CAIIB Paper 3 Module D Quiz 1

Explanations should be meaningful to reviewers and, where appropriate, affected customers. The level of explanation depends on the use case, model, law and confidentiality constraints.

SPAC targets may be valued using forecasts. Investors should examine the reasonableness of projections, conflicts, capital structure, financing conditions, redemptions and regulatory disclosures.

Explanations should be meaningful to reviewers and, where appropriate, affected customers. The level of explanation depends on the use case, model, law and confidentiality constraints.

Greenwashing can arise from vague claims, selective disclosure or unsupported labels. Clear definitions, credible data, independent assurance where appropriate and transparent reporting reduce the risk.

An MVP enables early learning about demand and usability without spending heavily on a complete product. It should still be safe, lawful and fit for the test being conducted.

Liquidation preferences establish how proceeds are allocated before common shareholders receive distributions. Terms vary and can be participating or non-participating, with meaningful effects on founder and investor returns.

Correlation alone does not establish that changing one variable will change another. Experiments, natural experiments and careful causal methods can help assess causality.

A warrant is an option-like instrument linked to shares. It does not normally confer shareholder voting rights before exercise, unlike an issued equity share.

A term sheet records commercial points such as valuation, security, governance and exit rights. Binding effect depends on wording and applicable law; confidentiality and exclusivity clauses are often expressly binding.

Additionality asks whether the financed activity or funding makes a meaningful difference relative to a credible baseline. Assessment depends on context and should avoid overstated impact claims.

Schemes can change and may require recognition, sector or stage criteria, documentation and compliance. Founders should check the official current scheme terms rather than relying on old summaries.

A/B testing can support causal inference when assignment and measurement are sound. Analysts should check sample size, contamination, guardrail metrics and ethical or regulatory constraints.

Mezzanine structures vary considerably. The borrower should assess cash-flow burden, priority relative to other creditors, covenant restrictions and potential dilution or participation rights.

Post-money valuation equals pre-money valuation plus new investment: ₹8 crore + ₹2 crore = ₹10 crore. The investor’s implied ownership is ₹2 crore/₹10 crore = 20%, before other dilution.

Explanations should be meaningful to reviewers and, where appropriate, affected customers. The level of explanation depends on the use case, model, law and confidentiality constraints.

Correlation alone does not establish that changing one variable will change another. Experiments, natural experiments and careful causal methods can help assess causality.

Supervised learning learns a mapping from features to labelled outcomes, such as historical fraud/non-fraud examples. Data quality, representativeness, leakage and bias materially affect results.

Completion rate is the number of completed journeys divided by the defined eligible or started population. The denominator must be specified to make comparisons meaningful.

An LBO uses significant debt to finance an acquisition. Leverage can increase equity returns when cash flows perform well but can intensify financial distress if earnings or cash flows fall.

The instrument should be evaluated holistically: coupon and maturity affect cash flow, conversion terms affect dilution, and investor demand affects pricing. No single feature determines suitability.