{"id":"https://openalex.org/W3127948630","doi":"https://doi.org/10.1016/j.techfore.2021.120646","title":"A review of data analytics in technological forecasting","display_name":"A review of data analytics in technological forecasting","publication_year":2021,"publication_date":"2021-02-04","ids":{"openalex":"https://openalex.org/W3127948630","doi":"https://doi.org/10.1016/j.techfore.2021.120646","mag":"3127948630"},"language":"en","primary_location":{"id":"doi:10.1016/j.techfore.2021.120646","doi":"https://doi.org/10.1016/j.techfore.2021.120646","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.techfore.2021.120646","pdf_url":null,"source":{"id":"https://openalex.org/S39307421","display_name":"Technological Forecasting and Social Change","issn_l":"0040-1625","issn":["0040-1625","1873-5509"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["abdc-a","anvur-class-a","anvur-scientific","cwts-core","erih-plus","fnege-2","jufo-3","ki-jl-2","norway-2","poland-140","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Technological Forecasting and Social Change","raw_type":"journal-article"},"volume":null,"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/A5043610240","display_name":"Chang\u2010Yong Lee","orcid":"https://orcid.org/0000-0002-1636-9481","observed_orcids":["https://orcid.org/0000-0002-1636-9481"]},"institutions":[{"id":"https://openalex.org/I148751991","display_name":"Sogang University","ror":"https://ror.org/056tn4839","country_code":"KR","type":"education","lineage":["https://openalex.org/I148751991"]}],"countries":["KR"],"is_corresponding":true,"raw_author_name":"Changyong Lee","raw_affiliation_strings":["Graduate School of Management of Technology, Sogang University, 35 Baekbeom-ro, Mapo-gu, Seoul 04107, Republic of Korea"],"raw_orcid":"https://orcid.org/0000-0002-1636-9481","affiliations":[{"raw_affiliation_string":"Graduate School of Management of Technology, Sogang University, 35 Baekbeom-ro, Mapo-gu, Seoul 04107, Republic of Korea","institution_ids":["https://openalex.org/I148751991"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5043610240"],"corresponding_institution_ids":["https://openalex.org/I148751991"],"apc_list":{"value":1870,"currency":"USD","value_usd":1870},"apc_paid":null,"fwci":5.3177,"has_fulltext":false,"cited_by_count":58,"citation_normalized_percentile":{"value":0.95939479,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":100},"biblio":{"volume":"166","issue":null,"first_page":"120646","last_page":"120646"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11918","display_name":"Forecasting Techniques and Applications","score":0.6845999956130981,"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/T11918","display_name":"Forecasting Techniques and Applications","score":0.6845999956130981,"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/T12659","display_name":"Innovation Diffusion and Forecasting","score":0.10679999738931656,"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/T13204","display_name":"Competitive and Knowledge Intelligence","score":0.07280000299215317,"subfield":{"id":"https://openalex.org/subfields/1408","display_name":"Strategy and Management"},"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/technological-forecasting","display_name":"technology forecasting","score":0.9559999704360962},{"id":"https://openalex.org/keywords/data-analytics","display_name":"data analytics","score":0.9900000095367432},{"id":"https://openalex.org/keywords/morphological-matrix","display_name":"morphological matrix","score":0.9890000224113464},{"id":"https://openalex.org/keywords/value-creation","display_name":"value creation","score":0.5899999737739563},{"id":"https://openalex.org/keywords/technology-and-innovation-management","display_name":"technological innovation management","score":0.8420000076293945}],"concepts":[{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.7944170236587524},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7268805503845215},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.698500394821167},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.6287774443626404},{"id":"https://openalex.org/C175801342","wikidata":"https://www.wikidata.org/wiki/Q1988917","display_name":"Data analysis","level":2,"score":0.5957410931587219},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5707664489746094},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.45229753851890564},{"id":"https://openalex.org/C133462117","wikidata":"https://www.wikidata.org/wiki/Q4929239","display_name":"Data collection","level":2,"score":0.4202503263950348},{"id":"https://openalex.org/C2777601897","wikidata":"https://www.wikidata.org/wiki/Q3409113","display_name":"Presentation (obstetrics)","level":2,"score":0.4148562550544739},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.30713576078414917},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","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/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","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}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1016/j.techfore.2021.120646","doi":"https://doi.org/10.1016/j.techfore.2021.120646","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.techfore.2021.120646","pdf_url":null,"source":{"id":"https://openalex.org/S39307421","display_name":"Technological Forecasting and Social Change","issn_l":"0040-1625","issn":["0040-1625","1873-5509"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["abdc-a","anvur-class-a","anvur-scientific","cwts-core","erih-plus","fnege-2","jufo-3","ki-jl-2","norway-2","poland-140","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Technological Forecasting and Social Change","raw_type":"journal-article"},{"id":"pmh:oai:RePEc:eee:tefoso:v:166:y:2021:i:c:s0040162521000780","doi":null,"is_oa":false,"landing_page_url":"http://www.sciencedirect.com/science/article/pii/S0040162521000780","pdf_url":null,"source":{"id":"https://openalex.org/S4306401271","display_name":"RePEc: Research Papers in Economics","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I77793887","host_organization_name":"Federal Reserve Bank of St. Louis","host_organization_lineage":["https://openalex.org/I77793887"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"}],"best_oa_location":null,"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320321377","display_name":"Sogang University","ror":"https://ror.org/056tn4839"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":100,"referenced_works":["https://openalex.org/W226852394","https://openalex.org/W633666888","https://openalex.org/W1431340151","https://openalex.org/W1531923142","https://openalex.org/W1535110649","https://openalex.org/W1797513359","https://openalex.org/W1802055293","https://openalex.org/W1880262756","https://openalex.org/W1908915203","https://openalex.org/W1918839972","https://openalex.org/W1972644898","https://openalex.org/W1978130322","https://openalex.org/W1980660883","https://openalex.org/W1984567472","https://openalex.org/W1985935293","https://openalex.org/W1989223538","https://openalex.org/W1989841161","https://openalex.org/W1992760964","https://openalex.org/W1993068194","https://openalex.org/W1995200506","https://openalex.org/W1996040557","https://openalex.org/W2000039169","https://openalex.org/W2000247108","https://openalex.org/W2002497117","https://openalex.org/W2009284938","https://openalex.org/W2018392262","https://openalex.org/W2020986551","https://openalex.org/W2026611415","https://openalex.org/W2028437880","https://openalex.org/W2038299034","https://openalex.org/W2038672779","https://openalex.org/W2040425686","https://openalex.org/W2041009313","https://openalex.org/W2043068576","https://openalex.org/W2044764121","https://openalex.org/W2050264809","https://openalex.org/W2057228658","https://openalex.org/W2063657538","https://openalex.org/W2065429153","https://openalex.org/W2069725931","https://openalex.org/W2076365515","https://openalex.org/W2082391141","https://openalex.org/W2098758051","https://openalex.org/W2099283206","https://openalex.org/W2104115831","https://openalex.org/W2105379926","https://openalex.org/W2105421756","https://openalex.org/W2106116881","https://openalex.org/W2106585217","https://openalex.org/W2114989862","https://openalex.org/W2118929175","https://openalex.org/W2124875931","https://openalex.org/W2141975087","https://openalex.org/W2144836956","https://openalex.org/W2149604183","https://openalex.org/W2151373442","https://openalex.org/W2157975090","https://openalex.org/W2162795843","https://openalex.org/W2163598528","https://openalex.org/W2168868062","https://openalex.org/W2170323119","https://openalex.org/W2256578089","https://openalex.org/W2266752991","https://openalex.org/W2278180027","https://openalex.org/W2294895850","https://openalex.org/W2296251859","https://openalex.org/W2324662912","https://openalex.org/W2395154047","https://openalex.org/W2409732828","https://openalex.org/W2460341906","https://openalex.org/W2480351921","https://openalex.org/W2497761417","https://openalex.org/W2512767030","https://openalex.org/W2559405577","https://openalex.org/W2587990869","https://openalex.org/W2593977280","https://openalex.org/W2747878338","https://openalex.org/W2768852601","https://openalex.org/W2800960276","https://openalex.org/W2809664234","https://openalex.org/W2810954480","https://openalex.org/W2811393141","https://openalex.org/W2811474273","https://openalex.org/W2887028448","https://openalex.org/W2894420444","https://openalex.org/W2896685184","https://openalex.org/W2899435611","https://openalex.org/W2911730994","https://openalex.org/W2914737948","https://openalex.org/W2960280836","https://openalex.org/W2982213159","https://openalex.org/W2997572823","https://openalex.org/W3008964279","https://openalex.org/W3021303243","https://openalex.org/W3027733516","https://openalex.org/W3122666126","https://openalex.org/W3122933348","https://openalex.org/W3124002336","https://openalex.org/W3125520211","https://openalex.org/W4285719527"],"related_works":["https://openalex.org/W2058481153","https://openalex.org/W2074778945","https://openalex.org/W6925590913","https://openalex.org/W2251310666","https://openalex.org/W3124412159","https://openalex.org/W786263962","https://openalex.org/W1502680512","https://openalex.org/W2170323119","https://openalex.org/W2184185760","https://openalex.org/W2282075585"],"abstract_inverted_index":null,"counts_by_year":[{"year":2026,"cited_by_count":6},{"year":2025,"cited_by_count":16},{"year":2024,"cited_by_count":7},{"year":2023,"cited_by_count":16},{"year":2022,"cited_by_count":7},{"year":2021,"cited_by_count":5},{"year":2020,"cited_by_count":1}],"updated_date":"2026-10-25T09:29:13.331239","created_date":"2021-02-15T00:00:00"}
