{"id":"https://openalex.org/W2601200103","doi":"https://doi.org/10.1108/jkm-12-2016-0522","title":"Big data investments in knowledge and non-knowledge intensive firms: what the market tells us","display_name":"Big data investments in knowledge and non-knowledge intensive firms: what the market tells us","publication_year":2017,"publication_date":"2017-03-20","ids":{"openalex":"https://openalex.org/W2601200103","doi":"https://doi.org/10.1108/jkm-12-2016-0522","mag":"2601200103"},"language":"en","primary_location":{"id":"doi:10.1108/jkm-12-2016-0522","is_oa":false,"landing_page_url":"https://doi.org/10.1108/jkm-12-2016-0522","pdf_url":null,"source":{"id":"https://openalex.org/S50631486","display_name":"Journal of Knowledge Management","issn_l":"1367-3270","issn":["1367-3270","1758-7484"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319811","host_organization_name":"Emerald Publishing Limited","host_organization_lineage":["https://openalex.org/P4310319811"],"host_organization_lineage_names":["Emerald Publishing Limited"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Knowledge Management","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100329636","display_name":"Tingting Zhang","orcid":"https://orcid.org/0000-0002-6600-9791"},"institutions":[{"id":"https://openalex.org/I89652312","display_name":"Northwest A&F University","ror":"https://ror.org/0051rme32","country_code":"CN","type":"education","lineage":["https://openalex.org/I89652312"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tingting Zhang","raw_affiliation_strings":["College of Economics and Management, Northwest Agriculture and Forestry University, Yangling, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Economics and Management, Northwest Agriculture and Forestry University, Yangling, China","institution_ids":["https://openalex.org/I89652312"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085980491","display_name":"William Yu Chung Wang","orcid":"https://orcid.org/0000-0002-1279-2127"},"institutions":[{"id":"https://openalex.org/I52179390","display_name":"University of Waikato","ror":"https://ror.org/013fsnh78","country_code":"NZ","type":"education","lineage":["https://openalex.org/I52179390"]}],"countries":["NZ"],"is_corresponding":false,"raw_author_name":"William Yu Chung Wang","raw_affiliation_strings":["University of Waikato, Hamilton, New Zealand"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Waikato, Hamilton, New Zealand","institution_ids":["https://openalex.org/I52179390"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5085643171","display_name":"David J. Pauleen","orcid":"https://orcid.org/0000-0003-4412-0162"},"institutions":[{"id":"https://openalex.org/I51158804","display_name":"Massey University","ror":"https://ror.org/052czxv31","country_code":"NZ","type":"education","lineage":["https://openalex.org/I51158804"]}],"countries":["NZ"],"is_corresponding":false,"raw_author_name":"David J. Pauleen","raw_affiliation_strings":["Massey University, Auckland, New Zealand"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Massey University, Auckland, New Zealand","institution_ids":["https://openalex.org/I51158804"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":4.6804,"has_fulltext":false,"cited_by_count":34,"citation_normalized_percentile":{"value":0.94590686,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"21","issue":"3","first_page":"623","last_page":"639"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11891","display_name":"Big Data and Business Intelligence","score":0.9937999844551086,"subfield":{"id":"https://openalex.org/subfields/1404","display_name":"Management Information Systems"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T11891","display_name":"Big Data and Business Intelligence","score":0.9937999844551086,"subfield":{"id":"https://openalex.org/subfields/1404","display_name":"Management Information Systems"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11849","display_name":"Intellectual Capital and Performance Analysis","score":0.9810000061988831,"subfield":{"id":"https://openalex.org/subfields/1408","display_name":"Strategy and Management"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11326","display_name":"Stock Market Forecasting Methods","score":0.9333000183105469,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.6880686283111572},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.6384602189064026},{"id":"https://openalex.org/keywords/stock-market","display_name":"Stock market","score":0.5655331015586853},{"id":"https://openalex.org/keywords/originality","display_name":"Originality","score":0.5528735518455505},{"id":"https://openalex.org/keywords/stock","display_name":"Stock (firearms)","score":0.48578503727912903},{"id":"https://openalex.org/keywords/event-study","display_name":"Event study","score":0.4631035029888153},{"id":"https://openalex.org/keywords/industrial-organization","display_name":"Industrial organization","score":0.4117196202278137},{"id":"https://openalex.org/keywords/financial-economics","display_name":"Financial economics","score":0.36027783155441284},{"id":"https://openalex.org/keywords/marketing","display_name":"Marketing","score":0.34071287512779236},{"id":"https://openalex.org/keywords/finance","display_name":"Finance","score":0.32785364985466003},{"id":"https://openalex.org/keywords/economics","display_name":"Economics","score":0.31883734464645386}],"concepts":[{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.6880686283111572},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.6384602189064026},{"id":"https://openalex.org/C2780299701","wikidata":"https://www.wikidata.org/wiki/Q475000","display_name":"Stock market","level":3,"score":0.5655331015586853},{"id":"https://openalex.org/C2776950860","wikidata":"https://www.wikidata.org/wiki/Q2914681","display_name":"Originality","level":3,"score":0.5528735518455505},{"id":"https://openalex.org/C204036174","wikidata":"https://www.wikidata.org/wiki/Q909380","display_name":"Stock (firearms)","level":2,"score":0.48578503727912903},{"id":"https://openalex.org/C12958728","wikidata":"https://www.wikidata.org/wiki/Q1002530","display_name":"Event study","level":3,"score":0.4631035029888153},{"id":"https://openalex.org/C40700","wikidata":"https://www.wikidata.org/wiki/Q1411783","display_name":"Industrial organization","level":1,"score":0.4117196202278137},{"id":"https://openalex.org/C106159729","wikidata":"https://www.wikidata.org/wiki/Q2294553","display_name":"Financial economics","level":1,"score":0.36027783155441284},{"id":"https://openalex.org/C162853370","wikidata":"https://www.wikidata.org/wiki/Q39809","display_name":"Marketing","level":1,"score":0.34071287512779236},{"id":"https://openalex.org/C10138342","wikidata":"https://www.wikidata.org/wiki/Q43015","display_name":"Finance","level":1,"score":0.32785364985466003},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.31883734464645386},{"id":"https://openalex.org/C2780762169","wikidata":"https://www.wikidata.org/wiki/Q5905368","display_name":"Horse","level":2,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C11012388","wikidata":"https://www.wikidata.org/wiki/Q170658","display_name":"Creativity","level":2,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1108/jkm-12-2016-0522","is_oa":false,"landing_page_url":"https://doi.org/10.1108/jkm-12-2016-0522","pdf_url":null,"source":{"id":"https://openalex.org/S50631486","display_name":"Journal of Knowledge Management","issn_l":"1367-3270","issn":["1367-3270","1758-7484"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319811","host_organization_name":"Emerald Publishing Limited","host_organization_lineage":["https://openalex.org/P4310319811"],"host_organization_lineage_names":["Emerald Publishing Limited"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Knowledge Management","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":63,"referenced_works":["https://openalex.org/W10793087","https://openalex.org/W1494137514","https://openalex.org/W1752467810","https://openalex.org/W1847448467","https://openalex.org/W1907453294","https://openalex.org/W1965986462","https://openalex.org/W1974712733","https://openalex.org/W1984955803","https://openalex.org/W1986483795","https://openalex.org/W1987722700","https://openalex.org/W1993703856","https://openalex.org/W1994368223","https://openalex.org/W1997823022","https://openalex.org/W1998263443","https://openalex.org/W2001906310","https://openalex.org/W2003813760","https://openalex.org/W2008420823","https://openalex.org/W2014230518","https://openalex.org/W2017500605","https://openalex.org/W2024371722","https://openalex.org/W2028075569","https://openalex.org/W2039952259","https://openalex.org/W2081208077","https://openalex.org/W2087681420","https://openalex.org/W2090175026","https://openalex.org/W2091754873","https://openalex.org/W2093887374","https://openalex.org/W2110321237","https://openalex.org/W2115747715","https://openalex.org/W2122224612","https://openalex.org/W2125765752","https://openalex.org/W2128778916","https://openalex.org/W2137171630","https://openalex.org/W2149408458","https://openalex.org/W2162116666","https://openalex.org/W2170963680","https://openalex.org/W2182756997","https://openalex.org/W2233362460","https://openalex.org/W2239988653","https://openalex.org/W2258352847","https://openalex.org/W2261525379","https://openalex.org/W2284916459","https://openalex.org/W2296500677","https://openalex.org/W2305158072","https://openalex.org/W2319492088","https://openalex.org/W2330371280","https://openalex.org/W2390346197","https://openalex.org/W2521107788","https://openalex.org/W2521933168","https://openalex.org/W2526068356","https://openalex.org/W2574134800","https://openalex.org/W2604543730","https://openalex.org/W2742078641","https://openalex.org/W2969757365","https://openalex.org/W3122789689","https://openalex.org/W3123115705","https://openalex.org/W3123486668","https://openalex.org/W3124276089","https://openalex.org/W3124462827","https://openalex.org/W3125333502","https://openalex.org/W3125506817","https://openalex.org/W4285719527","https://openalex.org/W6713623313"],"related_works":["https://openalex.org/W2041415459","https://openalex.org/W2593155302","https://openalex.org/W2072812638","https://openalex.org/W3126095231","https://openalex.org/W2370669686","https://openalex.org/W4367603551","https://openalex.org/W2781816526","https://openalex.org/W2119428174","https://openalex.org/W2387937409","https://openalex.org/W1511318535"],"abstract_inverted_index":{"Purpose":[0],"This":[1,38,118],"paper":[2],"aims":[3],"to":[4,17,102,104,121,180,192,198,205,227,282,290,302,323],"investigate":[5],"the":[6,14,26,77,82,89,96,111,122,126,134,151,154,158,185,207,210,235,247,260,268,278,288,332],"value":[7,128,140,187,214,253,262],"of":[8,20,68,129,136,153,157,174,184,188,218,249,263,270],"big":[9,21,69,105,130,137,189,211,250,264,283,326],"data":[10,22,47,70,106,131,138,190,212,251,265,284,327],"investments":[11,23,71,132,191,201,285],"by":[12,74,109,142,161,286],"examining":[13],"market":[15,57,98,163,237,272,280],"reaction":[16],"company":[18],"announcements":[19,67,108],"and":[24,160,169,195,293],"tests":[25],"effect":[27],"for":[28,91,335],"firms":[29,79,114,168,194,292],"that":[30,229,307,319,325],"are":[31,72,87,230],"either":[32],"knowledge":[33,112,166,203,313],"intensive":[34,93,113,167,171],"or":[35,238],"not.":[36],"Design/methodology/approach":[37],"study":[39,45,119,176,219,256,275],"is":[40],"based":[41],"on":[42,124,234,240,246,259],"an":[43,59,144],"event":[44],"using":[46],"from":[48,133],"two":[49],"stock":[50,56,64,85,97,148,236,271,279,320],"markets":[51],"in":[52,63,81,147,202,312],"China.":[53],"Findings":[54,173],"The":[55,296,316],"sees":[58],"overall":[60],"index":[61],"increase":[62,331],"prices":[65,86],"when":[66,224],"revealed":[73],"grouping":[75],"all":[76],"listed":[78,239],"included":[80],"sample.":[83],"Increased":[84],"also":[88],"case":[90],"non-knowledge":[92,170],"firms.":[94,172,295,337],"However,":[95,216],"does":[99],"not":[100,231,309],"seem":[101],"react":[103],"investment":[107,159,328],"testing":[110],"along.":[115],"Research":[116],"limitations/implications":[117],"contributes":[120],"literature":[123],"assessing":[125],"economic":[127,186,261],"perspective":[135,269],"information":[139,213,252],"chain":[141],"taking":[143],"unexpected":[145],"change":[146],"price":[149],"as":[150],"measure":[152],"financial":[155,242],"performance":[156],"comparing":[162,287],"reactions":[164,289],"between":[165],"this":[175,255,274],"can":[177],"be":[178,221,299],"used":[179],"refine":[181],"practitioners\u2019":[182],"understanding":[183],"different":[193],"provide":[196],"guidance":[197],"their":[199],"future":[200,333],"management":[204,314],"maximize":[206],"benefits":[208],"along":[209],"chain.":[215],"findings":[217,317],"should":[220],"interpreted":[222],"carefully":[223],"applying":[225],"them":[226],"companies":[228,306],"publicly":[232,304],"traded":[233,305],"other":[241],"markets.":[243],"Originality/value":[244],"Based":[245],"concept":[248],"chain,":[254],"advances":[257],"research":[258],"investments.":[266],"Taking":[267],"investors,":[273],"investigates":[276],"how":[277],"reacts":[281],"knowledge-intensive":[291],"non-knowledge-intensive":[294,336],"results":[297],"may":[298],"particularly":[300],"interesting":[301],"those":[303],"have":[308],"previously":[310],"invested":[311],"systems.":[315],"imply":[318],"investors":[321],"tend":[322],"believe":[324],"could":[329],"possibly":[330],"returns":[334]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":10},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":4},{"year":2020,"cited_by_count":8},{"year":2019,"cited_by_count":2},{"year":2018,"cited_by_count":2}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}