CAIA Constructed Response: Answer, Evidence, Reasoning
For a constructed response, answer the command word first, cite the decisive case fact and show the reasoning or calculation that connects them. Separate requested subparts so that each conclusion can be assessed on its own.
Try a short constructed response
An institution has $8m of unrestricted cash. Before any reliable inflow, it must pay $3m of spending and $4m of capital calls. A proposed commitment requires another $2m immediately.
- Calculate the cash balance after accepting the proposal.
- Recommend whether to accept it now, using one case fact.
Practice here without an account. This page does not submit or save your response; copy it before leaving.
Compare with the model response
$8m - $3m - $4m - $2m = -$1m. Defer the new commitment until funding is secured: it creates a $1m shortfall before reliable inflows.
Self-check: Did you show the negative balance, give a direct recommendation and connect it to the payment timing? This original exercise has no official marks or automated score.
The key decisions, at a glance
| Concept | What to do | Watch for |
|---|---|---|
| Identify | Name the requested item directly. | An explanation without the requested item can be incomplete. |
| Calculate | Show the formula, substituted values and units. | An unsupported number makes the method hard to assess. |
| Explain | Connect a case fact to the economic mechanism. | Repeating the case does not explain the implication. |
| Recommend | State an action and support it using the mandate. | A generic preference ignores the client constraint. |
1. Identify
Name the requested item directly.
Watch for: An explanation without the requested item can be incomplete.
2. Calculate
Show the formula, substituted values and units.
Watch for: An unsupported number makes the method hard to assess.
3. Explain
Connect a case fact to the economic mechanism.
Watch for: Repeating the case does not explain the implication.
4. Recommend
State an action and support it using the mandate.
Watch for: A generic preference ignores the client constraint.
Original worked case
Recommend whether to increase commitments
Given: An institution has $12m cash, $5m spending and $9m private calls due before reliable inflows. Prompt: calculate the liquidity gap and recommend whether to add a commitment requiring an immediate $1m call.
01 Calculate
Existing uses = $5m + $9m = $14m; cash gap = $2m.
02 Recommend
Do not add the proposed commitment until a credible funding plan resolves the gap.
03 Justify
The additional $1m call increases the immediate deficit to $3m.
Answer and interpretation
A complete response supplies the $2m baseline gap, a direct recommendation and the $3m implication. It does not need a general essay on private markets.
Change one assumption
If the case instead provides an unconditional $4m inflow before the calls, available resources are $16m and the added call leaves a $1m buffer. Reassess using that fact.
Independent teaching example with the stated assumptions. Not an official exam question, marking key or observed market trend.
Understand the method
Part 1
Let the command word determine the work
A calculation request needs a method, substitutions, units and a result. An explanation needs a causal connection. A comparison needs a shared dimension and evidence about both alternatives. A recommendation needs a decision justified by the case and any material conditions. Writing everything you know about the topic can still fail to perform the requested task.
Before drafting, identify the number of requested reasons, the relevant horizon and any restrictions in the prompt. If asked for two reasons, develop two distinct supported reasons rather than repeating one in different words. The examples here are original practice. They do not establish official marking weights, required answer lengths or the wording of an actual exam question.
Part 2
Show enough of the calculation to make the result reviewable
Write the equation or method, insert the case numbers and label the answer. For a cash shortfall, state available sources minus dated uses rather than presenting a standalone negative number. For ratios, distinguish a percentage from a percentage-point change and a return multiple from an annualized return. Keep rounding until the final step when practical.
A useful conclusion interprets the number in the requested decision. “Coverage is 1.5x” is more informative when followed by “below the required 2.0x under the stated test.” Do not invent a covenant threshold if the prompt did not provide one. When information is missing, state the needed assumption instead of silently supplying a favourable value.
Part 3
Use a fact-mechanism-consequence chain
An explanation should identify a case fact, explain the mechanism and connect it to the outcome. For example, “The fund can gate redemptions, so expected withdrawals may not be available when benefit payments fall due; the institution needs another timely cash source.” This explains why the fact matters rather than merely repeating that liquidity is important.
For a comparison, hold the criterion constant. If comparing two access routes on liquidity, describe the redemption or trading mechanics of both and then the implication for the owner. Switching from Route A’s fees to Route B’s historical return does not answer a focused liquidity comparison. Use a small two-column outline before writing if the dimensions are easy to confuse.
Part 4
Make a decision and test whether the evidence supports it
A recommendation should appear early and be supported by facts from the case. State a condition when the decision depends on unresolved evidence, but avoid hiding the decision behind a generic list of considerations. “Defer the commitment until the custody discrepancy is reconciled” is a clearer response than “consider custody risk” when the discrepancy is material.
Self-review for task completion, factual support, arithmetic, units and unsupported assumptions. Remove sentences that neither answer the prompt nor justify the decision. The goal is sufficient reasoning with clear structure, not maximum length. Use the practice textarea above for an initial attempt, then compare with the model reasoning; text stays in the page and is not submitted or saved.
Weak answer to stronger answer
Calculate a $12m source / $16m use gap
- Weak response
- “Liquidity is poor.”
- Stronger response
- “12 - 16 = -$4m; a $4m timely source is needed.”
Explain a gate’s effect
- Weak response
- “The fund is risky.”
- Stronger response
- “The gate can delay cash beyond the payment date.”
Compare two vehicles
- Weak response
- “A is better.”
- Stronger response
- “A trades daily; B requires notice and may gate, so B is less dependable for this dated payment.”
Recommend with missing evidence
- Weak response
- “Do more diligence.”
- Stronger response
- “Defer funding until the material custody discrepancy is independently reconciled.”
More worked practice
Original teaching cases. Use the stated assumptions; these are not official exam questions or marking keys.
Compare two access routes against a dated obligation
Given: An institution needs $5m in three months. Vehicle A trades daily but its price can fall. Vehicle B has a stable reported NAV, requires six months of redemption notice and may gate. Prompt: compare liquidity and recommend how to fund the obligation.
- 1Compare the same criterion: A offers a market-sale route, while B cannot satisfy the three-month horizon under its stated notice terms.
- 2Explain that A’s tradability does not guarantee $5m of proceeds because market value can decline.
- 3Recommend securing a sufficient timely cash reserve or other authorized reliable source; do not rely on B’s smooth NAV as evidence of access.
Interpretation: The answer distinguishes liquidity from price risk and ties the recommendation to the case date. It does not claim that a daily-traded risky asset is equivalent to cash.
Check your understanding
Answer first, then open the explanation. These checks are original practice and do not generate an exam score.
1. Explain why a smooth private-asset NAV does not establish low economic risk.
Infrequent or model-based valuations can delay recognition of market changes. The asset may still have material leverage, liquidity and downside exposure.
2. Compare a direct fund and a fund of funds on fees using one criterion.
A fund of funds can add an outer fee layer to underlying fund charges. Compare actual fee bases and net investor cash flows, while separately assessing whether access or monitoring services justify the added cost.
3. Recommend an action when a manager’s material return claim cannot be reconciled.
Defer reliance on that claim and obtain independent reconciliation before funding or making the recommendation dependent on it. State what evidence would allow the decision to proceed.
Common questions
Are bullet points acceptable in this drill?
Concise bullets work well for practicing distinct conclusions and reasons. Follow the official exam instructions for the actual sitting.
Does the free Level II MCQ PDF contain this exercise?
No. The email pack contains 20 multiple-choice questions. This written exercise is available on this page; the online practice area offers separate format choices.
Sources and scope
The sources below establish their stated framework or subject context. Calculations and cases are our own teaching material; these sources do not endorse them or establish complete exam coverage.
- CAIA curriculum and study tools
Official curriculum, companions and required readings for the exam year. The current page now links to 2027 materials.
- CAIA Ethical Principles
The professional principles. Our case decisions are independent applications, not an official answer key.
- AIMA: Investment manager due diligence questionnaires
Industry due diligence framework. Our workpapers are original examples, not reproduced AIMA templates.
- CAIA 2027 curriculum overview
Published topic categories and Emerging Topics reading titles for 2027. The overview is not the complete learning-objective list.
By MiloPrep editorial team. Updated 10 October 2026. Independent study notes, not affiliated with or endorsed by CAIA Association. How we prepare our content.
Notes
- * Study scope: Selected study concepts, not complete curriculum coverage. Match your sitting to the official exam-year materials; CAIA’s current resource page now links to 2027. ↩ Return to content