{"id":"https://openalex.org/W4382677674","doi":"https://doi.org/10.1109/tse.2023.3291003","title":"Dealing With Data Challenges When Delivering Data-Intensive Software Solutions","display_name":"Dealing With Data Challenges When Delivering Data-Intensive Software Solutions","publication_year":2023,"publication_date":"2023-06-30","ids":{"openalex":"https://openalex.org/W4382677674","doi":"https://doi.org/10.1109/tse.2023.3291003"},"language":"en","primary_location":{"id":"doi:10.1109/tse.2023.3291003","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tse.2023.3291003","pdf_url":null,"source":{"id":"https://openalex.org/S8351582","display_name":"IEEE Transactions on Software Engineering","issn_l":"0098-5589","issn":["0098-5589","1939-3520","2326-3881"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Software Engineering","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/A5073236186","display_name":"Ulrike M. Graetsch","orcid":"https://orcid.org/0000-0002-6414-2572"},"institutions":[{"id":"https://openalex.org/I56590836","display_name":"Monash University","ror":"https://ror.org/02bfwt286","country_code":"AU","type":"education","lineage":["https://openalex.org/I56590836"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Ulrike M. Graetsch","raw_affiliation_strings":["Faculty of Information Technology, Monash University, Melbourne, VIC, Australia"],"raw_orcid":"https://orcid.org/0000-0002-6414-2572","affiliations":[{"raw_affiliation_string":"Faculty of Information Technology, Monash University, Melbourne, VIC, Australia","institution_ids":["https://openalex.org/I56590836"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046465785","display_name":"Hourieh Khalajzadeh","orcid":"https://orcid.org/0000-0001-9958-0102"},"institutions":[{"id":"https://openalex.org/I149704539","display_name":"Deakin University","ror":"https://ror.org/02czsnj07","country_code":"AU","type":"education","lineage":["https://openalex.org/I149704539"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Hourieh Khalajzadeh","raw_affiliation_strings":["Deakin University, Geelong, VIC, Australia"],"raw_orcid":"https://orcid.org/0000-0001-9958-0102","affiliations":[{"raw_affiliation_string":"Deakin University, Geelong, VIC, Australia","institution_ids":["https://openalex.org/I149704539"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052783352","display_name":"Mojtaba Shahin","orcid":"https://orcid.org/0000-0002-9081-1354"},"institutions":[{"id":"https://openalex.org/I82951845","display_name":"RMIT University","ror":"https://ror.org/04ttjf776","country_code":"AU","type":"education","lineage":["https://openalex.org/I82951845"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Mojtaba Shahin","raw_affiliation_strings":["School of Computing Technologies, RMIT University, Melbourne, VIC, Australia"],"raw_orcid":"https://orcid.org/0000-0002-9081-1354","affiliations":[{"raw_affiliation_string":"School of Computing Technologies, RMIT University, Melbourne, VIC, Australia","institution_ids":["https://openalex.org/I82951845"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036986396","display_name":"Rashina Hoda","orcid":"https://orcid.org/0000-0001-5147-8096"},"institutions":[{"id":"https://openalex.org/I56590836","display_name":"Monash University","ror":"https://ror.org/02bfwt286","country_code":"AU","type":"education","lineage":["https://openalex.org/I56590836"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Rashina Hoda","raw_affiliation_strings":["Faculty of Information Technology, Monash University, Melbourne, VIC, Australia"],"raw_orcid":"https://orcid.org/0000-0001-5147-8096","affiliations":[{"raw_affiliation_string":"Faculty of Information Technology, Monash University, Melbourne, VIC, Australia","institution_ids":["https://openalex.org/I56590836"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5082913979","display_name":"John Grundy","orcid":null},"institutions":[{"id":"https://openalex.org/I56590836","display_name":"Monash University","ror":"https://ror.org/02bfwt286","country_code":"AU","type":"education","lineage":["https://openalex.org/I56590836"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"John Grundy","raw_affiliation_strings":["Faculty of Information Technology, Monash University, Melbourne, VIC, Australia"],"raw_orcid":"https://orcid.org/0000-0003-4928-7076","affiliations":[{"raw_affiliation_string":"Faculty of Information Technology, Monash University, Melbourne, VIC, Australia","institution_ids":["https://openalex.org/I56590836"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5073236186"],"corresponding_institution_ids":["https://openalex.org/I56590836"],"apc_list":null,"apc_paid":null,"fwci":6.1584,"has_fulltext":false,"cited_by_count":25,"citation_normalized_percentile":{"value":0.96510409,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"49","issue":"9","first_page":"4349","last_page":"4370"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11719","display_name":"Data Quality and Management","score":0.9995999932289124,"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"}},"topics":[{"id":"https://openalex.org/T11719","display_name":"Data Quality and Management","score":0.9995999932289124,"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"}},{"id":"https://openalex.org/T10679","display_name":"Service-Oriented Architecture and Web Services","score":0.996399998664856,"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/T12127","display_name":"Software System Performance and Reliability","score":0.9951000213623047,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6177802085876465},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.5345062017440796},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.5170189142227173},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.5085211992263794},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.3913711905479431},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.10319772362709045},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.08196702599525452}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6177802085876465},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.5345062017440796},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.5170189142227173},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.5085211992263794},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3913711905479431},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.10319772362709045},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.08196702599525452},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tse.2023.3291003","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tse.2023.3291003","pdf_url":null,"source":{"id":"https://openalex.org/S8351582","display_name":"IEEE Transactions on Software Engineering","issn_l":"0098-5589","issn":["0098-5589","1939-3520","2326-3881"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Software Engineering","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","score":0.4000000059604645,"display_name":"Industry, innovation and infrastructure"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":73,"referenced_works":["https://openalex.org/W409344806","https://openalex.org/W845593738","https://openalex.org/W1482707767","https://openalex.org/W1567491469","https://openalex.org/W1966188439","https://openalex.org/W1991451380","https://openalex.org/W2004291985","https://openalex.org/W2017894775","https://openalex.org/W2022306354","https://openalex.org/W2058463394","https://openalex.org/W2058847904","https://openalex.org/W2060620220","https://openalex.org/W2064766209","https://openalex.org/W2081351239","https://openalex.org/W2102917369","https://openalex.org/W2132924891","https://openalex.org/W2146691185","https://openalex.org/W2158544761","https://openalex.org/W2163851162","https://openalex.org/W2195118355","https://openalex.org/W2245479382","https://openalex.org/W2288225317","https://openalex.org/W2313063250","https://openalex.org/W2404458847","https://openalex.org/W2428171027","https://openalex.org/W2542768710","https://openalex.org/W2734385562","https://openalex.org/W2757656223","https://openalex.org/W2884090605","https://openalex.org/W2890487282","https://openalex.org/W2890794407","https://openalex.org/W2906151105","https://openalex.org/W2909681541","https://openalex.org/W2911299907","https://openalex.org/W2922234936","https://openalex.org/W2941419764","https://openalex.org/W2941766203","https://openalex.org/W2968768709","https://openalex.org/W2971867419","https://openalex.org/W2976127369","https://openalex.org/W2995911285","https://openalex.org/W2998701638","https://openalex.org/W3007448979","https://openalex.org/W3029504795","https://openalex.org/W3049164745","https://openalex.org/W3081464307","https://openalex.org/W3083744622","https://openalex.org/W3090369845","https://openalex.org/W3093673957","https://openalex.org/W3094449227","https://openalex.org/W3110092091","https://openalex.org/W3118813946","https://openalex.org/W3119305695","https://openalex.org/W3121784008","https://openalex.org/W3123073329","https://openalex.org/W3125798375","https://openalex.org/W3134271104","https://openalex.org/W3135634465","https://openalex.org/W3141666254","https://openalex.org/W3152762006","https://openalex.org/W3157506384","https://openalex.org/W3194545044","https://openalex.org/W3210933050","https://openalex.org/W4206830417","https://openalex.org/W4220923188","https://openalex.org/W4230464574","https://openalex.org/W4284670548","https://openalex.org/W6623504654","https://openalex.org/W6681517862","https://openalex.org/W6683385935","https://openalex.org/W6754307228","https://openalex.org/W6762003382","https://openalex.org/W7047187101"],"related_works":["https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W2382290278","https://openalex.org/W2350741829","https://openalex.org/W2530322880","https://openalex.org/W1596801655","https://openalex.org/W2359140296"],"abstract_inverted_index":{"The":[0,55],"predicted":[1],"increase":[2],"in":[3,22,40,136,177],"demand":[4],"for":[5,13,89,237],"data-intensive":[6,24,52],"solution":[7],"development":[8,229],"is":[9,92],"driving":[10],"the":[11,45,86,111,132,146,153,156,178,192,244],"need":[12],"software,":[14],"data,":[15,122,124,126],"and":[16,67,70,127,137,155,173,206,213,230,239,249],"domain":[17],"experts":[18],"to":[19,42,80,121,152,164,169,190,241,251],"effectively":[20],"collaborate":[21],"multi-disciplinary":[23],"software":[25,53,68],"teams":[26,48,91,221],"(MDSTs).":[27],"We":[28,83,181],"conducted":[29],"a":[30,102],"socio-technical":[31],"grounded":[32],"theory":[33,103],"study":[34],"through":[35],"interviews":[36,56],"with":[37,94,106,253],"24":[38],"practitioners":[39,238],"MDSTs":[41,117],"better":[43,242],"understand":[44,243],"challenges":[46,108,144,193,248],"these":[47,90,143],"face":[49],"when":[50],"delivering":[51],"solutions.":[54,180],"provided":[57],"perspectives":[58],"across":[59],"different":[60,72],"types":[61],"of":[62,104,175,246],"roles":[63],"including":[64,118,194],"domain,":[65],"data":[66,107,129,201,210,247],"experts,":[69],"covered":[71],"organisational":[73],"levels":[74],"from":[75],"team":[76,78],"members,":[77],"managers":[79],"executive":[81],"leaders.":[82],"found":[84],"that":[85,109,150],"key":[87],"concern":[88],"dealing":[93,105],"data-related":[95],"challenges.":[96],"In":[97],"this":[98],"article,":[99],"we":[100],"present":[101],"explains":[110],"<italic":[112,133,138,147,158,184],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[113,134,139,148,159,185],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">challenges</i>":[114],"faced":[115],"by":[116,222],"gaining":[119],"access":[120],"aligning":[123],"understanding":[125],"resolving":[128],"quality":[130,211],"issues;":[131],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">context</i>":[135],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">condition</i>":[140],"under":[141],"which":[142],"occur,":[145],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">causes</i>":[149],"lead":[151],"challenges,":[154],"related":[157],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">consequences</i>":[160],"such":[161,198,208],"as":[162,199,209,216,218],"having":[163],"conduct":[165],"remediation":[166],"activities,":[167],"inability":[168],"achieve":[170],"expected":[171],"outcomes":[172],"lack":[174],"trust":[176],"delivered":[179],"also":[182],"identified":[183],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">contingencies</i>":[186],"or":[187],"strategies":[188],"applied":[189],"address":[191],"high-level":[195],"strategic":[196],"approaches":[197],"implementing":[200,203],"governance,":[202],"new":[204],"tools":[205],"techniques":[207],"visualisation":[212],"monitoring":[214],"tools,":[215],"well":[217],"building":[219],"stronger":[220],"focusing":[223],"on":[224],"people":[225],"dynamics,":[226],"communication":[227],"skill":[228],"cross-skilling.":[231],"Our":[232],"findings":[233],"have":[234],"direct":[235],"implications":[236],"researchers":[240],"landscape":[245],"how":[250],"deal":[252],"them.":[254]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":10},{"year":2024,"cited_by_count":13},{"year":2023,"cited_by_count":1}],"updated_date":"2026-04-25T08:17:42.794288","created_date":"2025-10-10T00:00:00"}