{"id":"https://openalex.org/W2921290281","doi":"https://doi.org/10.1007/s10676-019-09502-5","title":"Data science ethical considerations: a systematic literature review and proposed project framework","display_name":"Data science ethical considerations: a systematic literature review and proposed project framework","publication_year":2019,"publication_date":"2019-03-09","ids":{"openalex":"https://openalex.org/W2921290281","doi":"https://doi.org/10.1007/s10676-019-09502-5","mag":"2921290281"},"language":"en","primary_location":{"id":"doi:10.1007/s10676-019-09502-5","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s10676-019-09502-5","pdf_url":null,"source":{"id":"https://openalex.org/S13096939","display_name":"Ethics and Information Technology","issn_l":"1388-1957","issn":["1388-1957","1572-8439"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Ethics and Information Technology","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/A5059644651","display_name":"Jeffrey Saltz","orcid":"https://orcid.org/0000-0002-8913-1095"},"institutions":[{"id":"https://openalex.org/I70983195","display_name":"Syracuse University","ror":"https://ror.org/025r5qe02","country_code":"US","type":"education","lineage":["https://openalex.org/I70983195"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Jeffrey S. Saltz","raw_affiliation_strings":["Syracuse University, Syracuse, USA"],"raw_orcid":"https://orcid.org/0000-0002-8913-1095","affiliations":[{"raw_affiliation_string":"Syracuse University, Syracuse, USA","institution_ids":["https://openalex.org/I70983195"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5077393922","display_name":"Neil Dewar","orcid":null},"institutions":[{"id":"https://openalex.org/I70983195","display_name":"Syracuse University","ror":"https://ror.org/025r5qe02","country_code":"US","type":"education","lineage":["https://openalex.org/I70983195"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Neil Dewar","raw_affiliation_strings":["Syracuse University, Syracuse, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Syracuse University, Syracuse, USA","institution_ids":["https://openalex.org/I70983195"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5059644651"],"corresponding_institution_ids":["https://openalex.org/I70983195"],"apc_list":{"value":2290,"currency":"EUR","value_usd":2890},"apc_paid":null,"fwci":12.0207,"has_fulltext":false,"cited_by_count":92,"citation_normalized_percentile":{"value":0.98755671,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":100},"biblio":{"volume":"21","issue":"3","first_page":"197","last_page":"208"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10883","display_name":"Ethics and Social Impacts of AI","score":0.9990000128746033,"subfield":{"id":"https://openalex.org/subfields/3311","display_name":"Safety Research"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T10883","display_name":"Ethics and Social Impacts of AI","score":0.9990000128746033,"subfield":{"id":"https://openalex.org/subfields/3311","display_name":"Safety Research"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11891","display_name":"Big Data and Business Intelligence","score":0.9916999936103821,"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/T12026","display_name":"Explainable Artificial Intelligence (XAI)","score":0.9412999749183655,"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/big-data","display_name":"Big data","score":0.7707930207252502},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.6836915612220764},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.5842389464378357},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.5676419734954834},{"id":"https://openalex.org/keywords/ethical-issues","display_name":"Ethical issues","score":0.5314900875091553},{"id":"https://openalex.org/keywords/engineering-ethics","display_name":"Engineering ethics","score":0.49839282035827637},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4923485517501831},{"id":"https://openalex.org/keywords/data-analysis","display_name":"Data analysis","score":0.46676987409591675},{"id":"https://openalex.org/keywords/population","display_name":"Population","score":0.4572983682155609},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.4480566680431366},{"id":"https://openalex.org/keywords/management-science","display_name":"Management science","score":0.35629791021347046},{"id":"https://openalex.org/keywords/sociology","display_name":"Sociology","score":0.3442806601524353},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.13597407937049866},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.12135711312294006}],"concepts":[{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.7707930207252502},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.6836915612220764},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.5842389464378357},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.5676419734954834},{"id":"https://openalex.org/C2986663376","wikidata":"https://www.wikidata.org/wiki/Q9465","display_name":"Ethical issues","level":2,"score":0.5314900875091553},{"id":"https://openalex.org/C55587333","wikidata":"https://www.wikidata.org/wiki/Q1133029","display_name":"Engineering ethics","level":1,"score":0.49839282035827637},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4923485517501831},{"id":"https://openalex.org/C175801342","wikidata":"https://www.wikidata.org/wiki/Q1988917","display_name":"Data analysis","level":2,"score":0.46676987409591675},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.4572983682155609},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.4480566680431366},{"id":"https://openalex.org/C539667460","wikidata":"https://www.wikidata.org/wiki/Q2414942","display_name":"Management science","level":1,"score":0.35629791021347046},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.3442806601524353},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.13597407937049866},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.12135711312294006},{"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/C149923435","wikidata":"https://www.wikidata.org/wiki/Q37732","display_name":"Demography","level":1,"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/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s10676-019-09502-5","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s10676-019-09502-5","pdf_url":null,"source":{"id":"https://openalex.org/S13096939","display_name":"Ethics and Information Technology","issn_l":"1388-1957","issn":["1388-1957","1572-8439"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Ethics and Information Technology","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":58,"referenced_works":["https://openalex.org/W29051042","https://openalex.org/W95528974","https://openalex.org/W175588260","https://openalex.org/W1500693574","https://openalex.org/W1502453180","https://openalex.org/W1515523164","https://openalex.org/W1588197213","https://openalex.org/W1608917050","https://openalex.org/W1677650090","https://openalex.org/W1978173202","https://openalex.org/W1994647306","https://openalex.org/W2013818045","https://openalex.org/W2035736504","https://openalex.org/W2041458251","https://openalex.org/W2067404301","https://openalex.org/W2080731889","https://openalex.org/W2086355703","https://openalex.org/W2092965141","https://openalex.org/W2095932468","https://openalex.org/W2101250137","https://openalex.org/W2129241093","https://openalex.org/W2139661402","https://openalex.org/W2142225512","https://openalex.org/W2150290224","https://openalex.org/W2209900197","https://openalex.org/W2238743850","https://openalex.org/W2268866399","https://openalex.org/W2278655912","https://openalex.org/W2336464453","https://openalex.org/W2495025210","https://openalex.org/W2511875386","https://openalex.org/W2549647743","https://openalex.org/W2554174465","https://openalex.org/W2554467860","https://openalex.org/W2556510859","https://openalex.org/W2572048922","https://openalex.org/W2587401662","https://openalex.org/W2613386751","https://openalex.org/W2622479609","https://openalex.org/W2666919929","https://openalex.org/W2754106606","https://openalex.org/W2754943414","https://openalex.org/W2756890761","https://openalex.org/W2792315244","https://openalex.org/W2798635258","https://openalex.org/W2883629638","https://openalex.org/W3083206818","https://openalex.org/W3124753364","https://openalex.org/W4207014596","https://openalex.org/W4240137252","https://openalex.org/W4249580866","https://openalex.org/W6611144772","https://openalex.org/W6672775626","https://openalex.org/W6729958591","https://openalex.org/W6730424566","https://openalex.org/W6746559086","https://openalex.org/W6750321855","https://openalex.org/W6753208782"],"related_works":["https://openalex.org/W4226266853","https://openalex.org/W4245701730","https://openalex.org/W4210252074","https://openalex.org/W2511794504","https://openalex.org/W3092201768","https://openalex.org/W2911648135","https://openalex.org/W2886451445","https://openalex.org/W3108449883","https://openalex.org/W2551093110","https://openalex.org/W2796632413"],"abstract_inverted_index":null,"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":19},{"year":2024,"cited_by_count":17},{"year":2023,"cited_by_count":13},{"year":2022,"cited_by_count":17},{"year":2021,"cited_by_count":16},{"year":2020,"cited_by_count":5},{"year":2019,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}