{"id":"https://openalex.org/W7225416015","doi":"https://doi.org/10.35542/osf.io/97m5n","title":"How Strongly Correlated Are the Subtests in the 2026 Indonesian University Entrance Exam (UTBK-SNBT)? Crowdsourced Estimates and Implications for National Ranking | Seberapa Kuat Subtes UTBK-SNBT 2026 Saling Berkorelasi? Estimasi dari Data Crowdsourced dan Implikasinya bagi Estimasi Peringkat Nasional","display_name":"How Strongly Correlated Are the Subtests in the 2026 Indonesian University Entrance Exam (UTBK-SNBT)? Crowdsourced Estimates and Implications for National Ranking | Seberapa Kuat Subtes UTBK-SNBT 2026 Saling Berkorelasi? Estimasi dari Data Crowdsourced dan Implikasinya bagi Estimasi Peringkat Nasional","publication_year":2026,"publication_date":"2026-11-07","ids":{"openalex":"https://openalex.org/W7225416015","doi":"https://doi.org/10.35542/osf.io/97m5n"},"language":"en","primary_location":{"id":"doi:10.35542/osf.io/97m5n","doi":"https://doi.org/10.35542/osf.io/97m5n","is_oa":true,"landing_page_url":"https://doi.org/10.35542/osf.io/97m5n","pdf_url":null,"source":{"id":"https://openalex.org/S4306402530","display_name":"EdArXiv (OSF Preprints)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I2799848540","host_organization_name":"Center for Open Science","host_organization_lineage":["https://openalex.org/I2799848540"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"posted-content"},"volume":null,"type":"preprint","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.35542/osf.io/97m5n","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5119970444","display_name":"Galuh Saputra","orcid":"https://orcid.org/0009-0009-7845-8015","observed_orcids":["https://orcid.org/0009-0009-7845-8015"]},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Galuh Saputra","raw_affiliation_strings":[],"raw_orcid":"https://orcid.org/0009-0009-7845-8015","affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":["https://openalex.org/A5119970444"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10467","display_name":"Psychometric Methodologies and Testing","score":0.9473000168800354,"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/T10467","display_name":"Psychometric Methodologies and Testing","score":0.9473000168800354,"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/T11577","display_name":"Cognitive Abilities and Testing","score":0.00930000003427267,"subfield":{"id":"https://openalex.org/subfields/3205","display_name":"Experimental and Cognitive 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/T12884","display_name":"Educational Assessment and Pedagogy","score":0.008200000040233135,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/college-entrance-examination","display_name":"college entrance examination","score":0.7710000276565552},{"id":"https://openalex.org/keywords/restriction-of-range","display_name":"restriction of range","score":0.7310000061988831},{"id":"https://openalex.org/keywords/selection-bias","display_name":"selection bias","score":0.6200000047683716},{"id":"https://openalex.org/keywords/confirmatory-factor-analysis","display_name":"confirmatory factor analysis","score":0.7910000085830688}],"concepts":[{"id":"https://openalex.org/C2776157432","wikidata":"https://www.wikidata.org/wiki/Q1375683","display_name":"Normality","level":2,"score":0.6790000200271606},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.6358000040054321},{"id":"https://openalex.org/C189430467","wikidata":"https://www.wikidata.org/wiki/Q7293293","display_name":"Ranking (information retrieval)","level":2,"score":0.5741999745368958},{"id":"https://openalex.org/C117220453","wikidata":"https://www.wikidata.org/wiki/Q5172842","display_name":"Correlation","level":2,"score":0.49549999833106995},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.49140000343322754},{"id":"https://openalex.org/C94353045","wikidata":"https://www.wikidata.org/wiki/Q13200112","display_name":"Percentile rank","level":3,"score":0.48809999227523804},{"id":"https://openalex.org/C85031952","wikidata":"https://www.wikidata.org/wiki/Q3026029","display_name":"Normality test","level":3,"score":0.46299999952316284},{"id":"https://openalex.org/C3020552257","wikidata":"https://www.wikidata.org/wiki/Q6509135","display_name":"League table","level":2,"score":0.426800012588501},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.41679999232292175},{"id":"https://openalex.org/C149782125","wikidata":"https://www.wikidata.org/wiki/Q160039","display_name":"Econometrics","level":1,"score":0.4124000072479248},{"id":"https://openalex.org/C40722632","wikidata":"https://www.wikidata.org/wiki/Q5160137","display_name":"Confirmatory factor analysis","level":3,"score":0.4074000120162964},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.37310001254081726},{"id":"https://openalex.org/C122048520","wikidata":"https://www.wikidata.org/wiki/Q2913954","display_name":"Percentile","level":2,"score":0.3603000044822693},{"id":"https://openalex.org/C39896193","wikidata":"https://www.wikidata.org/wiki/Q380344","display_name":"Descriptive statistics","level":2,"score":0.31949999928474426},{"id":"https://openalex.org/C110121322","wikidata":"https://www.wikidata.org/wiki/Q865811","display_name":"Distribution (mathematics)","level":2,"score":0.30970001220703125},{"id":"https://openalex.org/C2777267654","wikidata":"https://www.wikidata.org/wiki/Q3519023","display_name":"Test (biology)","level":2,"score":0.29660001397132874},{"id":"https://openalex.org/C2779207338","wikidata":"https://www.wikidata.org/wiki/Q9240","display_name":"Indonesian","level":2,"score":0.2773999869823456},{"id":"https://openalex.org/C173633133","wikidata":"https://www.wikidata.org/wiki/Q2110223","display_name":"Raw score","level":3,"score":0.27399998903274536},{"id":"https://openalex.org/C7733816","wikidata":"https://www.wikidata.org/wiki/Q7226213","display_name":"Polychoric correlation","level":3,"score":0.27250000834465027},{"id":"https://openalex.org/C18747219","wikidata":"https://www.wikidata.org/wiki/Q620994","display_name":"Standard error","level":2,"score":0.27129998803138733},{"id":"https://openalex.org/C58489278","wikidata":"https://www.wikidata.org/wiki/Q1172284","display_name":"Data set","level":2,"score":0.27090001106262207},{"id":"https://openalex.org/C40423286","wikidata":"https://www.wikidata.org/wiki/Q284172","display_name":"Selection bias","level":2,"score":0.26429998874664307},{"id":"https://openalex.org/C55078378","wikidata":"https://www.wikidata.org/wiki/Q1136628","display_name":"Pearson product-moment correlation coefficient","level":2,"score":0.2615000009536743},{"id":"https://openalex.org/C43214815","wikidata":"https://www.wikidata.org/wiki/Q7310987","display_name":"Reliability (semiconductor)","level":3,"score":0.2583000063896179}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.35542/osf.io/97m5n","doi":"https://doi.org/10.35542/osf.io/97m5n","is_oa":true,"landing_page_url":"https://doi.org/10.35542/osf.io/97m5n","pdf_url":null,"source":{"id":"https://openalex.org/S4306402530","display_name":"EdArXiv (OSF Preprints)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I2799848540","host_organization_name":"Center for Open Science","host_organization_lineage":["https://openalex.org/I2799848540"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"posted-content"},{"id":"pmh:oai:share.osf.io:e8f1e0d1-4c57-4ed0-8675-572bd20bb426","doi":null,"is_oa":true,"landing_page_url":"https://osf.io/97m5n","pdf_url":null,"source":{"id":"https://openalex.org/S4306402530","display_name":"EdArXiv (OSF Preprints)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I2799848540","host_organization_name":"Center for Open Science","host_organization_lineage":["https://openalex.org/I2799848540"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"doi:10.35542/osf.io/97m5n","doi":"https://doi.org/10.35542/osf.io/97m5n","is_oa":true,"landing_page_url":"https://doi.org/10.35542/osf.io/97m5n","pdf_url":null,"source":{"id":"https://openalex.org/S4306402530","display_name":"EdArXiv (OSF Preprints)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I2799848540","host_organization_name":"Center for Open Science","host_organization_lineage":["https://openalex.org/I2799848540"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"posted-content"},"sustainable_development_goals":[{"display_name":"Quality education","score":0.4156000018119812,"id":"https://metadata.un.org/sdg/4"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W7224974391","https://openalex.org/W2059687873","https://openalex.org/W7221458371","https://openalex.org/W2592185398","https://openalex.org/W4226068410","https://openalex.org/W2359454821","https://openalex.org/W2906476856","https://openalex.org/W3015672114","https://openalex.org/W2053407000","https://openalex.org/W3084632072"],"abstract_inverted_index":{"The":[0,81,174],"inter-subtest":[1],"correlation":[2,43,86,136],"matrix":[3],"of":[4,49,67,95,116,137,163],"the":[5,17,32,42,46,50,65,75,155,192,199,235,257],"2026":[6,51],"Indonesian":[7],"university":[8],"entrance":[9],"examination":[10],"(UTBK-SNBT)":[11],"is":[12,90,152,254],"not":[13],"publicly":[14],"available,":[15],"and":[16,74,172,188,212],"subtest-level":[18],"descriptive":[19],"statistics":[20],"in":[21,71,198,256],"circulation":[22],"derive":[23],"from":[24,57,180],"an":[25,127],"unofficial,":[26],"unverified":[27],"internal":[28],"table":[29],"attributed":[30],"to":[31,40,154,169],"national":[33,78,104,157,175],"admissions":[34],"board":[35],"(SNPMB).":[36],"This":[37,150],"study":[38],"aims":[39],"estimate":[41,151],"structure":[44],"across":[45],"eight":[47],"subtests":[48],"UTBK-SNBT":[52],"using":[53],"crowdsourced":[54],"score":[55,176],"data":[56],"platform":[58],"X":[59],"(N":[60],"=":[61,226,232],"1,886),":[62],"whilst":[63],"identifying":[64],"characteristics":[66],"methodological":[68],"bias":[69,109,240],"inherent":[70],"this":[72],"approach":[73],"implications":[76],"for":[77,92,147],"ranking":[79],"estimation.":[80],"observed":[82],"raw":[83],"off-diagonal":[84],"mean":[85],"was":[87],"0.300,":[88],"which":[89],"moderate-to-low":[91],"a":[93,107,133,184,208,217],"set":[94],"interrelated":[96],"cognitive":[97],"ability":[98],"tests.":[99],"Comparison":[100],"with":[101,114,183],"these":[102],"unofficial":[103,156],"parameters":[105],"indicates":[106],"selection":[108],"towards":[110],"higher":[111],"scores,":[112],"consistent":[113],"restriction":[115],"range.":[117],"A":[118,202],"Thorndike":[119],"Case":[120],"III":[121],"adjustment":[122],"via":[123],"fixed-point":[124],"iteration":[125],"within":[126],"open-source":[128],"R":[129],"computational":[130],"pipeline":[131],"yielded":[132],"corrected":[134],"population":[135],"R-bar":[138,148,168],"\u2248":[139,142],"0.425":[140],"(S_Z":[141],"67.72;":[143],"95%":[144],"bootstrap":[145],"interval":[146],"[0.407,0.442]).":[149],"sensitive":[153],"standard":[158],"deviations,":[159],"as":[160],"changing":[161],"all":[162],"them":[164],"by":[165],"\u00b110%":[166],"shifts":[167],"between":[170],"0.300":[171],"0.519.":[173],"distribution":[177,200],"also":[178],"departs":[179],"normality":[181,193],"(right-skewed":[182],"truncated":[185],"left":[186],"tail),":[187],"simulation":[189],"shows":[190],"that":[191,207,238],"assumption":[194],"mainly":[195],"alters":[196],"percentiles":[197],"tails.":[201],"confirmatory":[203],"factor":[204],"analysis":[205],"showed":[206],"two-factor":[209],"model":[210,220],"(Literacy":[211],"Numeracy)":[213],"fit":[214],"better":[215],"than":[216],"single":[218],"general-factor":[219],"(CFI":[221],"0.967":[222],"versus":[223],"0.932;":[224],"\u0394\u03c7\u00b2":[225],"91.55,":[227],"p":[228],"<":[229],"0.001;":[230],"\u03c6":[231],"0.813).":[233],"Furthermore,":[234],"results":[236],"indicate":[237],"platform-audience":[239],"cannot":[241],"be":[242],"resolved":[243],"solely":[244],"through":[245],"more":[246],"inclusive":[247],"data-collection":[248],"framing.Note:":[249],"An":[250],"Indonesian-language":[251],"abstract":[252],"(Abstrak)":[253],"included":[255],"preprint":[258],"file.":[259]},"counts_by_year":[],"updated_date":"2026-11-10T11:39:43.021295","created_date":"2026-11-07T00:00:00"}
