{"id":"https://openalex.org/W7224656883","doi":"https://doi.org/10.56230/osotl.146","title":"Gender, social science and statistics anxiety: Is statistics anxiety holding women social scientists back?","display_name":"Gender, social science and statistics anxiety: Is statistics anxiety holding women social scientists back?","publication_year":2026,"publication_date":"2026-10-29","ids":{"openalex":"https://openalex.org/W7224656883","doi":"https://doi.org/10.56230/osotl.146"},"language":"en","primary_location":{"id":"doi:10.56230/osotl.146","doi":"https://doi.org/10.56230/osotl.146","is_oa":true,"landing_page_url":"https://doi.org/10.56230/osotl.146","pdf_url":"https://osotl.org/osotl/article/download/146/261","source":{"id":"https://openalex.org/S4387280730","display_name":"Open Scholarship of Teaching and Learning","issn_l":"2752-4116","issn":["2752-4116"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"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":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Open Scholarship of Teaching and Learning","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://osotl.org/osotl/article/download/146/261","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5068188025","display_name":"Kevin Ralston","orcid":"https://orcid.org/0000-0003-4344-7120","observed_orcids":["https://orcid.org/0000-0003-4344-7120"]},"institutions":[{"id":"https://openalex.org/I98677209","display_name":"University of Edinburgh","ror":"https://ror.org/01nrxwf90","country_code":"GB","type":"education","lineage":["https://openalex.org/I98677209"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Kevin Ralston","raw_affiliation_strings":["University of Edinburgh"],"raw_orcid":"https://orcid.org/0000-0003-4344-7120","affiliations":[{"raw_affiliation_string":"University of Edinburgh","institution_ids":["https://openalex.org/I98677209"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088669747","display_name":"Victoria Gorton","orcid":"https://orcid.org/0000-0001-6106-5674","observed_orcids":["https://orcid.org/0000-0001-6106-5674"]},"institutions":[{"id":"https://openalex.org/I98677209","display_name":"University of Edinburgh","ror":"https://ror.org/01nrxwf90","country_code":"GB","type":"education","lineage":["https://openalex.org/I98677209"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Victoria Gorton","raw_affiliation_strings":["University of Edinburgh"],"raw_orcid":"https://orcid.org/0000-0001-6106-5674","affiliations":[{"raw_affiliation_string":"University of Edinburgh","institution_ids":["https://openalex.org/I98677209"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5021677581","display_name":"Vernon Gayle","orcid":"https://orcid.org/0000-0002-1929-5983","observed_orcids":["https://orcid.org/0000-0002-1929-5983"]},"institutions":[{"id":"https://openalex.org/I98677209","display_name":"University of Edinburgh","ror":"https://ror.org/01nrxwf90","country_code":"GB","type":"education","lineage":["https://openalex.org/I98677209"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Vernon Gayle","raw_affiliation_strings":["University of Edinburgh"],"raw_orcid":"https://orcid.org/0000-0002-1929-5983","affiliations":[{"raw_affiliation_string":"University of Edinburgh","institution_ids":["https://openalex.org/I98677209"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I98677209"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.82896736,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"5","issue":"2","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11875","display_name":"Statistics Education and Methodologies","score":0.9970999956130981,"subfield":{"id":"https://openalex.org/subfields/2613","display_name":"Statistics and Probability"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11875","display_name":"Statistics Education and Methodologies","score":0.9970999956130981,"subfield":{"id":"https://openalex.org/subfields/2613","display_name":"Statistics and Probability"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10547","display_name":"Education, Achievement, and Giftedness","score":0.0019000000320374966,"subfield":{"id":"https://openalex.org/subfields/3204","display_name":"Developmental and Educational Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T12515","display_name":"Gender and Technology in Education","score":0.0005000000237487257,"subfield":{"id":"https://openalex.org/subfields/3318","display_name":"Gender Studies"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/statistics-anxiety","display_name":"statistics anxiety","score":0.9990000128746033},{"id":"https://openalex.org/keywords/gender-differences","display_name":"gender differences","score":0.9179999828338623},{"id":"https://openalex.org/keywords/social-science-students","display_name":"social sciences students","score":0.7829999923706055},{"id":"https://openalex.org/keywords/women-in-social-sciences","display_name":"women in social sciences","score":0.6079999804496765},{"id":"https://openalex.org/keywords/statistics-education","display_name":"statistics education","score":0.6740000247955322},{"id":"https://openalex.org/keywords/student-anxiety","display_name":"student anxiety","score":0.39399999380111694}],"concepts":[{"id":"https://openalex.org/C558461103","wikidata":"https://www.wikidata.org/wiki/Q154430","display_name":"Anxiety","level":2,"score":0.7318000197410583},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.6636999845504761},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.569100022315979},{"id":"https://openalex.org/C2777545354","wikidata":"https://www.wikidata.org/wiki/Q3557657","display_name":"Social anxiety","level":3,"score":0.4092000126838684},{"id":"https://openalex.org/C39896193","wikidata":"https://www.wikidata.org/wiki/Q380344","display_name":"Descriptive statistics","level":2,"score":0.34940001368522644},{"id":"https://openalex.org/C2986587452","wikidata":"https://www.wikidata.org/wiki/Q938438","display_name":"Statistical analysis","level":2,"score":0.33660000562667847},{"id":"https://openalex.org/C198531522","wikidata":"https://www.wikidata.org/wiki/Q485146","display_name":"Sample (material)","level":2,"score":0.3361000120639801},{"id":"https://openalex.org/C182109673","wikidata":"https://www.wikidata.org/wiki/Q7604437","display_name":"Statistics education","level":2,"score":0.31139999628067017},{"id":"https://openalex.org/C133462117","wikidata":"https://www.wikidata.org/wiki/Q4929239","display_name":"Data collection","level":2,"score":0.3109000027179718},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.29170000553131104},{"id":"https://openalex.org/C32792767","wikidata":"https://www.wikidata.org/wiki/Q1370484","display_name":"Summary statistics","level":2,"score":0.2782000005245209},{"id":"https://openalex.org/C57494143","wikidata":"https://www.wikidata.org/wiki/Q3274962","display_name":"Social statistics","level":2,"score":0.2556999921798706},{"id":"https://openalex.org/C70410870","wikidata":"https://www.wikidata.org/wiki/Q199906","display_name":"Clinical psychology","level":1,"score":0.2556999921798706}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.56230/osotl.146","doi":"https://doi.org/10.56230/osotl.146","is_oa":true,"landing_page_url":"https://doi.org/10.56230/osotl.146","pdf_url":"https://osotl.org/osotl/article/download/146/261","source":{"id":"https://openalex.org/S4387280730","display_name":"Open Scholarship of Teaching and Learning","issn_l":"2752-4116","issn":["2752-4116"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"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":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Open Scholarship of Teaching and Learning","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.56230/osotl.146","doi":"https://doi.org/10.56230/osotl.146","is_oa":true,"landing_page_url":"https://doi.org/10.56230/osotl.146","pdf_url":"https://osotl.org/osotl/article/download/146/261","source":{"id":"https://openalex.org/S4387280730","display_name":"Open Scholarship of Teaching and Learning","issn_l":"2752-4116","issn":["2752-4116"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"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":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Open Scholarship of Teaching and Learning","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","score":0.9235000014305115,"display_name":"Quality education"},{"id":"https://metadata.un.org/sdg/5","score":0.6025999784469604,"display_name":"Gender equality"},{"id":"https://metadata.un.org/sdg/10","score":0.4000000059604645,"display_name":"Reduced inequalities"}],"study_designs":[{"id":"https://openalex.org/study-designs/observational-study","display_name":"Observational Study"}],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7224656883.pdf","grobid_xml":"https://content.openalex.org/works/W7224656883.grobid-xml"},"referenced_works_count":59,"referenced_works":["https://openalex.org/W249215831","https://openalex.org/W1544238653","https://openalex.org/W1547000070","https://openalex.org/W1561033167","https://openalex.org/W1963503263","https://openalex.org/W1967508604","https://openalex.org/W1969578424","https://openalex.org/W1977381246","https://openalex.org/W1988073195","https://openalex.org/W2010742460","https://openalex.org/W2021644700","https://openalex.org/W2029729744","https://openalex.org/W2038010233","https://openalex.org/W2038235658","https://openalex.org/W2038481860","https://openalex.org/W2044055602","https://openalex.org/W2044440896","https://openalex.org/W2045592858","https://openalex.org/W2049881011","https://openalex.org/W2050626986","https://openalex.org/W2052658031","https://openalex.org/W2054251573","https://openalex.org/W2054613748","https://openalex.org/W2058896331","https://openalex.org/W2062731021","https://openalex.org/W2080743918","https://openalex.org/W2083232525","https://openalex.org/W2089798490","https://openalex.org/W2140416616","https://openalex.org/W2144256048","https://openalex.org/W2148477439","https://openalex.org/W2152282577","https://openalex.org/W2159519629","https://openalex.org/W2161542349","https://openalex.org/W2166132658","https://openalex.org/W2170644984","https://openalex.org/W2212618620","https://openalex.org/W2288222892","https://openalex.org/W2305824997","https://openalex.org/W2317904861","https://openalex.org/W2344106790","https://openalex.org/W2374483418","https://openalex.org/W2505653703","https://openalex.org/W2735917935","https://openalex.org/W2737399602","https://openalex.org/W2775633813","https://openalex.org/W2885846671","https://openalex.org/W2906079050","https://openalex.org/W2907191073","https://openalex.org/W2995905421","https://openalex.org/W3000109970","https://openalex.org/W3024082295","https://openalex.org/W3108291882","https://openalex.org/W3186660956","https://openalex.org/W3192796583","https://openalex.org/W4214669840","https://openalex.org/W4386851549","https://openalex.org/W6967113566","https://openalex.org/W7127664007"],"related_works":["https://openalex.org/W2029729744","https://openalex.org/W4388732193","https://openalex.org/W3000109970","https://openalex.org/W1521785285","https://openalex.org/W3085050040","https://openalex.org/W2806746183","https://openalex.org/W2073686593","https://openalex.org/W2573318238","https://openalex.org/W3024082295","https://openalex.org/W7216400986"],"abstract_inverted_index":{"This":[0,58],"article":[1,25],"provides":[2],"an":[3],"original":[4],"analysis":[5],"of":[6,81,116,132,137],"the":[7,21,24,28],"relationship":[8,29],"between":[9,30],"statistics":[10,31,54,62,82,117],"anxiety":[11,32,55,63,83,118],"and":[12,33,36,40,73],"undergraduate":[13,89],"course":[14,34,127],"performance":[15,35],"on":[16,71],"social":[17,46,90],"science":[18,47,91],"degrees":[19],"in":[20],"UK.":[22],"In":[23],"we":[26,37,103],"model":[27,104],"compare":[38],"men":[39],"women":[41,77,121],"to":[42,66],"assess":[43],"whether":[44],"female":[45],"students":[48,92],"are":[49,122],"more":[50],"adversely":[51],"affected":[52],"by":[53,120],"than":[56,84],"men.":[57,85],"is":[59,64,134],"important":[60],"because":[61],"considered":[65],"have":[67],"a":[68],"negative":[69],"influence":[70],"learning":[72],"research":[74],"shows":[75],"that":[76,113,135],"experience":[78],"greater":[79],"levels":[80,115],"The":[86,110],"sample":[87],"comprises":[88],"gathered":[93],"from":[94],"ten":[95],"UK":[96],"universities":[97],"(n=331).":[98],"To":[99],"check":[100],"result":[101],"consistency,":[102],"item":[105],"missing":[106],"responses":[107],"with":[108,125],"imputation.":[109],"results":[111],"indicate":[112],"higher":[114],"recorded":[119],"not":[123,143],"associated":[124],"poorer":[126],"performance.":[128],"One":[129],"pedagogical":[130],"implication":[131],"this":[133],"teachers":[136],"introductory":[138],"methods":[139],"courses":[140],"should":[141],"themselves":[142],"be":[144],"over":[145],"anxious":[146],"about":[147],"student":[148],"anxiety.":[149]},"counts_by_year":[],"updated_date":"2026-11-04T10:54:05.112534","created_date":"2026-10-30T00:00:00"}
