{"id":"https://openalex.org/W7219794416","doi":"https://doi.org/10.31893/multirev.2027127","title":"Unpacking teacher research preparedness: Interplay of statistical competence, research writing skills, and attitudes among secondary educators","display_name":"Unpacking teacher research preparedness: Interplay of statistical competence, research writing skills, and attitudes among secondary educators","publication_year":2026,"publication_date":"2026-09-03","ids":{"openalex":"https://openalex.org/W7219794416","doi":"https://doi.org/10.31893/multirev.2027127"},"language":"en","primary_location":{"id":"doi:10.31893/multirev.2027127","doi":"https://doi.org/10.31893/multirev.2027127","is_oa":true,"landing_page_url":"https://doi.org/10.31893/multirev.2027127","pdf_url":null,"source":{"id":"https://openalex.org/S4210226397","display_name":"Multidisciplinary Reviews","issn_l":"2595-3982","issn":["2595-3982"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":["norway-1"],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Multidisciplinary Reviews","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://doi.org/10.31893/multirev.2027127","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5064793067","display_name":"Normina A. Batucan","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I3131163126","display_name":"Negros Oriental State University","ror":"https://ror.org/016t28114","country_code":"PH","type":"education","lineage":["https://openalex.org/I3131163126"]}],"countries":["PH"],"is_corresponding":false,"raw_author_name":"Normina A. Batucan","raw_affiliation_strings":["Negros Oriental State University, Dumaguete City, Negros Oriental, Philippines"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Negros Oriental State University, Dumaguete City, Negros Oriental, Philippines","institution_ids":["https://openalex.org/I3131163126"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045730886","display_name":"Roullette P. Cordevilla","orcid":"https://orcid.org/0009-0001-7745-6570","observed_orcids":["https://orcid.org/0009-0001-7745-6570"]},"institutions":[{"id":"https://openalex.org/I3131163126","display_name":"Negros Oriental State University","ror":"https://ror.org/016t28114","country_code":"PH","type":"education","lineage":["https://openalex.org/I3131163126"]}],"countries":["PH"],"is_corresponding":false,"raw_author_name":"Roullette P. Cordevilla","raw_affiliation_strings":["Negros Oriental State University, Dumaguete City, Negros Oriental, Philippines"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Negros Oriental State University, Dumaguete City, Negros Oriental, Philippines","institution_ids":["https://openalex.org/I3131163126"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083588357","display_name":"Maria Chona Futalan","orcid":"https://orcid.org/0009-0008-6031-8068","observed_orcids":["https://orcid.org/0009-0008-6031-8068"]},"institutions":[{"id":"https://openalex.org/I4210097892","display_name":"Foundation University","ror":"https://ror.org/00we17t20","country_code":"PH","type":"education","lineage":["https://openalex.org/I4210097892"]}],"countries":["PH"],"is_corresponding":false,"raw_author_name":"Maria Chona Z. Futalan","raw_affiliation_strings":["Foundation University, Dumaguete City, Negros Oriental, Philippines"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Foundation University, Dumaguete City, Negros Oriental, Philippines","institution_ids":["https://openalex.org/I4210097892"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5157120004","display_name":"Cherry Lou G. Lagrimas","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210118924","display_name":"Department of Education","ror":"https://ror.org/029705428","country_code":"PH","type":"government","lineage":["https://openalex.org/I4210117550","https://openalex.org/I4210118924"]}],"countries":["PH"],"is_corresponding":false,"raw_author_name":"Cherry Lou G. Lagrimas","raw_affiliation_strings":["Dumaguete City Division, Department of Education, Dumaguete City, Negros Oriental, Philippines"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dumaguete City Division, Department of Education, Dumaguete City, Negros Oriental, Philippines","institution_ids":["https://openalex.org/I4210118924"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"10","issue":"3","first_page":"2027127","last_page":"2027127"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10561","display_name":"Educational Research and Methods","score":0.9467999935150146,"subfield":{"id":"https://openalex.org/subfields/3304","display_name":"Education"},"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/T10561","display_name":"Educational Research and Methods","score":0.9467999935150146,"subfield":{"id":"https://openalex.org/subfields/3304","display_name":"Education"},"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/T10008","display_name":"Teacher Education and Leadership Studies","score":0.029500000178813934,"subfield":{"id":"https://openalex.org/subfields/3304","display_name":"Education"},"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/T11875","display_name":"Statistics Education and Methodologies","score":0.013399999588727951,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/statistical-competence","display_name":"statistical competence","score":0.8870000243186951},{"id":"https://openalex.org/keywords/research-writing-skills","display_name":"research writing skills","score":0.8510000109672546},{"id":"https://openalex.org/keywords/attitudes-towards-research","display_name":"attitudes toward research","score":0.8970000147819519},{"id":"https://openalex.org/keywords/secondary-school-teachers","display_name":"secondary school teachers","score":0.8040000200271606},{"id":"https://openalex.org/keywords/teacher-research-engagement","display_name":"teacher research engagement","score":0.8109999895095825},{"id":"https://openalex.org/keywords/research-training","display_name":"research training","score":0.5149999856948853},{"id":"https://openalex.org/keywords/statistics-training","display_name":"statistical training","score":0.5590000152587891},{"id":"https://openalex.org/keywords/digital-skills","display_name":"digital skills","score":0.578000009059906},{"id":"https://openalex.org/keywords/mathematics-teachers","display_name":"mathematics teachers","score":0.5429999828338623},{"id":"https://openalex.org/keywords/capacity-building-programs","display_name":"capacity building programs","score":0.597000002861023}],"concepts":[{"id":"https://openalex.org/C100521375","wikidata":"https://www.wikidata.org/wiki/Q2015382","display_name":"Competence (human resources)","level":2,"score":0.6567999720573425},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.6011000275611877},{"id":"https://openalex.org/C2986587452","wikidata":"https://www.wikidata.org/wiki/Q938438","display_name":"Statistical analysis","level":2,"score":0.5443000197410583},{"id":"https://openalex.org/C199033989","wikidata":"https://www.wikidata.org/wiki/Q1318295","display_name":"Narrative","level":2,"score":0.5407999753952026},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.46389999985694885},{"id":"https://openalex.org/C2779318504","wikidata":"https://www.wikidata.org/wiki/Q1438035","display_name":"Research design","level":2,"score":0.376800000667572},{"id":"https://openalex.org/C2987757206","wikidata":"https://www.wikidata.org/wiki/Q494735","display_name":"Statistical software","level":2,"score":0.3634999990463257},{"id":"https://openalex.org/C19417346","wikidata":"https://www.wikidata.org/wiki/Q7922","display_name":"Pedagogy","level":1,"score":0.33059999346733093},{"id":"https://openalex.org/C134261354","wikidata":"https://www.wikidata.org/wiki/Q938438","display_name":"Statistical inference","level":2,"score":0.32820001244544983},{"id":"https://openalex.org/C39896193","wikidata":"https://www.wikidata.org/wiki/Q380344","display_name":"Descriptive statistics","level":2,"score":0.3181999921798706},{"id":"https://openalex.org/C120936955","wikidata":"https://www.wikidata.org/wiki/Q2155640","display_name":"Empirical research","level":2,"score":0.3149000108242035},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.3147999942302704},{"id":"https://openalex.org/C36727532","wikidata":"https://www.wikidata.org/wiki/Q861399","display_name":"Educational research","level":2,"score":0.31450000405311584},{"id":"https://openalex.org/C2777256151","wikidata":"https://www.wikidata.org/wiki/Q7897273","display_name":"Unpacking","level":2,"score":0.3084000051021576},{"id":"https://openalex.org/C65409693","wikidata":"https://www.wikidata.org/wiki/Q425265","display_name":"Statistical significance","level":2,"score":0.3075000047683716},{"id":"https://openalex.org/C87007009","wikidata":"https://www.wikidata.org/wiki/Q210832","display_name":"Statistical hypothesis testing","level":2,"score":0.30550000071525574},{"id":"https://openalex.org/C2986817661","wikidata":"https://www.wikidata.org/wiki/Q185698","display_name":"Research methodology","level":3,"score":0.2791999876499176},{"id":"https://openalex.org/C3018233652","wikidata":"https://www.wikidata.org/wiki/Q101965","display_name":"Experimental research","level":2,"score":0.27399998903274536},{"id":"https://openalex.org/C190248442","wikidata":"https://www.wikidata.org/wiki/Q839486","display_name":"Qualitative research","level":2,"score":0.2685999870300293},{"id":"https://openalex.org/C3018127295","wikidata":"https://www.wikidata.org/wiki/Q5246046","display_name":"Research article","level":2,"score":0.25940001010894775},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.25519999861717224},{"id":"https://openalex.org/C51067260","wikidata":"https://www.wikidata.org/wiki/Q828812","display_name":"Professional development","level":2,"score":0.2522999942302704}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.31893/multirev.2027127","doi":"https://doi.org/10.31893/multirev.2027127","is_oa":true,"landing_page_url":"https://doi.org/10.31893/multirev.2027127","pdf_url":null,"source":{"id":"https://openalex.org/S4210226397","display_name":"Multidisciplinary Reviews","issn_l":"2595-3982","issn":["2595-3982"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":["norway-1"],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Multidisciplinary Reviews","raw_type":"journal-article"},{"id":"pmh:oai:ojs2.malque.pub:article/17537","doi":null,"is_oa":true,"landing_page_url":"https://malque.pub/ojs/index.php/mr/article/view/17537","pdf_url":"https://malque.pub/ojs/index.php/mr/article/download/17537/7551","source":{"id":"https://openalex.org/S4210226397","display_name":"Multidisciplinary Reviews","issn_l":"2595-3982","issn":["2595-3982"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":["norway-1"],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2595-3982","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"doi:10.31893/multirev.2027127","doi":"https://doi.org/10.31893/multirev.2027127","is_oa":true,"landing_page_url":"https://doi.org/10.31893/multirev.2027127","pdf_url":null,"source":{"id":"https://openalex.org/S4210226397","display_name":"Multidisciplinary Reviews","issn_l":"2595-3982","issn":["2595-3982"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":["norway-1"],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Multidisciplinary Reviews","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Quality education","score":0.9901999831199646,"id":"https://metadata.un.org/sdg/4"}],"study_designs":[{"display_name":"Observational Study","id":"https://openalex.org/study-designs/observational-study"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7219794416.pdf","grobid_xml":"https://content.openalex.org/works/W7219794416.grobid-xml"},"referenced_works_count":18,"referenced_works":["https://openalex.org/W3169128119","https://openalex.org/W4285615877","https://openalex.org/W4307875338","https://openalex.org/W4313377364","https://openalex.org/W4318165480","https://openalex.org/W4323322850","https://openalex.org/W4383957202","https://openalex.org/W4385340930","https://openalex.org/W4389273727","https://openalex.org/W4400442871","https://openalex.org/W4404247015","https://openalex.org/W4410233816","https://openalex.org/W4410589170","https://openalex.org/W4414485534","https://openalex.org/W4415738529","https://openalex.org/W6893262822","https://openalex.org/W7118962797","https://openalex.org/W7130701091"],"related_works":["https://openalex.org/W7202036056","https://openalex.org/W4293473292","https://openalex.org/W7118962797","https://openalex.org/W3199622971","https://openalex.org/W4392286423","https://openalex.org/W7213617538","https://openalex.org/W2974361937","https://openalex.org/W7215452676","https://openalex.org/W7169667006","https://openalex.org/W2012505786"],"abstract_inverted_index":{"This":[0],"study":[1],"examined":[2],"the":[3,11,254],"research":[4,16,69,88,103,128,167,176,178,195,215,240,247,270],"preparedness":[5],"of":[6,183,268],"secondary":[7,34],"teachers":[8,35,75],"by":[9],"analyzing":[10],"interrelationships":[12],"among":[13],"statistical":[14,78,124,147,187,206,237],"competence,":[15,18,157,242],"writing":[17,89,129,170,196,216,241],"and":[19,53,55,60,98,123,135,165,181,214,249,265],"attitude":[20,101,228,248],"toward":[21,102,229],"research.":[22,230],"Using":[23],"a":[24,37,63,99,190],"mixed-methods":[25],"sequential":[26],"explanatory":[27],"design,":[28],"data":[29],"were":[30,43,224],"collected":[31],"from":[32],"221":[33],"in":[36,51,58,115,120,133,139,244],"suburban":[38],"city":[39],"division.":[40],"The":[41,231],"respondents":[42],"predominantly":[44],"female,":[45],"relatively":[46],"young,":[47],"early-career,":[48],"minimally":[49],"trained":[50],"statistics":[52,163],"research,":[54,61],"largely":[56],"non-specialists":[57],"mathematics":[59,160],"indicating":[62],"professional":[64],"context":[65],"that":[66,74,146,236,261],"may":[67],"constrain":[68],"engagement.":[70,250],"Descriptive":[71],"findings":[72,252],"showed":[73,189],"demonstrated":[76],"fair":[77],"competence":[79,90,112,130,148,171,188,197,207,217,238],"(x":[80,91,104],"\u0305":[81,92,105],"=":[82,85,93,96,106,109,199,209,219],"3.28,":[83],"SD":[84,95,108],"0.82),":[86],"high":[87],"3.66,":[94],"0.76),":[97],"positive":[100,192],"3.71,":[107],"0.73).":[110],"Statistical":[111],"was":[113,131,149,172],"stronger":[114,132],"foundational":[116],"tasks":[117],"but":[118],"weaker":[119],"advanced":[121],"analyses":[122],"software":[125],"use,":[126],"whereas":[127],"structured":[134],"narrative":[136],"sections":[137],"than":[138],"technical":[140],"components.":[141],"Correlational":[142],"analysis":[143],"further":[144],"revealed":[145],"significantly":[150,173],"associated":[151],"with":[152,194,227],"age,":[153],"teaching":[154,161,179],"experience,":[155],"digital":[156],"internet":[158],"satisfaction,":[159],"assignment,":[162,180],"training,":[164,177],"prior":[166],"experience.":[168],"Research":[169],"related":[174],"to":[175],"number":[182],"researches":[184],"conducted.":[185],"Moreover,":[186],"strong":[191],"correlation":[193],"(rs":[198,208,218],"0.718,":[200],"p":[201,211,221],"<":[202,212,222],".001),":[203],"while":[204],"both":[205],"0.556,":[210],".001)":[213,223],"0.659,":[220],"moderately":[225],"correlated":[226],"proposed":[232],"correlational":[233],"framework":[234],"suggests":[235],"strengthens":[239],"which":[243],"turn":[245],"reinforces":[246],"These":[251],"underscore":[253],"need":[255],"for":[256],"integrated,":[257],"practice-oriented":[258],"capacity-building":[259],"programs":[260],"address":[262],"technical,":[263],"writing,":[264],"motivational":[266],"dimensions":[267],"teacher":[269],"preparedness.":[271]},"counts_by_year":[],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2026-10-05T00:00:00"}
