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Gate.io Research: Bitcoin Periodic Correlation Analysis

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Time: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

受硅谷銀行、Silvergate事件影響,Signature Bank股價周五一度下跌32%:3月11日消息,受硅谷銀行以及同行Silvergate事件的影響,Signature Bank股價周五下跌32%,在銀行股連續第二天遭拋售之際一度停牌。

與Silvergate類似,Signature同樣也是加密貨幣行業的主要銀行之一,最近其股價下跌了10%。不過Signature曾表示,它對加密貨幣的敞口很小。(CNBC)[2023/3/11 12:55:09]

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行情:GRT 24小時漲幅達69.55%:據Gate.io芝麻開門行情顯示,截至今日12:20,GRT 24H最高漲幅69。55%,當前漲幅63.05%,24H最高報價2.2734美元,當前報價2.2177美元,24H現貨交易量達444.68萬美元,近期行情波動較大,請注意控制風險。[2021/2/12 19:35:56]

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 已完成10月25日FIL代幣轉化分發 總量約1.3萬枚:據官方公告,Gate.io今日(10月25日)已經根據用戶FIL6持倉情況完成FIL分發,總計約1.3萬枚,用戶可在賬戶賬單明細中查看詳情。目前Gate.io已經支持Filecoin(FIL)現貨交易,充值提現,杠杠交易,幣幣理財,永續合約交易,三倍ETF交易等全線系列產品和服務。詳情請見原文鏈接。[2020/10/25]

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短時期權交易首發每日賽最高單日收益率828.22%:據官網公告,Gate.io于7月16日08:00至7月28日08:00(共12天)推出短時期權交易首發每日賽,目前7月20日-23日中獎結果已公布,單日最高收益率為828.22%(7月22日),最大盈利940.649262 USDT(7月23日)。比賽每日進行單獨排名,盈利額超過10USDT即有機會領取單日最高獎勵130GT,每日獲獎名額30名,連續12日決出360位贏家,另設300GT錦鯉特獎,參與交易即有機會獲得。詳情可查看原文。[2020/7/24]

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第五期投票上幣活動LBank勝出:據官網公告,LBank贏得了Gate.io第五期社區上幣投票。Gate.io將于3月18日中午12:00時開通LBK/USDT交易,并隨后開通提現服務。持倉GT參與Gate.io投票上幣。詳情見原文鏈接。[2020/3/18]

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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