{"id":"https://openalex.org/W2484021251","doi":"https://doi.org/10.1145/2963143","title":"The Six Pillars for Building Big Data Analytics Ecosystems","display_name":"The Six Pillars for Building Big Data Analytics Ecosystems","publication_year":2016,"publication_date":"2016-08-02","ids":{"openalex":"https://openalex.org/W2484021251","doi":"https://doi.org/10.1145/2963143","mag":"2484021251"},"language":"en","primary_location":{"id":"doi:10.1145/2963143","is_oa":false,"landing_page_url":"https://doi.org/10.1145/2963143","pdf_url":null,"source":{"id":"https://openalex.org/S157921468","display_name":"ACM Computing Surveys","issn_l":"0360-0300","issn":["0360-0300","1557-7341"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Computing Surveys","raw_type":"journal-article"},"type":"review","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/A5013776401","display_name":"Shadi Khalifa","orcid":null},"institutions":[{"id":"https://openalex.org/I204722609","display_name":"Queen's University","ror":"https://ror.org/02y72wh86","country_code":"CA","type":"education","lineage":["https://openalex.org/I204722609"]}],"countries":["CA"],"is_corresponding":true,"raw_author_name":"Shadi Khalifa","raw_affiliation_strings":["Queen's University, ON, Canada"],"affiliations":[{"raw_affiliation_string":"Queen's University, ON, Canada","institution_ids":["https://openalex.org/I204722609"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044809425","display_name":"Yehia Elshater","orcid":null},"institutions":[{"id":"https://openalex.org/I204722609","display_name":"Queen's University","ror":"https://ror.org/02y72wh86","country_code":"CA","type":"education","lineage":["https://openalex.org/I204722609"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Yehia Elshater","raw_affiliation_strings":["Queen's University, ON, Canada"],"affiliations":[{"raw_affiliation_string":"Queen's University, ON, Canada","institution_ids":["https://openalex.org/I204722609"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039893033","display_name":"Kiran Sundaravarathan","orcid":null},"institutions":[{"id":"https://openalex.org/I204722609","display_name":"Queen's University","ror":"https://ror.org/02y72wh86","country_code":"CA","type":"education","lineage":["https://openalex.org/I204722609"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Kiran Sundaravarathan","raw_affiliation_strings":["Queen's University, ON, Canada"],"affiliations":[{"raw_affiliation_string":"Queen's University, ON, Canada","institution_ids":["https://openalex.org/I204722609"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021045365","display_name":"Aparna Krishna Bhat","orcid":null},"institutions":[{"id":"https://openalex.org/I204722609","display_name":"Queen's University","ror":"https://ror.org/02y72wh86","country_code":"CA","type":"education","lineage":["https://openalex.org/I204722609"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Aparna Bhat","raw_affiliation_strings":["Queen's University, ON, Canada"],"affiliations":[{"raw_affiliation_string":"Queen's University, ON, Canada","institution_ids":["https://openalex.org/I204722609"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049754266","display_name":"Patrick Martin","orcid":"https://orcid.org/0000-0003-3210-9441"},"institutions":[{"id":"https://openalex.org/I204722609","display_name":"Queen's University","ror":"https://ror.org/02y72wh86","country_code":"CA","type":"education","lineage":["https://openalex.org/I204722609"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Patrick Martin","raw_affiliation_strings":["Queen's University, ON, Canada"],"affiliations":[{"raw_affiliation_string":"Queen's University, ON, Canada","institution_ids":["https://openalex.org/I204722609"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084416912","display_name":"Fahim T. Imam","orcid":"https://orcid.org/0000-0003-4752-543X"},"institutions":[{"id":"https://openalex.org/I204722609","display_name":"Queen's University","ror":"https://ror.org/02y72wh86","country_code":"CA","type":"education","lineage":["https://openalex.org/I204722609"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Fahim Imam","raw_affiliation_strings":["Queen's University, ON, Canada"],"affiliations":[{"raw_affiliation_string":"Queen's University, ON, Canada","institution_ids":["https://openalex.org/I204722609"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013247539","display_name":"Dan Rope","orcid":null},"institutions":[{"id":"https://openalex.org/I4210164738","display_name":"International Biometric Society","ror":"https://ror.org/05pk92k21","country_code":"US","type":"other","lineage":["https://openalex.org/I4210164738"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Dan Rope","raw_affiliation_strings":["IBM, Washington D.C., United States"],"affiliations":[{"raw_affiliation_string":"IBM, Washington D.C., United States","institution_ids":["https://openalex.org/I4210164738"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5041932528","display_name":"Mike McRoberts","orcid":null},"institutions":[{"id":"https://openalex.org/I4210164738","display_name":"International Biometric Society","ror":"https://ror.org/05pk92k21","country_code":"US","type":"other","lineage":["https://openalex.org/I4210164738"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Mike Mcroberts","raw_affiliation_strings":["IBM, Washington D.C., United States"],"affiliations":[{"raw_affiliation_string":"IBM, Washington D.C., United States","institution_ids":["https://openalex.org/I4210164738"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5048798653","display_name":"Craig Statchuk","orcid":null},"institutions":[{"id":"https://openalex.org/I4210113654","display_name":"IBM (Canada)","ror":"https://ror.org/025sxka56","country_code":"CA","type":"company","lineage":["https://openalex.org/I1341412227","https://openalex.org/I4210113654"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Craig Statchuk","raw_affiliation_strings":["IBM, Canada, Ottawa, ON, Canada"],"affiliations":[{"raw_affiliation_string":"IBM, Canada, Ottawa, ON, Canada","institution_ids":["https://openalex.org/I4210113654"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":9,"corresponding_author_ids":["https://openalex.org/A5013776401"],"corresponding_institution_ids":["https://openalex.org/I204722609"],"apc_list":null,"apc_paid":null,"fwci":12.6748,"has_fulltext":false,"cited_by_count":45,"citation_normalized_percentile":{"value":0.98636264,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":100},"biblio":{"volume":"49","issue":"2","first_page":"1","last_page":"36"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11891","display_name":"Big Data and Business Intelligence","score":0.9994000196456909,"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":0.9994000196456909,"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/T10101","display_name":"Cloud Computing and Resource Management","score":0.9979000091552734,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11986","display_name":"Scientific Computing and Data Management","score":0.9970999956130981,"subfield":{"id":"https://openalex.org/subfields/1802","display_name":"Information Systems and Management"},"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/analytics","display_name":"Analytics","score":0.8150815963745117},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7651108503341675},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.7650003433227539},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.730196475982666},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.6280977725982666},{"id":"https://openalex.org/keywords/data-analysis","display_name":"Data analysis","score":0.5244786143302917},{"id":"https://openalex.org/keywords/ecosystem","display_name":"Ecosystem","score":0.47500407695770264},{"id":"https://openalex.org/keywords/web-analytics","display_name":"Web analytics","score":0.4378519058227539},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.331856906414032},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.1754695177078247},{"id":"https://openalex.org/keywords/ecology","display_name":"Ecology","score":0.1478281319141388},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.14072835445404053},{"id":"https://openalex.org/keywords/web-intelligence","display_name":"Web intelligence","score":0.06561130285263062}],"concepts":[{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.8150815963745117},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7651108503341675},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.7650003433227539},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.730196475982666},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.6280977725982666},{"id":"https://openalex.org/C175801342","wikidata":"https://www.wikidata.org/wiki/Q1988917","display_name":"Data analysis","level":2,"score":0.5244786143302917},{"id":"https://openalex.org/C110872660","wikidata":"https://www.wikidata.org/wiki/Q37813","display_name":"Ecosystem","level":2,"score":0.47500407695770264},{"id":"https://openalex.org/C516187249","wikidata":"https://www.wikidata.org/wiki/Q10719477","display_name":"Web analytics","level":5,"score":0.4378519058227539},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.331856906414032},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.1754695177078247},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.1478281319141388},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.14072835445404053},{"id":"https://openalex.org/C544335954","wikidata":"https://www.wikidata.org/wiki/Q2553348","display_name":"Web intelligence","level":4,"score":0.06561130285263062},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"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/C79373723","wikidata":"https://www.wikidata.org/wiki/Q386275","display_name":"Web development","level":3,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/2963143","is_oa":false,"landing_page_url":"https://doi.org/10.1145/2963143","pdf_url":null,"source":{"id":"https://openalex.org/S157921468","display_name":"ACM Computing Surveys","issn_l":"0360-0300","issn":["0360-0300","1557-7341"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Computing Surveys","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.4399999976158142,"display_name":"Life in Land","id":"https://metadata.un.org/sdg/15"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":126,"referenced_works":["https://openalex.org/W27703676","https://openalex.org/W73088495","https://openalex.org/W79865097","https://openalex.org/W107501309","https://openalex.org/W125541279","https://openalex.org/W137316345","https://openalex.org/W1480333175","https://openalex.org/W1482585805","https://openalex.org/W1495984639","https://openalex.org/W1502989400","https://openalex.org/W1520779252","https://openalex.org/W1530698336","https://openalex.org/W1539916429","https://openalex.org/W1548053241","https://openalex.org/W1552211698","https://openalex.org/W1556451512","https://openalex.org/W1576253821","https://openalex.org/W1591133730","https://openalex.org/W1598064945","https://openalex.org/W1673774254","https://openalex.org/W1802579410","https://openalex.org/W1821196143","https://openalex.org/W1854079585","https://openalex.org/W1854757958","https://openalex.org/W1901756263","https://openalex.org/W1976860187","https://openalex.org/W1981420413","https://openalex.org/W1985790218","https://openalex.org/W1992111561","https://openalex.org/W1993755553","https://openalex.org/W2003281274","https://openalex.org/W2003580796","https://openalex.org/W2013344760","https://openalex.org/W2014524091","https://openalex.org/W2024077218","https://openalex.org/W2024621423","https://openalex.org/W2029894060","https://openalex.org/W2030877481","https://openalex.org/W2030896690","https://openalex.org/W2042567619","https://openalex.org/W2043097023","https://openalex.org/W2044566332","https://openalex.org/W2044849727","https://openalex.org/W2049160854","https://openalex.org/W2050385561","https://openalex.org/W2053525776","https://openalex.org/W2065873970","https://openalex.org/W2068697097","https://openalex.org/W2074448805","https://openalex.org/W2074935284","https://openalex.org/W2082171780","https://openalex.org/W2083854694","https://openalex.org/W2084568010","https://openalex.org/W2084991164","https://openalex.org/W2085601491","https://openalex.org/W2085852184","https://openalex.org/W2087946700","https://openalex.org/W2090334386","https://openalex.org/W2094469165","https://openalex.org/W2096125134","https://openalex.org/W2098935637","https://openalex.org/W2099601885","https://openalex.org/W2100830825","https://openalex.org/W2105935973","https://openalex.org/W2105947650","https://openalex.org/W2108739216","https://openalex.org/W2109419450","https://openalex.org/W2110086534","https://openalex.org/W2110986222","https://openalex.org/W2114854276","https://openalex.org/W2114928198","https://openalex.org/W2117834352","https://openalex.org/W2118436132","https://openalex.org/W2119558533","https://openalex.org/W2119565742","https://openalex.org/W2119738171","https://openalex.org/W2119745055","https://openalex.org/W2120113879","https://openalex.org/W2122776323","https://openalex.org/W2122923897","https://openalex.org/W2128548442","https://openalex.org/W2129562423","https://openalex.org/W2129666400","https://openalex.org/W2131513758","https://openalex.org/W2137079713","https://openalex.org/W2139072600","https://openalex.org/W2141711298","https://openalex.org/W2144608170","https://openalex.org/W2146882126","https://openalex.org/W2150013559","https://openalex.org/W2151251992","https://openalex.org/W2152267651","https://openalex.org/W2153704625","https://openalex.org/W2153972927","https://openalex.org/W2154138844","https://openalex.org/W2154513453","https://openalex.org/W2154829072","https://openalex.org/W2155909634","https://openalex.org/W2156034528","https://openalex.org/W2158535916","https://openalex.org/W2159750251","https://openalex.org/W2162709812","https://openalex.org/W2163961697","https://openalex.org/W2165499379","https://openalex.org/W2172220707","https://openalex.org/W2173213060","https://openalex.org/W2184623761","https://openalex.org/W2188957490","https://openalex.org/W2189465200","https://openalex.org/W2199096058","https://openalex.org/W2267569004","https://openalex.org/W2293983046","https://openalex.org/W2294371741","https://openalex.org/W2378328303","https://openalex.org/W2412853042","https://openalex.org/W2422024724","https://openalex.org/W2461142535","https://openalex.org/W2527695466","https://openalex.org/W2912802084","https://openalex.org/W2949813383","https://openalex.org/W2951128501","https://openalex.org/W3113167932","https://openalex.org/W3152703111","https://openalex.org/W4238584892","https://openalex.org/W4239429564","https://openalex.org/W6682373974"],"related_works":["https://openalex.org/W2252599600","https://openalex.org/W4385976368","https://openalex.org/W1633257170","https://openalex.org/W2139279342","https://openalex.org/W2262505815","https://openalex.org/W3031462818","https://openalex.org/W211701069","https://openalex.org/W2615638395","https://openalex.org/W4239251061","https://openalex.org/W2978367436"],"abstract_inverted_index":{"With":[0],"almost":[1],"everything":[2],"now":[3],"online,":[4],"organizations":[5,56,133],"look":[6],"at":[7],"the":[8,20,36,50,81,117,123],"Big":[9,37,82,146],"Data":[10,38,83,147],"collected":[11],"to":[12,55,57,72,112,131],"gain":[13],"insights":[14,26],"for":[15,98,143],"improving":[16],"their":[17,59],"services.":[18],"In":[19,122],"analytics":[21,32,51,120],"process,":[22,52,124],"derivation":[23],"of":[24,49,95,100,116,129,141],"such":[25],"requires":[27],"experimenting-with":[28],"and":[29,42,92],"integrating":[30],"different":[31,134],"techniques,":[33],"while":[34],"handling":[35],"high":[39],"arrival":[40],"velocity":[41],"large":[43],"volumes.":[44],"Existing":[45],"solutions":[46,96],"cover":[47],"bits-and-pieces":[48],"leaving":[53],"it":[54],"assemble":[58],"own":[60],"ecosystem":[61,66],"or":[62],"buy":[63],"an":[64,114],"off-the-shelf":[65],"that":[67],"can":[68],"have":[69],"unnecessary":[70],"components":[71],"them.":[73],"We":[74,90,103],"build":[75],"on":[76],"this":[77],"point":[78],"by":[79],"dividing":[80],"Analytics":[84,148],"problem":[85],"into":[86,109],"six":[87,107],"main":[88],"pillars.":[89,102],"characterize":[91],"show":[93],"examples":[94],"designed":[97],"each":[99],"these":[101,106],"then":[104],"integrate":[105],"pillars":[108],"a":[110,127],"taxonomy":[111],"provide":[113],"overview":[115],"possible":[118,139],"state-of-the-art":[119],"ecosystems.":[121],"we":[125,137],"highlight":[126],"number":[128],"ecosystems":[130],"meet":[132],"needs.":[135],"Finally,":[136],"identify":[138],"areas":[140],"research":[142],"building":[144],"future":[145],"Ecosystems.":[149]},"counts_by_year":[{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":4},{"year":2020,"cited_by_count":5},{"year":2019,"cited_by_count":15},{"year":2018,"cited_by_count":6},{"year":2017,"cited_by_count":6}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}