{"id":"https://openalex.org/W2890849709","doi":"https://doi.org/10.2308/isys-52255","title":"Cautionary Note on the Two-Step Transformation to Normality","display_name":"Cautionary Note on the Two-Step Transformation to Normality","publication_year":2018,"publication_date":"2018-09-11","ids":{"openalex":"https://openalex.org/W2890849709","doi":"https://doi.org/10.2308/isys-52255","mag":"2890849709"},"language":"en","primary_location":{"id":"doi:10.2308/isys-52255","is_oa":false,"landing_page_url":"https://doi.org/10.2308/isys-52255","pdf_url":null,"source":{"id":"https://openalex.org/S82262387","display_name":"Journal of Information Systems","issn_l":"0888-7985","issn":["0888-7985","1558-7959"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310316290","host_organization_name":"American Accounting Association","host_organization_lineage":["https://openalex.org/P4310316290"],"host_organization_lineage_names":["American Accounting Association"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Information Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://jyx.jyu.fi/bitstreams/c43d6aef-fee3-4676-8fe2-e93e28775c83/download","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5019358251","display_name":"Mikko R\u00f6nkk\u00f6","orcid":"https://orcid.org/0000-0001-7988-7609"},"institutions":[{"id":"https://openalex.org/I94722563","display_name":"University of Jyv\u00e4skyl\u00e4","ror":"https://ror.org/05n3dz165","country_code":"FI","type":"education","lineage":["https://openalex.org/I94722563"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Mikko R\u00f6nkk\u00f6","raw_affiliation_strings":["University of Jyv\u00e4skyl\u00e4"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Jyv\u00e4skyl\u00e4","institution_ids":["https://openalex.org/I94722563"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5068238263","display_name":"Miguel I. Aguirre\u2010Urreta","orcid":"https://orcid.org/0000-0002-1513-3581"},"institutions":[{"id":"https://openalex.org/I19700959","display_name":"Florida International University","ror":"https://ror.org/02gz6gg07","country_code":"US","type":"education","lineage":["https://openalex.org/I19700959"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Miguel I. Aguirre-Urreta","raw_affiliation_strings":["Florida International University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Florida International University","institution_ids":["https://openalex.org/I19700959"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.8807,"has_fulltext":true,"cited_by_count":8,"citation_normalized_percentile":{"value":0.78259161,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":"34","issue":"1","first_page":"151","last_page":"166"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11918","display_name":"Forecasting Techniques and Applications","score":0.9889000058174133,"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":0.9889000058174133,"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/T12761","display_name":"Data Stream Mining Techniques","score":0.9753000140190125,"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"}},{"id":"https://openalex.org/T12659","display_name":"Innovation Diffusion and Forecasting","score":0.9573000073432922,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/normality","display_name":"Normality","score":0.9575582146644592},{"id":"https://openalex.org/keywords/transformation","display_name":"Transformation (genetics)","score":0.7618523836135864},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6943210363388062},{"id":"https://openalex.org/keywords/data-transformation","display_name":"Data transformation","score":0.5093551874160767},{"id":"https://openalex.org/keywords/econometrics","display_name":"Econometrics","score":0.4936114549636841},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3491115868091583},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.32099777460098267},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.31946736574172974},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.2613047957420349}],"concepts":[{"id":"https://openalex.org/C2776157432","wikidata":"https://www.wikidata.org/wiki/Q1375683","display_name":"Normality","level":2,"score":0.9575582146644592},{"id":"https://openalex.org/C204241405","wikidata":"https://www.wikidata.org/wiki/Q461499","display_name":"Transformation (genetics)","level":3,"score":0.7618523836135864},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6943210363388062},{"id":"https://openalex.org/C150670458","wikidata":"https://www.wikidata.org/wiki/Q4272815","display_name":"Data transformation","level":3,"score":0.5093551874160767},{"id":"https://openalex.org/C149782125","wikidata":"https://www.wikidata.org/wiki/Q160039","display_name":"Econometrics","level":1,"score":0.4936114549636841},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3491115868091583},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.32099777460098267},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.31946736574172974},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.2613047957420349},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C135572916","wikidata":"https://www.wikidata.org/wiki/Q193351","display_name":"Data warehouse","level":2,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.2308/isys-52255","is_oa":false,"landing_page_url":"https://doi.org/10.2308/isys-52255","pdf_url":null,"source":{"id":"https://openalex.org/S82262387","display_name":"Journal of Information Systems","issn_l":"0888-7985","issn":["0888-7985","1558-7959"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310316290","host_organization_name":"American Accounting Association","host_organization_lineage":["https://openalex.org/P4310316290"],"host_organization_lineage_names":["American Accounting Association"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Information Systems","raw_type":"journal-article"},{"id":"pmh:oai:jyx.jyu.fi:123456789/68924","is_oa":true,"landing_page_url":"http://urn.fi/URN:NBN:fi:jyu-202005113126","pdf_url":"https://jyx.jyu.fi/bitstreams/c43d6aef-fee3-4676-8fe2-e93e28775c83/download","source":{"id":"https://openalex.org/S4306400563","display_name":"Jyv\u00e4skyl\u00e4 University Digital Archive (University of Jyv\u00e4skyl\u00e4)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I94722563","host_organization_name":"University of Jyv\u00e4skyl\u00e4","host_organization_lineage":["https://openalex.org/I94722563"],"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":"A1"}],"best_oa_location":{"id":"pmh:oai:jyx.jyu.fi:123456789/68924","is_oa":true,"landing_page_url":"http://urn.fi/URN:NBN:fi:jyu-202005113126","pdf_url":"https://jyx.jyu.fi/bitstreams/c43d6aef-fee3-4676-8fe2-e93e28775c83/download","source":{"id":"https://openalex.org/S4306400563","display_name":"Jyv\u00e4skyl\u00e4 University Digital Archive (University of Jyv\u00e4skyl\u00e4)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I94722563","host_organization_name":"University of Jyv\u00e4skyl\u00e4","host_organization_lineage":["https://openalex.org/I94722563"],"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":"A1"},"sustainable_development_goals":[{"score":0.44999998807907104,"display_name":"Reduced inequalities","id":"https://metadata.un.org/sdg/10"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W2890849709.pdf"},"referenced_works_count":38,"referenced_works":["https://openalex.org/W84744743","https://openalex.org/W642783518","https://openalex.org/W1023032151","https://openalex.org/W1547683213","https://openalex.org/W1665332082","https://openalex.org/W1836311887","https://openalex.org/W1840218356","https://openalex.org/W1882730916","https://openalex.org/W1975341011","https://openalex.org/W1978484347","https://openalex.org/W1987722700","https://openalex.org/W1990700544","https://openalex.org/W1991208598","https://openalex.org/W2008086028","https://openalex.org/W2058953582","https://openalex.org/W2080556281","https://openalex.org/W2081913622","https://openalex.org/W2082075898","https://openalex.org/W2097581696","https://openalex.org/W2099506356","https://openalex.org/W2119539644","https://openalex.org/W2128198448","https://openalex.org/W2133226377","https://openalex.org/W2155188450","https://openalex.org/W2163556156","https://openalex.org/W2223470559","https://openalex.org/W2464321556","https://openalex.org/W2467386812","https://openalex.org/W2473047188","https://openalex.org/W2495906475","https://openalex.org/W2502759836","https://openalex.org/W2556846208","https://openalex.org/W2805766935","https://openalex.org/W4235303041","https://openalex.org/W6657781296","https://openalex.org/W7037411764","https://openalex.org/W7048060829","https://openalex.org/W7053107269"],"related_works":["https://openalex.org/W1834770871","https://openalex.org/W2372260056","https://openalex.org/W2365767001","https://openalex.org/W2890849709","https://openalex.org/W1591393651","https://openalex.org/W2605800526","https://openalex.org/W2956042905","https://openalex.org/W2037266930","https://openalex.org/W4229040216","https://openalex.org/W1998049624"],"abstract_inverted_index":{"ABSTRACT":[0],"Templeton":[1],"and":[2,40,55,74],"Burney":[3],"(2017)":[4],"proposed":[5],"a":[6,11],"two-step":[7,66],"normality":[8],"transformation":[9,67],"as":[10],"remedy":[12],"for":[13,58],"non-normally":[14],"distributed":[15],"data,":[16],"which":[17],"are":[18],"commonly":[19],"found":[20],"in":[21],"AIS":[22],"research.":[23],"We":[24,61,87],"argue":[25],"that,":[26],"rather":[27],"than":[28],"transforming":[29],"the":[30,42,65],"data":[31],"toward":[32],"normality,":[33],"researchers":[34],"should":[35],"first":[36],"seek":[37],"to":[38,93],"analyze":[39],"understand":[41],"sources":[43,52],"of":[44,53,71,78],"non-normality.":[45],"Using":[46],"simulated":[47],"datasets,":[48],"we":[49],"demonstrate":[50,63,94],"three":[51],"non-normality":[54,79],"their":[56],"consequences":[57],"regression":[59],"estimation.":[60],"then":[62],"that":[64,75],"cannot":[68],"solve":[69],"any":[70],"these":[72,95],"problems":[73],"each":[76],"source":[77],"can":[80],"be":[81],"handled":[82],"with":[83,97],"alternative,":[84],"existing":[85],"techniques.":[86],"further":[88],"present":[89],"two":[90],"empirical":[91],"examples":[92],"issues":[96],"real":[98],"datasets.":[99]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":3},{"year":2020,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
