Gate.io Research: Bitcoin Periodic Correlation Analysis

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

报告:2022年暗网市场总收入为15亿美元,不及2021年的一半:2月10日消息,据区块链分析公司Chainalysis发布的报告,2022年暗网市场和欺诈商店的收入较2021年有所下降。2022年暗网市场总收入为15亿美元,低于2021年的31亿美元。

Hydra市场再次成为2022年收入最高的暗网市场,尽管它在4月份受到OFAC制裁并在美德联合行动中被关闭。其次是Mega Darknet Market、Blacksprut Market和OMG!OMG! Market。Hydra的关闭导致整个行业的暗网市场收入下降,所有市场的平均每日收入从关闭前的420万美元下降到关闭后的44.7万美元。[2023/2/10 11:58:42]

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

Tessera创始人宣布将推出NFT市场Escher:金色财经报道,NFT碎片化协议Tessera创始人Andy Chorlian宣布将推出新NFT市场Escher。Escher将专注于为“基于版本(edition-based)”的NFT提供支持,无论这些NFT存在于哪个平台或合约。

Escher支持ERC-1155和ERC-721协议,可以将以艺术家/创作者在不同平台和不同版本的NFT作品聚合到一个简单易用的界面上供用户交易,而无需跳转到其他平台。[2023/2/7 11:51:39]

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

SBF:已向Voyager提交报价,若通过客户可尽快收回剩下资产并保留索赔权:7月25日消息,FTX创始人兼首席执行官Sam Bankman-Fried(SBF)表示,已向加密经纪商Voyager提交了一份报价,如果该报价被接受,任何客户都可以尽快收回他们剩下的一切资产,并保留他们的索赔权,以防从Three Arrows Capital(的清算)中恢复更多资产。[2022/7/25 2:35:26]

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

Jim Cramer:比特币被操纵走高,不会碰它:金色财经报道,CNBC节目主持人Jim Cramer称比特币被操纵走高,不会碰它。[2023/1/28 11:33:10]

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

数据:4,059枚BTC从Coinbene转移到未知钱包:金色财经报道,据Whale Alert数据显示,4,059枚BTC (价值约83,946,477 美元)从Coinbene转移到未知钱包。[2023/1/15 11:12:26]

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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