Using Forex Macro micro Economic News Events to Predict short Term Voaltility Before 5 Minutes to Two Hourse - open to bidding
$250-750 USD
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Publicado hace casi 9 años
$250-750 USD
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Using Forex Macro micro Economic News Events to Predict short Term Voaltility BEFORE 5 Minutes to Two Hours NEWS EVENTS
The arrival of macroeconomic news from the world's largest
economies brings additional volatilityto the market.
Overall methodology
•Sources of data:
– macro-economic news database
–Historical trading tick data from (Froex Broker or tick Data Interface)
•Technology – QuantOffice/QuantServer software????
–TimeBase
–QuantOffice
–Strategy Trading Server (used for simulated real-time deployment)
•Major steps of the research:
–Creation of initial setup
–Analysis of news database ( all source of Economic calendars, Bloomberg, etc.)
–Analysis of intraday distribution of macro-economic news
–Investigation of main hypothesis that macro-economic news increases short-term volatility
–Creation and backtesting of simple breakout strategy with opening signals triggered by news
Parameters of setup
•RP Data from 2005 to current:
–Data clollects from all sources million messages how effects the market
–Used subset of macro-economic news for US (287,000 records), Germany (7,800), EU (3,700) and Japan (14,400).
•All data was filtered by the following news types:
–consumer-price-index
–producer-price-index
–unemployment
–retail-sales
–gross-domestic-product
–durable-goods
–interest-rate
–consumer-confidence
–home-sales-existing, home-sales-new
–current-account, current-account-surplus, current-account-deficit
–consumer-spending
–jobless-claims
–inflation
–trade-balance, trade-balance-deficit, trade-balance-surplus
•Extra filters are:
–news relevance: RELEVANCE = 100
–news novelty: ENS = 100
Macro news intra-day distribution
•The experiment has been performed to identify 1-minute time intervals with highest density of macro-economy news with RELEVANCE = 100 and ENS = 100.
•Applied the following filters:
–Country Filter: UK, AUD,US, DE, EU, JP, FR, Spain, Italy
–News Type filter -major economy news types as specified above.
–Time interval to collect statistics:
Impact of a release of new macro-economic statistics on Short-Term Volatility
•Looking at market turn points when major economy news are released for UK, AUD,US, DE, EU, JP, FR, Spain, Italy, Switzerland, US, Germany/EU, and Japanese economy we were interested to evaluate the impact of the newson short-term volatility of FX rates.
•As a measure of volatility we used annualized standard deviation of log returns inside 5 min window of 10-sec bars (30 bars).
•We also calculated variance ratio (*): VR = HILO (N) / ( ATR(N) * SQRT(N)) whereN= 30; HILO (N) is high/low price range and ATR(N)is average true range over the N bars period
•All statistics were calculated for 5 minutes before the economy news release time and for 5 minutes after the release scheduled time, for example for US events scheduled for 8:30, the time intervals were 8:25 –8:30 and 8:30 –8:35
Summary
•Empirical analysis shows that the arrival of macro-economic news from world's leading economies increases short-term volatility
•A simple breakout strategy triggered by the arrival of major macro-economic news has alpha potential and is a candidate for further research.
•Adding an ESS filter helps to improve the performance of this breakout strategy
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