked hesitancy in the writer. Review effort has to be allocated on what a wrong answer would cost and on which claims can be checked against a source, not on how the output sounds.

  2. 02AI Capabilities and LimitsStandard

    A UK housing association can generate either of two outputs from a repairs contract: a twelve-page summary, which a manager can check clause by clause against the contract, or a single recharge figure, which can only be checked by working it out again. Which is the better candidate?

    • A

      The figure, because one number takes far less of a manager's time to check.

      This confuses the size of the output with the cost of verifying it, and it is intuitive because scanning one number obviously takes seconds. It would hold only if reading the figure told the manager whether it was right; the only test actually available is to work the recharge out again, at which point the assistance has saved nothing.

    • B

      The summary, because its errors can be found by comparison not derivation.

      Correct: errors in the summary can be located by comparing it with the contract, which costs far less than re-deriving a figure.

    • C

      The summary, because prose errors are more obvious to a reader than numbers.

      Right choice, wrong reason, which is keyed as incorrect because the reasoning will not transfer to the next case. It assumes a wrong sentence reads differently from a right one; both arrive in the same confident register, and it is the availability of the contract to compare against, not the prose, that does the work.

    • D

      The figure, because a costed output carries the larger downstream exposure.

      This is a true observation pointed at the wrong conclusion. Greater exposure argues for tighter control over the figure, not for choosing it as the output you generate; for this to be the answer, exposure would have to make verification cheaper, and it does the opposite.

    Why that is the answer

    The cost of an assisted output is the cost of producing it plus the cost of checking it, and checking cost is governed by whether an error can be located without redoing the work. A twelve-page summary can be read against the contract clause by clause, so an error is found by comparison. A single recharge figure can only be tested by recalculating it, which is doing the task a second time and leaves no saving behind. Length is a poor guide because it measures reading time rather than derivation, so prefer outputs whose errors are locatable and be wary of any output that collapses a chain of reasoning into one unexplained number.

  3. 03Use Case Selection and ScopingFoundational

    An opportunity register at an Omani logistics group carries the entry 'AI for the customs clearance team, estimated saving 12%'. A reviewer wants to give one reason for sending it back. Which is the strongest?

    • A

      It names no owner, so nobody is accountable for delivering it.

      This reads the register as a governance artefact and looks for the missing accountability line, which is a sound habit in project assurance. An owner would matter if the entry were otherwise capable of being delivered; naming somebody to own an unsizeable entry gives a person responsibility for a thing that cannot be measured, refused or stopped.

    • B

      It names a team rather than a task, so it cannot be sized.

      Correct: with no task there is nothing to size, and that single defect blocks every step that would follow.

    • C

      It names a saving with no baseline, so it cannot be verified.

      This is the closest wrong answer and it identifies a real absence, but it reads the symptom rather than the cause. A baseline is a measurement of a task, so there is nothing here to take a baseline of; fix the task and this objection disappears on its own.

    • D

      It names no supplier, so procurement cannot begin the work.

      This assumes the answer will be bought and turns a scoping defect into a sourcing schedule. It would be the strongest objection only in an organisation that had already settled the task, the scope and the measure and was held up solely by procurement.

    Why that is the answer

    A use case is workable only if it has an input, an output, someone who produces it, someone who consumes it and a decision that follows. A department has none of those, so an entry written at team level cannot be sized, baselined, scoped, refused or stopped, and every later step in the process has nothing to attach itself to. When you review a register, send an entry back for the defect that blocks all the others rather than for the first gap you notice. Insist on a task, and the rest of the entry becomes arguable.

  4. 04Use Case Selection and ScopingStandard

    The operations team at Bank Sentosa Nusantara proposes automating production of a fourteen-page weekly reconciliation pack. A check of the document system shows nine of the pages have not been opened by any recipient in a year. What should be done first?

    • A

      Stop producing the nine pages, then look at what remains.

      Correct: work that nobody reads should stop rather than be produced more efficiently.

    • B

      Automate the pack whole, since the extra pages cost little.

      This is the marginal-cost argument, which is arithmetically true and strategically wrong. It would hold if the only cost of the nine pages were the minutes of producing them, but they also carry review time, a permanent maintenance burden and the standing implication to recipients that somebody thinks they matter.

    • C

      Automate the five used pages and leave the rest manual.

      This looks like discrimination between useful and useless work, which makes it the most attractive wrong answer, since it appears to do both things at once. In fact it skips elimination entirely and treats the nine unread pages as a fixed input that must go on being produced, only by hand.

    • D

      Survey the recipients on which pages they actually value.

      This reaches for opinion when a record of behaviour is already available at no cost. A survey would be right if the access data did not exist or could not be trusted; here it invites recipients to defend pages they have not opened, which is a reliable way of getting the wrong answer politely.

    Why that is the answer

    Work is improved in a fixed order: eliminate, then simplify, then standardise, then automate, and only then consider anything generative. Nine of the fourteen pages have not been opened in a year, so they are not a production problem at all and the cheapest available improvement is to stop making them. Automating them buys a faster route to a document nobody reads, and it fixes the waste in place by making it cheap enough that nobody questions it again. Ask what can be removed before you ask what can be produced faster.

  5. 05Use Case Selection and ScopingStandard

    Two analysts at Al Batinah Freight have quietly stopped using the approved tool and gone back to an unapproved one on their own accounts. The control exposure is real and must be dealt with. What should the manager do first?

    • A

      Block the unapproved tool, then ask what the approved route lacks.

      The two steps are right and the order is wrong, which is what makes this the strongest distractor on the paper. Once the block lands, the analysts have every reason to describe the approved route as adequate, and the next people in their position will hide the workaround rather than explain it.

    • B

      Ask what the approved route costs them, then close the control gap.

      Correct: asking first preserves a requirements signal the firm cannot obtain any other way, and the control gap is closed immediately afterwards.

    • C

      Issue a written warning, then remind the team of the tooling policy.

      This treats a design finding as a discipline matter, which is the reflex whenever the words control exposure appear. It would be the right first move if the analysts had been reckless with client data for their own convenience against a route that worked, and asking is precisely what establishes whether that is so.

    • D

      Approve the second tool on trial, then compare the two next quarter.

      This responds to the evidence but skips the contract, putting client work into a service with no confidentiality undertaking, no deletion right and nobody to answer to a client. Approval could follow, but only once the service has been contracted and assessed, not as a way of ending the argument quickly.

    Why that is the answer

    Two experienced people with no reason to make trouble have run an unsupervised comparison on live work under real deadlines, and the approved route lost. That is better evidence about the approved route than any pilot the firm has commissioned, and it exists only until the matter is framed as a breach. The exposure is genuine and must be closed, so the question is not whether you act but in which order: ask first, because the question is free and the information does not survive enforcement. Then close the gap on the strength of what you have learned.

  6. 06Leading Adoption and ChangeStandard

    An analyst at a Pune shared-service centre pasted a client's payroll file into a free consumer tool to reformat it and told her team leader the same day. The client contract requires notification of any processing outside approved systems. The account comes up for renewal in six weeks. What should the team leader do?

    • A

      Contain the exposure, establish its scope and notify the client under the contract

      Correct: an express term requires notification, so the scope is established and the client is told.

    • B

      Contain the exposure, retrain the analyst and record the matter on the internal log

      This is a complete and competent internal response that omits the only party with a contractual right to be told. It would be sufficient if the contract were silent on notification, in which case materiality would be the test and an internal record a reasonable answer.

    • C

      Contain the exposure, take a full account and notify once renewal has been decided

      This sequences the disclosure around the commercial risk, and it is chosen most often because it sounds prudent rather than evasive. It converts a handling failure, which is survivable and correctable, into a concealment found at renewal or later; for it to be defensible the contract would have to leave the timing to the supplier, and it does not.

    • D

      Contain the exposure, confirm the file has been deleted and treat the matter as closed

      This treats a deletion request made to a consumer service as proof of deletion, and proof of deletion as discharging a duty to notify. Neither holds: you cannot evidence what such a service retains, and the obligation was triggered by the processing itself rather than by what survives it.

    Why that is the answer

    Every option begins with containment, so the item turns on one question only: what governs the timing of telling the client. An express contractual term requires notification of processing outside approved systems, and an obligation of that kind does not bend around a commercial calendar or a manager's own view of how serious the incident was. There is a second reason to move promptly: the analyst reported herself the same day, and how this is handled sets the price of self-reporting for everyone watching. Establish the scope, notify, and treat the renewal as a consequence rather than a variable.

  7. 07Leading Adoption and ChangeDemanding

    A Saudi engineering consultancy bills time-charged work at SAR 500 an hour against a staff cost of SAR 200 an hour. A design team releases 200 hours a year on such a commission through assisted drafting, and the office has no unallocated work to move those people onto. What happens to annual contribution from that commission?

    • A

      It falls by SAR 60,000, because the released hours are no longer billed

      Correct: 200 hours at the SAR 300 margin between fee and cost gives a fall of SAR 60,000.

    • B

      It rises by SAR 40,000, because the cost of the released hours is removed

      This applies fixed-fee reasoning to a time-charged commission, and it is the commonest error in this calculation. Where the fee is agreed in advance, removing 200 hours at SAR 200 genuinely does gain SAR 40,000; here the fee moves with the hours, so the cost leaves but the fee leaves with it and more besides.

    • C

      It rises by SAR 60,000, because the released hours become available capacity

      This computes the SAR 300 margin correctly and then books it in the wrong direction, valuing the hours as though they had already been resold. It would be right if the office had firm demand waiting for those 200 hours, which is exactly the condition the stem rules out.

    • D

      It is unchanged, because the fee and the staff cost both fall by 200 hours

      This notices that both sides fall and concludes that they cancel, forgetting that they fall at different rates. Fee and cost would have to be equal for the commission to be margin-neutral, and a practice billing at SAR 500 against a cost of SAR 200 is not in that position.

    Why that is the answer

    On time-charged work the fee is the hours, so an hour you no longer need is an hour you no longer bill. Each released hour removes SAR 500 of fee and only SAR 200 of cost, so contribution falls by SAR 300 an hour, or SAR 60,000 across 200 hours. The saving becomes real only when those hours are sold to somebody else, and the stem closes that route by telling you there is no unallocated work. This is not an argument against improving the work; it is an argument for deciding what the released hours are for before you release them.

  8. 08AI-Assisted Teams and WorkflowsFoundational

    In a Singaporean insurer's claims team, drafting the settlement letter accounts for 8% of the 15 hours a complex claim consumes. An assistant halves the drafting time. The team leader reports the department is well on the way to its 20% efficiency goal. What does the arithmetic show?

    • A

      The task improves by 4%, so other steps must change as well

      Correct: halving a step worth 8% of the task returns 4% of the task, so the remaining steps have to supply the rest.

    • B

      The task improves by 8%, so almost half the goal is secured

      This substitutes the size of the step for the size of the gain, and it is the single most common arithmetic slip in this domain. It would be right only if the assistant removed drafting altogether rather than halving it, and even then 8% is not almost half of 20%.

    • C

      The gain will compound as the team's prompting skill improves

      This treats a structural ceiling as a skill problem and postpones the reckoning to a later quarter. Better prompting can push the saving towards the full 8% but cannot pass it, because the time is not in the task to be found.

    • D

      The gain is real but shows up only once claim volumes recover

      This confuses total hours saved with the percentage improvement per claim. More claims would multiply the same 4% across more files; the ratio the department has been set to move does not change with volume at all.

    Why that is the answer

    The most a change to one step can deliver is the share of the task that step occupies, so the arithmetic is settled before any question about the tool arises. Drafting is 8% of the 15 hours, halving it saves half of that, and the task improves by 4%. Against a 20% goal the department has secured a fifth of it, and the other 92% of the task is where the rest must come from. Establish the share of the task a step holds before you estimate the benefit of assisting it, because that share is a ceiling no configuration can lift.

  9. 09AI-Assisted Teams and WorkflowsStandard

    At a Scottish social landlord, an assisted process removes 30 minutes a week from each of 20 housing officers and adds four hours a week in total to the two team leaders who countersign every case. The team leaders were already the reason cases waited. What has the change achieved?

    • A

      A net gain in hours and a longer wait for tenants

      Correct: hours fall by six a week while the extra load lands on the constraint, so cases wait longer.

    • B

      A net gain in hours and a shorter wait for tenants

      This assumes hours saved somewhere flow through into calendar time everywhere, which is the standard error when touch time and elapsed time are not distinguished. It would be right if the officers, rather than the team leaders, were the step at which cases queued.

    • C

      A net loss in hours and a longer wait for tenants

      This spots the transfer of work onto the team leaders, which is the harder half of the question, and then omits to compare the two totals. The four hours added would have to exceed the ten hours released for the landlord to be worse off in hours, and they do not.

    • D

      A net gain in hours and no change in the waiting

      This treats the redistribution as neutral for flow, as though four hours landing on a bottleneck were the same as four hours landing anywhere else. Waiting would be unchanged only if the team leaders had spare capacity, and the stem states the opposite.

    Why that is the answer

    Touch time and elapsed time are different quantities and they can move in opposite directions. Twenty officers at half an hour releases ten hours a week against four hours added, so the landlord is genuinely six hours a week better off. The added work lands on the two people who were already the reason cases waited, so the queue in front of the constraint grows and tenants wait longer than before. Find out where delay actually accumulates before you move work, because loading the constraint to relieve everybody else is a reliable way to make a service slower while the hours look better.

  10. 10Governance, Risk and Responsible UseFoundational

    A cost report issued by an Indian shared-service centre carries a wrong figure that originated in an assisted draft. The client asks who is accountable for it. What should the manager say?

    • A

      Accountability rests with the analyst who accepted the draft figure.

      This confuses the internal allocation of fault with the external answer, and it comes readily to a manager who is trying to be candid. Naming an individual to a client offers up a colleague without changing anything the client is entitled to; it would be the answer only if the analyst, rather than the practice, had contracted to produce the report.

    • B

      Accountability turns on whether the tool was disclosed in advance.

      This treats disclosure as though it transferred risk, in the way a stated assumption or caveat might. Disclosure changes what the client was told about the method, which is a genuine obligation where the terms require it, but no client agrees to accept wrong figures by being told that a tool was used.

    • C

      The practice that signed the report answers for the figure.

      Correct: the practice put its name to the deliverable, so it answers to the client for the figures in it.

    • D

      Accountability is shared with the supplier of the drafting service.

      This assumes responsibility travels with the work, so that whoever contributed to the error must share the answer. A licence can allocate cost or liability between the practice and its supplier, and that may well be worth pursuing, but the client has no engagement with the supplier and nothing in that contract reaches the duty owed on the report.

    Why that is the answer

    Accountability attaches to the deliverable and to whoever put their name on it, and it does not thin out because part of the drafting was assisted. The client contracted with the practice for a cost report, and the practice answers for every figure in it whatever process produced the draft. Internal questions about who missed the error and which control failed are real and urgent, but they are the practice's business rather than an answer to the client. Say plainly who stands behind the figure, then deal with the cause separately.

  11. 11Governance, Risk and Responsible UseStandard

    A Saudi consultancy's appointment contains a confidentiality clause, a key personnel clause and a subcontracting clause, and mentions no technology anywhere. A director argues that because the appointment is silent on assistants, nothing restricts sending the analysis through one. Why does that reasoning fail?

    • A

      Silence in an appointment is read against whichever party drafted it.

      This reaches for a rule of construction, which sounds lawyerly and is beside the point. Reading ambiguity against the drafter resolves a term that genuinely admits two meanings, and there is no such term here; the subcontracting clause is clear, so nothing needs construing against anybody.

    • B

      The client would have named the technology had it intended to permit it.

      This is the director's own error inverted: silence is read as prohibition instead of as permission, and both readings do the same thing, which is to reason from the absence of words. It would matter only if the appointment were otherwise silent on passing work outside the firm, and it is not.

    • C

      The appointment is silent, so the firm's own internal policy governs it.

      This assumes the firm can fill a gap in the client's contract with its own rules. An internal policy can restrict what the firm does but cannot widen a permission the client controls, and a client reading that argument would hear the firm awarding itself a consent it was never given.

    • D

      The subcontracting clause already covers passing analysis to an outsider.

      Correct: sending the analysis to an outside service falls squarely inside a clause the appointment already contains.

    Why that is the answer

    An appointment does not have to mention a technology in order to govern its use; it governs through the obligations it already contains. From the client's side, sending the analysis to an outside service is exactly what a subcontracting clause was written about, and the confidentiality and key personnel clauses bear on it as well. The director's argument reads the contract for what it does not say instead of applying what it does, and that is the reasoning error being tested. Start from the clauses on the page and ask what the client would say the firm has done.

  12. 12Governance, Risk and Responsible UseDemanding

    A UK housing association checks a 10 per cent sample of the rates in every valuation report. The sample size was settled years ago against surveyor error, which tends to cluster in one section of a report. Assistance is now used on rate build, and its errors are evenly spread and uniformly plausible. What follows for the review step?

    • A

      The sample stays adequate, because the number of errors has not risen.

      This treats volume as the thing the sample was sized against, when the design in fact depended on distribution. It would be right if detection turned only on how many errors were present; a 10 per cent sample of evenly spread errors finds roughly 10 per cent of them, whereas the same sample against clustered error led the reviewer to a whole bad section.

    • B

      The sample must grow, because the pattern it was sized against has changed.

      Correct: the sample was sized against clustered error, and uniformly spread error defeats that design, so coverage must rise to hold detection.

    • C

      The review should pass to a second checker rather than to a larger sample.

      This buys independence or seniority when what is missing is coverage. A second checker examining the same 10 per cent repeats an inadequate sample more carefully, which would help if the failure were reviewers missing errors in front of them rather than errors sitting in the 90 per cent nobody opens.

    • D

      The review should move to the end, once the report is fully assembled.

      This changes when the check happens rather than how much it covers, and later checking is generally worse, because errors cost more to correct once a report is assembled. Timing would be the issue if rates were being revised after review; nothing suggests that, and the sample would still miss the same proportion.

    Why that is the answer

    A sample size is not a standard in itself; it is a design fitted to an assumed pattern of error. A 10 per cent sample worked against surveyor error because that error clusters, so a single hit exposed a bad section which was then checked in full, and the sample punched far above its size. Errors that are evenly spread and uniformly plausible offer no such lead: each hit tells you about one rate and nothing about its neighbours, so detection falls sharply at the same coverage. When the distribution of error changes, every control sized against the old distribution has to be re-examined, whether or not the number of errors has moved.

About these items

These twelve items are written to the specification of the live CBA-AIM paper, and none of them will appear on one. Every item in the bank is reviewed by a named subject-matter expert and audited for answer cueing domain by domain.