163 lines
5.8 KiB
Python
163 lines
5.8 KiB
Python
"""
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Problem Set 2 - Problem 1, Part 1
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Exchange Rate Risk Analysis for European Resident
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"""
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print("="*80)
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print("PROBLEM 1, PART 1: EXCHANGE RATE RISK ANALYSIS")
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print("="*80)
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print()
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print("SCENARIO:")
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print("-" * 80)
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print("- Dollar exchange rates of euro and yen are EQUALLY VARIABLE")
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print("- Euro tends to DEPRECIATE vs dollar when rest of wealth return is HIGH")
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print("- Yen tends to APPRECIATE vs dollar when rest of wealth return is HIGH")
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print("- Perspective: EUROPEAN RESIDENT")
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print("- Question: Which currency is RISKIER - dollar or yen?")
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print()
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print("="*80)
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print("ANALYSIS")
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print("="*80)
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print()
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print("1. UNDERSTANDING RISK FROM A PORTFOLIO PERSPECTIVE")
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print("-" * 80)
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print("""
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As a European resident, we need to consider how currency movements correlate
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with the rest of our wealth portfolio. The key concept here is COVARIANCE between
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currency returns and portfolio returns.
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Risk is not just about volatility (variance) - it's about how an asset moves
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relative to your other wealth.
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""")
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print()
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print("2. CORRELATION WITH WEALTH PORTFOLIO")
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print("-" * 80)
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print()
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print("EURO vs DOLLAR (from European perspective):")
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print(" • When rest of wealth has unexpectedly HIGH returns → Euro DEPRECIATES vs Dollar")
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print(" → Holding dollars means: Good wealth times = Dollar appreciates (good!)")
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print(" • When rest of wealth has unexpectedly LOW returns → Euro APPRECIATES vs Dollar")
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print(" → Holding dollars means: Bad wealth times = Dollar depreciates (bad!)")
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print()
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print(" ⇒ Dollar returns are POSITIVELY correlated with wealth portfolio")
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print(" ⇒ Dollar acts as a HEDGE - it performs well when you need it!")
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print()
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print("YEN vs DOLLAR (from European perspective):")
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print(" • When rest of wealth has unexpectedly HIGH returns → Yen APPRECIATES vs Dollar")
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print(" → Holding dollars means: Good wealth times = Dollar depreciates (bad!)")
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print(" • When rest of wealth has unexpectedly LOW returns → Yen DEPRECIATES vs Dollar")
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print(" → Holding dollars means: Bad wealth times = Dollar appreciates (good!)")
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print()
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print(" ⇒ Dollar returns are NEGATIVELY correlated with wealth portfolio")
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print(" ⇒ Dollar amplifies risk - loses value when your wealth is already doing poorly!")
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print()
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print("3. WHICH CURRENCY IS RISKIER?")
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print("-" * 80)
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print()
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print("From a European resident's perspective:")
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print()
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print(" YEN is RISKIER than DOLLAR")
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print()
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print("Reasoning:")
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print(" • Both currencies have equal variance (equally variable)")
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print(" • But COVARIANCE with wealth portfolio differs:")
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print()
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print(" - DOLLAR: Provides NEGATIVE covariance (hedge)")
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print(" → When EUR/USD moves such that dollar strengthens during good times,")
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print(" this is helpful as a diversification/insurance")
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print()
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print(" - YEN: Provides POSITIVE covariance (amplifies risk)")
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print(" → When EUR/JPY moves such that yen appreciates during good times,")
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print(" holding dollars (yen depreciates vs dollar) means you lose")
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print(" on currency when your wealth is already vulnerable")
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print()
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print("="*80)
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print("FORMAL ANALYSIS")
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print("="*80)
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print()
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print("Let's denote:")
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print(" • R_W = Return on rest of wealth")
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print(" • R_USD = Dollar return (from EUR perspective)")
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print(" • R_YEN = Yen return (from EUR perspective)")
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print()
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print("Given information:")
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print(" • Var(R_USD) = Var(R_YEN) = σ² (equal variability)")
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print(" • When R_W is HIGH: EUR depreciates vs USD → R_USD is HIGH (positive correlation)")
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print(" • When R_W is HIGH: YEN appreciates vs USD → R_USD is LOW (negative correlation)")
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print()
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print("Therefore:")
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print(" • Cov(R_W, R_USD) > 0 (positive covariance)")
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print(" • Cov(R_W, R_YEN) < 0 (negative covariance)")
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print()
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print("Portfolio risk including currency exposure:")
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print(" Var(R_Total) = Var(R_W) + Var(R_Currency) + 2·Cov(R_W, R_Currency)")
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print()
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print("Comparing dollar vs yen investment:")
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print()
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print(" With DOLLAR:")
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print(" Var(R_W + R_USD) = Var(R_W) + σ² + 2·Cov(R_W, R_USD)")
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print(" = Var(R_W) + σ² + 2·(positive)")
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print()
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print(" With YEN (holding dollars):")
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print(" Since yen appreciates when dollar depreciates, holding dollars means")
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print(" exposure to yen risk in opposite direction")
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print(" This creates HIGHER total portfolio variance")
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print()
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print("="*80)
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print("ANSWER")
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print("="*80)
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print()
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print("For a EUROPEAN RESIDENT:")
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print()
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print(" THE YEN IS RISKIER THAN THE DOLLAR")
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print()
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print("Even though both currencies are equally variable, the yen is riskier because:")
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print()
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print("1. The dollar provides a HEDGE against portfolio risk")
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print(" (appreciates when your wealth does well)")
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print()
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print("2. The yen AMPLIFIES portfolio risk")
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print(" (the dollar depreciates against yen when your wealth does poorly)")
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print()
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print("3. From a portfolio perspective, assets that move in the SAME direction")
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print(" as your existing wealth are LESS risky than assets that move in the")
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print(" OPPOSITE direction")
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print()
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print("="*80)
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print("ADDITIONAL CONSIDERATIONS")
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print("="*80)
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print()
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print("Ambiguities and assumptions:")
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print()
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print("1. We interpret 'rest of your wealth' as the European resident's non-currency")
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print(" wealth portfolio (stocks, bonds, real estate, etc.)")
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print()
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print("2. We assume the question asks about holding dollars vs holding yen")
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print(" (or equivalently, being exposed to dollar vs yen exchange rate risk)")
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print()
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print("3. We use modern portfolio theory framework where risk is measured by")
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print(" contribution to total portfolio variance")
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print()
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print("4. Alternative interpretation: If the question asks which currency is riskier")
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print(" to SHORT, the answer would be reversed - but the standard interpretation")
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print(" is which currency is riskier to HOLD")
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print()
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print("="*80)
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