Different Volatility Forecasts, Same Portfolio? Decision Equivalence Explained
GARCH QUANT
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Different Volatility Forecasts, Same Portfolio? Decision Equivalence Explained
14 просмотров · 6 дней назад
GARCH QUANT
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14 просмотров · 6 дней назад
Different Volatility Forecasts, Same Portfolio? Decision Equivalence Explained
Why can statistically different volatility forecasts lead to identical portfolio weights? This full-length explanation covers decision equivalence, common-scale invariance, relative-risk distortions, exposure attribution, and the limits of the frozen 120-test family.
Main paper — Fuli Yang:
Decision-Equivalent Volatility Forecasts: Statistical Loss, Portfolio Value, and Allocation Commonality
https://papers.ssrn.com/sol3/papers.cfm?ab...
Paper version used: corrected v0.9. Original explanatory graphics and synthetic narration. Charts reproduce reported summaries; illustrative examples and threshold animations are labelled schematic. Full English CC available.
Chapters
00:00 Different forecasts. The same portfolio.
00:41 Start with the decision rule
01:23 Double both forecasts
02:06 The scope of decision equivalence
02:54 A controlled five-asset replay
03:44 Six directions of forecast error
04:28 The placebo works to machine precision
05:14 Relative errors rotate the portfolio
06:00 Worse loss, higher historical utility
06:47 Follow the exposure change
07:37 A strong example is not familywise confirmation
08:28 Private value and commonality can diverge
09:16 Evaluate the whole forecast-to-decision map
10:03 Different scores need not mean different decisions
Companion research:
https://papers.ssrn.com/sol3/papers.cfm?ab...
Earlier short research briefs:
Decision equivalence: • Different Volatility Forecasts, Identical ...
Forecast disagreement: • Volatility Model Disagreement and Forecast...
GARCH QUANT | Academic research and education.
This episode explains research findings and their limits; it does not present an investment recommendation or a deployed trading rule.
#VolatilityForecasting #QuantitativeFinance #Econometrics