PrepIQ AIFB Certified Python Programming for Finance CPPPF Ultimate Exam, Exams of Technology

This program introduces Python programming for financial applications, including data analysis, algorithmic trading, financial modeling, and automation of financial processes.

Typology: Exams

2025/2026

Available from 06/01/2026

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PrepIQ AIFB Certified Python
Programming for Finance CPPPF
Ultimate Exam
**Question 1.** Which financial statement analysis technique compares each
line-item to a base figure within the same period?
A) Horizontal analysis
B) Vertical analysis
C) Ratio analysis
D) Trend analysis
Answer: B
Explanation: Vertical analysis expresses each item as a percentage of a base
figure (e.g., total assets for the balance sheet or net sales for the income
statement) within the same reporting period.
**Question 2.** The current ratio is calculated as:
A) Cash / Current liabilities
B) Current assets / Current liabilities
C) Current assets / Total assets
D) Net working capital / Current liabilities
Answer: B
Explanation: The current ratio measures liquidity by dividing total current
assets by total current liabilities.
**Question 3.** Which of the following is a non-recurring item that can distort
earnings quality?
A) Depreciation expense
B) One-time litigation settlement
C) Cost of goods sold
D) Interest expense
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Programming for Finance CPPPF

Ultimate Exam

Question 1. Which financial statement analysis technique compares each line-item to a base figure within the same period? A) Horizontal analysis B) Vertical analysis C) Ratio analysis D) Trend analysis Answer: B Explanation: Vertical analysis expresses each item as a percentage of a base figure (e.g., total assets for the balance sheet or net sales for the income statement) within the same reporting period. Question 2. The current ratio is calculated as: A) Cash / Current liabilities B) Current assets / Current liabilities C) Current assets / Total assets D) Net working capital / Current liabilities Answer: B Explanation: The current ratio measures liquidity by dividing total current assets by total current liabilities. Question 3. Which of the following is a non-recurring item that can distort earnings quality? A) Depreciation expense B) One-time litigation settlement C) Cost of goods sold D) Interest expense

Programming for Finance CPPPF

Ultimate Exam

Answer: B Explanation: One-time litigation settlements are unusual, non-operational items that can inflate or deflate reported earnings temporarily. Question 4. In the cash flow statement, cash received from issuing common stock is classified under which activity? A) Operating B) Investing C) Financing D) None of the above Answer: C Explanation: Financing activities include cash inflows and outflows related to equity and debt financing, such as issuing stock. Question 5. The formula for the quick ratio excludes which component? A) Inventory B) Accounts receivable C) Marketable securities D) Cash Answer: A Explanation: The quick ratio (acid-test) measures liquidity without inventory, which may not be readily convertible to cash. Question 6. Which profitability ratio specifically measures the return generated on shareholders’ equity? A) ROA

Programming for Finance CPPPF

Ultimate Exam

Question 9. Which of the following cash flows is irrelevant when evaluating a new project? A) Incremental cash inflows from the project B) Sunk costs already incurred C) Opportunity cost of using existing assets D) Tax shield from depreciation Answer: B Explanation: Sunk costs cannot be recovered and should not affect the decision; only incremental, relevant cash flows matter. Question 10. The Net Present Value (NPV) of a project is positive. This indicates that: A) The project’s IRR is less than the cost of capital. B) The project adds value to the firm. C) Payback period is shorter than the project's life. D) The project’s cash flows are all positive. Answer: B Explanation: A positive NPV means the discounted cash inflows exceed the discounted outflows, creating net value for shareholders. Question 11. Which method discounts cash flows using the project's own internal rate of return to determine acceptability? A) Payback period B) NPV C) IRR D) Profitability Index

Programming for Finance CPPPF

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Answer: C Explanation: The Internal Rate of Return (IRR) is the discount rate that makes NPV zero; projects are accepted if IRR exceeds the required return. Question 12. The discounted payback period differs from the simple payback period because it: A) Ignores cash flows after the break-even point. B) Uses nominal cash flows. C) Accounts for the time value of money. D) Considers only operating cash flows. Answer: C Explanation: Discounted payback discounts each cash flow to present value, reflecting the time value of money. Question 13. Which of the following best describes a sensitivity analysis? A) Evaluating a project under a single set of assumptions. B) Testing how changes in a single variable affect NPV. C) Using Monte-Carlo simulation to generate random outcomes. D) Comparing multiple scenarios simultaneously. Answer: B Explanation: Sensitivity analysis varies one input at a time to see its impact on the result, identifying key risk drivers. Question 14. In a DCF model, the terminal value using the Gordon Growth Model is calculated as: A) FCFF × (1 + g) / (WACC − g)

Programming for Finance CPPPF

Ultimate Exam

Question 17. Net Asset Value (NAV) is primarily used in: A) Equity valuation of public companies. B) Valuation of investment funds and REITs. C) Determining terminal value in DCF. D) Calculating WACC. Answer: B Explanation: NAV equals total assets minus liabilities and is commonly reported for mutual funds, ETFs, and REITs. Question 18. Which derivative is most suitable for hedging foreign currency exposure of a future cash inflow? A) Interest rate swap B) Currency forward contract C) Commodity futures D) Equity call option Answer: B Explanation: A currency forward locks in the exchange rate for a known future foreign-currency cash flow, eliminating FX risk. Question 19. The Sharpe Ratio measures: A) Return per unit of systematic risk. B) Return per unit of total risk (standard deviation). C) Excess return relative to the market. D) Alpha generated by active management.

Programming for Finance CPPPF

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Answer: B Explanation: Sharpe = (Portfolio return − risk-free rate) / Standard deviation of portfolio returns, reflecting reward per unit of total risk. Question 20. In CAPM, the expected return on an asset equals: A) Risk-free rate + Beta × Market risk premium B) Risk-free rate + Alpha C) Beta × Market return D) Risk-free rate + Standard deviation × Market premium Answer: A Explanation: CAPM formula: E(Ri) = Rf + βi (E(Rm) − Rf). Question 21. Which of the following is an example of operational risk? A) Fluctuation in interest rates. B) Failure of a payment processing system. C) Counterparty default. D) Currency devaluation. Answer: B Explanation: Operational risk arises from internal processes, people, or systems failures, such as a malfunctioning payment system. Question 22. The interest coverage ratio is calculated as: A) EBIT / Interest expense B) EBITDA / Interest expense C) Net income / Interest expense

Programming for Finance CPPPF

Ultimate Exam

Question 25. Which of the following is a primary purpose of the Basel III framework? A) Standardize financial reporting under IFRS. B) Strengthen bank capital and liquidity standards. C) Regulate securities markets. D) Set corporate governance codes. Answer: B Explanation: Basel III introduces higher capital adequacy, leverage, and liquidity requirements for banks to improve resilience. Question 26. The price-to-book (P/B) ratio is most useful for evaluating: A) High-growth technology firms. B) Companies with significant intangible assets. C) Financial institutions and asset-heavy firms. D) Start-up ventures. Answer: C Explanation: P/B compares market price to book value, which is meaningful for firms where assets dominate valuation, like banks and utilities. Question 27. Which of the following best describes a “red flag” in earnings quality? A) Consistently high gross margins. B. Stable cash flow from operations. C. Large, unexplained increases in accounts receivable. D. Low debt-to-equity ratio.

Programming for Finance CPPPF

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Answer: C Explanation: A sudden surge in receivables may indicate revenue recognition issues or aggressive accounting, reducing earnings quality. Question 28. The break-even point in units is calculated as: A) Fixed costs / (Price − Variable cost per unit) B) Variable costs / (Price − Fixed cost per unit) C) Fixed costs / Price D) Total cost / Contribution margin ratio Answer: A Explanation: Break-even units = Fixed costs divided by contribution margin per unit (price minus variable cost). Question 29. Which of the following best captures the concept of “strategic asset allocation” for corporate treasury? A) Frequent rebalancing based on market trends. B) Long-term allocation to asset classes aligned with corporate risk appetite. C) Investing only in cash equivalents. D) Allocating all surplus cash to a single high-yield bond. Answer: B Explanation: Strategic allocation sets a stable, long-term mix of assets consistent with the firm’s objectives and risk tolerance. Question 30. The primary purpose of an audit committee is to: A) Set the company’s dividend policy. B) Oversee the external audit process and internal controls.

Programming for Finance CPPPF

Ultimate Exam

Question 33. Which of the following best defines “liquidity risk”? A) Risk of default by a borrower. B) Risk that an asset cannot be sold quickly without a material price concession. C) Risk of changes in interest rates. D) Risk of operational failures. Answer: B Explanation: Liquidity risk concerns the inability to convert assets to cash promptly at a fair price. Question 34. The Capital Asset Pricing Model (CAPM) assumes that: A) Investors can predict future returns with certainty. B) Markets are perfectly competitive and frictionless. C) All assets have the same beta. D) Taxes are irrelevant to pricing. Answer: B Explanation: CAPM is built on the assumptions of efficient markets, no transaction costs, and investors holding diversified portfolios. Question 35. Which of the following is a characteristic of a “forward contract”? A) Traded on an exchange. B) Standardized contract terms. C) Customized agreement between two parties. D. Requires margin payments daily. Answer: C

Programming for Finance CPPPF

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Explanation: Forward contracts are private, over-the-counter agreements tailored to the parties’ specific needs. Question 36. The Jensen’s Alpha measures: A) The portfolio’s total return. B) Excess return relative to the risk-free rate. C) The abnormal return after adjusting for systematic risk. D) Return per unit of total risk. Answer: C Explanation: Jensen’s Alpha = Portfolio return − [Risk-free rate + Beta × (Market return − Risk-free rate)], indicating performance beyond CAPM expectations. Question 37. Which of the following would be classified as an “opportunity cost” in project evaluation? A) The depreciation expense on existing equipment. B) The cash outlay for new machinery. C) The foregone profit from using a plant for Project A instead of Project B. D) The historical cost of land already owned. Answer: C Explanation: Opportunity cost represents the benefit lost by not choosing the next best alternative. Question 38. In a DCF model, the discount rate applied to FCFE is: A) WACC B) Cost of debt

Programming for Finance CPPPF

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Question 41. Which of the following is a primary function of corporate insurance? A) Increase earnings through speculative investments. B) Transfer specific financial risks to an insurer. C) Eliminate all operational risk. D) Provide a source of long-term financing. Answer: B Explanation: Insurance allows a firm to shift certain risks (e.g., property, liability) to an insurer in exchange for premium payments. Question 42. The Treynor Ratio evaluates performance based on: A) Total risk (standard deviation). B) Systematic risk (beta). C) Unsystematic risk. D) Portfolio turnover. Answer: B Explanation: Treynor = (Portfolio return − Risk-free rate) / Beta, measuring reward per unit of systematic risk. Question 43. Which of the following statements about the “Gordon Growth Model” is true? A) It assumes constant growth forever. B) It is only applicable to firms with negative cash flows. C) It requires a declining growth rate. D) It discounts cash flows at the cost of debt.

Programming for Finance CPPPF

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Answer: A Explanation: The Gordon model values a perpetuity growing at a constant rate, suitable for stable-growth firms. Question 44. In the context of IFRS, “fair value” is defined as: A) Historical cost adjusted for inflation. B) The amount received to sell an asset in an orderly transaction. C) The present value of future cash flows discounted at market rates. D) Net realizable value of inventory. Answer: B Explanation: IFRS defines fair value as the price that would be received to sell an asset (or paid to transfer a liability) in an orderly transaction between market participants at the measurement date. Question 45. Which of the following best illustrates “diversification” as a risk mitigation technique? A) Investing 100 % of surplus cash in a single high-yield bond. B) Holding a mix of equities, bonds, and cash equivalents. C) Concentrating all investments in one industry sector. D) Using a single currency for all foreign transactions. Answer: B Explanation: Diversification spreads exposure across asset classes, reducing unsystematic risk. Question 46. The “interest coverage ratio” can also be expressed using EBITDA instead of EBIT because:

Programming for Finance CPPPF

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Explanation: Operating expenses are mandatory cash outflows that must be satisfied before any debt service or equity distributions. Question 49. The “price-to-earnings (P/E) ratio” can be misleading for a firm that: A) Has stable earnings and low growth. B) Reports significant non-recurring gains. C) Operates in a regulated industry. D) Has a high dividend payout ratio. Answer: B Explanation: One-time gains inflate earnings, making the P/E ratio appear artificially low and potentially misleading. Question 50. Which of the following best describes “inflation risk” for a fixed-income investment? A) The risk that the issuer will default. B) The risk that future cash flows will have reduced purchasing power. C) The risk of changes in exchange rates. D) The risk of early redemption. Answer: B Explanation: Inflation erodes the real value of fixed coupon payments, representing inflation risk. Question 51. A “liquidity ratio” that measures the ability to cover current liabilities with cash and cash equivalents only is: A) Current ratio

Programming for Finance CPPPF

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B) Quick ratio C) Cash ratio D) Working capital ratio Answer: C Explanation: Cash ratio = Cash and cash equivalents / Current liabilities, the most stringent liquidity measure. Question 52. In the context of corporate governance, the primary function of the Board of Directors is to: A) Manage daily operations. B) Set audit standards for external auditors. C) Provide strategic oversight and protect shareholders’ interests. D) Determine employee compensation. Answer: C Explanation: The board’s fiduciary duty is to oversee management, set strategic direction, and safeguard shareholder value. Question 53. Which of the following cash flow items is not included in the calculation of Operating Cash Flow (CFO) under the indirect method? A) Depreciation expense B) Changes in accounts payable C) Purchase of equipment D) Net income Answer: C