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dc.contributor.authorHeikkinen, Joni
dc.contributor.authorHeimonen, Kari
dc.date.accessioned2023-11-22T09:54:57Z
dc.date.available2023-11-22T09:54:57Z
dc.date.issued2023
dc.identifier.citationHeikkinen, J., & Heimonen, K. (2023). Nowcasting the nowcasting : Forecasting ISM Business surveys (PMI and NSI) with weekly Google trends. <i>Applied Economics</i>, <i>Early online</i>. <a href="https://doi.org/10.1080/00036846.2023.2273235" target="_blank">https://doi.org/10.1080/00036846.2023.2273235</a>
dc.identifier.otherCONVID_194457999
dc.identifier.urihttps://jyx.jyu.fi/handle/123456789/92006
dc.description.abstractChanges in economic conditions can occur suddenly with drastic effects. However, economic statistics are published with significant lags, e.g. GDP, and more timely information about the economy is required. Nowcasting methods have become widely popular for providing up-to-date information about the current economic stance. This study adds a novel idea to the previous literature by nowcasting the nowcasting, i.e. the purchasing manager’s index (PMI) and the non-manufacturing survey index (NSI) of the ISM Business survey indicators with the weekly Google Trends data. We used two-dimension reduction methods: the principal component analysis (PCA) and partial least squares (PLS) to eliminate ‘the curse of dimensionality’. Pseudo-out-of-sample exercises performed with different Google Trends search categories indicated that Google Search data is able to generate useful information to nowcast the nowcasting. In particular, we contribute the existing literature that weekly Google Search data can nowcast the monthly PMI and NSI.en
dc.format.mimetypeapplication/pdf
dc.language.isoeng
dc.publisherRoutledge
dc.relation.ispartofseriesApplied Economics
dc.rightsCC BY-NC-ND 4.0
dc.subject.otherGoogle Trends
dc.subject.othernowcasting
dc.subject.otherbusiness survey indexes
dc.subject.otherPMI
dc.titleNowcasting the nowcasting : Forecasting ISM Business surveys (PMI and NSI) with weekly Google trends
dc.typeresearch article
dc.identifier.urnURN:NBN:fi:jyu-202311228023
dc.contributor.laitosKauppakorkeakoulufi
dc.contributor.laitosSchool of Business and Economicsen
dc.contributor.oppiainePäätöksentekoa tukeva taloustiede ja talouden kilpailukyky (painoala)fi
dc.contributor.oppiaineJyväskylä International Macro & Financefi
dc.contributor.oppiaineHyvinvoinnin tutkimuksen yhteisöfi
dc.contributor.oppiaineTaloustiedefi
dc.contributor.oppiainePolicy-Relevant Economics and Competitiveness of Economy (focus area)en
dc.contributor.oppiaineJyväskylä International Macro & Financeen
dc.contributor.oppiaineSchool of Wellbeingen
dc.contributor.oppiaineEconomicsen
dc.type.urihttp://purl.org/eprint/type/JournalArticle
dc.type.coarhttp://purl.org/coar/resource_type/c_2df8fbb1
dc.description.reviewstatuspeerReviewed
dc.relation.issn0003-6846
dc.relation.volumeEarly online
dc.type.versionpublishedVersion
dc.rights.copyright© 2023 The Author(s). Published by Informa UK Limited, trading as Taylor & Francis Group
dc.rights.accesslevelopenAccessfi
dc.type.publicationarticle
dc.relation.grantnumber
dc.subject.ysoyritykset
dc.subject.ysoennusteet
dc.subject.ysotaloudelliset ennusteet
dc.subject.ysoGoogle
dc.subject.ysotalousindikaattorit
dc.subject.ysotiedonhaku
dc.subject.ysotieto
dc.format.contentfulltext
jyx.subject.urihttp://www.yso.fi/onto/yso/p3128
jyx.subject.urihttp://www.yso.fi/onto/yso/p3297
jyx.subject.urihttp://www.yso.fi/onto/yso/p16768
jyx.subject.urihttp://www.yso.fi/onto/yso/p22952
jyx.subject.urihttp://www.yso.fi/onto/yso/p23226
jyx.subject.urihttp://www.yso.fi/onto/yso/p2964
jyx.subject.urihttp://www.yso.fi/onto/yso/p261
dc.rights.urlhttps://creativecommons.org/licenses/by-nc-nd/4.0/
dc.relation.doi10.1080/00036846.2023.2273235
dc.relation.funderOP Group Research Foundationen
dc.relation.funderOP Ryhmän Tutkimussäätiö srfi
jyx.fundingprogramFoundationen
jyx.fundingprogramSäätiöfi
jyx.fundinginformationThis work was supported by the Jenny ja Antti Wihurin Rahasto; Jyväskylän Yliopisto; OP Group Research foundation; Yrjö Jahnssonin Säätiö.
dc.type.okmA1


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