{"id":"https://openalex.org/W4319752489","doi":"https://doi.org/10.5334/dsj-2023-003","title":"What are Researchers\u2019 Needs in Data Discovery? Analysis and Ranking of a Large-Scale Collection of Crowdsourced Use Cases","display_name":"What are Researchers\u2019 Needs in Data Discovery? Analysis and Ranking of a Large-Scale Collection of Crowdsourced Use Cases","publication_year":2023,"publication_date":"2023-01-01","ids":{"openalex":"https://openalex.org/W4319752489","doi":"https://doi.org/10.5334/dsj-2023-003"},"language":"en","primary_location":{"id":"doi:10.5334/dsj-2023-003","is_oa":true,"landing_page_url":"https://doi.org/10.5334/dsj-2023-003","pdf_url":"http://datascience.codata.org/articles/10.5334/dsj-2023-003/galley/1158/download/","source":{"id":"https://openalex.org/S62969111","display_name":"Data Science Journal","issn_l":"1683-1470","issn":["1683-1470"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320511","host_organization_name":"Ubiquity Press","host_organization_lineage":["https://openalex.org/P4310320511"],"host_organization_lineage_names":["Ubiquity Press"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Data Science Journal","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"http://datascience.codata.org/articles/10.5334/dsj-2023-003/galley/1158/download/","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5084801856","display_name":"Brigitte Mathiak","orcid":"https://orcid.org/0000-0003-1793-9615"},"institutions":[{"id":"https://openalex.org/I4210101898","display_name":"GESIS - Leibniz-Institute for the Social Sciences","ror":"https://ror.org/018afyw53","country_code":"DE","type":"facility","lineage":["https://openalex.org/I315704651","https://openalex.org/I4210101898"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Brigitte Mathiak","raw_affiliation_strings":["GESIS- Leibniz Institute for the Social Sciences"],"affiliations":[{"raw_affiliation_string":"GESIS- Leibniz Institute for the Social Sciences","institution_ids":["https://openalex.org/I4210101898"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057780150","display_name":"Nick Juty","orcid":"https://orcid.org/0000-0002-2036-8350"},"institutions":[{"id":"https://openalex.org/I28407311","display_name":"University of Manchester","ror":"https://ror.org/027m9bs27","country_code":"GB","type":"education","lineage":["https://openalex.org/I28407311"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Nick Juty","raw_affiliation_strings":["The University of Manchester (ELIXIR-UK)"],"affiliations":[{"raw_affiliation_string":"The University of Manchester (ELIXIR-UK)","institution_ids":["https://openalex.org/I28407311"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078026154","display_name":"Alessia Bardi","orcid":"https://orcid.org/0000-0002-1112-1292"},"institutions":[{"id":"https://openalex.org/I4210104311","display_name":"Institute of Scientific and Technical Information of China","ror":"https://ror.org/01b2av652","country_code":"CN","type":"government","lineage":["https://openalex.org/I4210104311","https://openalex.org/I4210120069","https://openalex.org/I4210127390"]},{"id":"https://openalex.org/I122991210","display_name":"Istituto di Scienza e Tecnologie dell'Informazione \"Alessandro Faedo\"","ror":"https://ror.org/05kacka20","country_code":"IT","type":"facility","lineage":["https://openalex.org/I122991210","https://openalex.org/I4210155236"]}],"countries":["CN","IT"],"is_corresponding":false,"raw_author_name":"Alessia Bardi","raw_affiliation_strings":["CNR-ISTI (CNR-ISTI)"],"affiliations":[{"raw_affiliation_string":"CNR-ISTI (CNR-ISTI)","institution_ids":["https://openalex.org/I122991210","https://openalex.org/I4210104311"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007008932","display_name":"Julien Colomb","orcid":"https://orcid.org/0000-0002-3127-5520"},"institutions":[{"id":"https://openalex.org/I39343248","display_name":"Humboldt-Universit\u00e4t zu Berlin","ror":"https://ror.org/01hcx6992","country_code":"DE","type":"education","lineage":["https://openalex.org/I39343248"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Julien Colomb","raw_affiliation_strings":["Humboldt-Universit\u00e4t zu Berlin (HU Berlin)"],"affiliations":[{"raw_affiliation_string":"Humboldt-Universit\u00e4t zu Berlin (HU Berlin)","institution_ids":["https://openalex.org/I39343248"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5059776989","display_name":"Peter Kraker","orcid":"https://orcid.org/0000-0002-5238-4195"},"institutions":[{"id":"https://openalex.org/I4210096066","display_name":"Open Knowledge (United Kingdom)","ror":"https://ror.org/00thqng93","country_code":"GB","type":"company","lineage":["https://openalex.org/I4210096066"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Peter Kraker","raw_affiliation_strings":["Open Knowledge Maps"],"affiliations":[{"raw_affiliation_string":"Open Knowledge Maps","institution_ids":["https://openalex.org/I4210096066"]}]}],"institutions":[],"countries_distinct_count":4,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5084801856"],"corresponding_institution_ids":["https://openalex.org/I4210101898"],"apc_list":{"value":350,"currency":"GBP","value_usd":429},"apc_paid":{"value":733,"currency":"EUR","value_usd":790},"fwci":3.568,"has_fulltext":false,"cited_by_count":15,"citation_normalized_percentile":{"value":0.92642302,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":"22","issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11719","display_name":"Data Quality and Management","score":0.9987999796867371,"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":0.9987999796867371,"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/T11937","display_name":"Research Data Management Practices","score":0.9957000017166138,"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/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9951000213623047,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/metadata","display_name":"Metadata","score":0.8167535066604614},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7087770700454712},{"id":"https://openalex.org/keywords/ranking","display_name":"Ranking (information retrieval)","score":0.6345295906066895},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.6295835375785828},{"id":"https://openalex.org/keywords/data-collection","display_name":"Data collection","score":0.5229504704475403},{"id":"https://openalex.org/keywords/data-quality","display_name":"Data quality","score":0.5017004013061523},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.48525285720825195},{"id":"https://openalex.org/keywords/scale","display_name":"Scale (ratio)","score":0.4577537775039673},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.45405107736587524},{"id":"https://openalex.org/keywords/data-discovery","display_name":"Data discovery","score":0.43970951437950134},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.429233580827713},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.42790094017982483},{"id":"https://openalex.org/keywords/service","display_name":"Service (business)","score":0.09043875336647034}],"concepts":[{"id":"https://openalex.org/C93518851","wikidata":"https://www.wikidata.org/wiki/Q180160","display_name":"Metadata","level":2,"score":0.8167535066604614},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7087770700454712},{"id":"https://openalex.org/C189430467","wikidata":"https://www.wikidata.org/wiki/Q7293293","display_name":"Ranking (information retrieval)","level":2,"score":0.6345295906066895},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.6295835375785828},{"id":"https://openalex.org/C133462117","wikidata":"https://www.wikidata.org/wiki/Q4929239","display_name":"Data collection","level":2,"score":0.5229504704475403},{"id":"https://openalex.org/C24756922","wikidata":"https://www.wikidata.org/wiki/Q1757694","display_name":"Data quality","level":3,"score":0.5017004013061523},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.48525285720825195},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.4577537775039673},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.45405107736587524},{"id":"https://openalex.org/C2777516300","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data discovery","level":3,"score":0.43970951437950134},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.429233580827713},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.42790094017982483},{"id":"https://openalex.org/C2780378061","wikidata":"https://www.wikidata.org/wiki/Q25351891","display_name":"Service (business)","level":2,"score":0.09043875336647034},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C136264566","wikidata":"https://www.wikidata.org/wiki/Q159810","display_name":"Economy","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0}],"mesh":[],"locations_count":6,"locations":[{"id":"doi:10.5334/dsj-2023-003","is_oa":true,"landing_page_url":"https://doi.org/10.5334/dsj-2023-003","pdf_url":"http://datascience.codata.org/articles/10.5334/dsj-2023-003/galley/1158/download/","source":{"id":"https://openalex.org/S62969111","display_name":"Data Science Journal","issn_l":"1683-1470","issn":["1683-1470"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320511","host_organization_name":"Ubiquity Press","host_organization_lineage":["https://openalex.org/P4310320511"],"host_organization_lineage_names":["Ubiquity Press"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Data Science Journal","raw_type":"journal-article"},{"id":"pmh:oai:pure.atira.dk:openaire/c4e79469-925b-4825-a0fe-54874704d1f9","is_oa":true,"landing_page_url":"https://research.manchester.ac.uk/en/publications/c4e79469-925b-4825-a0fe-54874704d1f9","pdf_url":null,"source":{"id":"https://openalex.org/S4306400662","display_name":"Research Explorer (The University of Manchester)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I28407311","host_organization_name":"University of Manchester","host_organization_lineage":["https://openalex.org/I28407311"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Mathiak, B, Juty, N, Bardi, A, Colomb, J & Kraker, P 2023, 'What are Researchers\u2019 Needs in Data Discovery? Analysis and Ranking of a Large-Scale Collection of Crowdsourced Use Cases', Data Science Journal, vol. 22, no. 1, 3. https://doi.org/10.5334/dsj-2023-003","raw_type":"info:eu-repo/semantics/publishedVersion"},{"id":"pmh:oai:dnet:people______::d475bca04d21cd9cd06ca6599ab108e0","is_oa":true,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S7407055261","display_name":"ISTI Open Portal","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"DATA SCIENCE JOURNAL, vol. 22 (issue 1)","raw_type":"Journal article"},{"id":"pmh:oai:doaj.org/article:1144866979e14f29a798bf5d36d9cd08","is_oa":true,"landing_page_url":"https://doaj.org/article/1144866979e14f29a798bf5d36d9cd08","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Data Science Journal, Vol 22, Iss 1 (2023)","raw_type":"article"},{"id":"pmh:oai:gesis.izsoz.de:document/93969","is_oa":true,"landing_page_url":"https://www.ssoar.info/ssoar/handle/document/93969","pdf_url":null,"source":{"id":"https://openalex.org/S4306401996","display_name":"Social Science Open Access Repository (GESIS \u2013 Leibniz Institute for the Social Sciences)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210101898","host_organization_name":"GESIS - Leibniz-Institute for the Social Sciences","host_organization_lineage":["https://openalex.org/I4210101898"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Data Science Journal","raw_type":"Zeitschriftenartikel"},{"id":"pmh:oai:ojs.datascience.codata.org:article/1397","is_oa":true,"landing_page_url":"https://datascience.codata.org/jms/article/view/dsj-2023-003","pdf_url":null,"source":{"id":"https://openalex.org/S62969111","display_name":"Data Science Journal","issn_l":"1683-1470","issn":["1683-1470"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320511","host_organization_name":"Ubiquity Press","host_organization_lineage":["https://openalex.org/P4310320511"],"host_organization_lineage_names":["Ubiquity Press"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Data Science Journal; Vol 22 (2023); 3","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"doi:10.5334/dsj-2023-003","is_oa":true,"landing_page_url":"https://doi.org/10.5334/dsj-2023-003","pdf_url":"http://datascience.codata.org/articles/10.5334/dsj-2023-003/galley/1158/download/","source":{"id":"https://openalex.org/S62969111","display_name":"Data Science Journal","issn_l":"1683-1470","issn":["1683-1470"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320511","host_organization_name":"Ubiquity Press","host_organization_lineage":["https://openalex.org/P4310320511"],"host_organization_lineage_names":["Ubiquity Press"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Data Science Journal","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9","score":0.6499999761581421}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4319752489.pdf"},"referenced_works_count":13,"referenced_works":["https://openalex.org/W1979316709","https://openalex.org/W2057684387","https://openalex.org/W2091636366","https://openalex.org/W2141852334","https://openalex.org/W2197236641","https://openalex.org/W2274116681","https://openalex.org/W2527856081","https://openalex.org/W2547811826","https://openalex.org/W2909244789","https://openalex.org/W2950668200","https://openalex.org/W2963526428","https://openalex.org/W2969723769","https://openalex.org/W3155957505"],"related_works":["https://openalex.org/W2392768766","https://openalex.org/W2058118494","https://openalex.org/W2095118173","https://openalex.org/W2382021449","https://openalex.org/W2177870719","https://openalex.org/W4238158008","https://openalex.org/W2965606979","https://openalex.org/W3181988071","https://openalex.org/W4252048555","https://openalex.org/W4377294730"],"abstract_inverted_index":{"Data":[0],"discovery":[1,19,43],"is":[2],"important":[3],"to":[4,10,40],"facilitate":[5],"data":[6,18,42,85,101,114,127],"re-use.":[7],"In":[8],"order":[9],"help":[11],"frame":[12],"the":[13,33,55,66,110,122],"development":[14],"and":[15,27,51,60,87,96,126],"improvement":[16],"of":[17,25,35,63,68,74,91,124],"tools,":[20],"we":[21],"collected":[22,48],"a":[23,88,98,105],"list":[24],"requirements":[26],"users\u2019":[28],"wishes.":[29],"This":[30],"paper":[31],"presents":[32],"analysis":[34],"these":[36,45,113,116],"101":[37],"use":[38],"cases":[39,46],"examine":[41],"requirements;":[44],"were":[47,77,118],"between":[49],"2019":[50],"2020.":[52],"We":[53,94],"categorized":[54],"information":[56,83],"across":[57],"12":[58],"\u2018topics\u2019":[59],"eight":[61],"types":[62],"users.":[64],"While":[65],"availability":[67,123],"metadata":[69,125],"was":[70],"an":[71],"expected":[72],"topic":[73],"importance,":[75],"users":[76],"also":[78],"keen":[79],"on":[80,84],"receiving":[81],"more":[82],"citation":[86],"better":[89],"overview":[90],"their":[92],"field.":[93],"conducted":[95],"analysed":[97],"survey":[99],"among":[100],"infrastructure":[102],"specialists":[103],"in":[104],"first":[106],"attempt":[107],"at":[108],"ranking":[109],"requirements.":[111],"Between":[112],"professionals,":[115],"rankings":[117],"very":[119],"different,":[120],"excepting":[121],"quality":[128],"assessment.":[129]},"counts_by_year":[{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":9},{"year":2023,"cited_by_count":1},{"year":2020,"cited_by_count":1}],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2025-10-10T00:00:00"}
