question_id,question_text,topic_l1,topic_l2,bloom_level,bloom_level_name,difficulty,format_type,persona_id,persona_type,entity_id_primary,entity_ticker,entity_count,has_numerical,multi_hop_flag,temporal_reference_flag,negation_flag,conditional_clause_count,sentence_count,token_count,regulation_flag,train_test_split
0,"Compare Municipal Bonds with convexity in terms of risk, return, and liquidity.",Fixed Income,Municipal Bonds,3,Apply,0.19115,comparison,0,Retail Novice,326,UNV67,1,0,0,0,0,0,1,12,0,train
1,"An investor seeking income with moderate risk tolerance should primarily consider: (a) high-yield bonds, (b) dividend equities, (c) REITs, (d) growth stocks. Which is most appropriate and why?",Equities,Corporate Governance,2,Understand,0.222514,best_of_n,1,Retail Intermediate,18,ARK16,1,0,0,0,0,0,2,28,0,train
2,"An analyst projects QNT63's free cash flow will grow at 5.2% for 4 years, then stabilise at 13.6%. Using a WACC of 133.0%, what is the intrinsic value per share?",Quantitative Methods,Correlation & Covariance,5,Evaluate,0.900493,scenario,2,Self-Directed Investor,24,QNT63,1,1,0,0,0,0,5,30,0,train
3,"Which of the following best describes the primary purpose of Time Value of Money: (a) maximising fee revenue, (b) ensuring regulatory compliance, (c) reducing reporting burden, (d) increasing leverage?",Quantitative Methods,Time Value of Money,3,Apply,0.303143,best_of_n,3,HNW Individual,0,EQT29,1,0,0,1,0,0,1,29,0,train
4,"An investor holds 89 shares of TRX51 at $16.74 per share. If the company announces a 9% stock dividend, what happens to their position value?",Fixed Income,Duration & Convexity,2,Understand,0.112065,scenario,4,Financial Advisor,363,TRX51,1,1,0,0,0,0,3,25,0,train
5,"A call option on EQT29 has a delta of 180.85 and a gamma of 181.178. If the stock rises by $4.45, what is the estimated new delta?",Risk Management,Stress Testing & Scenario Analysis,2,Understand,0.232665,calculation,5,CFA Candidate,0,EQT29,1,1,0,0,0,0,5,27,0,train
6,"An analyst projects XPT26's free cash flow will grow at 10.2% for 5 years, then stabilise at 16.8%. Using a WACC of 105.1%, what is the intrinsic value per share?",Fixed Income,Credit Analysis & Ratings,6,Create,0.906815,scenario,6,Portfolio Manager,14,XPT26,1,1,1,0,0,0,5,30,0,train
7,"A bond with face value $1,000 pays a coupon of 18.7% annually and matures in 30 years. If the yield to maturity is 9.9%, what is its approximate price?",Quantitative Methods,Statistical Analysis — Regression,2,Understand,0.296465,calculation,7,Compliance Officer,46,MXF17,1,1,0,1,0,0,4,29,0,train
8,"Compare Proxy Voting & Shareholder Rights with confidentiality in terms of risk, return, and liquidity.",Regulation & Ethics,Proxy Voting & Shareholder Rights,3,Apply,0.094994,comparison,8,Risk Manager,26,HLX44,1,0,0,1,0,1,1,15,0,train
9,"Which of the following best describes the primary purpose of Asset Allocation — Strategic: (a) speculating on currency direction, (b) hedging against interest rate movements, (c) arbitraging credit spreads, (d) increasing equity exposure?",Portfolio Management,Asset Allocation — Strategic,2,Understand,0.329519,best_of_n,9,Quantitative Analyst,21,INV25,1,0,0,0,0,0,1,33,0,train
10,How does Yield Curve Dynamics perform relative to real yield during periods of rising interest rates?,Fixed Income,Yield Curve Dynamics,2,Understand,0.59017,comparison,0,Retail Novice,1,CAP89,1,0,0,0,0,0,1,16,0,train
11,"Suppose MXF34 misses earnings estimates by 3%. Using historical Consumer Staples sector data, what range of price reactions would you expect?",Portfolio Management,Asset Allocation — Strategic,4,Analyze,0.566202,what_if,1,Retail Intermediate,468,MXF34,1,1,0,0,0,2,2,21,0,train
12,What is Modern Portfolio Theory and why is it important to Portfolio Management investors?,Portfolio Management,Modern Portfolio Theory,3,Apply,0.432244,definition,2,Self-Directed Investor,0,EQT29,1,0,0,0,0,2,1,14,0,train
13,Define Trade & Current Account. How does it differ from lagging indicators?,Economics,Trade & Current Account,2,Understand,0.430995,definition,3,HNW Individual,0,EQT29,1,0,0,0,0,0,2,12,0,train
14,"For a Healthcare company with high capex and stable cash flows, which valuation method is most appropriate and why?",Corporate Finance,Capital Structure — Debt vs Equity,1,Remember,0.173896,best_of_n,4,Financial Advisor,21,INV25,1,0,0,1,0,0,1,19,0,train
15,"Which of the following best describes the primary purpose of Treasury & Government Bonds: (a) maximising fee revenue, (b) ensuring regulatory compliance, (c) reducing reporting burden, (d) increasing leverage?",Fixed Income,Treasury & Government Bonds,1,Remember,0.099595,best_of_n,5,CFA Candidate,69,BLD49,1,0,0,1,0,0,1,29,0,train
16,"An investor seeking income with moderate risk tolerance should primarily consider: (a) high-yield bonds, (b) dividend equities, (c) REITs, (d) growth stocks. Which is most appropriate and why?",Fixed Income,Bond Pricing & Yield,3,Apply,0.753193,best_of_n,6,Portfolio Manager,52,XCL42,1,0,0,0,0,0,2,28,0,train
17,Define Insider Trading Rules. How does it differ from confidentiality?,Regulation & Ethics,Insider Trading Rules,2,Understand,0.174138,definition,7,Compliance Officer,49,CAP84,1,0,0,1,0,0,2,10,0,train
18,"An analyst projects EQT29's free cash flow will grow at 2.0% for 21 years, then stabilise at 6.6%. Using a WACC of 6.5%, what is the intrinsic value per share?",Risk Management,Value at Risk (VaR),4,Analyze,0.764294,scenario,8,Risk Manager,0,EQT29,1,1,0,1,0,2,5,30,0,train
19,"A bond with face value $1,000 pays a coupon of 7.6% annually and matures in 3 years. If the yield to maturity is 12.0%, what is its approximate price?",Fixed Income,Bond Pricing & Yield,1,Remember,0.153395,calculation,9,Quantitative Analyst,0,EQT29,1,1,0,0,0,0,4,29,0,train
20,What is Fiduciary Duty & Suitability and why is it important to Regulation & Ethics investors?,Regulation & Ethics,Fiduciary Duty & Suitability,3,Apply,0.140027,definition,0,Retail Novice,11,RST75,1,0,0,1,0,0,1,16,0,train
21,Define Convertible Bonds. How does it differ from convexity?,Fixed Income,Convertible Bonds,3,Apply,0.372316,definition,1,Retail Intermediate,4,UNV13,1,0,0,0,0,0,2,9,0,train
22,How does Credit Analysis & Ratings perform relative to real yield during periods of rising interest rates?,Fixed Income,Credit Analysis & Ratings,6,Create,0.831856,comparison,2,Self-Directed Investor,152,CAP18,1,0,1,0,0,1,1,17,0,train
23,"For a Industrials company with high capex and stable cash flows, which valuation method is most appropriate and why?",Quantitative Methods,Probability & Distributions,2,Understand,0.135762,best_of_n,3,HNW Individual,9,INV90,1,0,0,0,0,0,1,19,0,train
24,A colleague claims that increasing duration always increases bond returns in a falling rate environment — is this statement correct? Explain.,Regulation & Ethics,Dodd-Frank & Financial Reform,3,Apply,0.659305,error_spotting,4,Financial Advisor,23,TRX12,1,0,0,0,0,0,2,21,0,train
25,"A pension fund has a 9/5 equity/bond allocation. If equities rise 183% and bonds fall 168%, what rebalancing is required to restore the target allocation?",Behavioral Finance,Herding & Market Bubbles,3,Apply,0.599837,scenario,5,CFA Candidate,1,CAP89,1,1,0,0,0,1,2,25,0,train
26,How does Corporate Governance perform relative to mean reversion during periods of rising interest rates?,Equities,Corporate Governance,3,Apply,0.600478,comparison,6,Portfolio Manager,11,RST75,1,0,0,0,0,2,1,15,0,train
27,Contrast the use of Correlation & Covariance versus median as hedging instruments in a Utilities portfolio.,Quantitative Methods,Correlation & Covariance,2,Understand,0.108484,comparison,7,Compliance Officer,0,EQT29,1,0,0,0,0,0,1,16,0,train
28,"An investor seeking income with moderate risk tolerance should primarily consider: (a) high-yield bonds, (b) dividend equities, (c) REITs, (d) growth stocks. Which is most appropriate and why?",Corporate Finance,Leveraged Buyouts,1,Remember,0.013999,best_of_n,8,Risk Manager,68,ZRO59,1,0,0,0,0,0,2,28,0,train
29,Define Equity Valuation — DCF. How does it differ from mean reversion?,Equities,Equity Valuation — DCF,2,Understand,0.213851,definition,9,Quantitative Analyst,3,OPT65,1,0,0,1,0,0,2,12,0,train
30,"Under SEC Rule 10b-5, what disclosure obligations does an investment advisor have when recommending CAP89 to a retail client?",Equities,Equity Valuation — DCF,3,Apply,0.386596,regulatory_applicability,0,Retail Novice,1,CAP89,1,0,0,0,0,0,1,19,1,train
31,Does the following action constitute a violation of The Investment Advisers Act of 1940: an analyst shares material non-public information about YLD40 with a favoured client?,Regulation & Ethics,CFA Institute Code of Ethics,4,Analyze,0.309055,regulatory_applicability,1,Retail Intermediate,356,YLD40,1,0,0,0,0,2,1,26,1,train
32,"Compare Monetary Policy & Interest Rates with deflation in terms of risk, return, and liquidity.",Economics,Monetary Policy & Interest Rates,1,Remember,0.127904,comparison,2,Self-Directed Investor,0,EQT29,1,0,0,0,0,0,1,15,0,train
33,"A pension fund has a 9/15 equity/bond allocation. If equities rise 293% and bonds fall 171%, what rebalancing is required to restore the target allocation?",Equities,Small Cap & Micro Cap,3,Apply,0.718345,scenario,3,HNW Individual,12,EQT54,1,1,0,1,0,2,2,25,0,train
34,"If inflation rises unexpectedly to 19.7%, which asset classes in a balanced portfolio would you expect to outperform and why?",Fixed Income,Bond Pricing & Yield,2,Understand,0.461839,what_if,4,Financial Advisor,13,ALF77,1,1,0,0,0,0,2,20,0,train
35,"For a Real Estate company with high capex and stable cash flows, which valuation method is most appropriate and why?",Real Assets,Real Estate Valuation,4,Analyze,0.758319,best_of_n,5,CFA Candidate,57,FNX98,1,0,0,0,0,2,1,20,0,train
36,"If SPC80 has a price of $215.44 and annual dividends of $98.11, what is its dividend yield?",Fixed Income,Bond Pricing & Yield,5,Evaluate,0.774918,calculation,6,Portfolio Manager,100,SPC80,1,1,0,1,0,2,3,17,0,train
37,What are the key differences between YLD82 and EQT29 in terms of their Fixed Income characteristics?,Fixed Income,Inflation-Linked Bonds (TIPS),1,Remember,0.318298,comparison,7,Compliance Officer,22,YLD82,2,0,0,0,0,0,1,16,0,train
38,Review the following statement: 'A portfolio with a Sharpe ratio of 210.62 is always preferable to one with a ratio of 1.06.' Is this always true?,Equities,Equity Valuation — DCF,3,Apply,0.750479,error_spotting,8,Risk Manager,12,EQT54,1,1,0,0,0,0,4,26,0,train
39,"An investor is considering CAP89 with a beta of 153.19. If the market drops 16%, what is the expected change in the stock price?",Fixed Income,Duration & Convexity,3,Apply,0.564596,scenario,9,Quantitative Analyst,1,CAP89,1,1,1,0,0,1,3,24,0,train
40,What is Liquidity Risk and why is it important to Risk Management investors?,Risk Management,Liquidity Risk,3,Apply,0.1819,definition,0,Retail Novice,1,CAP89,1,0,0,0,0,1,1,13,0,train
41,"For a Materials company with high capex and stable cash flows, which valuation method is most appropriate and why?",Corporate Finance,Capital Structure — Debt vs Equity,1,Remember,0.068849,best_of_n,1,Retail Intermediate,2,BLD37,1,0,0,0,0,0,1,19,0,train
42,"If EQT29 has a price of $9.46 and annual dividends of $9.10, what is its dividend yield?",Derivatives,Swaps — Credit Default,2,Understand,0.146926,calculation,2,Self-Directed Investor,0,EQT29,1,1,0,0,0,0,3,17,0,train
43,"A bond with face value $1,000 pays a coupon of 3.3% annually and matures in 2 years. If the yield to maturity is 24.3%, what is its approximate price?",Behavioral Finance,Prospect Theory & Loss Aversion,3,Apply,0.44817,calculation,3,HNW Individual,1,CAP89,1,1,0,0,0,2,4,29,0,train
44,"For a Financials company with high capex and stable cash flows, which valuation method is most appropriate and why?",Fixed Income,Treasury & Government Bonds,2,Understand,0.335527,best_of_n,4,Financial Advisor,25,EQT28,1,0,0,0,0,0,1,19,0,train
45,"Which of the following best describes the primary purpose of Share Buybacks & Capital Returns: (a) speculating on currency direction, (b) hedging against interest rate movements, (c) arbitraging credit spreads, (d) increasing equity exposure?",Equities,Share Buybacks & Capital Returns,1,Remember,0.020388,best_of_n,5,CFA Candidate,2,BLD37,1,0,0,1,0,0,1,34,0,train
46,An analyst states that Preferred Shares and value investing are interchangeable for risk management purposes. Identify the flaw in this reasoning.,Equities,Preferred Shares,4,Analyze,0.762731,error_spotting,6,Portfolio Manager,1,CAP89,1,0,0,0,0,0,2,21,0,train
47,"For a Utilities company with high capex and stable cash flows, which valuation method is most appropriate and why?",Economics,Currency & Exchange Rates,3,Apply,0.283638,best_of_n,7,Compliance Officer,1,CAP89,1,0,1,0,0,1,1,19,0,train
48,What is Mortgage-Backed Securities and why is it important to Fixed Income investors?,Fixed Income,Mortgage-Backed Securities,2,Understand,0.386675,definition,8,Risk Manager,64,VLT13,1,0,0,0,0,0,1,13,0,train
49,"An investor seeking income with moderate risk tolerance should primarily consider: (a) high-yield bonds, (b) dividend equities, (c) REITs, (d) growth stocks. Which is most appropriate and why?",Regulation & Ethics,SEC Regulations & Reporting,2,Understand,0.129936,best_of_n,9,Quantitative Analyst,2,BLD37,1,0,0,0,0,0,2,28,0,train
50,"If inflation rises unexpectedly to 9.5%, which asset classes in a balanced portfolio would you expect to outperform and why?",Equities,Share Buybacks & Capital Returns,5,Evaluate,0.501744,what_if,0,Retail Novice,456,JPN34,1,1,0,0,0,1,2,20,0,train
51,"A portfolio has an expected return of 7.4% and a standard deviation of 13.9%. If the risk-free rate is 259.9%, what is the Sharpe ratio?",Risk Management,Value at Risk (VaR),4,Analyze,0.530282,calculation,1,Retail Intermediate,0,EQT29,1,1,0,0,0,2,5,25,0,train
52,"An investor seeking income with moderate risk tolerance should primarily consider: (a) high-yield bonds, (b) dividend equities, (c) REITs, (d) growth stocks. Which is most appropriate and why?",Equities,Preferred Shares,1,Remember,0.023694,best_of_n,2,Self-Directed Investor,2,BLD37,1,0,0,0,0,0,2,28,0,train
53,What are the key differences between CAP89 and EQT29 in terms of their Economics characteristics?,Economics,Monetary Policy & Interest Rates,4,Analyze,0.70438,comparison,3,HNW Individual,1,CAP89,2,0,0,0,0,0,1,15,0,train
54,"Explain the concept of Risk-Adjusted Returns (Sharpe, Sortino) in the context of Portfolio Management.",Portfolio Management,"Risk-Adjusted Returns (Sharpe, Sortino)",1,Remember,0.04683,definition,4,Financial Advisor,0,EQT29,1,0,0,0,0,0,1,14,0,train
55,What does Stock Screening & Factors measure and what are its key limitations?,Equities,Stock Screening & Factors,3,Apply,0.215295,definition,5,CFA Candidate,0,EQT29,1,0,1,0,0,1,1,13,0,train
56,"An investor holds 239 shares of INV90 at $48.98 per share. If the company announces a 8% stock dividend, what happens to their position value?",Fixed Income,Municipal Bonds,5,Evaluate,0.837977,scenario,6,Portfolio Manager,9,INV90,1,1,0,0,0,0,3,25,0,train
57,A colleague claims that increasing duration always increases bond returns in a falling rate environment — is this statement correct? Explain.,Alternative Investments,Hedge Funds — Strategies,3,Apply,0.506242,error_spotting,7,Compliance Officer,4,UNV13,1,0,0,1,0,2,2,21,0,train
58,"If inflation rises unexpectedly to 13.2%, which asset classes in a balanced portfolio would you expect to outperform and why?",Portfolio Management,Monte Carlo Simulation,2,Understand,0.52572,what_if,8,Risk Manager,6,JPN79,1,1,0,0,0,0,2,20,0,train
59,Review the following statement: 'A portfolio with a Sharpe ratio of 87.26 is always preferable to one with a ratio of 96.44.' Is this always true?,Fixed Income,Bond Pricing & Yield,4,Analyze,0.390653,error_spotting,9,Quantitative Analyst,0,EQT29,1,1,1,0,0,0,4,26,0,train
60,"Which of the following best describes the primary purpose of Share Buybacks & Capital Returns: (a) pricing individual securities, (b) measuring portfolio return attribution, (c) calculating margin requirements, (d) estimating default probability?",Equities,Share Buybacks & Capital Returns,4,Analyze,0.677631,best_of_n,0,Retail Novice,3,OPT65,1,0,0,1,0,0,1,32,0,train
61,An analyst states that Capital Structure — Debt vs Equity and IRR are interchangeable for risk management purposes. Identify the flaw in this reasoning.,Corporate Finance,Capital Structure — Debt vs Equity,4,Analyze,0.775793,error_spotting,1,Retail Intermediate,23,TRX12,1,0,0,0,0,1,2,24,0,train
62,"For a Consumer Staples company with high capex and stable cash flows, which valuation method is most appropriate and why?",Fixed Income,Yield Curve Dynamics,2,Understand,0.1767,best_of_n,2,Self-Directed Investor,153,OPT27,1,0,0,0,0,0,1,20,0,train
63,"A portfolio has an expected return of 3.3% and a standard deviation of 6.2%. If the risk-free rate is 191.5%, what is the Sharpe ratio?",Fixed Income,Treasury & Government Bonds,3,Apply,0.445287,calculation,3,HNW Individual,240,UNV19,1,1,0,0,0,0,5,25,0,train
64,What is Farmland & Timberland and why is it important to Real Assets investors?,Real Assets,Farmland & Timberland,4,Analyze,0.690682,definition,4,Financial Advisor,67,OPT86,1,0,0,1,0,1,1,14,0,train
65,"A call option on JPN79 has a delta of 120.00 and a gamma of 41.288. If the stock rises by $4.22, what is the estimated new delta?",Fixed Income,Credit Analysis & Ratings,2,Understand,0.101427,calculation,5,CFA Candidate,6,JPN79,1,1,0,0,0,0,5,27,0,train
66,"Which of the following best describes the primary purpose of Factor Investing (Fama-French): (a) maximising expected return, (b) minimising transaction costs, (c) quantifying downside risk, (d) calculating dividend yield?",Portfolio Management,Factor Investing (Fama-French),1,Remember,0.31622,best_of_n,6,Portfolio Manager,6,JPN79,1,0,0,0,0,0,1,29,0,train
67,"An investor seeking income with moderate risk tolerance should primarily consider: (a) high-yield bonds, (b) dividend equities, (c) REITs, (d) growth stocks. Which is most appropriate and why?",Risk Management,Market Risk — Systematic vs Idiosyncratic,2,Understand,0.13421,best_of_n,7,Compliance Officer,29,WRX18,1,0,0,0,0,0,2,28,0,train
68,"An investor holds 136 shares of UNV13 at $22.94 per share. If the company announces a 9% stock dividend, what happens to their position value?",Regulation & Ethics,SEC Regulations & Reporting,1,Remember,0.253604,scenario,8,Risk Manager,4,UNV13,1,1,0,0,0,0,3,25,0,train
69,"A pension fund has a 19/24 equity/bond allocation. If equities rise 104% and bonds fall 93%, what rebalancing is required to restore the target allocation?",Portfolio Management,Asset Allocation — Strategic,5,Evaluate,0.890384,scenario,9,Quantitative Analyst,0,EQT29,1,1,0,1,0,2,2,25,0,train
70,An analyst states that Portfolio Rebalancing and idiosyncratic risk are interchangeable for risk management purposes. Identify the flaw in this reasoning.,Portfolio Management,Portfolio Rebalancing,4,Analyze,0.519593,error_spotting,0,Retail Novice,1,CAP89,1,0,0,0,0,1,2,21,0,train
71,What does Probability & Distributions measure and what are its key limitations?,Quantitative Methods,Probability & Distributions,2,Understand,0.344802,definition,1,Retail Intermediate,3,OPT65,1,0,0,0,0,0,1,12,0,train
72,"Which of the following best describes the primary purpose of Equity Valuation — DCF: (a) pricing individual securities, (b) measuring portfolio return attribution, (c) calculating margin requirements, (d) estimating default probability?",Equities,Equity Valuation — DCF,3,Apply,0.524551,best_of_n,2,Self-Directed Investor,0,EQT29,1,0,0,1,0,1,1,31,0,train
73,"A pension fund has a 4/8 equity/bond allocation. If equities rise 264% and bonds fall 39%, what rebalancing is required to restore the target allocation?",Behavioral Finance,Cognitive Biases in Investing,1,Remember,0.161438,scenario,3,HNW Individual,1,CAP89,1,1,0,0,0,0,2,25,0,train
74,Explain the concept of Stress Testing & Scenario Analysis in the context of Risk Management.,Risk Management,Stress Testing & Scenario Analysis,2,Understand,0.478779,definition,4,Financial Advisor,94,SYN58,1,0,0,0,0,0,1,15,0,train
75,A colleague claims that increasing duration always increases bond returns in a falling rate environment — is this statement correct? Explain.,Portfolio Management,Portfolio Optimization,1,Remember,0.077996,error_spotting,5,CFA Candidate,3,OPT65,1,0,0,0,0,0,2,21,0,train
76,An analyst states that Time Value of Money and causation are interchangeable for risk management purposes. Identify the flaw in this reasoning.,Quantitative Methods,Time Value of Money,4,Analyze,0.568915,error_spotting,6,Portfolio Manager,3,OPT65,1,0,1,0,0,0,2,22,0,train
77,How does SEC Regulation Best Interest (Reg BI) affect the structure and marketing of Value at Risk (VaR) products in the United States?,Risk Management,Value at Risk (VaR),3,Apply,0.595121,regulatory_applicability,7,Compliance Officer,1,CAP89,1,0,1,0,0,2,1,23,1,train
78,"Which of the following best describes the primary purpose of Employment & Labor Markets: (a) maximising expected return, (b) minimising transaction costs, (c) quantifying downside risk, (d) calculating dividend yield?",Economics,Employment & Labor Markets,3,Apply,0.215175,best_of_n,8,Risk Manager,43,SPC51,1,0,0,0,0,1,1,30,0,train
79,Contrast the use of Dividend Discount Models versus value investing as hedging instruments in a Utilities portfolio.,Equities,Dividend Discount Models,3,Apply,0.451769,comparison,9,Quantitative Analyst,0,EQT29,1,0,0,1,0,1,1,17,0,train
80,"For a Financials company with high capex and stable cash flows, which valuation method is most appropriate and why?",Equities,Equity Index Construction,3,Apply,0.348894,best_of_n,0,Retail Novice,91,SYN76,1,0,0,1,0,2,1,19,0,train
81,A colleague claims that increasing duration always increases bond returns in a falling rate environment — is this statement correct? Explain.,Economics,Employment & Labor Markets,4,Analyze,0.51218,error_spotting,1,Retail Intermediate,10,XCL12,1,0,0,1,0,2,2,21,0,train
82,"If the P/E ratio of ARK40 is 214.7 and the industry average is 198.6, what does this imply about the market's growth expectations?",Portfolio Management,Portfolio Rebalancing,1,Remember,0.049689,calculation,2,Self-Directed Investor,58,ARK40,1,1,0,0,0,0,3,23,0,train
83,"A call option on EQT54 has a delta of 224.97 and a gamma of 20.743. If the stock rises by $15.92, what is the estimated new delta?",Fixed Income,Callable & Putable Bonds,3,Apply,0.598644,calculation,3,HNW Individual,12,EQT54,1,1,0,0,0,1,5,27,0,train
84,A colleague claims that increasing duration always increases bond returns in a falling rate environment — is this statement correct? Explain.,Equities,IPO & Secondary Offerings,1,Remember,0.270035,error_spotting,4,Financial Advisor,0,EQT29,1,0,0,0,0,0,2,21,0,train
85,Define Risk Budgeting. How does it differ from operational risk?,Risk Management,Risk Budgeting,2,Understand,0.157445,definition,5,CFA Candidate,1,CAP89,1,0,0,1,0,0,2,10,0,train
86,Explain the concept of Dividend Policy in the context of Corporate Finance.,Corporate Finance,Dividend Policy,2,Understand,0.389501,definition,6,Portfolio Manager,259,UNV48,1,0,0,0,0,0,1,12,0,train
87,"A portfolio has an expected return of 17.5% and a standard deviation of 22.4%. If the risk-free rate is 223.3%, what is the Sharpe ratio?",Equities,Equity Valuation — DCF,5,Evaluate,0.91322,calculation,7,Compliance Officer,0,EQT29,1,1,0,0,0,0,5,25,0,train
88,"If the Federal Reserve raises interest rates by 180 basis points, how would you expect Municipal Bonds to respond and why?",Fixed Income,Municipal Bonds,6,Create,0.920957,what_if,8,Risk Manager,23,TRX12,1,1,0,0,0,0,1,21,0,train
89,"A pension fund has a 5/4 equity/bond allocation. If equities rise 59% and bonds fall 162%, what rebalancing is required to restore the target allocation?",Fixed Income,Bond Pricing & Yield,1,Remember,0.203712,scenario,9,Quantitative Analyst,86,RST25,1,1,0,0,0,0,2,25,0,train
90,"If EQT29 has a price of $282.34 and annual dividends of $165.95, what is its dividend yield?",Alternative Investments,Infrastructure Investing,1,Remember,0.202406,calculation,0,Retail Novice,0,EQT29,1,1,0,0,0,0,3,17,0,train
91,"An investor seeking income with moderate risk tolerance should primarily consider: (a) high-yield bonds, (b) dividend equities, (c) REITs, (d) growth stocks. Which is most appropriate and why?",Quantitative Methods,Time Series Analysis,2,Understand,0.566682,best_of_n,1,Retail Intermediate,0,EQT29,1,0,0,0,0,0,2,28,0,train
92,An investor buys XCL12 at $84.02 and sells at $63.98 after 19 years with no dividends. What is the annualised return?,Quantitative Methods,Time Value of Money,3,Apply,0.587081,calculation,2,Self-Directed Investor,10,XCL12,1,1,0,0,0,1,4,21,0,train
93,A colleague claims that increasing duration always increases bond returns in a falling rate environment — is this statement correct? Explain.,Regulation & Ethics,SEC Regulations & Reporting,6,Create,0.464283,error_spotting,3,HNW Individual,1,CAP89,1,0,0,0,0,1,2,21,0,train
94,"An analyst projects EQT29's free cash flow will grow at 9.6% for 26 years, then stabilise at 4.8%. Using a WACC of 282.4%, what is the intrinsic value per share?",Portfolio Management,Liability-Driven Investing,5,Evaluate,0.907241,scenario,4,Financial Advisor,0,EQT29,1,1,0,1,0,0,5,30,0,train
95,"A call option on KRX53 has a delta of 158.38 and a gamma of 101.820. If the stock rises by $39.59, what is the estimated new delta?",Fixed Income,Corporate Bonds,3,Apply,0.34114,calculation,5,CFA Candidate,38,KRX53,1,1,0,0,0,0,5,27,0,train
96,"If the Federal Reserve raises interest rates by 114 basis points, how would you expect CFA Institute Code of Ethics to respond and why?",Regulation & Ethics,CFA Institute Code of Ethics,4,Analyze,0.628805,what_if,6,Portfolio Manager,0,EQT29,1,1,0,1,0,2,1,24,0,train
97,"An investor seeking income with moderate risk tolerance should primarily consider: (a) high-yield bonds, (b) dividend equities, (c) REITs, (d) growth stocks. Which is most appropriate and why?",Risk Management,Credit Risk,2,Understand,0.167385,best_of_n,7,Compliance Officer,0,EQT29,1,0,0,0,0,0,2,28,0,train
98,Explain the concept of Value at Risk (VaR) in the context of Risk Management.,Risk Management,Value at Risk (VaR),3,Apply,0.510144,definition,8,Risk Manager,22,YLD82,1,0,1,0,0,0,1,14,0,train
99,"A portfolio has an expected return of 13.8% and a standard deviation of 8.7%. If the risk-free rate is 177.4%, what is the Sharpe ratio?",Portfolio Management,Portfolio Rebalancing,3,Apply,0.612673,calculation,9,Quantitative Analyst,19,ARK18,1,1,0,0,0,1,5,25,0,train
100,Does the following action constitute a violation of SEC Rule 10b-5: an analyst shares material non-public information about CAP89 with a favoured client?,Regulation & Ethics,SEC Regulations & Reporting,1,Remember,0.194035,regulatory_applicability,0,Retail Novice,1,CAP89,1,0,0,1,0,0,1,23,1,train
101,"A call option on EQT29 has a delta of 217.18 and a gamma of 143.559. If the stock rises by $33.39, what is the estimated new delta?",Fixed Income,High Yield / Junk Bonds,3,Apply,0.385795,calculation,1,Retail Intermediate,0,EQT29,1,1,0,0,0,1,5,27,0,train
102,Explain the concept of Credit Risk in the context of Risk Management.,Risk Management,Credit Risk,2,Understand,0.506503,definition,2,Self-Directed Investor,2,BLD37,1,0,0,0,0,0,1,12,0,train
103,"An investor seeking income with moderate risk tolerance should primarily consider: (a) high-yield bonds, (b) dividend equities, (c) REITs, (d) growth stocks. Which is most appropriate and why?",Equities,Equity Valuation — DCF,2,Understand,0.305059,best_of_n,3,HNW Individual,26,HLX44,1,0,0,0,0,0,2,28,0,train
104,"Compare Equity Valuation — Multiples with mean reversion in terms of risk, return, and liquidity.",Equities,Equity Valuation — Multiples,1,Remember,0.001089,comparison,4,Financial Advisor,0,EQT29,1,0,0,0,0,0,1,15,0,train
105,"A pension fund has a 3/14 equity/bond allocation. If equities rise 184% and bonds fall 156%, what rebalancing is required to restore the target allocation?",Portfolio Management,Modern Portfolio Theory,3,Apply,0.42805,scenario,5,CFA Candidate,117,PRX31,1,1,0,0,0,0,2,25,0,train
106,Does the following action constitute a violation of ERISA: an analyst shares material non-public information about DRV51 with a favoured client?,Derivatives,Options Pricing — Black-Scholes,4,Analyze,0.663675,regulatory_applicability,6,Portfolio Manager,20,DRV51,1,0,0,0,0,2,1,21,1,train
107,"For a Utilities company with high capex and stable cash flows, which valuation method is most appropriate and why?",Derivatives,Swaps — Credit Default,2,Understand,0.600735,best_of_n,7,Compliance Officer,0,EQT29,1,0,0,1,0,0,1,19,0,train
108,"Which of the following best describes the primary purpose of Fiduciary Duty & Suitability: (a) pricing individual securities, (b) measuring portfolio return attribution, (c) calculating margin requirements, (d) estimating default probability?",Regulation & Ethics,Fiduciary Duty & Suitability,5,Evaluate,0.544479,best_of_n,8,Risk Manager,10,XCL12,1,0,0,0,0,0,1,31,0,train
109,"A pension fund has a 9/14 equity/bond allocation. If equities rise 109% and bonds fall 46%, what rebalancing is required to restore the target allocation?",Equities,Earnings Analysis & EPS,4,Analyze,0.496496,scenario,9,Quantitative Analyst,50,EQT86,1,1,0,0,0,0,2,25,0,train
110,"For a Healthcare company with high capex and stable cash flows, which valuation method is most appropriate and why?",Equities,Equity Valuation — Multiples,2,Understand,0.472016,best_of_n,0,Retail Novice,3,OPT65,1,0,0,0,0,0,1,19,0,train
111,What does Prospect Theory & Loss Aversion measure and what are its key limitations?,Behavioral Finance,Prospect Theory & Loss Aversion,3,Apply,0.385002,definition,1,Retail Intermediate,2,BLD37,1,0,0,0,0,1,1,14,0,train
112,What is IPO & Secondary Offerings and why is it important to Equities investors?,Equities,IPO & Secondary Offerings,2,Understand,0.259415,definition,2,Self-Directed Investor,105,XPT92,1,0,0,0,0,0,1,14,0,train
113,What are the key differences between OPT65 and ALF77 in terms of their Derivatives characteristics?,Derivatives,Swaps — Credit Default,2,Understand,0.308364,comparison,3,HNW Individual,3,OPT65,2,0,0,0,0,0,1,15,0,train
114,How does Options Pricing — Black-Scholes perform relative to put option during periods of rising interest rates?,Derivatives,Options Pricing — Black-Scholes,4,Analyze,0.338943,comparison,4,Financial Advisor,1,CAP89,1,0,1,0,0,0,1,17,0,train
115,What does Free Cash Flow Analysis measure and what are its key limitations?,Corporate Finance,Free Cash Flow Analysis,2,Understand,0.092996,definition,5,CFA Candidate,314,YLD24,1,0,0,1,0,0,1,13,0,train
116,"For a Materials company with high capex and stable cash flows, which valuation method is most appropriate and why?",Risk Management,Value at Risk (VaR),3,Apply,0.46677,best_of_n,6,Portfolio Manager,2,BLD37,1,0,0,0,0,1,1,19,0,train
117,Define Hypothesis Testing. How does it differ from median?,Quantitative Methods,Hypothesis Testing,1,Remember,0.289724,definition,7,Compliance Officer,0,EQT29,1,0,0,0,0,0,2,9,0,train
118,"If the P/E ratio of TRX12 is 291.6 and the industry average is 180.2, what does this imply about the market's growth expectations?",Real Assets,Real Estate Valuation,3,Apply,0.379539,calculation,8,Risk Manager,23,TRX12,1,1,0,1,0,1,3,23,0,train
119,"Suppose RST66 misses earnings estimates by 12%. Using historical Consumer Staples sector data, what range of price reactions would you expect?",Fixed Income,Duration & Convexity,6,Create,0.868552,what_if,9,Quantitative Analyst,137,RST66,1,1,0,0,0,2,2,21,0,train
120,"Which of the following best describes the primary purpose of WACC & Cost of Capital: (a) pricing individual securities, (b) measuring portfolio return attribution, (c) calculating margin requirements, (d) estimating default probability?",Corporate Finance,WACC & Cost of Capital,3,Apply,0.250619,best_of_n,0,Retail Novice,0,EQT29,1,0,0,0,0,1,1,32,0,train
121,"An investor seeking income with moderate risk tolerance should primarily consider: (a) high-yield bonds, (b) dividend equities, (c) REITs, (d) growth stocks. Which is most appropriate and why?",Economics,Employment & Labor Markets,2,Understand,0.326091,best_of_n,1,Retail Intermediate,0,EQT29,1,0,0,0,0,0,2,28,0,train
122,Explain the concept of Distressed Debt in the context of Alternative Investments.,Alternative Investments,Distressed Debt,1,Remember,0.154762,definition,2,Self-Directed Investor,5,UNV31,1,0,0,1,0,0,1,12,0,train
123,"Which of the following best describes the primary purpose of Duration & Convexity: (a) maximising fee revenue, (b) ensuring regulatory compliance, (c) reducing reporting burden, (d) increasing leverage?",Fixed Income,Duration & Convexity,1,Remember,0.185091,best_of_n,3,HNW Individual,14,XPT26,1,0,0,0,0,0,1,28,0,train
124,"An investor seeking income with moderate risk tolerance should primarily consider: (a) high-yield bonds, (b) dividend equities, (c) REITs, (d) growth stocks. Which is most appropriate and why?",Regulation & Ethics,Insider Trading Rules,2,Understand,0.190978,best_of_n,4,Financial Advisor,0,EQT29,1,0,0,0,0,0,2,28,0,train
125,"For a Healthcare company with high capex and stable cash flows, which valuation method is most appropriate and why?",Fixed Income,Yield Curve Dynamics,2,Understand,0.266563,best_of_n,5,CFA Candidate,3,OPT65,1,0,0,0,0,0,1,19,0,train
126,"An analyst projects NVP63's free cash flow will grow at 14.8% for 6 years, then stabilise at 19.1%. Using a WACC of 73.5%, what is the intrinsic value per share?",Corporate Finance,M&A Valuation,6,Create,0.915911,scenario,6,Portfolio Manager,28,NVP63,1,1,0,0,0,0,5,30,0,train
127,What does Momentum & Technical Analysis measure and what are its key limitations?,Equities,Momentum & Technical Analysis,2,Understand,0.329141,definition,7,Compliance Officer,1,CAP89,1,0,1,0,0,0,1,13,0,train
128,Review the following statement: 'A portfolio with a Sharpe ratio of 91.12 is always preferable to one with a ratio of 77.35.' Is this always true?,Fixed Income,Duration & Convexity,2,Understand,0.252707,error_spotting,8,Risk Manager,1,CAP89,1,1,0,0,0,0,4,26,0,train
129,Define Probability & Distributions. How does it differ from median?,Quantitative Methods,Probability & Distributions,5,Evaluate,0.404195,definition,9,Quantitative Analyst,9,INV90,1,0,0,0,0,2,2,10,0,train
130,"If the P/E ratio of EQT29 is 152.0 and the industry average is 161.7, what does this imply about the market's growth expectations?",Fixed Income,Credit Analysis & Ratings,6,Create,0.968253,calculation,0,Retail Novice,0,EQT29,1,1,0,0,0,0,3,23,0,train
131,Review the following statement: 'A portfolio with a Sharpe ratio of 230.57 is always preferable to one with a ratio of 36.12.' Is this always true?,Derivatives,Options Pricing — Black-Scholes,3,Apply,0.476466,error_spotting,1,Retail Intermediate,0,EQT29,1,1,0,1,0,2,4,26,0,train
132,"If the Federal Reserve raises interest rates by 166 basis points, how would you expect Momentum & Technical Analysis to respond and why?",Equities,Momentum & Technical Analysis,5,Evaluate,0.826829,what_if,2,Self-Directed Investor,101,ARK95,1,1,0,0,0,2,1,23,0,train
133,An analyst states that Hedging with Derivatives and forwards are interchangeable for risk management purposes. Identify the flaw in this reasoning.,Derivatives,Hedging with Derivatives,1,Remember,0.117071,error_spotting,3,HNW Individual,3,OPT65,1,0,0,0,0,0,2,21,0,train
134,How does Liquidity Risk perform relative to credit risk during periods of rising interest rates?,Risk Management,Liquidity Risk,5,Evaluate,0.394087,comparison,4,Financial Advisor,2,BLD37,1,0,0,0,0,1,1,15,0,train
135,"Which of the following best describes the primary purpose of SEC Regulations & Reporting: (a) maximising fee revenue, (b) ensuring regulatory compliance, (c) reducing reporting burden, (d) increasing leverage?",Regulation & Ethics,SEC Regulations & Reporting,1,Remember,0.242065,best_of_n,5,CFA Candidate,1,CAP89,1,0,0,0,0,0,1,29,0,train
136,"If the Federal Reserve raises interest rates by 258 basis points, how would you expect Statistical Analysis — Regression to respond and why?",Quantitative Methods,Statistical Analysis — Regression,1,Remember,0.013422,what_if,6,Portfolio Manager,272,NVP74,1,1,0,1,0,0,1,23,0,train
137,"A call option on HLX19 has a delta of 169.98 and a gamma of 162.276. If the stock rises by $6.53, what is the estimated new delta?",Economics,GDP & Economic Indicators,3,Apply,0.627814,calculation,7,Compliance Officer,34,HLX19,1,1,0,0,0,0,5,27,0,train
138,"Which of the following best describes the primary purpose of Options Greeks: (a) maximising expected return, (b) minimising transaction costs, (c) quantifying downside risk, (d) calculating dividend yield?",Derivatives,Options Greeks,4,Analyze,0.702165,best_of_n,8,Risk Manager,0,EQT29,1,0,1,0,0,2,1,28,0,train
139,"An investor is considering EQT29 with a beta of 7.72. If the market drops 3%, what is the expected change in the stock price?",Fixed Income,Bond Pricing & Yield,3,Apply,0.635962,scenario,9,Quantitative Analyst,0,EQT29,1,1,0,1,0,1,3,24,0,train
140,"An investor holds 16 shares of EQT29 at $14.60 per share. If the company announces a 18% stock dividend, what happens to their position value?",Quantitative Methods,Time Value of Money,4,Analyze,0.685491,scenario,0,Retail Novice,0,EQT29,1,1,1,1,0,0,3,25,0,train
141,"A pension fund has a 2/6 equity/bond allocation. If equities rise 79% and bonds fall 173%, what rebalancing is required to restore the target allocation?",Equities,IPO & Secondary Offerings,2,Understand,0.143195,scenario,1,Retail Intermediate,1,CAP89,1,1,0,0,0,0,2,25,0,train
142,"An analyst projects CAP89's free cash flow will grow at 17.7% for 12 years, then stabilise at 8.8%. Using a WACC of 128.9%, what is the intrinsic value per share?",Portfolio Management,Drawdown Management,2,Understand,0.079115,scenario,2,Self-Directed Investor,1,CAP89,1,1,0,0,0,0,5,30,0,train
143,"An investor is considering EQT29 with a beta of 227.86. If the market drops 19%, what is the expected change in the stock price?",Corporate Finance,Leveraged Buyouts,5,Evaluate,0.726573,scenario,3,HNW Individual,0,EQT29,1,1,1,0,0,2,3,24,0,train
144,"Under MiFID II, what disclosure obligations does an investment advisor have when recommending EQT29 to a retail client?",Economics,Federal Reserve & Central Banks,3,Apply,0.606405,regulatory_applicability,4,Financial Advisor,0,EQT29,1,0,0,0,0,2,1,18,1,train
145,Define Inflation-Linked Bonds (TIPS). How does it differ from real yield?,Fixed Income,Inflation-Linked Bonds (TIPS),1,Remember,0.194168,definition,5,CFA Candidate,31,ALF44,1,0,0,0,0,0,2,11,0,train
146,"For a Communication Services company with high capex and stable cash flows, which valuation method is most appropriate and why?",Portfolio Management,Modern Portfolio Theory,3,Apply,0.380014,best_of_n,6,Portfolio Manager,366,INV19,1,0,0,0,0,0,1,20,0,train
147,"An investor is considering BLD61 with a beta of 130.30. If the market drops 8%, what is the expected change in the stock price?",Corporate Finance,Capital Structure — Debt vs Equity,2,Understand,0.094507,scenario,7,Compliance Officer,158,BLD61,1,1,0,0,0,0,3,24,0,train
148,"An investor holds 279 shares of FNX11 at $94.52 per share. If the company announces a 7% stock dividend, what happens to their position value?",Regulation & Ethics,Investment Advisor Act,4,Analyze,0.512189,scenario,8,Risk Manager,63,FNX11,1,1,0,1,0,0,3,25,0,train
149,Define Capital Structure — Debt vs Equity. How does it differ from cost of equity?,Corporate Finance,Capital Structure — Debt vs Equity,4,Analyze,0.689142,definition,9,Quantitative Analyst,0,EQT29,1,0,0,0,0,0,2,15,0,train
150,"How does Risk-Adjusted Returns (Sharpe, Sortino) perform relative to tactical allocation during periods of rising interest rates?",Portfolio Management,"Risk-Adjusted Returns (Sharpe, Sortino)",4,Analyze,0.601854,comparison,0,Retail Novice,4,UNV13,1,0,0,1,0,2,1,17,0,train
151,"An investor seeking income with moderate risk tolerance should primarily consider: (a) high-yield bonds, (b) dividend equities, (c) REITs, (d) growth stocks. Which is most appropriate and why?",Real Assets,Natural Resources Investing,2,Understand,0.183718,best_of_n,1,Retail Intermediate,0,EQT29,1,0,0,0,0,0,2,28,0,train
152,An investor buys OPT65 at $55.67 and sells at $32.74 after 28 years with no dividends. What is the annualised return?,Economics,Employment & Labor Markets,1,Remember,0.17098,calculation,2,Self-Directed Investor,3,OPT65,1,1,0,0,0,0,4,21,0,train
153,"A portfolio has an expected return of 19.6% and a standard deviation of 15.8%. If the risk-free rate is 222.3%, what is the Sharpe ratio?",Portfolio Management,Asset Allocation — Tactical,3,Apply,0.070153,calculation,3,HNW Individual,464,DRV92,1,1,0,0,0,1,5,25,0,train
154,"An investor seeking income with moderate risk tolerance should primarily consider: (a) high-yield bonds, (b) dividend equities, (c) REITs, (d) growth stocks. Which is most appropriate and why?",Alternative Investments,Private Equity & Venture Capital,1,Remember,0.059347,best_of_n,4,Financial Advisor,167,VLT89,1,0,0,1,0,0,2,28,0,train
155,"An investor is considering EQT29 with a beta of 146.95. If the market drops 18%, what is the expected change in the stock price?",Fixed Income,Treasury & Government Bonds,4,Analyze,0.630559,scenario,5,CFA Candidate,0,EQT29,1,1,0,0,0,2,3,24,0,train
156,"Under ERISA, what disclosure obligations does an investment advisor have when recommending EQT29 to a retail client?",Equities,Equity Valuation — Multiples,1,Remember,0.06504,regulatory_applicability,6,Portfolio Manager,0,EQT29,1,0,0,0,0,0,1,17,1,train
157,What would happen to WRX11's bond price if its credit rating is downgraded from A- to B?,Equities,Stock Screening & Factors,3,Apply,0.313486,what_if,7,Compliance Officer,8,WRX11,1,0,0,0,0,2,1,17,0,train
158,How does Liquidity Risk perform relative to credit risk during periods of rising interest rates?,Risk Management,Liquidity Risk,1,Remember,0.246457,comparison,8,Risk Manager,3,OPT65,1,0,0,1,0,0,1,15,0,train
159,Contrast the use of IPO & Secondary Offerings versus comparable company analysis as hedging instruments in a Healthcare portfolio.,Equities,IPO & Secondary Offerings,3,Apply,0.496554,comparison,9,Quantitative Analyst,3,OPT65,1,0,0,0,0,2,1,19,0,train
160,"Compare Risk-Adjusted Returns (Sharpe, Sortino) with idiosyncratic risk in terms of risk, return, and liquidity.",Portfolio Management,"Risk-Adjusted Returns (Sharpe, Sortino)",5,Evaluate,0.862675,comparison,0,Retail Novice,229,EQT22,1,0,1,0,0,0,1,15,0,train
161,"For a Utilities company with high capex and stable cash flows, which valuation method is most appropriate and why?",Portfolio Management,"Risk-Adjusted Returns (Sharpe, Sortino)",2,Understand,0.450367,best_of_n,1,Retail Intermediate,0,EQT29,1,0,1,0,0,0,1,19,0,train
162,Explain the concept of Employment & Labor Markets in the context of Economics.,Economics,Employment & Labor Markets,2,Understand,0.162456,definition,2,Self-Directed Investor,8,WRX11,1,0,0,0,0,0,1,13,0,train
163,"An investor seeking income with moderate risk tolerance should primarily consider: (a) high-yield bonds, (b) dividend equities, (c) REITs, (d) growth stocks. Which is most appropriate and why?",Fixed Income,Credit Analysis & Ratings,2,Understand,0.486787,best_of_n,3,HNW Individual,24,QNT63,1,0,0,0,0,0,2,28,0,train
164,What is Fiduciary Duty & Suitability and why is it important to Regulation & Ethics investors?,Regulation & Ethics,Fiduciary Duty & Suitability,5,Evaluate,0.886721,definition,4,Financial Advisor,0,EQT29,1,0,1,0,0,2,1,16,0,train
165,"Under CFA Institute Standard IV(A), what disclosure obligations does an investment advisor have when recommending NVP63 to a retail client?",Equities,Share Buybacks & Capital Returns,1,Remember,0.126177,regulatory_applicability,5,CFA Candidate,28,NVP63,1,0,0,0,0,0,1,20,1,train
166,"An analyst projects NVP98's free cash flow will grow at 16.2% for 24 years, then stabilise at 18.4%. Using a WACC of 220.9%, what is the intrinsic value per share?",Economics,Inflation & CPI,2,Understand,0.388727,scenario,6,Portfolio Manager,87,NVP98,1,1,0,1,0,0,5,30,0,train
167,"A call option on UNV13 has a delta of 229.80 and a gamma of 20.311. If the stock rises by $15.45, what is the estimated new delta?",Fixed Income,Duration & Convexity,3,Apply,0.098775,calculation,7,Compliance Officer,4,UNV13,1,1,0,1,0,2,5,27,0,train
168,What is Earnings Analysis & EPS and why is it important to Equities investors?,Equities,Earnings Analysis & EPS,1,Remember,0.003154,definition,8,Risk Manager,105,XPT92,1,0,0,1,0,0,1,14,0,train
169,"A bond with face value $1,000 pays a coupon of 4.2% annually and matures in 22 years. If the yield to maturity is 6.3%, what is its approximate price?",Equities,Short Selling Mechanics,2,Understand,0.345233,calculation,9,Quantitative Analyst,8,WRX11,1,1,0,1,0,0,4,29,0,train
170,"For a Industrials company with high capex and stable cash flows, which valuation method is most appropriate and why?",Quantitative Methods,Statistical Analysis — Regression,3,Apply,0.413541,best_of_n,0,Retail Novice,8,WRX11,1,0,0,1,0,1,1,19,0,train
171,Contrast the use of Options Pricing — Black-Scholes versus put option as hedging instruments in a Technology portfolio.,Derivatives,Options Pricing — Black-Scholes,3,Apply,0.559955,comparison,1,Retail Intermediate,58,ARK40,1,0,0,0,0,1,1,18,0,train
172,"If the Federal Reserve raises interest rates by 15 basis points, how would you expect Monetary Policy & Interest Rates to respond and why?",Economics,Monetary Policy & Interest Rates,4,Analyze,0.553229,what_if,2,Self-Directed Investor,44,JPN53,1,1,1,0,0,0,1,24,0,train
173,Define Modern Portfolio Theory. How does it differ from beta?,Portfolio Management,Modern Portfolio Theory,2,Understand,0.366715,definition,3,HNW Individual,3,OPT65,1,0,0,1,0,0,2,10,0,train
174,"If inflation rises unexpectedly to 15.3%, which asset classes in a balanced portfolio would you expect to outperform and why?",Equities,Equity Valuation — DCF,4,Analyze,0.850192,what_if,4,Financial Advisor,5,UNV31,1,1,0,1,0,0,2,20,0,train
175,What does Swaps — Interest Rate measure and what are its key limitations?,Derivatives,Swaps — Interest Rate,4,Analyze,0.915408,definition,5,CFA Candidate,0,EQT29,1,0,0,0,0,1,1,13,0,train
176,What is Municipal Bonds and why is it important to Fixed Income investors?,Fixed Income,Municipal Bonds,2,Understand,0.168822,definition,6,Portfolio Manager,1,CAP89,1,0,0,0,0,0,1,13,0,train
177,"Which of the following best describes the primary purpose of Swaps — Interest Rate: (a) speculating on currency direction, (b) hedging against interest rate movements, (c) arbitraging credit spreads, (d) increasing equity exposure?",Derivatives,Swaps — Interest Rate,1,Remember,0.039699,best_of_n,7,Compliance Officer,0,EQT29,1,0,0,1,0,0,1,33,0,train
178,"An analyst projects LMN37's free cash flow will grow at 15.4% for 14 years, then stabilise at 14.3%. Using a WACC of 283.1%, what is the intrinsic value per share?",Equities,Stock Screening & Factors,4,Analyze,0.349774,scenario,8,Risk Manager,17,LMN37,1,1,0,0,0,0,5,30,0,train
179,"For a Utilities company with high capex and stable cash flows, which valuation method is most appropriate and why?",Corporate Finance,Capital Budgeting — NPV & IRR,2,Understand,0.12196,best_of_n,9,Quantitative Analyst,1,CAP89,1,0,0,0,0,0,1,19,0,train
180,What is Counterparty Risk and why is it important to Risk Management investors?,Risk Management,Counterparty Risk,3,Apply,0.367528,definition,0,Retail Novice,0,EQT29,1,0,0,0,0,2,1,13,0,train
181,An analyst states that Real Asset Inflation Hedging and infrastructure are interchangeable for risk management purposes. Identify the flaw in this reasoning.,Real Assets,Real Asset Inflation Hedging,4,Analyze,0.742817,error_spotting,1,Retail Intermediate,0,EQT29,1,0,0,0,0,1,2,22,0,train
182,"An analyst projects CAP89's free cash flow will grow at 18.3% for 6 years, then stabilise at 15.4%. Using a WACC of 10.5%, what is the intrinsic value per share?",Economics,Currency & Exchange Rates,4,Analyze,0.551947,scenario,2,Self-Directed Investor,1,CAP89,1,1,0,0,0,1,5,30,0,train
183,"Which of the following best describes the primary purpose of Time Value of Money: (a) maximising fee revenue, (b) ensuring regulatory compliance, (c) reducing reporting burden, (d) increasing leverage?",Quantitative Methods,Time Value of Money,2,Understand,0.06569,best_of_n,3,HNW Individual,0,EQT29,1,0,0,1,0,0,1,29,0,train
184,What is Infrastructure Investing and why is it important to Alternative Investments investors?,Alternative Investments,Infrastructure Investing,4,Analyze,0.534091,definition,4,Financial Advisor,415,ZRO30,1,0,0,0,0,2,1,13,0,train
185,Define Equity Valuation — Multiples. How does it differ from mean reversion?,Equities,Equity Valuation — Multiples,3,Apply,0.307734,definition,5,CFA Candidate,41,KRX24,1,0,1,0,0,2,2,12,0,train
186,"If CAP89 has a price of $181.71 and annual dividends of $188.31, what is its dividend yield?",Equities,Sector Rotation Strategies,1,Remember,0.040599,calculation,6,Portfolio Manager,1,CAP89,1,1,0,1,0,0,3,17,0,train
187,"An investor is considering EQT41 with a beta of 78.67. If the market drops 7%, what is the expected change in the stock price?",Risk Management,Risk Budgeting,2,Understand,0.254489,scenario,7,Compliance Officer,144,EQT41,1,1,0,0,0,0,3,24,0,train
188,"Compare Futures & Forwards with credit default swap in terms of risk, return, and liquidity.",Derivatives,Futures & Forwards,4,Analyze,0.263489,comparison,8,Risk Manager,129,QNT10,1,0,0,0,0,1,1,15,0,train
189,A colleague claims that increasing duration always increases bond returns in a falling rate environment — is this statement correct? Explain.,Equities,IPO & Secondary Offerings,1,Remember,0.077699,error_spotting,9,Quantitative Analyst,1,CAP89,1,0,0,0,0,0,2,21,0,train
190,"Explain the concept of Risk-Adjusted Returns (Sharpe, Sortino) in the context of Portfolio Management.",Portfolio Management,"Risk-Adjusted Returns (Sharpe, Sortino)",2,Understand,0.297811,definition,0,Retail Novice,1,CAP89,1,0,0,1,0,0,1,14,0,train
191,What does WACC & Cost of Capital measure and what are its key limitations?,Corporate Finance,WACC & Cost of Capital,2,Understand,0.404711,definition,1,Retail Intermediate,0,EQT29,1,0,0,1,0,0,1,14,0,train
192,"An investor holds 237 shares of EQT29 at $38.44 per share. If the company announces a 20% stock dividend, what happens to their position value?",Derivatives,Structured Products,2,Understand,0.33443,scenario,2,Self-Directed Investor,0,EQT29,1,1,1,0,0,0,3,25,0,train
193,"A pension fund has a 12/11 equity/bond allocation. If equities rise 162% and bonds fall 180%, what rebalancing is required to restore the target allocation?",Derivatives,Futures & Forwards,4,Analyze,0.721068,scenario,3,HNW Individual,26,HLX44,1,1,1,0,0,0,2,25,0,train
194,Explain the concept of Municipal Bonds in the context of Fixed Income.,Fixed Income,Municipal Bonds,1,Remember,0.089595,definition,4,Financial Advisor,0,EQT29,1,0,0,0,0,0,1,12,0,train
195,A colleague claims that increasing duration always increases bond returns in a falling rate environment — is this statement correct? Explain.,Equities,Earnings Analysis & EPS,1,Remember,0.004895,error_spotting,5,CFA Candidate,38,KRX53,1,0,0,0,0,0,2,21,0,train
196,"Compare Private Equity & Venture Capital with REITs in terms of risk, return, and liquidity.",Alternative Investments,Private Equity & Venture Capital,5,Evaluate,0.865176,comparison,6,Portfolio Manager,121,FNX51,1,0,0,1,0,1,1,15,0,train
197,How does SEC Regulation Best Interest (Reg BI) affect the structure and marketing of Dividend Discount Models products in the United States?,Equities,Dividend Discount Models,6,Create,0.971974,regulatory_applicability,7,Compliance Officer,258,PRX19,1,0,0,0,0,1,1,22,1,train
198,A colleague claims that increasing duration always increases bond returns in a falling rate environment — is this statement correct? Explain.,Fixed Income,Yield Curve Dynamics,4,Analyze,0.40279,error_spotting,8,Risk Manager,2,BLD37,1,0,0,1,0,1,2,21,0,train
199,"A bond with face value $1,000 pays a coupon of 12.0% annually and matures in 4 years. If the yield to maturity is 16.7%, what is its approximate price?",Alternative Investments,Hedge Funds — Strategies,4,Analyze,0.553306,calculation,9,Quantitative Analyst,2,BLD37,1,1,0,0,0,0,4,29,0,train
200,"For a Consumer Staples company with high capex and stable cash flows, which valuation method is most appropriate and why?",Economics,Trade & Current Account,2,Understand,0.133403,best_of_n,0,Retail Novice,15,XPT46,1,0,0,0,0,0,1,20,0,train
201,"A portfolio has an expected return of 9.6% and a standard deviation of 16.3%. If the risk-free rate is 144.7%, what is the Sharpe ratio?",Quantitative Methods,Statistical Analysis — Regression,6,Create,0.98656,calculation,1,Retail Intermediate,11,RST75,1,1,1,0,0,1,5,25,0,train
202,How does Endowment Model perform relative to idiosyncratic risk during periods of rising interest rates?,Portfolio Management,Endowment Model,2,Understand,0.326714,comparison,2,Self-Directed Investor,109,NVP24,1,0,1,0,0,0,1,15,0,train
203,"An investor is considering CAP89 with a beta of 113.23. If the market drops 15%, what is the expected change in the stock price?",Risk Management,Counterparty Risk,2,Understand,0.436009,scenario,3,HNW Individual,1,CAP89,1,1,0,1,0,0,3,24,0,train
204,"Under MiFID II, what disclosure obligations does an investment advisor have when recommending XCL59 to a retail client?",Derivatives,Options Greeks,5,Evaluate,0.509961,regulatory_applicability,4,Financial Advisor,218,XCL59,1,0,0,0,0,2,1,18,1,train
205,"An investor seeking income with moderate risk tolerance should primarily consider: (a) high-yield bonds, (b) dividend equities, (c) REITs, (d) growth stocks. Which is most appropriate and why?",Corporate Finance,Capital Structure — Debt vs Equity,1,Remember,0.206495,best_of_n,5,CFA Candidate,2,BLD37,1,0,0,0,0,0,2,28,0,train
206,Explain the concept of Fiduciary Duty & Suitability in the context of Regulation & Ethics.,Regulation & Ethics,Fiduciary Duty & Suitability,2,Understand,0.086128,definition,6,Portfolio Manager,34,HLX19,1,0,0,1,0,0,1,15,0,train
207,What does Time Series Analysis measure and what are its key limitations?,Quantitative Methods,Time Series Analysis,2,Understand,0.280681,definition,7,Compliance Officer,38,KRX53,1,0,0,0,0,0,1,12,0,train
208,"An investor seeking income with moderate risk tolerance should primarily consider: (a) high-yield bonds, (b) dividend equities, (c) REITs, (d) growth stocks. Which is most appropriate and why?",Derivatives,Options Pricing — Black-Scholes,1,Remember,0.074294,best_of_n,8,Risk Manager,13,ALF77,1,0,0,0,0,0,2,28,0,train
209,What would happen to OPT65's bond price if its credit rating is downgraded from AA to BB-?,Equities,Short Selling Mechanics,2,Understand,0.48854,what_if,9,Quantitative Analyst,3,OPT65,1,0,0,1,0,0,1,17,0,train
210,A colleague claims that increasing duration always increases bond returns in a falling rate environment — is this statement correct? Explain.,Risk Management,Market Risk — Systematic vs Idiosyncratic,4,Analyze,0.57643,error_spotting,0,Retail Novice,4,UNV13,1,0,1,1,0,0,2,21,0,train
211,"A bond with face value $1,000 pays a coupon of 8.9% annually and matures in 8 years. If the yield to maturity is 12.0%, what is its approximate price?",Fixed Income,Duration & Convexity,3,Apply,0.518775,calculation,1,Retail Intermediate,13,ALF77,1,1,0,1,0,2,4,29,0,train
212,An investor buys CAP89 at $190.88 and sells at $194.32 after 13 years with no dividends. What is the annualised return?,Corporate Finance,Corporate Restructuring,4,Analyze,0.666579,calculation,2,Self-Directed Investor,1,CAP89,1,1,0,0,0,1,4,21,0,train
213,Define Share Buybacks & Capital Returns. How does it differ from comparable company analysis?,Equities,Share Buybacks & Capital Returns,2,Understand,0.203528,definition,3,HNW Individual,26,HLX44,1,0,0,0,0,0,2,14,0,train
214,"An investor seeking income with moderate risk tolerance should primarily consider: (a) high-yield bonds, (b) dividend equities, (c) REITs, (d) growth stocks. Which is most appropriate and why?",Quantitative Methods,Statistical Analysis — Regression,3,Apply,0.381793,best_of_n,4,Financial Advisor,9,INV90,1,0,0,0,0,2,2,28,0,train
215,What does Currency Derivatives measure and what are its key limitations?,Derivatives,Currency Derivatives,2,Understand,0.284523,definition,5,CFA Candidate,32,INV77,1,0,1,0,0,0,1,11,0,train
216,"If BLD35 has a price of $226.39 and annual dividends of $10.66, what is its dividend yield?",Equities,Stock Screening & Factors,3,Apply,0.280964,calculation,6,Portfolio Manager,72,BLD35,1,1,1,0,0,1,3,17,0,train
217,"An investor seeking income with moderate risk tolerance should primarily consider: (a) high-yield bonds, (b) dividend equities, (c) REITs, (d) growth stocks. Which is most appropriate and why?",Risk Management,Value at Risk (VaR),6,Create,0.622193,best_of_n,7,Compliance Officer,141,KRX33,1,0,1,1,0,0,2,28,0,train
218,An investor buys XCL12 at $207.29 and sells at $45.69 after 21 years with no dividends. What is the annualised return?,Economics,Yield Curve & Recession Signals,3,Apply,0.799024,calculation,8,Risk Manager,10,XCL12,1,1,0,0,0,1,4,21,0,train
219,"An investor is considering XPT94 with a beta of 194.74. If the market drops 12%, what is the expected change in the stock price?",Fixed Income,Duration & Convexity,6,Create,0.966786,scenario,9,Quantitative Analyst,150,XPT94,1,1,0,1,0,0,3,24,0,train
220,"If the Federal Reserve raises interest rates by 45 basis points, how would you expect Equity Valuation — Multiples to respond and why?",Equities,Equity Valuation — Multiples,5,Evaluate,0.641961,what_if,0,Retail Novice,3,OPT65,1,1,1,0,0,0,1,23,0,train
221,Review the following statement: 'A portfolio with a Sharpe ratio of 187.63 is always preferable to one with a ratio of 152.07.' Is this always true?,Regulation & Ethics,SEC Regulations & Reporting,1,Remember,0.128553,error_spotting,1,Retail Intermediate,0,EQT29,1,1,0,0,0,0,4,26,0,train
222,"If inflation rises unexpectedly to 17.1%, which asset classes in a balanced portfolio would you expect to outperform and why?",Risk Management,Stress Testing & Scenario Analysis,4,Analyze,0.593747,what_if,2,Self-Directed Investor,7,NVP51,1,1,0,0,0,0,2,20,0,train
223,Contrast the use of Equity Valuation — Multiples versus value investing as hedging instruments in a Real Estate portfolio.,Equities,Equity Valuation — Multiples,4,Analyze,0.568738,comparison,3,HNW Individual,40,PRX29,1,0,1,0,0,0,1,19,0,train
224,An investor buys ARK67 at $96.97 and sells at $113.42 after 7 years with no dividends. What is the annualised return?,Economics,Monetary Policy & Interest Rates,3,Apply,0.672696,calculation,4,Financial Advisor,446,ARK67,1,1,0,0,0,2,4,21,0,train
225,"A portfolio has an expected return of 18.8% and a standard deviation of 19.4%. If the risk-free rate is 13.8%, what is the Sharpe ratio?",Derivatives,Futures & Forwards,2,Understand,0.1643,calculation,5,CFA Candidate,1,CAP89,1,1,0,0,0,0,5,25,0,train
226,How does Bond Pricing & Yield perform relative to real yield during periods of rising interest rates?,Fixed Income,Bond Pricing & Yield,3,Apply,0.456498,comparison,6,Portfolio Manager,18,ARK16,1,0,1,0,0,2,1,17,0,train
227,"A call option on XPT46 has a delta of 182.95 and a gamma of 31.885. If the stock rises by $26.24, what is the estimated new delta?",Equities,Dividend Discount Models,3,Apply,0.620071,calculation,7,Compliance Officer,15,XPT46,1,1,0,0,0,2,5,27,0,train
228,"If HLX64 has a price of $36.60 and annual dividends of $175.16, what is its dividend yield?",Regulation & Ethics,CFA Institute Code of Ethics,3,Apply,0.517559,calculation,8,Risk Manager,203,HLX64,1,1,0,0,0,0,3,17,0,train
229,An analyst states that Growth vs Value Investing and value investing are interchangeable for risk management purposes. Identify the flaw in this reasoning.,Equities,Growth vs Value Investing,3,Apply,0.354607,error_spotting,9,Quantitative Analyst,28,NVP63,1,0,0,0,0,0,2,23,0,train
230,"If inflation rises unexpectedly to 5.5%, which asset classes in a balanced portfolio would you expect to outperform and why?",Equities,Equity Valuation — DCF,6,Create,0.962412,what_if,0,Retail Novice,339,XPT14,1,1,1,0,0,2,2,20,0,train
231,"Which of the following best describes the primary purpose of Business Cycle Analysis: (a) maximising fee revenue, (b) ensuring regulatory compliance, (c) reducing reporting burden, (d) increasing leverage?",Economics,Business Cycle Analysis,1,Remember,0.235826,best_of_n,1,Retail Intermediate,5,UNV31,1,0,0,0,0,0,1,28,0,train
232,"An investor seeking income with moderate risk tolerance should primarily consider: (a) high-yield bonds, (b) dividend equities, (c) REITs, (d) growth stocks. Which is most appropriate and why?",Economics,Employment & Labor Markets,1,Remember,0.088989,best_of_n,2,Self-Directed Investor,1,CAP89,1,0,0,0,0,0,2,28,0,train
233,Define Equity Index Construction. How does it differ from mean reversion?,Equities,Equity Index Construction,2,Understand,0.405316,definition,3,HNW Individual,0,EQT29,1,0,0,0,0,0,2,11,0,train
234,"If inflation rises unexpectedly to 1.9%, which asset classes in a balanced portfolio would you expect to outperform and why?",Quantitative Methods,Time Series Analysis,4,Analyze,0.772069,what_if,4,Financial Advisor,0,EQT29,1,1,0,0,0,2,2,20,0,train
235,"An investor is considering EQT29 with a beta of 217.24. If the market drops 14%, what is the expected change in the stock price?",Derivatives,Options Strategies — Covered Call,3,Apply,0.33487,scenario,5,CFA Candidate,0,EQT29,1,1,0,1,0,2,3,24,0,train
236,What is Monetary Policy & Interest Rates and why is it important to Economics investors?,Economics,Monetary Policy & Interest Rates,2,Understand,0.433129,definition,6,Portfolio Manager,2,BLD37,1,0,0,0,0,0,1,15,0,train
237,Define Equity Index Construction. How does it differ from comparable company analysis?,Equities,Equity Index Construction,1,Remember,0.097679,definition,7,Compliance Officer,119,BRX31,1,0,0,1,0,0,2,12,0,train
238,Explain the concept of Dividend Discount Models in the context of Equities.,Equities,Dividend Discount Models,3,Apply,0.364171,definition,8,Risk Manager,39,SYN44,1,0,0,0,0,2,1,12,0,train
239,What does Stock Screening & Factors measure and what are its key limitations?,Equities,Stock Screening & Factors,2,Understand,0.122016,definition,9,Quantitative Analyst,382,UNV79,1,0,1,0,0,0,1,13,0,train
240,What is Investment Advisor Act and why is it important to Regulation & Ethics investors?,Regulation & Ethics,Investment Advisor Act,2,Understand,0.847158,definition,0,Retail Novice,291,ARK35,1,0,0,1,0,0,1,15,0,train
241,Define Infrastructure Investing. How does it differ from REITs?,Alternative Investments,Infrastructure Investing,1,Remember,0.007961,definition,1,Retail Intermediate,186,UNV87,1,0,0,0,0,0,2,9,0,train
242,How does Yield Curve Dynamics perform relative to high yield during periods of rising interest rates?,Fixed Income,Yield Curve Dynamics,2,Understand,0.436696,comparison,2,Self-Directed Investor,76,ARK94,1,0,0,0,0,0,1,16,0,train
243,"A portfolio has an expected return of 7.7% and a standard deviation of 14.6%. If the risk-free rate is 217.9%, what is the Sharpe ratio?",Fixed Income,Mortgage-Backed Securities,6,Create,0.858609,calculation,3,HNW Individual,38,KRX53,1,1,0,0,0,2,5,25,0,train
244,What is SEC Regulations & Reporting and why is it important to Regulation & Ethics investors?,Regulation & Ethics,SEC Regulations & Reporting,2,Understand,0.272859,definition,4,Financial Advisor,3,OPT65,1,0,0,0,0,0,1,16,0,train
245,"For a Healthcare company with high capex and stable cash flows, which valuation method is most appropriate and why?",Equities,Equity Valuation — DCF,1,Remember,0.12553,best_of_n,5,CFA Candidate,6,JPN79,1,0,0,1,0,0,1,19,0,train
246,"If NVP98 has a price of $221.80 and annual dividends of $181.64, what is its dividend yield?",Alternative Investments,Commodities — Gold & Precious Metals,5,Evaluate,0.89758,calculation,6,Portfolio Manager,87,NVP98,1,1,1,0,0,0,3,17,0,train
247,Contrast the use of Equity Index Construction versus value investing as hedging instruments in a Utilities portfolio.,Equities,Equity Index Construction,3,Apply,0.34685,comparison,7,Compliance Officer,0,EQT29,1,0,1,0,0,2,1,17,0,train
248,"For a Healthcare company with high capex and stable cash flows, which valuation method is most appropriate and why?",Regulation & Ethics,MiFID II & Global Regulation,3,Apply,0.101327,best_of_n,8,Risk Manager,6,JPN79,1,0,1,0,0,1,1,19,0,train
249,"Which of the following best describes the primary purpose of Tax-Loss Harvesting: (a) speculating on currency direction, (b) hedging against interest rate movements, (c) arbitraging credit spreads, (d) increasing equity exposure?",Portfolio Management,Tax-Loss Harvesting,1,Remember,0.318006,best_of_n,9,Quantitative Analyst,4,UNV13,1,0,0,1,0,0,1,31,0,train
250,"If inflation rises unexpectedly to 1.2%, which asset classes in a balanced portfolio would you expect to outperform and why?",Equities,Equity Valuation — DCF,4,Analyze,0.822987,what_if,0,Retail Novice,1,CAP89,1,1,1,0,0,1,2,20,0,train
251,Contrast the use of Preferred Shares versus mean reversion as hedging instruments in a Consumer Staples portfolio.,Equities,Preferred Shares,4,Analyze,0.900788,comparison,1,Retail Intermediate,337,FNX58,1,0,1,0,0,1,1,17,0,train
252,"Compare Monte Carlo Simulation with tactical allocation in terms of risk, return, and liquidity.",Portfolio Management,Monte Carlo Simulation,4,Analyze,0.50787,comparison,2,Self-Directed Investor,13,ALF77,1,0,0,1,0,0,1,14,0,train
253,"An investor seeking income with moderate risk tolerance should primarily consider: (a) high-yield bonds, (b) dividend equities, (c) REITs, (d) growth stocks. Which is most appropriate and why?",Equities,Dividend Discount Models,1,Remember,0.233468,best_of_n,3,HNW Individual,26,HLX44,1,0,0,0,0,0,2,28,0,train
254,"An analyst projects CAP89's free cash flow will grow at 12.0% for 11 years, then stabilise at 3.6%. Using a WACC of 255.5%, what is the intrinsic value per share?",Economics,Yield Curve & Recession Signals,4,Analyze,0.428485,scenario,4,Financial Advisor,1,CAP89,1,1,0,1,0,1,5,30,0,train
255,"A portfolio has an expected return of 11.6% and a standard deviation of 23.7%. If the risk-free rate is 162.5%, what is the Sharpe ratio?",Equities,Earnings Analysis & EPS,4,Analyze,0.619479,calculation,5,CFA Candidate,0,EQT29,1,1,1,0,0,2,5,25,0,train
256,"An investor seeking income with moderate risk tolerance should primarily consider: (a) high-yield bonds, (b) dividend equities, (c) REITs, (d) growth stocks. Which is most appropriate and why?",Real Assets,Natural Resources Investing,1,Remember,0.009804,best_of_n,6,Portfolio Manager,4,UNV13,1,0,0,0,0,0,2,28,0,train
257,What would happen to FNX11's bond price if its credit rating is downgraded from BBB+ to BB-?,Equities,Earnings Analysis & EPS,5,Evaluate,0.830087,what_if,7,Compliance Officer,63,FNX11,1,0,0,0,0,0,1,17,0,train
258,"An analyst projects EQT29's free cash flow will grow at 7.2% for 19 years, then stabilise at 22.0%. Using a WACC of 288.2%, what is the intrinsic value per share?",Fixed Income,Credit Analysis & Ratings,4,Analyze,0.726085,scenario,8,Risk Manager,0,EQT29,1,1,1,1,0,2,5,30,0,train
259,"An investor is considering XCL22 with a beta of 202.96. If the market drops 19%, what is the expected change in the stock price?",Real Assets,Infrastructure Finance,2,Understand,0.148082,scenario,9,Quantitative Analyst,133,XCL22,1,1,0,1,0,0,3,24,0,train
260,An investor buys JPN79 at $184.97 and sells at $189.70 after 9 years with no dividends. What is the annualised return?,Derivatives,Swaps — Credit Default,3,Apply,0.423277,calculation,0,Retail Novice,6,JPN79,1,1,0,0,0,2,4,21,0,train
261,"A portfolio has an expected return of 14.1% and a standard deviation of 12.3%. If the risk-free rate is 237.1%, what is the Sharpe ratio?",Equities,Equity Index Construction,4,Analyze,0.565321,calculation,1,Retail Intermediate,74,SYN50,1,1,0,0,0,0,5,25,0,train
262,Does the following action constitute a violation of Dodd-Frank Act Section 913: an analyst shares material non-public information about SYN73 with a favoured client?,Quantitative Methods,Probability & Distributions,4,Analyze,0.657296,regulatory_applicability,2,Self-Directed Investor,85,SYN73,1,0,0,1,0,0,1,24,1,train
263,"For a Utilities company with high capex and stable cash flows, which valuation method is most appropriate and why?",Derivatives,Futures & Forwards,4,Analyze,0.481018,best_of_n,3,HNW Individual,0,EQT29,1,0,1,0,0,0,1,19,0,train
264,"Compare Modern Portfolio Theory with tactical allocation in terms of risk, return, and liquidity.",Portfolio Management,Modern Portfolio Theory,1,Remember,0.02565,comparison,4,Financial Advisor,6,JPN79,1,0,0,1,0,0,1,14,0,train
265,"An investor seeking income with moderate risk tolerance should primarily consider: (a) high-yield bonds, (b) dividend equities, (c) REITs, (d) growth stocks. Which is most appropriate and why?",Equities,IPO & Secondary Offerings,3,Apply,0.906836,best_of_n,5,CFA Candidate,1,CAP89,1,0,0,0,0,1,2,28,0,train
266,How does CFA Institute Code of Ethics perform relative to confidentiality during periods of rising interest rates?,Regulation & Ethics,CFA Institute Code of Ethics,3,Apply,0.153504,comparison,6,Portfolio Manager,1,CAP89,1,0,0,0,0,2,1,17,0,train
267,"Under SEC Regulation Best Interest (Reg BI), what disclosure obligations does an investment advisor have when recommending BLD37 to a retail client?",Corporate Finance,Dividend Policy,2,Understand,0.343313,regulatory_applicability,7,Compliance Officer,2,BLD37,1,0,0,0,0,0,1,22,1,train
268,"An investor holds 6 shares of EQT29 at $114.51 per share. If the company announces a 4% stock dividend, what happens to their position value?",Derivatives,Options Strategies — Spreads,3,Apply,0.149725,scenario,8,Risk Manager,0,EQT29,1,1,1,0,0,2,3,25,0,train
269,"A pension fund has a 18/12 equity/bond allocation. If equities rise 180% and bonds fall 41%, what rebalancing is required to restore the target allocation?",Equities,Sector Rotation Strategies,3,Apply,0.558166,scenario,9,Quantitative Analyst,0,EQT29,1,1,0,1,0,1,2,25,0,train
270,Explain the concept of Time Value of Money in the context of Quantitative Methods.,Quantitative Methods,Time Value of Money,3,Apply,0.035036,definition,0,Retail Novice,23,TRX12,1,0,1,1,0,2,1,14,0,train
271,"An investor is considering CAP89 with a beta of 262.48. If the market drops 17%, what is the expected change in the stock price?",Portfolio Management,Modern Portfolio Theory,3,Apply,0.478795,scenario,1,Retail Intermediate,1,CAP89,1,1,0,0,0,2,3,24,0,train
272,What is Credit Analysis & Ratings and why is it important to Fixed Income investors?,Fixed Income,Credit Analysis & Ratings,6,Create,0.904084,definition,2,Self-Directed Investor,0,EQT29,1,0,1,0,0,1,1,15,0,train
273,"A pension fund has a 7/22 equity/bond allocation. If equities rise 101% and bonds fall 75%, what rebalancing is required to restore the target allocation?",Economics,GDP & Economic Indicators,3,Apply,0.535731,scenario,3,HNW Individual,1,CAP89,1,1,0,0,0,2,2,25,0,train
274,How does Earnings Analysis & EPS perform relative to value investing during periods of rising interest rates?,Equities,Earnings Analysis & EPS,4,Analyze,0.561379,comparison,4,Financial Advisor,59,VLT84,1,0,0,1,0,2,1,17,0,train
275,"An investor is considering CAP93 with a beta of 138.94. If the market drops 12%, what is the expected change in the stock price?",Alternative Investments,Private Equity & Venture Capital,4,Analyze,0.427026,scenario,5,CFA Candidate,450,CAP93,1,1,1,1,0,1,3,24,0,train
276,"Which of the following best describes the primary purpose of Liability-Driven Investing: (a) pricing individual securities, (b) measuring portfolio return attribution, (c) calculating margin requirements, (d) estimating default probability?",Portfolio Management,Liability-Driven Investing,2,Understand,0.35421,best_of_n,6,Portfolio Manager,3,OPT65,1,0,0,0,0,0,1,29,0,train
277,"A bond with face value $1,000 pays a coupon of 11.9% annually and matures in 22 years. If the yield to maturity is 8.4%, what is its approximate price?",Corporate Finance,Capital Budgeting — NPV & IRR,4,Analyze,0.472147,calculation,7,Compliance Officer,0,EQT29,1,1,0,1,0,0,4,29,0,train
278,An investor buys OPT65 at $133.27 and sells at $22.88 after 20 years with no dividends. What is the annualised return?,Behavioral Finance,Herding & Market Bubbles,3,Apply,0.465344,calculation,8,Risk Manager,3,OPT65,1,1,0,0,0,0,4,21,0,train
279,"Which of the following best describes the primary purpose of Asset Allocation — Tactical: (a) maximising fee revenue, (b) ensuring regulatory compliance, (c) reducing reporting burden, (d) increasing leverage?",Portfolio Management,Asset Allocation — Tactical,2,Understand,0.367144,best_of_n,9,Quantitative Analyst,73,JPN12,1,0,0,1,0,0,1,29,0,train
280,Does the following action constitute a violation of SEC Rule 10b-5: an analyst shares material non-public information about EQT20 with a favoured client?,Equities,Earnings Analysis & EPS,2,Understand,0.143238,regulatory_applicability,0,Retail Novice,342,EQT20,1,0,0,0,0,0,1,23,1,train
281,What would happen to EQT29's bond price if its credit rating is downgraded from AA+ to CCC?,Regulation & Ethics,FINRA Rules & Compliance,2,Understand,0.193207,what_if,1,Retail Intermediate,0,EQT29,1,0,0,0,0,0,1,17,0,train
282,"Which of the following best describes the primary purpose of Sector Rotation Strategies: (a) maximising expected return, (b) minimising transaction costs, (c) quantifying downside risk, (d) calculating dividend yield?",Equities,Sector Rotation Strategies,2,Understand,0.223331,best_of_n,2,Self-Directed Investor,2,BLD37,1,0,0,0,0,0,1,29,0,train
283,What does Mortgage-Backed Securities measure and what are its key limitations?,Fixed Income,Mortgage-Backed Securities,1,Remember,0.005764,definition,3,HNW Individual,0,EQT29,1,0,0,0,0,0,1,11,0,train
284,"An investor holds 283 shares of EQT29 at $54.55 per share. If the company announces a 17% stock dividend, what happens to their position value?",Equities,Equity Valuation — DCF,4,Analyze,0.689862,scenario,4,Financial Advisor,0,EQT29,1,1,1,1,0,1,3,25,0,train
285,"Which of the following best describes the primary purpose of Swaps — Credit Default: (a) speculating on currency direction, (b) hedging against interest rate movements, (c) arbitraging credit spreads, (d) increasing equity exposure?",Derivatives,Swaps — Credit Default,3,Apply,0.777453,best_of_n,5,CFA Candidate,2,BLD37,1,0,0,0,0,2,1,33,0,train
286,"If the P/E ratio of EQT29 is 148.6 and the industry average is 187.0, what does this imply about the market's growth expectations?",Risk Management,Operational Risk,3,Apply,0.523636,calculation,6,Portfolio Manager,0,EQT29,1,1,0,1,0,0,3,23,0,train
287,"A call option on XPT11 has a delta of 122.35 and a gamma of 19.557. If the stock rises by $22.87, what is the estimated new delta?",Equities,Equity Valuation — DCF,3,Apply,0.330044,calculation,7,Compliance Officer,499,XPT11,1,1,0,0,0,1,5,27,0,train
288,"If TRX94 has a price of $143.38 and annual dividends of $192.35, what is its dividend yield?",Behavioral Finance,Cognitive Biases in Investing,5,Evaluate,0.548527,calculation,8,Risk Manager,35,TRX94,1,1,0,0,0,1,3,17,0,train
289,"An investor seeking income with moderate risk tolerance should primarily consider: (a) high-yield bonds, (b) dividend equities, (c) REITs, (d) growth stocks. Which is most appropriate and why?",Regulation & Ethics,Fiduciary Duty & Suitability,3,Apply,0.421898,best_of_n,9,Quantitative Analyst,0,EQT29,1,0,1,0,0,0,2,28,0,train
290,"If inflation rises unexpectedly to 12.6%, which asset classes in a balanced portfolio would you expect to outperform and why?",Fixed Income,Callable & Putable Bonds,4,Analyze,0.439672,what_if,0,Retail Novice,58,ARK40,1,1,0,0,0,0,2,20,0,train
291,A colleague claims that increasing duration always increases bond returns in a falling rate environment — is this statement correct? Explain.,Economics,Business Cycle Analysis,4,Analyze,0.415218,error_spotting,1,Retail Intermediate,52,XCL42,1,0,1,0,0,0,2,21,0,train
292,"An investor seeking income with moderate risk tolerance should primarily consider: (a) high-yield bonds, (b) dividend equities, (c) REITs, (d) growth stocks. Which is most appropriate and why?",Corporate Finance,Leveraged Buyouts,1,Remember,0.229146,best_of_n,2,Self-Directed Investor,78,RST77,1,0,0,0,0,0,2,28,0,train
293,What would happen to EQT29's bond price if its credit rating is downgraded from BBB to CCC?,Risk Management,Liquidity Risk,3,Apply,0.464784,what_if,3,HNW Individual,0,EQT29,1,0,0,1,0,2,1,17,0,train
294,"Which of the following best describes the primary purpose of Factor Investing (Fama-French): (a) maximising expected return, (b) minimising transaction costs, (c) quantifying downside risk, (d) calculating dividend yield?",Portfolio Management,Factor Investing (Fama-French),2,Understand,0.379718,best_of_n,4,Financial Advisor,0,EQT29,1,0,0,1,0,0,1,29,0,train
295,An analyst states that Futures & Forwards and forwards are interchangeable for risk management purposes. Identify the flaw in this reasoning.,Derivatives,Futures & Forwards,5,Evaluate,0.584892,error_spotting,5,CFA Candidate,0,EQT29,1,0,1,1,0,1,2,21,0,train
296,Review the following statement: 'A portfolio with a Sharpe ratio of 294.07 is always preferable to one with a ratio of 63.11.' Is this always true?,Economics,Currency & Exchange Rates,4,Analyze,0.465864,error_spotting,6,Portfolio Manager,9,INV90,1,1,0,1,0,0,4,26,0,train
297,What are the key differences between CAP89 and EQT29 in terms of their Corporate Finance characteristics?,Corporate Finance,WACC & Cost of Capital,1,Remember,0.06517,comparison,7,Compliance Officer,1,CAP89,2,0,0,0,0,0,1,16,0,train
298,"If the P/E ratio of JPN79 is 253.2 and the industry average is 132.1, what does this imply about the market's growth expectations?",Economics,Monetary Policy & Interest Rates,2,Understand,0.182289,calculation,8,Risk Manager,6,JPN79,1,1,0,0,0,0,3,23,0,train
299,"A call option on ALF77 has a delta of 101.08 and a gamma of 105.628. If the stock rises by $46.94, what is the estimated new delta?",Fixed Income,Bond Laddering Strategies,5,Evaluate,0.650205,calculation,9,Quantitative Analyst,13,ALF77,1,1,0,0,0,0,5,27,0,train
300,"Under SEC Rule 10b-5, what disclosure obligations does an investment advisor have when recommending UNV13 to a retail client?",Economics,Employment & Labor Markets,3,Apply,0.458018,regulatory_applicability,0,Retail Novice,4,UNV13,1,0,0,0,0,2,1,19,1,train
301,Define Corporate Restructuring. How does it differ from IRR?,Corporate Finance,Corporate Restructuring,2,Understand,0.292092,definition,1,Retail Intermediate,0,EQT29,1,0,1,0,0,0,2,9,0,train
302,"An analyst projects CAP89's free cash flow will grow at 6.6% for 30 years, then stabilise at 17.5%. Using a WACC of 208.9%, what is the intrinsic value per share?",Corporate Finance,Working Capital Management,6,Create,0.81223,scenario,2,Self-Directed Investor,1,CAP89,1,1,0,0,0,1,5,30,0,train
303,"Suppose CAP18 misses earnings estimates by 9%. Using historical Healthcare sector data, what range of price reactions would you expect?",Real Assets,Real Asset Inflation Hedging,3,Apply,0.633989,what_if,3,HNW Individual,152,CAP18,1,1,0,0,0,1,2,20,0,train
304,"If the P/E ratio of HLX44 is 286.9 and the industry average is 156.8, what does this imply about the market's growth expectations?",Corporate Finance,Dividend Policy,4,Analyze,0.504586,calculation,4,Financial Advisor,26,HLX44,1,1,0,0,0,1,3,23,0,train
305,What would happen to MXF14's bond price if its credit rating is downgraded from A+ to CCC?,Fixed Income,Inflation-Linked Bonds (TIPS),5,Evaluate,0.69784,what_if,5,CFA Candidate,16,MXF14,1,0,0,0,0,0,1,17,0,train
306,"An analyst projects DRV51's free cash flow will grow at 4.2% for 24 years, then stabilise at 20.2%. Using a WACC of 298.8%, what is the intrinsic value per share?",Economics,Employment & Labor Markets,1,Remember,0.260779,scenario,6,Portfolio Manager,20,DRV51,1,1,0,1,0,0,5,30,0,train
307,"A bond with face value $1,000 pays a coupon of 14.9% annually and matures in 17 years. If the yield to maturity is 2.8%, what is its approximate price?",Economics,Monetary Policy & Interest Rates,3,Apply,0.539392,calculation,7,Compliance Officer,0,EQT29,1,1,0,0,0,1,4,29,0,train
308,"An investor holds 120 shares of CAP89 at $23.28 per share. If the company announces a 6% stock dividend, what happens to their position value?",Alternative Investments,Private Equity & Venture Capital,1,Remember,0.179805,scenario,8,Risk Manager,1,CAP89,1,1,0,0,0,0,3,25,0,train
309,"A portfolio has an expected return of 15.1% and a standard deviation of 20.5%. If the risk-free rate is 275.0%, what is the Sharpe ratio?",Derivatives,Swaps — Credit Default,6,Create,0.865479,calculation,9,Quantitative Analyst,1,CAP89,1,1,0,0,0,2,5,25,0,train
310,"If inflation rises unexpectedly to 8.4%, which asset classes in a balanced portfolio would you expect to outperform and why?",Quantitative Methods,Statistical Analysis — Regression,4,Analyze,0.704875,what_if,0,Retail Novice,1,CAP89,1,1,1,0,0,0,2,20,0,train
311,"An investor is considering BLD37 with a beta of 250.23. If the market drops 15%, what is the expected change in the stock price?",Alternative Investments,Private Equity & Venture Capital,1,Remember,0.050361,scenario,1,Retail Intermediate,2,BLD37,1,1,0,1,0,0,3,24,0,train
312,What is Currency & Exchange Rates and why is it important to Economics investors?,Economics,Currency & Exchange Rates,1,Remember,0.187712,definition,2,Self-Directed Investor,4,UNV13,1,0,0,0,0,0,1,14,0,train
313,"A pension fund has a 9/4 equity/bond allocation. If equities rise 200% and bonds fall 41%, what rebalancing is required to restore the target allocation?",Equities,Stock Screening & Factors,3,Apply,0.485917,scenario,3,HNW Individual,51,QNT74,1,1,0,1,0,0,2,25,0,train
314,How does MiFID II affect the structure and marketing of Free Cash Flow Analysis products in the United States?,Corporate Finance,Free Cash Flow Analysis,3,Apply,0.368805,regulatory_applicability,4,Financial Advisor,208,XPT97,1,0,0,0,0,0,1,19,1,train
315,"An investor is considering OPT86 with a beta of 151.30. If the market drops 7%, what is the expected change in the stock price?",Regulation & Ethics,SEC Regulations & Reporting,3,Apply,0.575797,scenario,5,CFA Candidate,67,OPT86,1,1,0,0,0,2,3,24,0,train
316,"An investor seeking income with moderate risk tolerance should primarily consider: (a) high-yield bonds, (b) dividend equities, (c) REITs, (d) growth stocks. Which is most appropriate and why?",Portfolio Management,Asset Allocation — Strategic,3,Apply,0.219909,best_of_n,6,Portfolio Manager,12,EQT54,1,0,0,0,0,2,2,28,0,train
317,Define Municipal Bonds. How does it differ from high yield?,Fixed Income,Municipal Bonds,1,Remember,0.271716,definition,7,Compliance Officer,2,BLD37,1,0,0,0,0,0,2,10,0,train
318,"Which of the following best describes the primary purpose of Dodd-Frank & Financial Reform: (a) maximising expected return, (b) minimising transaction costs, (c) quantifying downside risk, (d) calculating dividend yield?",Regulation & Ethics,Dodd-Frank & Financial Reform,3,Apply,0.358658,best_of_n,8,Risk Manager,0,EQT29,1,0,0,0,0,0,1,30,0,train
319,"An investor seeking income with moderate risk tolerance should primarily consider: (a) high-yield bonds, (b) dividend equities, (c) REITs, (d) growth stocks. Which is most appropriate and why?",Equities,Sector Rotation Strategies,1,Remember,0.037336,best_of_n,9,Quantitative Analyst,55,DRV54,1,0,0,0,0,0,2,28,0,train
320,What is Farmland & Timberland and why is it important to Real Assets investors?,Real Assets,Farmland & Timberland,1,Remember,0.025023,definition,0,Retail Novice,1,CAP89,1,0,0,1,0,0,1,14,0,train
321,"Which of the following best describes the primary purpose of Share Buybacks & Capital Returns: (a) speculating on currency direction, (b) hedging against interest rate movements, (c) arbitraging credit spreads, (d) increasing equity exposure?",Equities,Share Buybacks & Capital Returns,1,Remember,0.404653,best_of_n,1,Retail Intermediate,3,OPT65,1,0,0,0,0,0,1,34,0,train
322,Explain the concept of Earnings Analysis & EPS in the context of Equities.,Equities,Earnings Analysis & EPS,3,Apply,0.307896,definition,2,Self-Directed Investor,3,OPT65,1,0,1,0,0,1,1,13,0,train
323,What does Liquidity Risk measure and what are its key limitations?,Risk Management,Liquidity Risk,1,Remember,0.024805,definition,3,HNW Individual,0,EQT29,1,0,0,1,0,0,1,11,0,train
324,"If the Federal Reserve raises interest rates by 14 basis points, how would you expect Modern Portfolio Theory to respond and why?",Portfolio Management,Modern Portfolio Theory,4,Analyze,0.780805,what_if,4,Financial Advisor,32,INV77,1,1,1,0,0,0,1,22,0,train
325,What would happen to JPN53's bond price if its credit rating is downgraded from BBB+ to CCC?,Economics,Inflation & CPI,4,Analyze,0.32933,what_if,5,CFA Candidate,44,JPN53,1,0,0,0,0,2,1,17,0,train
326,"For a Healthcare company with high capex and stable cash flows, which valuation method is most appropriate and why?",Portfolio Management,Target Date Funds,3,Apply,0.176464,best_of_n,6,Portfolio Manager,133,XCL22,1,0,0,1,0,1,1,19,0,train
327,"A portfolio has an expected return of 17.1% and a standard deviation of 18.0%. If the risk-free rate is 132.1%, what is the Sharpe ratio?",Risk Management,Counterparty Risk,2,Understand,0.20375,calculation,7,Compliance Officer,0,EQT29,1,1,0,1,0,0,5,25,0,train
328,"Compare Modern Portfolio Theory with idiosyncratic risk in terms of risk, return, and liquidity.",Portfolio Management,Modern Portfolio Theory,2,Understand,0.584272,comparison,8,Risk Manager,63,FNX11,1,0,0,1,0,0,1,14,0,train
329,"A pension fund has a 9/21 equity/bond allocation. If equities rise 185% and bonds fall 129%, what rebalancing is required to restore the target allocation?",Economics,Yield Curve & Recession Signals,5,Evaluate,0.522528,scenario,9,Quantitative Analyst,28,NVP63,1,1,0,1,0,1,2,25,0,train
330,A colleague claims that increasing duration always increases bond returns in a falling rate environment — is this statement correct? Explain.,Fixed Income,Treasury & Government Bonds,5,Evaluate,0.37927,error_spotting,0,Retail Novice,7,NVP51,1,0,0,1,0,1,2,21,0,train
331,What does Equity Valuation — DCF measure and what are its key limitations?,Equities,Equity Valuation — DCF,2,Understand,0.067702,definition,1,Retail Intermediate,0,EQT29,1,0,0,0,0,0,1,13,0,train
332,"For a Materials company with high capex and stable cash flows, which valuation method is most appropriate and why?",Fixed Income,High Yield / Junk Bonds,2,Understand,0.645388,best_of_n,2,Self-Directed Investor,24,QNT63,1,0,0,1,0,0,1,19,0,train
333,"A pension fund has a 12/22 equity/bond allocation. If equities rise 108% and bonds fall 13%, what rebalancing is required to restore the target allocation?",Equities,IPO & Secondary Offerings,4,Analyze,0.865805,scenario,3,HNW Individual,56,ZRO92,1,1,0,0,0,1,2,25,0,train
334,"An investor seeking income with moderate risk tolerance should primarily consider: (a) high-yield bonds, (b) dividend equities, (c) REITs, (d) growth stocks. Which is most appropriate and why?",Regulation & Ethics,SEC Regulations & Reporting,2,Understand,0.537785,best_of_n,4,Financial Advisor,9,INV90,1,0,0,0,0,0,2,28,0,train
335,What does Corporate Bonds measure and what are its key limitations?,Fixed Income,Corporate Bonds,2,Understand,0.386739,definition,5,CFA Candidate,9,INV90,1,0,1,1,0,0,1,11,0,train
336,"An investor holds 143 shares of INV90 at $59.82 per share. If the company announces a 11% stock dividend, what happens to their position value?",Economics,GDP & Economic Indicators,4,Analyze,0.203079,scenario,6,Portfolio Manager,9,INV90,1,1,1,1,0,0,3,25,0,train
337,What are the key differences between EQT29 and ARK18 in terms of their Quantitative Methods characteristics?,Quantitative Methods,Machine Learning in Finance,4,Analyze,0.660576,comparison,7,Compliance Officer,0,EQT29,2,0,0,0,0,1,1,16,0,train
338,"For a Real Estate company with high capex and stable cash flows, which valuation method is most appropriate and why?",Derivatives,Options Pricing — Black-Scholes,3,Apply,0.506467,best_of_n,8,Risk Manager,322,UNV94,1,0,0,1,0,0,1,20,0,train
339,"An investor is considering EQT29 with a beta of 84.23. If the market drops 16%, what is the expected change in the stock price?",Fixed Income,Bond Pricing & Yield,5,Evaluate,0.901428,scenario,9,Quantitative Analyst,0,EQT29,1,1,1,0,0,0,3,24,0,train
340,"An investor holds 214 shares of PRX35 at $107.20 per share. If the company announces a 9% stock dividend, what happens to their position value?",Risk Management,Value at Risk (VaR),5,Evaluate,0.910114,scenario,0,Retail Novice,176,PRX35,1,1,1,0,0,0,3,25,0,train
341,Review the following statement: 'A portfolio with a Sharpe ratio of 206.62 is always preferable to one with a ratio of 92.71.' Is this always true?,Equities,IPO & Secondary Offerings,2,Understand,0.486838,error_spotting,1,Retail Intermediate,0,EQT29,1,1,0,1,0,0,4,26,0,train
342,"Under Dodd-Frank Act Section 913, what disclosure obligations does an investment advisor have when recommending XPT46 to a retail client?",Economics,Yield Curve & Recession Signals,1,Remember,0.329851,regulatory_applicability,2,Self-Directed Investor,15,XPT46,1,0,0,1,0,0,1,20,1,train
343,"A bond with face value $1,000 pays a coupon of 15.4% annually and matures in 24 years. If the yield to maturity is 16.0%, what is its approximate price?",Economics,Federal Reserve & Central Banks,2,Understand,0.344418,calculation,3,HNW Individual,5,UNV31,1,1,0,0,0,0,4,29,0,train
344,"For a Healthcare company with high capex and stable cash flows, which valuation method is most appropriate and why?",Equities,Share Buybacks & Capital Returns,2,Understand,0.440811,best_of_n,4,Financial Advisor,220,JPN88,1,0,0,1,0,0,1,19,0,train
345,A colleague claims that increasing duration always increases bond returns in a falling rate environment — is this statement correct? Explain.,Risk Management,Stress Testing & Scenario Analysis,4,Analyze,0.60664,error_spotting,5,CFA Candidate,5,UNV31,1,0,0,0,0,2,2,21,0,train
346,How does Municipal Bonds perform relative to real yield during periods of rising interest rates?,Fixed Income,Municipal Bonds,6,Create,0.830241,comparison,6,Portfolio Manager,0,EQT29,1,0,1,0,0,0,1,15,0,train
347,How does SEC Regulation Best Interest (Reg BI) affect the structure and marketing of Leveraged Buyouts products in the United States?,Corporate Finance,Leveraged Buyouts,2,Understand,0.357258,regulatory_applicability,7,Compliance Officer,422,LMN14,1,0,0,1,0,0,1,21,1,train
348,A colleague claims that increasing duration always increases bond returns in a falling rate environment — is this statement correct? Explain.,Corporate Finance,WACC & Cost of Capital,4,Analyze,0.589678,error_spotting,8,Risk Manager,29,WRX18,1,0,0,0,0,0,2,21,0,train
349,Does the following action constitute a violation of FINRA Rule 4512 (Customer Account Information): an analyst shares material non-public information about MXF17 with a favoured client?,Alternative Investments,Real Estate Investment Trusts,4,Analyze,0.589042,regulatory_applicability,9,Quantitative Analyst,46,MXF17,1,0,0,0,0,2,1,26,1,train
350,An investor buys ZRO68 at $283.86 and sells at $113.26 after 13 years with no dividends. What is the annualised return?,Portfolio Management,Liability-Driven Investing,2,Understand,0.250784,calculation,0,Retail Novice,27,ZRO68,1,1,0,0,0,0,4,21,0,train
351,Contrast the use of Asset Allocation — Tactical versus tactical allocation as hedging instruments in a Materials portfolio.,Portfolio Management,Asset Allocation — Tactical,5,Evaluate,0.103503,comparison,1,Retail Intermediate,2,BLD37,1,0,1,0,0,0,1,18,0,train
352,"If the Federal Reserve raises interest rates by 15 basis points, how would you expect Fiduciary Duty & Suitability to respond and why?",Regulation & Ethics,Fiduciary Duty & Suitability,5,Evaluate,0.61482,what_if,2,Self-Directed Investor,217,YLD68,1,1,0,0,0,2,1,23,0,train
353,"A pension fund has a 14/12 equity/bond allocation. If equities rise 100% and bonds fall 144%, what rebalancing is required to restore the target allocation?",Derivatives,Options Strategies — Covered Call,3,Apply,0.243307,scenario,3,HNW Individual,6,JPN79,1,1,0,0,0,1,2,25,0,train
354,How does M&A Valuation perform relative to equity financing during periods of rising interest rates?,Corporate Finance,M&A Valuation,3,Apply,0.258546,comparison,4,Financial Advisor,52,XCL42,1,0,0,0,0,0,1,15,0,train
355,"Suppose EQT29 misses earnings estimates by 19%. Using historical Utilities sector data, what range of price reactions would you expect?",Economics,Employment & Labor Markets,6,Create,0.881534,what_if,5,CFA Candidate,0,EQT29,1,1,1,0,0,1,2,20,0,train
356,"An investor holds 135 shares of CAP89 at $167.10 per share. If the company announces a 7% stock dividend, what happens to their position value?",Behavioral Finance,Prospect Theory & Loss Aversion,4,Analyze,0.490641,scenario,6,Portfolio Manager,1,CAP89,1,1,1,0,0,0,3,25,0,train
357,What are the key differences between KRX81 and UNV13 in terms of their Fixed Income characteristics?,Fixed Income,Duration & Convexity,2,Understand,0.251504,comparison,7,Compliance Officer,82,KRX81,2,0,0,0,0,0,1,16,0,train
358,"An investor seeking income with moderate risk tolerance should primarily consider: (a) high-yield bonds, (b) dividend equities, (c) REITs, (d) growth stocks. Which is most appropriate and why?",Derivatives,Options Pricing — Black-Scholes,3,Apply,0.171719,best_of_n,8,Risk Manager,419,BRX60,1,0,0,0,0,0,2,28,0,train
359,What does Probability & Distributions measure and what are its key limitations?,Quantitative Methods,Probability & Distributions,1,Remember,0.027926,definition,9,Quantitative Analyst,15,XPT46,1,0,0,0,0,0,1,12,0,train
360,"Which of the following best describes the primary purpose of Options Expiration & Assignment: (a) pricing individual securities, (b) measuring portfolio return attribution, (c) calculating margin requirements, (d) estimating default probability?",Derivatives,Options Expiration & Assignment,1,Remember,0.158859,best_of_n,0,Retail Novice,120,XPT81,1,0,0,0,0,0,1,31,0,train
361,"A bond with face value $1,000 pays a coupon of 5.2% annually and matures in 15 years. If the yield to maturity is 11.8%, what is its approximate price?",Fixed Income,High Yield / Junk Bonds,2,Understand,0.399922,calculation,1,Retail Intermediate,0,EQT29,1,1,0,0,0,0,4,29,0,train
362,"For a Materials company with high capex and stable cash flows, which valuation method is most appropriate and why?",Alternative Investments,Private Equity & Venture Capital,2,Understand,0.319122,best_of_n,2,Self-Directed Investor,34,HLX19,1,0,0,0,0,0,1,19,0,train
363,"A portfolio has an expected return of 6.5% and a standard deviation of 19.0%. If the risk-free rate is 167.8%, what is the Sharpe ratio?",Alternative Investments,Private Equity & Venture Capital,4,Analyze,0.671761,calculation,3,HNW Individual,143,SYN86,1,1,0,0,0,0,5,25,0,train
364,What is Options Greeks and why is it important to Derivatives investors?,Derivatives,Options Greeks,3,Apply,0.369538,definition,4,Financial Advisor,3,OPT65,1,0,1,0,0,2,1,12,0,train
365,What are the key differences between OPT65 and EQT29 in terms of their Risk Management characteristics?,Risk Management,Stress Testing & Scenario Analysis,2,Understand,0.56881,comparison,5,CFA Candidate,3,OPT65,2,0,0,0,0,0,1,16,0,train
366,"Which of the following best describes the primary purpose of Farmland & Timberland: (a) maximising expected return, (b) minimising transaction costs, (c) quantifying downside risk, (d) calculating dividend yield?",Real Assets,Farmland & Timberland,2,Understand,0.52032,best_of_n,6,Portfolio Manager,2,BLD37,1,0,0,0,0,0,1,29,0,train
367,"Suppose NVP63 misses earnings estimates by 18%. Using historical Financials sector data, what range of price reactions would you expect?",Equities,Small Cap & Micro Cap,4,Analyze,0.548419,what_if,7,Compliance Officer,28,NVP63,1,1,0,0,0,1,2,20,0,train
368,"If the Federal Reserve raises interest rates by 158 basis points, how would you expect Leveraged Buyouts to respond and why?",Corporate Finance,Leveraged Buyouts,4,Analyze,0.153625,what_if,8,Risk Manager,1,CAP89,1,1,0,0,0,1,1,21,0,train
369,"A portfolio has an expected return of 5.6% and a standard deviation of 16.7%. If the risk-free rate is 122.9%, what is the Sharpe ratio?",Portfolio Management,Factor Investing (Fama-French),3,Apply,0.087025,calculation,9,Quantitative Analyst,0,EQT29,1,1,0,0,0,1,5,25,0,train
370,"An investor seeking income with moderate risk tolerance should primarily consider: (a) high-yield bonds, (b) dividend equities, (c) REITs, (d) growth stocks. Which is most appropriate and why?",Equities,Sector Rotation Strategies,3,Apply,0.398874,best_of_n,0,Retail Novice,170,INV88,1,0,0,1,0,0,2,28,0,train
371,"For a Materials company with high capex and stable cash flows, which valuation method is most appropriate and why?",Equities,Stock Screening & Factors,1,Remember,0.053182,best_of_n,1,Retail Intermediate,285,OPT95,1,0,0,1,0,0,1,19,0,train
372,"Under Dodd-Frank Act Section 913, what disclosure obligations does an investment advisor have when recommending YLD86 to a retail client?",Economics,GDP & Economic Indicators,3,Apply,0.069212,regulatory_applicability,2,Self-Directed Investor,172,YLD86,1,0,0,0,0,2,1,20,1,train
373,"A pension fund has a 15/23 equity/bond allocation. If equities rise 11% and bonds fall 164%, what rebalancing is required to restore the target allocation?",Equities,Dividend Discount Models,3,Apply,0.261947,scenario,3,HNW Individual,8,WRX11,1,1,0,0,0,1,2,25,0,train
374,"If inflation rises unexpectedly to 13.3%, which asset classes in a balanced portfolio would you expect to outperform and why?",Portfolio Management,Endowment Model,2,Understand,0.638722,what_if,4,Financial Advisor,2,BLD37,1,1,0,1,0,0,2,20,0,train
375,Contrast the use of Hypothesis Testing versus median as hedging instruments in a Utilities portfolio.,Quantitative Methods,Hypothesis Testing,2,Understand,0.171346,comparison,5,CFA Candidate,0,EQT29,1,0,0,0,0,0,1,15,0,train
376,"If the P/E ratio of EQT29 is 299.0 and the industry average is 77.0, what does this imply about the market's growth expectations?",Fixed Income,Bond ETFs & Indices,3,Apply,0.383365,calculation,6,Portfolio Manager,0,EQT29,1,1,0,0,0,0,3,23,0,train
377,What would happen to UNV31's bond price if its credit rating is downgraded from AA+ to BB+?,Quantitative Methods,Correlation & Covariance,6,Create,0.660027,what_if,7,Compliance Officer,5,UNV31,1,0,0,0,0,1,1,17,0,train
378,Explain the concept of Duration & Convexity in the context of Fixed Income.,Fixed Income,Duration & Convexity,1,Remember,0.149218,definition,8,Risk Manager,395,YLD77,1,0,0,1,0,0,1,13,0,train
379,Contrast the use of Hedging with Derivatives versus forwards as hedging instruments in a Financials portfolio.,Derivatives,Hedging with Derivatives,6,Create,0.988634,comparison,9,Quantitative Analyst,84,TRX62,1,0,1,0,0,2,1,16,0,train
380,What is Dodd-Frank & Financial Reform and why is it important to Regulation & Ethics investors?,Regulation & Ethics,Dodd-Frank & Financial Reform,2,Understand,0.346254,definition,0,Retail Novice,3,OPT65,1,0,0,0,0,0,1,16,0,train
381,"A pension fund has a 18/14 equity/bond allocation. If equities rise 235% and bonds fall 68%, what rebalancing is required to restore the target allocation?",Quantitative Methods,Backtesting Methodology,3,Apply,0.402334,scenario,1,Retail Intermediate,24,QNT63,1,1,0,0,0,2,2,25,0,train
382,"An analyst projects EQT29's free cash flow will grow at 12.5% for 13 years, then stabilise at 13.3%. Using a WACC of 69.9%, what is the intrinsic value per share?",Equities,Dividend Discount Models,6,Create,0.629368,scenario,2,Self-Directed Investor,0,EQT29,1,1,1,0,0,0,5,30,0,train
383,Contrast the use of Credit Analysis & Ratings versus high yield as hedging instruments in a Financials portfolio.,Fixed Income,Credit Analysis & Ratings,4,Analyze,0.438374,comparison,3,HNW Individual,473,FNX95,1,0,0,1,0,1,1,18,0,train
384,A colleague claims that increasing duration always increases bond returns in a falling rate environment — is this statement correct? Explain.,Economics,Yield Curve & Recession Signals,3,Apply,0.56592,error_spotting,4,Financial Advisor,7,NVP51,1,0,1,0,0,2,2,21,0,train
385,"A bond with face value $1,000 pays a coupon of 4.2% annually and matures in 20 years. If the yield to maturity is 18.4%, what is its approximate price?",Equities,Dividend Discount Models,5,Evaluate,0.807999,calculation,5,CFA Candidate,48,HLX20,1,1,0,0,0,1,4,29,0,train
386,"If inflation rises unexpectedly to 16.6%, which asset classes in a balanced portfolio would you expect to outperform and why?",Fixed Income,Corporate Bonds,5,Evaluate,0.608714,what_if,6,Portfolio Manager,28,NVP63,1,1,1,0,0,1,2,20,0,train
387,"A portfolio has an expected return of 8.9% and a standard deviation of 17.8%. If the risk-free rate is 8.6%, what is the Sharpe ratio?",Fixed Income,Corporate Bonds,4,Analyze,0.585031,calculation,7,Compliance Officer,0,EQT29,1,1,0,0,0,1,5,25,0,train
388,"If the P/E ratio of CAP89 is 103.5 and the industry average is 67.8, what does this imply about the market's growth expectations?",Fixed Income,Inflation-Linked Bonds (TIPS),2,Understand,0.194854,calculation,8,Risk Manager,1,CAP89,1,1,0,0,0,0,3,23,0,train
389,What are the key differences between WRX18 and CAP89 in terms of their Equities characteristics?,Equities,Stock Screening & Factors,4,Analyze,0.507273,comparison,9,Quantitative Analyst,29,WRX18,2,0,1,0,0,0,1,15,0,train
390,Explain the concept of SEC Regulations & Reporting in the context of Regulation & Ethics.,Regulation & Ethics,SEC Regulations & Reporting,3,Apply,0.541538,definition,0,Retail Novice,0,EQT29,1,0,0,1,0,2,1,15,0,train
391,"An investor is considering CAP89 with a beta of 58.10. If the market drops 19%, what is the expected change in the stock price?",Real Assets,Infrastructure Finance,4,Analyze,0.528922,scenario,1,Retail Intermediate,1,CAP89,1,1,0,1,0,2,3,24,0,train
392,What is Momentum & Technical Analysis and why is it important to Equities investors?,Equities,Momentum & Technical Analysis,1,Remember,0.279622,definition,2,Self-Directed Investor,0,EQT29,1,0,0,1,0,0,1,14,0,train
393,A colleague claims that increasing duration always increases bond returns in a falling rate environment — is this statement correct? Explain.,Portfolio Management,Portfolio Rebalancing,4,Analyze,0.875496,error_spotting,3,HNW Individual,4,UNV13,1,0,0,0,0,1,2,21,0,train
394,"An analyst projects ZRO92's free cash flow will grow at 2.6% for 1 years, then stabilise at 14.2%. Using a WACC of 226.7%, what is the intrinsic value per share?",Portfolio Management,Drawdown Management,4,Analyze,0.375922,scenario,4,Financial Advisor,56,ZRO92,1,1,1,0,0,1,5,30,0,train
395,What does Equity Valuation — DCF measure and what are its key limitations?,Equities,Equity Valuation — DCF,2,Understand,0.385546,definition,5,CFA Candidate,0,EQT29,1,0,0,0,0,0,1,13,0,train
396,"An investor holds 158 shares of ALF74 at $191.02 per share. If the company announces a 1% stock dividend, what happens to their position value?",Fixed Income,Inflation-Linked Bonds (TIPS),3,Apply,0.674989,scenario,6,Portfolio Manager,358,ALF74,1,1,0,0,0,2,3,25,0,train
397,"A bond with face value $1,000 pays a coupon of 6.8% annually and matures in 26 years. If the yield to maturity is 18.1%, what is its approximate price?",Portfolio Management,Factor Investing (Fama-French),3,Apply,0.381023,calculation,7,Compliance Officer,8,WRX11,1,1,0,0,0,0,4,29,0,train
398,An investor buys JPN79 at $122.98 and sells at $188.18 after 3 years with no dividends. What is the annualised return?,Alternative Investments,Fund of Funds,4,Analyze,0.669964,calculation,8,Risk Manager,6,JPN79,1,1,0,0,0,0,4,21,0,train
399,"Which of the following best describes the primary purpose of Value at Risk (VaR): (a) maximising fee revenue, (b) ensuring regulatory compliance, (c) reducing reporting burden, (d) increasing leverage?",Risk Management,Value at Risk (VaR),2,Understand,0.093598,best_of_n,9,Quantitative Analyst,4,UNV13,1,0,1,0,0,0,1,29,0,train
400,"If the Federal Reserve raises interest rates by 269 basis points, how would you expect Earnings Analysis & EPS to respond and why?",Equities,Earnings Analysis & EPS,6,Create,0.912467,what_if,0,Retail Novice,13,ALF77,1,1,1,1,0,2,1,23,0,train
401,Define Correlation & Covariance. How does it differ from out-of-sample?,Quantitative Methods,Correlation & Covariance,2,Understand,0.167722,definition,1,Retail Intermediate,0,EQT29,1,0,0,0,0,0,2,10,0,train
402,"An analyst projects WRX99's free cash flow will grow at 12.5% for 18 years, then stabilise at 24.8%. Using a WACC of 232.9%, what is the intrinsic value per share?",Corporate Finance,Working Capital Management,3,Apply,0.311846,scenario,2,Self-Directed Investor,394,WRX99,1,1,0,0,0,2,5,30,0,train
403,"Suppose INV99 misses earnings estimates by 18%. Using historical Communication Services sector data, what range of price reactions would you expect?",Equities,IPO & Secondary Offerings,4,Analyze,0.551959,what_if,3,HNW Individual,149,INV99,1,1,0,0,0,0,2,21,0,train
404,An investor buys HLX43 at $89.84 and sells at $137.46 after 18 years with no dividends. What is the annualised return?,Portfolio Management,Portfolio Optimization,1,Remember,0.110673,calculation,4,Financial Advisor,408,HLX43,1,1,0,0,0,0,4,21,0,train
405,"Which of the following best describes the primary purpose of Working Capital Management: (a) speculating on currency direction, (b) hedging against interest rate movements, (c) arbitraging credit spreads, (d) increasing equity exposure?",Corporate Finance,Working Capital Management,2,Understand,0.356372,best_of_n,5,CFA Candidate,16,MXF14,1,0,0,0,0,0,1,32,0,train
406,How does High Yield / Junk Bonds perform relative to real yield during periods of rising interest rates?,Fixed Income,High Yield / Junk Bonds,4,Analyze,0.452734,comparison,6,Portfolio Manager,10,XCL12,1,0,1,0,0,1,1,18,0,train
407,"Suppose EQT29 misses earnings estimates by 4%. Using historical Utilities sector data, what range of price reactions would you expect?",Regulation & Ethics,Fiduciary Duty & Suitability,2,Understand,0.402501,what_if,7,Compliance Officer,0,EQT29,1,1,0,1,0,0,2,20,0,train
408,"Which of the following best describes the primary purpose of Stock Screening & Factors: (a) pricing individual securities, (b) measuring portfolio return attribution, (c) calculating margin requirements, (d) estimating default probability?",Equities,Stock Screening & Factors,2,Understand,0.460481,best_of_n,8,Risk Manager,9,INV90,1,0,0,1,0,0,1,31,0,train
409,What would happen to CAP89's bond price if its credit rating is downgraded from A+ to B+?,Derivatives,Swaps — Interest Rate,4,Analyze,0.359016,what_if,9,Quantitative Analyst,1,CAP89,1,0,0,0,0,2,1,17,0,train
410,"If inflation rises unexpectedly to 15.9%, which asset classes in a balanced portfolio would you expect to outperform and why?",Regulation & Ethics,MiFID II & Global Regulation,4,Analyze,0.407508,what_if,0,Retail Novice,1,CAP89,1,1,0,1,0,2,2,20,0,train
411,Contrast the use of Dividend Policy versus equity financing as hedging instruments in a Healthcare portfolio.,Corporate Finance,Dividend Policy,4,Analyze,0.610909,comparison,1,Retail Intermediate,3,OPT65,1,0,0,0,0,2,1,16,0,train
412,"If the P/E ratio of NVP63 is 286.0 and the industry average is 58.9, what does this imply about the market's growth expectations?",Derivatives,Hedging with Derivatives,4,Analyze,0.69275,calculation,2,Self-Directed Investor,28,NVP63,1,1,1,0,0,1,3,23,0,train
413,What are the key differences between EQT29 and ZRO24 in terms of their Portfolio Management characteristics?,Portfolio Management,"Risk-Adjusted Returns (Sharpe, Sortino)",3,Apply,0.450601,comparison,3,HNW Individual,0,EQT29,2,0,0,0,0,1,1,16,0,train
414,"If inflation rises unexpectedly to 17.4%, which asset classes in a balanced portfolio would you expect to outperform and why?",Fixed Income,Credit Analysis & Ratings,3,Apply,0.626914,what_if,4,Financial Advisor,3,OPT65,1,1,0,1,0,1,2,20,0,train
415,"An investor is considering XPT26 with a beta of 159.28. If the market drops 9%, what is the expected change in the stock price?",Equities,Share Buybacks & Capital Returns,5,Evaluate,0.819715,scenario,5,CFA Candidate,14,XPT26,1,1,0,0,0,0,3,24,0,train
416,"For a Real Estate company with high capex and stable cash flows, which valuation method is most appropriate and why?",Corporate Finance,WACC & Cost of Capital,1,Remember,0.173003,best_of_n,6,Portfolio Manager,40,PRX29,1,0,0,0,0,0,1,20,0,train
417,Define Portfolio Optimization. How does it differ from tactical allocation?,Portfolio Management,Portfolio Optimization,4,Analyze,0.595067,definition,7,Compliance Officer,5,UNV31,1,0,0,0,0,0,2,10,0,train
418,Does the following action constitute a violation of The Securities Exchange Act of 1934: an analyst shares material non-public information about HLX72 with a favoured client?,Alternative Investments,Hedge Funds — Strategies,3,Apply,0.245551,regulatory_applicability,8,Risk Manager,115,HLX72,1,0,0,0,0,1,1,26,1,train
419,Review the following statement: 'A portfolio with a Sharpe ratio of 29.18 is always preferable to one with a ratio of 176.88.' Is this always true?,Portfolio Management,Factor Investing (Fama-French),1,Remember,0.237523,error_spotting,9,Quantitative Analyst,1,CAP89,1,1,0,0,0,0,4,26,0,train
420,What is Equity Valuation — DCF and why is it important to Equities investors?,Equities,Equity Valuation — DCF,3,Apply,0.367699,definition,0,Retail Novice,16,MXF14,1,0,1,0,0,2,1,14,0,train
421,What would happen to KRX14's bond price if its credit rating is downgraded from AA- to BB?,Regulation & Ethics,MiFID II & Global Regulation,5,Evaluate,0.362524,what_if,1,Retail Intermediate,108,KRX14,1,0,0,0,0,0,1,17,0,train
422,Explain the concept of Hedge Funds — Strategies in the context of Alternative Investments.,Alternative Investments,Hedge Funds — Strategies,1,Remember,0.01597,definition,2,Self-Directed Investor,0,EQT29,1,0,0,0,0,0,1,14,0,train
423,"Under FINRA Rule 2111 (Suitability), what disclosure obligations does an investment advisor have when recommending EQT29 to a retail client?",Quantitative Methods,Hypothesis Testing,4,Analyze,0.445746,regulatory_applicability,3,HNW Individual,0,EQT29,1,0,0,0,0,2,1,20,1,train
424,"If the Federal Reserve raises interest rates by 210 basis points, how would you expect Inflation & CPI to respond and why?",Economics,Inflation & CPI,6,Create,0.920888,what_if,4,Financial Advisor,58,ARK40,1,1,1,0,0,2,1,22,0,train
425,Define CFA Institute Code of Ethics. How does it differ from confidentiality?,Regulation & Ethics,CFA Institute Code of Ethics,2,Understand,0.318394,definition,5,CFA Candidate,0,EQT29,1,0,1,0,0,0,2,12,0,train
426,"If EQT29 has a price of $79.22 and annual dividends of $172.25, what is its dividend yield?",Portfolio Management,"Risk-Adjusted Returns (Sharpe, Sortino)",4,Analyze,0.758161,calculation,6,Portfolio Manager,0,EQT29,1,1,0,0,0,0,3,17,0,train
427,An analyst states that Corporate Governance and value investing are interchangeable for risk management purposes. Identify the flaw in this reasoning.,Equities,Corporate Governance,2,Understand,0.327341,error_spotting,7,Compliance Officer,0,EQT29,1,0,0,1,0,0,2,21,0,train
428,"An investor holds 190 shares of EQT29 at $35.00 per share. If the company announces a 20% stock dividend, what happens to their position value?",Economics,Inflation & CPI,4,Analyze,0.519562,scenario,8,Risk Manager,0,EQT29,1,1,1,0,0,1,3,25,0,train
429,Define Equity Valuation — Multiples. How does it differ from comparable company analysis?,Equities,Equity Valuation — Multiples,2,Understand,0.245718,definition,9,Quantitative Analyst,0,EQT29,1,0,0,1,0,0,2,13,0,train
430,"An investor seeking income with moderate risk tolerance should primarily consider: (a) high-yield bonds, (b) dividend equities, (c) REITs, (d) growth stocks. Which is most appropriate and why?",Equities,IPO & Secondary Offerings,3,Apply,0.563892,best_of_n,0,Retail Novice,0,EQT29,1,0,1,0,0,0,2,28,0,train
431,Contrast the use of Earnings Analysis & EPS versus mean reversion as hedging instruments in a Utilities portfolio.,Equities,Earnings Analysis & EPS,5,Evaluate,0.389721,comparison,1,Retail Intermediate,442,XPT82,1,0,1,1,0,1,1,18,0,train
432,"An investor holds 115 shares of ARK18 at $71.33 per share. If the company announces a 11% stock dividend, what happens to their position value?",Equities,Share Buybacks & Capital Returns,3,Apply,0.139825,scenario,2,Self-Directed Investor,19,ARK18,1,1,0,1,0,1,3,25,0,train
433,"An investor seeking income with moderate risk tolerance should primarily consider: (a) high-yield bonds, (b) dividend equities, (c) REITs, (d) growth stocks. Which is most appropriate and why?",Equities,IPO & Secondary Offerings,2,Understand,0.47479,best_of_n,3,HNW Individual,71,SPC59,1,0,0,0,0,0,2,28,0,train
434,Explain the concept of Inflation & CPI in the context of Economics.,Economics,Inflation & CPI,4,Analyze,0.757934,definition,4,Financial Advisor,0,EQT29,1,0,0,0,0,2,1,12,0,train
435,"A portfolio has an expected return of 3.7% and a standard deviation of 1.5%. If the risk-free rate is 7.5%, what is the Sharpe ratio?",Equities,IPO & Secondary Offerings,3,Apply,0.286852,calculation,5,CFA Candidate,0,EQT29,1,1,0,0,0,0,5,25,0,train
436,What is Commodity Markets & Oil and why is it important to Economics investors?,Economics,Commodity Markets & Oil,2,Understand,0.155102,definition,6,Portfolio Manager,17,LMN37,1,0,0,0,0,0,1,14,0,train
437,"A call option on EQT29 has a delta of 190.74 and a gamma of 53.041. If the stock rises by $3.14, what is the estimated new delta?",Portfolio Management,Asset Allocation — Tactical,3,Apply,0.741621,calculation,7,Compliance Officer,0,EQT29,1,1,0,0,0,2,5,27,0,train
438,"If EQT29 has a price of $135.51 and annual dividends of $173.30, what is its dividend yield?",Regulation & Ethics,Dodd-Frank & Financial Reform,3,Apply,0.524945,calculation,8,Risk Manager,0,EQT29,1,1,0,0,0,1,3,17,0,train
439,"An investor seeking income with moderate risk tolerance should primarily consider: (a) high-yield bonds, (b) dividend equities, (c) REITs, (d) growth stocks. Which is most appropriate and why?",Alternative Investments,Private Equity & Venture Capital,2,Understand,0.167736,best_of_n,9,Quantitative Analyst,6,JPN79,1,0,0,1,0,0,2,28,0,train
440,What is Probability & Distributions and why is it important to Quantitative Methods investors?,Quantitative Methods,Probability & Distributions,1,Remember,0.028663,definition,0,Retail Novice,0,EQT29,1,0,0,0,0,0,1,14,0,train
441,"Which of the following best describes the primary purpose of Futures & Forwards: (a) speculating on currency direction, (b) hedging against interest rate movements, (c) arbitraging credit spreads, (d) increasing equity exposure?",Derivatives,Futures & Forwards,2,Understand,0.447554,best_of_n,1,Retail Intermediate,20,DRV51,1,0,0,0,0,0,1,32,0,train
442,"If the P/E ratio of LMN37 is 243.8 and the industry average is 184.1, what does this imply about the market's growth expectations?",Regulation & Ethics,Insider Trading Rules,3,Apply,0.55687,calculation,2,Self-Directed Investor,17,LMN37,1,1,1,1,0,1,3,23,0,train
443,"A call option on EQT29 has a delta of 260.50 and a gamma of 160.057. If the stock rises by $23.83, what is the estimated new delta?",Alternative Investments,Commodities — Gold & Precious Metals,3,Apply,0.527204,calculation,3,HNW Individual,0,EQT29,1,1,1,0,0,0,5,27,0,train
444,"If the Federal Reserve raises interest rates by 162 basis points, how would you expect Monte Carlo Simulation to respond and why?",Portfolio Management,Monte Carlo Simulation,5,Evaluate,0.384501,what_if,4,Financial Advisor,0,EQT29,1,1,0,0,0,0,1,22,0,train
445,"A pension fund has a 14/2 equity/bond allocation. If equities rise 102% and bonds fall 20%, what rebalancing is required to restore the target allocation?",Economics,GDP & Economic Indicators,4,Analyze,0.45607,scenario,5,CFA Candidate,1,CAP89,1,1,1,1,0,2,2,25,0,train
446,Review the following statement: 'A portfolio with a Sharpe ratio of 47.38 is always preferable to one with a ratio of 194.89.' Is this always true?,Derivatives,Options Pricing — Black-Scholes,3,Apply,0.61661,error_spotting,6,Portfolio Manager,2,BLD37,1,1,0,0,0,2,4,26,0,train
447,Contrast the use of Farmland & Timberland versus REIT as hedging instruments in a Utilities portfolio.,Real Assets,Farmland & Timberland,3,Apply,0.70972,comparison,7,Compliance Officer,0,EQT29,1,0,0,0,0,0,1,16,0,train
448,What is VIX & Volatility Products and why is it important to Derivatives investors?,Derivatives,VIX & Volatility Products,2,Understand,0.364608,definition,8,Risk Manager,3,OPT65,1,0,0,0,0,0,1,14,0,train
449,"A pension fund has a 18/19 equity/bond allocation. If equities rise 57% and bonds fall 131%, what rebalancing is required to restore the target allocation?",Regulation & Ethics,Fiduciary Duty & Suitability,3,Apply,0.490877,scenario,9,Quantitative Analyst,0,EQT29,1,1,0,0,0,1,2,25,0,train
450,How does Modern Portfolio Theory perform relative to tactical allocation during periods of rising interest rates?,Portfolio Management,Modern Portfolio Theory,3,Apply,0.42419,comparison,0,Retail Novice,3,OPT65,1,0,0,1,0,1,1,16,0,train
451,"An investor is considering NVP51 with a beta of 154.56. If the market drops 6%, what is the expected change in the stock price?",Derivatives,Futures & Forwards,3,Apply,0.347962,scenario,1,Retail Intermediate,7,NVP51,1,1,0,0,0,1,3,24,0,train
452,An investor buys UNV13 at $62.33 and sells at $144.30 after 21 years with no dividends. What is the annualised return?,Derivatives,Options Greeks,3,Apply,0.283299,calculation,2,Self-Directed Investor,4,UNV13,1,1,0,1,0,2,4,21,0,train
453,"Which of the following best describes the primary purpose of Duration & Convexity: (a) speculating on currency direction, (b) hedging against interest rate movements, (c) arbitraging credit spreads, (d) increasing equity exposure?",Fixed Income,Duration & Convexity,1,Remember,0.045532,best_of_n,3,HNW Individual,0,EQT29,1,0,0,0,0,0,1,32,0,train
454,"An analyst projects RST75's free cash flow will grow at 10.6% for 28 years, then stabilise at 4.3%. Using a WACC of 79.4%, what is the intrinsic value per share?",Economics,Global Macro Strategies,4,Analyze,0.419257,scenario,4,Financial Advisor,11,RST75,1,1,0,0,0,1,5,30,0,train
455,"For a Real Estate company with high capex and stable cash flows, which valuation method is most appropriate and why?",Alternative Investments,Private Equity & Venture Capital,3,Apply,0.562585,best_of_n,5,CFA Candidate,19,ARK18,1,0,0,0,0,2,1,20,0,train
456,"Which of the following best describes the primary purpose of Earnings Analysis & EPS: (a) pricing individual securities, (b) measuring portfolio return attribution, (c) calculating margin requirements, (d) estimating default probability?",Equities,Earnings Analysis & EPS,3,Apply,0.572333,best_of_n,6,Portfolio Manager,17,LMN37,1,0,0,1,0,0,1,31,0,train
457,What are the key differences between NVP98 and BLD37 in terms of their Regulation & Ethics characteristics?,Regulation & Ethics,Fiduciary Duty & Suitability,3,Apply,0.411896,comparison,7,Compliance Officer,87,NVP98,2,0,0,0,0,0,1,17,0,train
458,"An analyst projects SYN38's free cash flow will grow at 8.5% for 18 years, then stabilise at 11.7%. Using a WACC of 37.2%, what is the intrinsic value per share?",Portfolio Management,Portfolio Rebalancing,4,Analyze,0.454624,scenario,8,Risk Manager,110,SYN38,1,1,0,1,0,1,5,30,0,train
459,A colleague claims that increasing duration always increases bond returns in a falling rate environment — is this statement correct? Explain.,Equities,Sector Rotation Strategies,4,Analyze,0.909379,error_spotting,9,Quantitative Analyst,42,CAP43,1,0,0,1,0,2,2,21,0,train
460,What is Modern Portfolio Theory and why is it important to Portfolio Management investors?,Portfolio Management,Modern Portfolio Theory,1,Remember,0.349949,definition,0,Retail Novice,0,EQT29,1,0,0,0,0,0,1,14,0,train
461,"For a Consumer Discretionary company with high capex and stable cash flows, which valuation method is most appropriate and why?",Real Assets,Farmland & Timberland,3,Apply,0.044578,best_of_n,1,Retail Intermediate,329,BRX30,1,0,0,0,0,1,1,20,0,train
462,"Which of the following best describes the primary purpose of Real Asset Inflation Hedging: (a) maximising expected return, (b) minimising transaction costs, (c) quantifying downside risk, (d) calculating dividend yield?",Real Assets,Real Asset Inflation Hedging,1,Remember,0.209562,best_of_n,2,Self-Directed Investor,3,OPT65,1,0,0,1,0,0,1,30,0,train
463,An analyst states that Fiduciary Duty & Suitability and front-running are interchangeable for risk management purposes. Identify the flaw in this reasoning.,Regulation & Ethics,Fiduciary Duty & Suitability,1,Remember,0.155882,error_spotting,3,HNW Individual,142,YLD27,1,0,0,0,0,0,2,22,0,train
464,"For a Utilities company with high capex and stable cash flows, which valuation method is most appropriate and why?",Risk Management,Value at Risk (VaR),3,Apply,0.418322,best_of_n,4,Financial Advisor,0,EQT29,1,0,0,0,0,1,1,19,0,train
465,"Which of the following best describes the primary purpose of Earnings Analysis & EPS: (a) speculating on currency direction, (b) hedging against interest rate movements, (c) arbitraging credit spreads, (d) increasing equity exposure?",Equities,Earnings Analysis & EPS,2,Understand,0.141513,best_of_n,5,CFA Candidate,2,BLD37,1,0,0,0,0,0,1,33,0,train
466,"An investor seeking income with moderate risk tolerance should primarily consider: (a) high-yield bonds, (b) dividend equities, (c) REITs, (d) growth stocks. Which is most appropriate and why?",Corporate Finance,Initial Public Offerings,2,Understand,0.415644,best_of_n,6,Portfolio Manager,0,EQT29,1,0,0,0,0,0,2,28,0,train
467,"For a Healthcare company with high capex and stable cash flows, which valuation method is most appropriate and why?",Alternative Investments,Hedge Funds — Strategies,2,Understand,0.424867,best_of_n,7,Compliance Officer,3,OPT65,1,0,0,0,0,0,1,19,0,train
468,"Which of the following best describes the primary purpose of Mortgage-Backed Securities: (a) pricing individual securities, (b) measuring portfolio return attribution, (c) calculating margin requirements, (d) estimating default probability?",Fixed Income,Mortgage-Backed Securities,2,Understand,0.187174,best_of_n,8,Risk Manager,0,EQT29,1,0,0,1,0,0,1,29,0,train
469,"A bond with face value $1,000 pays a coupon of 9.0% annually and matures in 2 years. If the yield to maturity is 13.5%, what is its approximate price?",Economics,Monetary Policy & Interest Rates,1,Remember,0.343877,calculation,9,Quantitative Analyst,0,EQT29,1,1,0,0,0,0,4,29,0,train
470,"An analyst projects QNT63's free cash flow will grow at 17.9% for 16 years, then stabilise at 16.1%. Using a WACC of 177.5%, what is the intrinsic value per share?",Derivatives,Options Pricing — Black-Scholes,4,Analyze,0.214068,scenario,0,Retail Novice,24,QNT63,1,1,0,0,0,1,5,30,0,train
471,"A portfolio has an expected return of 4.0% and a standard deviation of 8.7%. If the risk-free rate is 32.8%, what is the Sharpe ratio?",Derivatives,Options Pricing — Black-Scholes,1,Remember,0.015055,calculation,1,Retail Intermediate,21,INV25,1,1,0,0,0,0,5,25,0,train
472,What is Bond Pricing & Yield and why is it important to Fixed Income investors?,Fixed Income,Bond Pricing & Yield,1,Remember,0.067301,definition,2,Self-Directed Investor,12,EQT54,1,0,0,0,0,0,1,15,0,train
473,How does FINRA Rule 2111 (Suitability) affect the structure and marketing of CFA Institute Code of Ethics products in the United States?,Regulation & Ethics,CFA Institute Code of Ethics,1,Remember,0.334087,regulatory_applicability,3,HNW Individual,34,HLX19,1,0,0,0,0,0,1,22,1,train
474,"How does Risk-Adjusted Returns (Sharpe, Sortino) perform relative to tactical allocation during periods of rising interest rates?",Portfolio Management,"Risk-Adjusted Returns (Sharpe, Sortino)",5,Evaluate,0.593124,comparison,4,Financial Advisor,73,JPN12,1,0,0,0,0,2,1,17,0,train
475,"A bond with face value $1,000 pays a coupon of 12.3% annually and matures in 9 years. If the yield to maturity is 23.5%, what is its approximate price?",Equities,Stock Screening & Factors,2,Understand,0.145641,calculation,5,CFA Candidate,112,RST20,1,1,0,0,0,0,4,29,0,train
476,How does ERISA affect the structure and marketing of Sector Rotation Strategies products in the United States?,Equities,Sector Rotation Strategies,1,Remember,0.236967,regulatory_applicability,6,Portfolio Manager,80,LMN57,1,0,0,0,0,0,1,17,1,train
477,What are the key differences between JPN53 and OPT65 in terms of their Equities characteristics?,Equities,Equity Valuation — Multiples,4,Analyze,0.410459,comparison,7,Compliance Officer,44,JPN53,2,0,0,1,0,1,1,15,0,train
478,Does the following action constitute a violation of The Securities Exchange Act of 1934: an analyst shares material non-public information about MXF14 with a favoured client?,Equities,Dividend Discount Models,4,Analyze,0.319462,regulatory_applicability,8,Risk Manager,16,MXF14,1,0,0,0,0,2,1,26,1,train
479,What does Bond Pricing & Yield measure and what are its key limitations?,Fixed Income,Bond Pricing & Yield,1,Remember,0.108729,definition,9,Quantitative Analyst,1,CAP89,1,0,0,1,0,0,1,13,0,train
480,"If the Federal Reserve raises interest rates by 274 basis points, how would you expect FINRA Rules & Compliance to respond and why?",Regulation & Ethics,FINRA Rules & Compliance,6,Create,0.997019,what_if,0,Retail Novice,182,LMN22,1,1,1,0,0,2,1,23,0,train
481,"An investor seeking income with moderate risk tolerance should primarily consider: (a) high-yield bonds, (b) dividend equities, (c) REITs, (d) growth stocks. Which is most appropriate and why?",Fixed Income,Bond Pricing & Yield,2,Understand,0.203092,best_of_n,1,Retail Intermediate,14,XPT26,1,0,1,1,0,0,2,28,0,train
482,"For a Materials company with high capex and stable cash flows, which valuation method is most appropriate and why?",Fixed Income,Duration & Convexity,2,Understand,0.446382,best_of_n,2,Self-Directed Investor,5,UNV31,1,0,0,0,0,0,1,19,0,train
483,"An investor is considering XCL12 with a beta of 61.98. If the market drops 2%, what is the expected change in the stock price?",Regulation & Ethics,CFA Institute Code of Ethics,3,Apply,0.391316,scenario,3,HNW Individual,10,XCL12,1,1,0,0,0,2,3,24,0,train
484,"If the P/E ratio of DRV51 is 63.8 and the industry average is 113.9, what does this imply about the market's growth expectations?",Regulation & Ethics,CFA Institute Code of Ethics,2,Understand,0.472629,calculation,4,Financial Advisor,20,DRV51,1,1,0,0,0,0,3,23,0,train
485,Define International Equities & ADRs. How does it differ from mean reversion?,Equities,International Equities & ADRs,6,Create,0.971375,definition,5,CFA Candidate,152,CAP18,1,0,1,0,0,0,2,12,0,train
486,"Under ERISA, what disclosure obligations does an investment advisor have when recommending ARK18 to a retail client?",Real Assets,Natural Resources Investing,2,Understand,0.085748,regulatory_applicability,6,Portfolio Manager,19,ARK18,1,0,0,0,0,0,1,17,1,train
487,What does Futures & Forwards measure and what are its key limitations?,Derivatives,Futures & Forwards,2,Understand,0.02071,definition,7,Compliance Officer,31,ALF44,1,0,1,0,0,0,1,12,0,train
488,"An investor holds 208 shares of EQT54 at $28.79 per share. If the company announces a 3% stock dividend, what happens to their position value?",Equities,IPO & Secondary Offerings,4,Analyze,0.363471,scenario,8,Risk Manager,12,EQT54,1,1,1,0,0,0,3,25,0,train
489,A colleague claims that increasing duration always increases bond returns in a falling rate environment — is this statement correct? Explain.,Fixed Income,Treasury & Government Bonds,4,Analyze,0.671561,error_spotting,9,Quantitative Analyst,305,TRX35,1,0,0,0,0,1,2,21,0,train
490,Explain the concept of IPO & Secondary Offerings in the context of Equities.,Equities,IPO & Secondary Offerings,2,Understand,0.091531,definition,0,Retail Novice,2,BLD37,1,0,0,1,0,0,1,13,0,train
491,"A call option on UNV13 has a delta of 244.49 and a gamma of 35.438. If the stock rises by $14.98, what is the estimated new delta?",Fixed Income,Bond Pricing & Yield,4,Analyze,0.775995,calculation,1,Retail Intermediate,4,UNV13,1,1,1,1,0,0,5,27,0,train
492,A colleague claims that increasing duration always increases bond returns in a falling rate environment — is this statement correct? Explain.,Portfolio Management,Modern Portfolio Theory,5,Evaluate,0.915184,error_spotting,2,Self-Directed Investor,2,BLD37,1,0,0,0,0,0,2,21,0,train
493,"An investor seeking income with moderate risk tolerance should primarily consider: (a) high-yield bonds, (b) dividend equities, (c) REITs, (d) growth stocks. Which is most appropriate and why?",Fixed Income,Bond Pricing & Yield,1,Remember,0.121025,best_of_n,3,HNW Individual,2,BLD37,1,0,0,1,0,0,2,28,0,train
494,Explain the concept of Monetary Policy & Interest Rates in the context of Economics.,Economics,Monetary Policy & Interest Rates,2,Understand,0.162883,definition,4,Financial Advisor,26,HLX44,1,0,0,1,0,0,1,14,0,train
495,"An investor is considering BLD37 with a beta of 234.45. If the market drops 10%, what is the expected change in the stock price?",Risk Management,Market Risk — Systematic vs Idiosyncratic,5,Evaluate,0.889397,scenario,5,CFA Candidate,2,BLD37,1,1,1,0,0,1,3,24,0,train
496,"An investor holds 89 shares of VLT51 at $64.67 per share. If the company announces a 17% stock dividend, what happens to their position value?",Behavioral Finance,Cognitive Biases in Investing,3,Apply,0.398474,scenario,6,Portfolio Manager,83,VLT51,1,1,1,1,0,0,3,25,0,train
497,"For a Consumer Staples company with high capex and stable cash flows, which valuation method is most appropriate and why?",Quantitative Methods,Probability & Distributions,1,Remember,0.065018,best_of_n,7,Compliance Officer,276,ALF70,1,0,0,0,0,0,1,20,0,train
498,How does Monte Carlo Simulation perform relative to tactical allocation during periods of rising interest rates?,Portfolio Management,Monte Carlo Simulation,1,Remember,0.031388,comparison,8,Risk Manager,8,WRX11,1,0,0,1,0,0,1,16,0,train
499,"A bond with face value $1,000 pays a coupon of 19.3% annually and matures in 30 years. If the yield to maturity is 4.7%, what is its approximate price?",Alternative Investments,Private Equity & Venture Capital,1,Remember,0.110093,calculation,9,Quantitative Analyst,122,DRV41,1,1,0,1,0,0,4,29,0,train