{"id":"https://openalex.org/W2783859988","doi":"https://doi.org/10.1109/bigdata.2017.8258186","title":"Predicting outcomes for big data projects: Big Data Project Dynamics (BDPD): Research in progress","display_name":"Predicting outcomes for big data projects: Big Data Project Dynamics (BDPD): Research in progress","publication_year":2017,"publication_date":"2017-12-01","ids":{"openalex":"https://openalex.org/W2783859988","doi":"https://doi.org/10.1109/bigdata.2017.8258186","mag":"2783859988"},"language":"en","primary_location":{"id":"doi:10.1109/bigdata.2017.8258186","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bigdata.2017.8258186","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 IEEE International Conference on Big Data (Big Data)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5033518940","display_name":"David Becker","orcid":null},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"David K. Becker","raw_affiliation_strings":["David Becker-Systems Analysis and Consulting, Beavercreek, OH"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"David Becker-Systems Analysis and Consulting, Beavercreek, OH","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":["https://openalex.org/A5033518940"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.2965,"has_fulltext":false,"cited_by_count":16,"citation_normalized_percentile":{"value":0.795962,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"2320","last_page":"2330"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11891","display_name":"Big Data and Business Intelligence","score":0.9815999865531921,"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":0.9815999865531921,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.7729861736297607},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.594292163848877},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5905121564865112},{"id":"https://openalex.org/keywords/dynamics","display_name":"Dynamics (music)","score":0.5323346853256226},{"id":"https://openalex.org/keywords/data-modeling","display_name":"Data modeling","score":0.4196091890335083},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.1888430416584015},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.18680721521377563},{"id":"https://openalex.org/keywords/sociology","display_name":"Sociology","score":0.08266746997833252}],"concepts":[{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.7729861736297607},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.594292163848877},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5905121564865112},{"id":"https://openalex.org/C145912823","wikidata":"https://www.wikidata.org/wiki/Q113558","display_name":"Dynamics (music)","level":2,"score":0.5323346853256226},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.4196091890335083},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.1888430416584015},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.18680721521377563},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.08266746997833252},{"id":"https://openalex.org/C19417346","wikidata":"https://www.wikidata.org/wiki/Q7922","display_name":"Pedagogy","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/bigdata.2017.8258186","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bigdata.2017.8258186","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 IEEE International Conference on Big Data (Big Data)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure","score":0.5899999737739563}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":11,"referenced_works":["https://openalex.org/W164607795","https://openalex.org/W613215723","https://openalex.org/W1967670166","https://openalex.org/W2101268932","https://openalex.org/W2185553228","https://openalex.org/W2403659235","https://openalex.org/W2473179583","https://openalex.org/W2583226690","https://openalex.org/W2988934653","https://openalex.org/W3041066203","https://openalex.org/W3212784711"],"related_works":["https://openalex.org/W4322629366","https://openalex.org/W2808989540","https://openalex.org/W2397053934","https://openalex.org/W1039292361","https://openalex.org/W2551093110","https://openalex.org/W2148016376","https://openalex.org/W4237919137","https://openalex.org/W3184179822","https://openalex.org/W3095362084","https://openalex.org/W3003361536"],"abstract_inverted_index":{"The":[0,21,53,86,121],"number":[1],"and":[2,49,69,74,102,106,139,156],"importance":[3],"of":[4,15,23,44,55,65,95],"Big":[5,16,46,66,113,149],"Data":[6,17,47,67,114,150],"projects":[7,18,28,48],"is":[8,58,124],"increasing,":[9],"but":[10],"unfortunately,":[11],"a":[12,72,110],"large":[13],"proportion":[14],"are":[19],"failing.":[20],"ability":[22],"organizations":[24],"to":[25,40,59,108],"manage":[26],"these":[27,84,119],"has":[29],"so":[30],"far":[31],"not":[32],"kept":[33],"pace":[34],"-":[35],"they":[36],"need":[37],"better":[38],"ways":[39],"analyze":[41],"the":[42,61,93],"behavior":[43,152],"their":[45],"positively":[50],"affect":[51],"outcomes.":[52,160],"objective":[54],"this":[56],"paper":[57],"identify":[60],"important":[62],"dynamic":[63],"characteristics":[64],"projects,":[68],"explore":[70],"how":[71],"modeling":[73],"simulation":[75],"technique":[76],"called":[77,112],"system":[78],"dynamics":[79],"(SD)":[80],"can":[81,147],"be":[82],"applied":[83],"characteristics.":[85],"approach":[87],"draws":[88],"from":[89,153],"applicable":[90],"concepts":[91],"in":[92],"domains":[94],"traditional":[96],"project":[97,151,159],"management,":[98],"Agile":[99],"software":[100],"development":[101],"Lean":[103],"product":[104],"development,":[105],"proposes":[107],"develop":[109],"model":[111,123],"Project":[115],"Dynamics":[116],"(BDPD)":[117],"incorporating":[118],"insights.":[120],"BDPD":[122],"organized":[125],"into":[126],"sectors:":[127],"Core":[128],"Rework":[129],"Cycle,":[130],"Iterative":[131],"&":[132,135,142],"Incremental,":[133],"Exploration":[134],"Learning,":[136],"Economic":[137],"Value,":[138],"Policy":[140],"Actions":[141],"Consequences.":[143],"Given":[144],"ADPD,":[145],"practitioners":[146],"simulate":[148],"initial":[154],"conditions,":[155],"probabilistically":[157],"predict":[158]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":6},{"year":2021,"cited_by_count":3},{"year":2020,"cited_by_count":2},{"year":2018,"cited_by_count":1}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}