{"id":"https://openalex.org/W2113265482","doi":"https://doi.org/10.1177/0013161x08321506","title":"Structural Equation Modeling for High School Principals' Data-Driven Decision Making: An Analysis of Information Use Environments","display_name":"Structural Equation Modeling for High School Principals' Data-Driven Decision Making: An Analysis of Information Use Environments","publication_year":2008,"publication_date":"2008-11-19","ids":{"openalex":"https://openalex.org/W2113265482","doi":"https://doi.org/10.1177/0013161x08321506","mag":"2113265482"},"language":"en","primary_location":{"id":"doi:10.1177/0013161x08321506","doi":"https://doi.org/10.1177/0013161x08321506","is_oa":false,"landing_page_url":"https://doi.org/10.1177/0013161x08321506","pdf_url":null,"source":{"id":"https://openalex.org/S124394548","display_name":"Educational Administration Quarterly","issn_l":"0013-161X","issn":["0013-161X","1552-3519"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","erih-plus","jufo-3","ki-jl-1","norway-2","poland-140","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320017","host_organization_name":"SAGE Publishing","host_organization_lineage":["https://openalex.org/P4310320017"],"host_organization_lineage_names":["SAGE Publishing"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Educational Administration Quarterly","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/A5040034409","display_name":"Mingchu Neal Luo","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I93131583","display_name":"Emporia State University","ror":"https://ror.org/04e6r1478","country_code":"US","type":"education","lineage":["https://openalex.org/I93131583"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Mingchu Luo","raw_affiliation_strings":["Emporia State University, Kansas,"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Emporia State University, Kansas,","institution_ids":["https://openalex.org/I93131583"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5040034409"],"corresponding_institution_ids":["https://openalex.org/I93131583"],"apc_list":{"value":3900,"currency":"USD","value_usd":3900},"apc_paid":null,"fwci":4.5133,"has_fulltext":false,"cited_by_count":61,"citation_normalized_percentile":{"value":0.94785539,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":88,"max":99},"biblio":{"volume":"44","issue":"5","first_page":"603","last_page":"634"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13405","display_name":"Educational Assessment and Improvement","score":0.9810000061988831,"subfield":{"id":"https://openalex.org/subfields/1802","display_name":"Information Systems and Management"},"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/T13405","display_name":"Educational Assessment and Improvement","score":0.9810000061988831,"subfield":{"id":"https://openalex.org/subfields/1802","display_name":"Information Systems and Management"},"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/T13884","display_name":"Educational Leadership and Practices","score":0.015699999406933784,"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/T12952","display_name":"School Leadership and Teacher Performance","score":0.0012000000569969416,"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/data-driven-decision-making","display_name":"data-driven decision making","score":1.0},{"id":"https://openalex.org/keywords/high-school-principals","display_name":"high school principals","score":0.8349999785423279},{"id":"https://openalex.org/keywords/school-leadership","display_name":"school leadership","score":0.890999972820282},{"id":"https://openalex.org/keywords/data-quality","display_name":"data quality","score":0.42899999022483826},{"id":"https://openalex.org/keywords/data-analysis-skills","display_name":"data analysis skills","score":0.9919999837875366},{"id":"https://openalex.org/keywords/school-accountability","display_name":"school accountability","score":0.6660000085830688},{"id":"https://openalex.org/keywords/instructional-leadership","display_name":"instructional leadership","score":0.8069999814033508},{"id":"https://openalex.org/keywords/organizational-leadership","display_name":"organizational leadership","score":0.7070000171661377},{"id":"https://openalex.org/keywords/collaborative-partnerships","display_name":"collaborative partnerships","score":0.7979999780654907},{"id":"https://openalex.org/keywords/school-vision","display_name":"school vision","score":0.8379999995231628},{"id":"https://openalex.org/keywords/data-accessibility","display_name":"data accessibility","score":0.6520000100135803}],"concepts":[{"id":"https://openalex.org/C2776007630","wikidata":"https://www.wikidata.org/wiki/Q2798912","display_name":"Accountability","level":2,"score":0.5968244671821594},{"id":"https://openalex.org/C71104824","wikidata":"https://www.wikidata.org/wiki/Q1476639","display_name":"Structural equation modeling","level":2,"score":0.5908442139625549},{"id":"https://openalex.org/C111366508","wikidata":"https://www.wikidata.org/wiki/Q5341291","display_name":"Educational leadership","level":2,"score":0.5500791668891907},{"id":"https://openalex.org/C133462117","wikidata":"https://www.wikidata.org/wiki/Q4929239","display_name":"Data collection","level":2,"score":0.4986302852630615},{"id":"https://openalex.org/C9114305","wikidata":"https://www.wikidata.org/wiki/Q1428317","display_name":"Situational ethics","level":2,"score":0.49741652607917786},{"id":"https://openalex.org/C2778456998","wikidata":"https://www.wikidata.org/wiki/Q25339345","display_name":"Instructional leadership","level":3,"score":0.47137343883514404},{"id":"https://openalex.org/C198477413","wikidata":"https://www.wikidata.org/wiki/Q7647069","display_name":"Survey data collection","level":2,"score":0.45448705554008484},{"id":"https://openalex.org/C87156501","wikidata":"https://www.wikidata.org/wiki/Q7268708","display_name":"Qualitative property","level":2,"score":0.4511399567127228},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.4476644992828369},{"id":"https://openalex.org/C38775462","wikidata":"https://www.wikidata.org/wiki/Q1569376","display_name":"Transformational leadership","level":2,"score":0.4245578348636627},{"id":"https://openalex.org/C39549134","wikidata":"https://www.wikidata.org/wiki/Q133080","display_name":"Public relations","level":1,"score":0.3779071867465973},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.36284419894218445},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.27840083837509155},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.26346948742866516},{"id":"https://openalex.org/C19417346","wikidata":"https://www.wikidata.org/wiki/Q7922","display_name":"Pedagogy","level":1,"score":0.256160706281662},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.23169195652008057},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.18319416046142578},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C36289849","wikidata":"https://www.wikidata.org/wiki/Q34749","display_name":"Social science","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","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":1,"locations":[{"id":"doi:10.1177/0013161x08321506","doi":"https://doi.org/10.1177/0013161x08321506","is_oa":false,"landing_page_url":"https://doi.org/10.1177/0013161x08321506","pdf_url":null,"source":{"id":"https://openalex.org/S124394548","display_name":"Educational Administration Quarterly","issn_l":"0013-161X","issn":["0013-161X","1552-3519"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","erih-plus","jufo-3","ki-jl-1","norway-2","poland-140","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320017","host_organization_name":"SAGE Publishing","host_organization_lineage":["https://openalex.org/P4310320017"],"host_organization_lineage_names":["SAGE Publishing"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Educational Administration Quarterly","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Quality education","id":"https://metadata.un.org/sdg/4","score":0.8278999924659729}],"sustainable_development_goals_aurora":[{"display_name":"Partnerships for the goals","id":"https://metadata.un.org/sdg/17","score":0.47999998927116394}],"study_designs":[{"display_name":"Observational Study","id":"https://openalex.org/study-designs/observational-study"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":74,"referenced_works":["https://openalex.org/W16052828","https://openalex.org/W32612943","https://openalex.org/W38264947","https://openalex.org/W47711912","https://openalex.org/W84778117","https://openalex.org/W156073612","https://openalex.org/W178087094","https://openalex.org/W180868554","https://openalex.org/W206261309","https://openalex.org/W217932406","https://openalex.org/W219585235","https://openalex.org/W245263944","https://openalex.org/W249729134","https://openalex.org/W330514911","https://openalex.org/W332516480","https://openalex.org/W363365272","https://openalex.org/W569893971","https://openalex.org/W603934942","https://openalex.org/W1490835712","https://openalex.org/W1491906812","https://openalex.org/W1493630773","https://openalex.org/W1505149566","https://openalex.org/W1509312553","https://openalex.org/W1513074784","https://openalex.org/W1514181540","https://openalex.org/W1523612016","https://openalex.org/W1526382394","https://openalex.org/W1536993829","https://openalex.org/W1556057683","https://openalex.org/W1561082337","https://openalex.org/W1567491469","https://openalex.org/W1587916184","https://openalex.org/W1602431397","https://openalex.org/W1665332082","https://openalex.org/W1826195494","https://openalex.org/W1971410477","https://openalex.org/W1977152050","https://openalex.org/W1997131176","https://openalex.org/W2004272075","https://openalex.org/W2017627093","https://openalex.org/W2024650319","https://openalex.org/W2027437581","https://openalex.org/W2033640589","https://openalex.org/W2060460867","https://openalex.org/W2061214267","https://openalex.org/W2066524969","https://openalex.org/W2071666535","https://openalex.org/W2076098167","https://openalex.org/W2080503833","https://openalex.org/W2093705991","https://openalex.org/W2095904136","https://openalex.org/W2106117405","https://openalex.org/W2118338381","https://openalex.org/W2118639955","https://openalex.org/W2143891888","https://openalex.org/W2172491865","https://openalex.org/W2183134939","https://openalex.org/W2186104881","https://openalex.org/W2316964395","https://openalex.org/W2325488144","https://openalex.org/W2580389126","https://openalex.org/W2784415357","https://openalex.org/W2795596299","https://openalex.org/W2798771552","https://openalex.org/W2802988859","https://openalex.org/W2935771478","https://openalex.org/W3046509492","https://openalex.org/W3133236490","https://openalex.org/W4230437022","https://openalex.org/W4236701513","https://openalex.org/W4238870004","https://openalex.org/W4285719527","https://openalex.org/W4299515571","https://openalex.org/W6749733277"],"related_works":["https://openalex.org/W2261199863","https://openalex.org/W2530980392","https://openalex.org/W3112497052","https://openalex.org/W7037842242","https://openalex.org/W1533039023","https://openalex.org/W4402416103","https://openalex.org/W2159999189","https://openalex.org/W2241555177","https://openalex.org/W2970992549","https://openalex.org/W4400259916"],"abstract_inverted_index":{"Background:":[0],"Accountability":[1],"demands":[2],"are":[3],"increasingly":[4],"pushing":[5],"school":[6,29,67,130,184,205],"leaders":[7],"to":[8,92,99,158,192],"explore":[9],"more":[10,14,116,194],"data":[11,115,139,151,154,163,176,190,198,211],"and":[12,31,38,47,84,90,120,132,153,171,187,207,230,238],"do":[13],"sophisticated":[15],"analyses.":[16],"Data-driven":[17],"decision":[18],"making":[19],"(DDDM)":[20],"has":[21],"become":[22],"an":[23],"emerging":[24,243],"field":[25],"of":[26,35,57,129,150,189,204,245],"practice":[27],"for":[28,241],"leadership":[30,110,123,127,143,202],"a":[32,70],"central":[33],"focus":[34],"education":[36],"policy":[37],"practice.":[39],"Purpose:":[40],"This":[41,217],"study":[42,218],"examined":[43],"principals'":[44,105],"DDDM":[45,52,106,226],"practices":[46,107],"identified":[48],"the":[49,54,126,201,220,242],"factors":[50,102,137,146,181],"influencing":[51],"using":[53],"theoretical":[55,239],"frame":[56],"information":[58,224],"use":[59,140,164,199],"environments.":[60],"Participants:":[61],"Participants":[62],"were":[63,88,177,212],"183":[64],"public":[65],"high":[66],"principals":[68],"in":[69,108,118,125,141,165,169,174,200],"Midwestern":[71],"state.":[72],"Research":[73],"Design:":[74],"The":[75],"research":[76],"design":[77],"was":[78,97],"cross-sectional":[79],"survey":[80],"research.":[81],"Data":[82],"Collection":[83],"Analysis:":[85],"Survey":[86],"instruments":[87],"developed":[89],"administered":[91],"principals.":[93],"Structural":[94],"equation":[95],"modeling":[96],"conducted":[98],"determine":[100],"what":[101],"significantly":[103],"affect":[104],"different":[109,142],"dimensions.":[111,144],"Findings:":[112],"Principals":[113],"used":[114,178,213],"frequently":[117],"instructional":[119],"organization":[121],"operational":[122],"than":[124],"dimensions":[128,203],"vision":[131,206],"collaborative":[133,208],"partnerships.":[134],"Different":[135],"contextual":[136],"affected":[138],"Human-related":[145],"such":[147,182],"as":[148,183,223],"perceptions":[149],"quality":[152],"analysis":[155],"skills":[156],"seemed":[157],"have":[159,193],"direct":[160,195],"effects":[161],"on":[162,197],"addressing":[166],"administrative":[167],"problems":[168],"instruction":[170],"organizational":[172],"operation,":[173],"which":[175],"frequently.":[179],"Organization-related":[180],"district":[185],"requirement":[186],"accessibility":[188],"tended":[191],"influence":[196],"partnerships,":[209],"where":[210],"less":[214],"often.":[215],"Conclusions:":[216],"supports":[219],"proposition":[221],"that":[222],"behavior,":[225],"is":[227],"situational,":[228],"multidimensional,":[229],"dynamic.":[231],"Results":[232],"provide":[233],"insights":[234],"into":[235],"practice,":[236],"research,":[237],"foundation":[240],"topic":[244],"DDDM.":[246]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":4},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":4},{"year":2019,"cited_by_count":5},{"year":2018,"cited_by_count":3},{"year":2017,"cited_by_count":4},{"year":2016,"cited_by_count":7},{"year":2015,"cited_by_count":6},{"year":2014,"cited_by_count":5},{"year":2013,"cited_by_count":1},{"year":2012,"cited_by_count":6}],"updated_date":"2026-10-14T16:39:01.820549","created_date":"2016-06-24T00:00:00"}