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Gate.io Research: Bitcoin Periodic Correlation Analysis

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时间:1900/1/1 0:00:00

TL;DR1.BlackRockandCoinbase’sPartnershipstrengthensapositiveinstitutionalattitude2.USmacrorecoverybutinflationispushingFedtobemoreaggressiveonraisinginterestrates3.BitcoinreturnisgrowingclosertoUSequitymarkets4.BitcoinreturnisstrictlynegativelycorrelatedwithUSinterestrates5.BitcoinreturnissensitivetoM0changesratherthanM1orM2intheUS1.ResearchBackground

1.1InstitutionalPreference

BlackRockInc.(NYSE:BLK)announceditspartnershipwithCoinbaseGlobalInc.(NASDAQ:COIN)onAugust4,2022,sendingCoinbasesharesrocketingthatday.Thispartnershipisastrongstimulusforthenegativecryptomarketsentiment,hammeredbyfallingpricesandgovernmentinvestigations.As,BlackRock,thelargestassetmanager,ismakingiteasierforinstitutionalinvestorstomanageandtradeBitcoin.TheannouncementfueledCoinbasesharestorocketforafewdaysandwaseventuallycalmedbyCoinbase'sQ2earnings.Nevertheless,thismoveisconsideredaleapinthecryptomarketasinstitutionalinvestorsarereachingin.'Thepactisaseismicshiftinthecryptoindustry.'saidLeahWald,CEOofValkyrieInvestments.TopBlackRockclientswillgainaccesstoBitcointhroughitsAladdininvestmentmanagementsystem,makingiteasiertomanagetheirexposurealongwiththeirstocksandbonds.Andthefocus'willinitiallybeonBitcoin',BlackRockmentioned.BlackRockisthelargestassetmanagerintheworld,with8.5trillionUSDundermanagementbyJune2022andthereareapproximately21trillionUSDworthoffinancialassetsmanagedonAladdin.AccordingtoCreditSuisse,thetotalwealthoftheworldby2020is418trillionUSD,andthetotalassetonAladdincountsfor5%ofit.1.2MacroRecovery

OPNX:OX流动性池已上线跨链桥Stargate:7月20日消息,加密索赔和交易平台OPNX在推特上宣布,其平台币OX流动性池现已在基于LayerZero的跨链桥Stargate上线,支持用户在以太坊、BNB Chain、Polygon和Arbitrum之间桥接OX。[2023/7/20 11:06:40]

TheUSeconomyadded528,000jobsinJuly,beatingestimatesby100%,andJunejobdataisupwardlyrevisedto398,000.ThebiggestpushinJulywasleisureandhospitality,particularlyinfoodserviceanddrinking.Andtheunemploymentratefellto3.5%whichisathistoricallowtyingthepre-pandemiclevel.Thisisastrongshowingofeconomicrecovery.However,theskyrocketinginflationisstillahugehurdlefortheFederalReservetocross.Standingonthishistoricalturningpointofeconomicuncertainty,itisveryimportanttoreviewwhathistoryhastaughtusandmoveforwardwiththenewforcesinthecryptoindustry.Inthisstudy,wewillexaminethehistoricalcorrelationsofBitcoinreturnsrelativetoothereconomicandmarketvariablestoshowthewaybeforeandhopetogainsomeinsightsintothepathahead.Standingonthishistoricalturningpointofeconomicuncertainty,itisveryimportanttoreviewwhathistoryhastaughtusandmoveforwardwiththenewforcesinthecryptoindustry.Inthisstudy,wewillexaminethehistoricalcorrelationsofBitcoinreturnsrelativetoothereconomicandmarketvariablestoshowthewaybeforeandhopetogainsomeinsightsintothepathahead.2.MethodofResearch&Data

Bitcoinmarketismoreofaglobalmarketratherthanaregionalone.Butinthisresearch,wearefocusingontheUSeconomyasastartingpointandwouldextendtoothereconomiesinthefuture.ThisresearchwilladoptmonthlydatafromJan.2015toJun.2022.WearepickingBitcoinmonthlyreturnsasitisabetterindicatorandeasiertocomparetoothervariables,especiallymacroeconomicvariablesinthisresearch.Correlationsbetweenallthevariableswillbecalculatedanddifferenttimeframeswillbeselectedtocalculatethecorrelationindifferenttimeframes,inanattempttoseechangesindifferentmarketconditions.ThefollowingUSmacroeconomicdataareselected:ItisimportanttostatethatanycorrelationfoundinthisresearchdoesNOTindicatecausation.Thecorrelationonlysuggeststhetendencyoftwovariablestomovetogether,andhowdeepthattendencyis.Causationrelationscanonlybeinferredthroughfurtherstudies.AlldatausedinthisresearchisfromtheSt.LouisFREDdatabase.3.SimpleCorrelationAnalysis

Gate.io 将于今日15:00上线XCH交易:据官方公告,Gate.io将于4月30日(今日)15:00上线Chia Network IOU期货(XCH)交易。Chia Network是一个去中心化的开源全球区块链,与传统的工作量证明加密货币相比,其能源浪费更少,去中心化程度更高,更安全。Gate.io芝麻开门是全球数字资产交易量TOP10的交易所,旨在为全球130多个国家的400+万用户提供安全可靠、真实透明的数字资产交易服务。[2021/4/30 21:13:13]

3.1Methodology

Simplecorrelationanalysiswoulduseallthedatatocalculateonecorrelationcoefficientbetweenanytwovariables.Thisanalysisistogiveamacroviewoftherelationbetweenallthevariablesandservesasabenchmarkforthefollowinganalysis.3.2Correlations&Analysis

ThechartaboveshowsthesimplecorrelationcoefficientsbetweenBitcoinreturnsandothervariables.Therearethreeinterestingfactswefound:1.Althoughthecorrelationcoefficientsarelowingeneral,withahighof0.27andalowof-0.23,thecoefficientsarehigherincertainmarketreturnscategories.2.ThecorrelationbetweenBitcoinreturnsandinflationforallurbanconsumersisnear0,andthecorrelationwithinflationinfoodissignificantlyhigherat-0.23.ThisisagoodindicationthattheUSmoneysupplycausedinflation,andtheoversupplycoupledwithCovidencouragedalargenumberofindividualindicatorstopurchaseBTCduringtheCovidWFHperiod.3.Thecorrelationintheinterestratecategoryisallnegative,suggestingtheriskynatureofBitcoinreturns.ThiscouldbecausedbystronginterestmovesbytheFederalReservetocontrolinflation.4.CommoditymarketdoesnothaveanobviousrelationwithBitcoinreturns.4.AnnualCorrelationAnalysis

4.1Methodology

AnnualcorrelationanalysiswoulddivideeachvariableintodifferentnatureyearsandcalculatethecorrelationwithineachyeartofindaprogressionofrelationsbetweenBitcoinreturnsandothervariables.ThechangesincorrelationcoefficientswouldoffergoodinsightsintohowBitcoinreturnsprogressovertheyears.Wewouldalsocomparetheannualcorrelationwiththesimplecorrelationfromtheprevioussection.Andsincewearestillintheyear2022,wefurtherexaminedtheresultswithandwithoutdatafrom2022attheendofthesection.4.2Correlations&Analysis

Gate.io Startup首发项目Alpha5(A5T)已成功认购:据官方公告,Gate.io Startup 首发项目Alpha5(A5T)认购已成功,共有3,969人下单,下单总价值超过1,000万美金,认购系数约为0.01 。Gate.io将根据每个人的下单情况和每个下单币种的认购系数进行A5T分发,并已开通A5T交易和充提服务。[2021/3/2 18:06:39]

ThefigureaboveshowsthecorrelationevolutionbetweenBitcoinreturnsandmajormarketindexreturns.Asthefigureshows,thetrendvariesovertheyearsandisextremelyunstable.However,thecorrelationsareveryclosetoeachotheruntil2022.Thiscouldbeexplainedbythelackofdatain2022orthesignificantbearmarketorabadmacroeconomicenvironment.Whenwetakeacloselookatthisgraph,theupwardtrendisveryclear,especiallybefore2022.ThereisagrowingtiebetweenBitcoinreturnsandmajormarketindexes.Thereisanothercharacteristicofthisgraphwhencomparedtotheothers,isthatthelinesareverytighttogether.Thisiscausedbythehighcorrelationbetweenmarketindexes,around80%oftheequitymarketmovestogether.Thefigureaboveshowstheannualcorrelationbetweeninflationsandlabormarketstatistics.Somecleartrendscanbeobserved:1.ThecorrelationbetweeninflationandBitcoinreturnsisdroppingovertheyears,whiletheinflationinfoodandBitcoinreturnsareslowlygrowingties.ThismaysuggestthatBitcoinisgrowingawayfromitsdigitalgolddefinitionandbecomingmoreofariskyasset.2.ThecorrelationsbetweenBitcoinreturnsandlabormarketstatisticsareallrisingfrom2015to2021anddroppingsharplyin2022,especiallythecorrelationwiththeunemploymentrateofpeoplewithbachelor'sorhigherdegreesandagesover25.ThisfigureshowsthecorrelationtrendbetweenBitcoinreturnsandmoneysupply.Itisclearthatthecorrelationlevelsarerisingthrough2015and2021.Thecorrelationpeakedin2021andsoonturneddownin2022.Thedownturnin2022,couldbejustanadjustmentofanupwardtrend,likemanybefore.Oritissimplyduetothelackofdatain2022.ThistrendalsoshowsthatBitcoin'sbehaviorresemblesthatofariskyasset,withapositivecorrelationtomoneysupplies.Figure5showsthecorrelationbetweenBitcoinreturnsanddifferentinterestratelevels.SimilartoFigure2,thelinesareverytightandtrendinginthesamedownwarddirection.ThedownwardtrendofthefigureisveryclearandthisisinlinewithwhatwasfoundinpreviousfiguresthatBitcoinisbehavinglikeariskyassetratherthanarisklessone.Asimpleeconomicslessonhere.Whenthereistoomuchmoneyintheeconomy,theFederalReservewouldincreasetheinterestratetoreduceliquidity.Lessmoneyintheeconomywouldcauseriskyassets,likeequities,totank.Therefore,thecorrelationbetweentheequitymarketandinterestratelevelisnegative.WhenBitcoinisnegativelycorrelatedwithinterestratesandpositivelycorrelatedwiththeequitymarket,wecouldinferthatBitcoinisactinglikeariskyasset.4.3AnnualCorrelationSummary

Gate.io将于今日12:00开通 CWS/USDT交易:据官方公告,Gate.io投票上币空投福利第82期Crowns(CWS)投票上币活动结束,本次活动参与人数为1,181,共投出33,496,373票。票数超过1000万票,符合上币要求。按照规则,Gate.io已为用户空投1,762 CWS代币奖励,并将于2月5日(今日)12:00开通 CWS/USDT交易,随后开通提现服务。[2021/2/5 18:57:53]

Theannualcorrelationcoefficientssummaryisasfollows:Asthetableabovesummarizes,thereareverycleartrendsbetweenBitcoinreturnsandmostofthevariables.However,allthetrendsshiftedin2022.Asmentioned,thiscouldbeexplainedbythelackofdata,sincethereareonly6monthsofdatainthesample.OrthestrongBearmarketistoblamefortheshift.Ingeneral,BitcoinisbehavingclosetoariskyassetwithagrowingcorrelationwiththeUSequitymarket.5.Bull&BearCorrelationAnalysis

5.1Methodology

Inthismethod,wewouldtrytocutthedatabybullandbearmarketconditions,andcalculatethecorrelationbetweentheBitcoinreturnsandothervariablesineachmarketcondition.Inthismethod,wewouldliketoexploretheinteractionsindifferentmarketconditions.SincethedefinitionofBullorBearmarketconditionisnotstrictlydefined,thedivisionofdataissubjectivetoourdefinitionsandtheconclusionissubjecttopersonalview.Ourdefinitionisasfollows:Bullmarket:whentheBTCreturnsareingeneralpositiveandrising.Bearmarket:whentheBTCreturnsareingeneralnegativeanddecreasing.Figure6showsthemonthlyreturnsofBitcoinforthepastfewyears,andwewilldividetheBullandBearmarketasfollows:5.2CorrelationsandAnalysis

Accordingtoourbullandbearmarketdivision,thecorrelationbetweenBitcoinreturnsandmarketindexesishigherinbullmarketsandlowerinbearmarkets.ThisfindingsuggeststhatBitcoinreturnsaremoreinsyncwithstockmarketreturnsduringbullrunsandlessinpaceduringbearmarkets.TheCorrelationbetweenmoneysupplyandBitcoinreturnsisnotuniform,suggestingthemoneybaseismorecloselyrelatedtoBitcoinreturnsthanM1andM2duringdifferentmarketconditions.Figure9showstheevolutionofBitcoinasanasset.Duringthefirstbullmarket,thepositivecorrelationsuggestsBitcoinismorelikearisklessasset.However,asBitcoinevolvesoverthemarketcondition,itisgainingtheattributeofariskyasset,ratherthanarisklessone.Aswementionedatthebeginningofthissection,thedefinitionofbullandbearmarketsisnotstrict.Wemadeourdefinitionsandbasedouranalysisonthem.Theresultsinthissectionarenottobeinferredasinvestmentsuggestions.6.BTCReturnsVolatilityComparisonAnalysis

gate.io将延长YAM暂停交易及充提时间:据官方公告消息,Gate.io将延长YAM暂停交易和充提服务时间,等待官方修复后再根据官方实际Rebase情况对用户YAM持仓进行调仓。据悉,YAM首次Rebase合约执行原定于北京时间8月13日凌晨4:00进行,但是根据YAM官方披露,第一次Rebase出现bug,官方需要更多时间修复。[2020/8/13]

6.1Methodology

Inthepreviousanalysis,wehaveestablishedthatBitcoinreturnsaregrowingmorepositivelycorrelatedwithmajorUSequitymarketindexes.Inthissection,wewillexplorethevolatilityofBitcoincomparedtotheUSequitymarketindexes.Wewillcalculatethestandarddeviationtoquantifyvolatilityforeachyear.Thehigherthestandarddeviationis,thegreaterthevolatilityis.6.2Volatility

Thefigureaboveshowsthevolatilitylevelsovertheyears.WecanclearlyseethatBitcoinvolatilitiesaresignificantlyhigherthanthatoftheequitymarkets.ThisisenoughtosaythatBitcoinisariskyassetwithhighvolatility.Anotherinterestingdiscoveryisthatequitymarketreturnsvolatilityisraisingfrom2017to2020,butBitcoinreturnsvolatilityisdropping.Combinedwiththegrowingcorrelation,thisisshowingsomelevelofconvergencebetweentheBitcoinmarketandthemajorUSequitymarket.7.Conclusion

Bitcoinandblockchaintechnology,withtheirgrowingimpactandtechnicalcapability,aregainingmoreandmoreattentionaroundtheworld,andBlackRockisjustthelatestofmany.Thisstudy,asmentionedinthebeginning,isasimplerecapofhowBitcoinhasevolvedintermsofrelationswiththemarketandeconomicvariablesovertheyears.Thereweremanyupsanddowns,andsowillthefuture.Whathasnotchangedisourfaithinthistechnologyanditsbrightfuture.Therearesomesimpleconclusionsthatwecandrawfromthisstudy:1.Bitcoinisgrowingmorecloselytoanequity-likeriskyassetwithahighpositivecorrelationwiththeequitymarketsandanegativecorrelationwithinterestrates.2.BitcoinreturnsaremoresensitivetomonetarybasechangesratherthanM1orM2.3.Bitcoinreturnsarenegativelycorrelatedtoinflationbutpositivelycorrelatedtoinflationinfood.4.Bitcoinreturnsaremorecloselyrelatedtoequitymarketsduringbullruns.5.BitcoinreturnsvolatilityissignificantlyhigherthanthatofthemajorUSequitymarketswhichmeansBitcoinisfarriskier.Disclaimer

*Thisarticlerepresentsonlytheviewsoftheobserversanddoesnotconstituteanyinvestmentsuggestions.*Gate.ioreservesallrightstothisarticle.RepostingofthearticlewillbepermittedprovidedGate.ioisreferenced.Inallothercases,legalactionwillbetakenduetocopyrightinfringement.GatewaytoCryptoTradeover1,400cryptocurrenciessafely,quicklyandeasilyonGate.ioSignuptoenterthecryptogatewayandget40%commissionfromreferralsDownloadiOS/AndroidApprightnow.Reachouttous!Twitter:https://twitter.com/gate_ioTelegram:https://t.me/gate_ioInstagram:https://www.instagram.com/gateioglobalMedium:https://medium.com/@gateioPodcast:https://gateio.buzzsprout.com/?ch=buzzsGate.ioTeamOctober20

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