Potential Causal Relationship Between Depressive Symptoms and Academic Achievement in the Hawaiian High Schools Health Survey Using Contemporary Longitudinal Latent Variable Change Models
There is a relatively consistent negative relationship between adolescent depressive symptoms and educational achievement (e.g., grade point average [GPA]). However, the causal direction for this association is less certain due to the lack of longitudinal data with both indicators measured across at...
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description | There is a relatively consistent negative relationship between adolescent depressive symptoms and educational achievement (e.g., grade point average [GPA]). However, the causal direction for this association is less certain due to the lack of longitudinal data with both indicators measured across at least 2 time periods and due to the lack of application of more sophisticated contemporary statistical techniques. We present multivariate results from a large longitudinal cohort-sequential study of high school students (N = 7,317) with measures of self-reported depressive symptoms and self-reported GPAs across multiple time points (following McArdle, 2009, and McArdle, Johnson, Hishinuma, Miyamoto, & Andrade, 2001) using an ethnically diverse sample from Hawai'i. Contemporary statistical techniques included bivariate dynamic structural equation modeling (DSEM), multigroup ethnic and gender DSEMs, ordinal scale measurement of key outcomes, and imputation for incomplete longitudinal data. The findings suggest that depressive symptoms affect subsequent academic achievement and not the other way around, especially for Native Hawaiians compared with female non-Hawaiians. We further discuss the scientific, applied, and methodological-statistical implications of the results, including the need for further theorizing and research on mediating variables. We also discuss the need for increased prevention, early intervention, screening, identification, and treatment of depressive symptoms and disorders. Finally, we argue for utilization of more contemporary methodological-statistical techniques, especially when violating parametric test assumptions. |
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However, the causal direction for this association is less certain due to the lack of longitudinal data with both indicators measured across at least 2 time periods and due to the lack of application of more sophisticated contemporary statistical techniques. We present multivariate results from a large longitudinal cohort-sequential study of high school students (N = 7,317) with measures of self-reported depressive symptoms and self-reported GPAs across multiple time points (following McArdle, 2009, and McArdle, Johnson, Hishinuma, Miyamoto, & Andrade, 2001) using an ethnically diverse sample from Hawai'i. Contemporary statistical techniques included bivariate dynamic structural equation modeling (DSEM), multigroup ethnic and gender DSEMs, ordinal scale measurement of key outcomes, and imputation for incomplete longitudinal data. The findings suggest that depressive symptoms affect subsequent academic achievement and not the other way around, especially for Native Hawaiians compared with female non-Hawaiians. We further discuss the scientific, applied, and methodological-statistical implications of the results, including the need for further theorizing and research on mediating variables. We also discuss the need for increased prevention, early intervention, screening, identification, and treatment of depressive symptoms and disorders. Finally, we argue for utilization of more contemporary methodological-statistical techniques, especially when violating parametric test assumptions.</description><identifier>ISSN: 0012-1649</identifier><identifier>EISSN: 1939-0599</identifier><identifier>DOI: 10.1037/a0026978</identifier><identifier>PMID: 22268606</identifier><identifier>CODEN: DEVPA9</identifier><language>eng</language><publisher>Washington, DC: American Psychological Association</publisher><subject>Academic Achievement ; Adolescent ; Adolescents ; Adult and adolescent clinical studies ; Biological and medical sciences ; Causality ; Child ; Depression ; Depression - epidemiology ; Depression - etiology ; Depression - psychology ; Developmental psychology ; Early intervention programmes ; Educational psychology ; Educational Status ; Female ; Fundamental and applied biological sciences. Psychology ; Gender ; Grade Point Average ; Hawaii ; Hawaii - epidemiology ; Hawaii - ethnology ; Hawaii Natives ; Hawaiians ; Health Surveys ; High School Students ; High Schools ; Human ; Humans ; Identification ; Intervention ; Latent Variables ; Longitudinal Studies ; Major Depression ; Male ; Medical sciences ; Mental depression ; Models, Psychological ; Mood disorders ; Native Hawaiian or Other Pacific Islander ; Psychology. Psychoanalysis. Psychiatry ; Psychology. Psychophysiology ; Psychopathology. Psychiatry ; Pupil and student. 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However, the causal direction for this association is less certain due to the lack of longitudinal data with both indicators measured across at least 2 time periods and due to the lack of application of more sophisticated contemporary statistical techniques. We present multivariate results from a large longitudinal cohort-sequential study of high school students (N = 7,317) with measures of self-reported depressive symptoms and self-reported GPAs across multiple time points (following McArdle, 2009, and McArdle, Johnson, Hishinuma, Miyamoto, & Andrade, 2001) using an ethnically diverse sample from Hawai'i. Contemporary statistical techniques included bivariate dynamic structural equation modeling (DSEM), multigroup ethnic and gender DSEMs, ordinal scale measurement of key outcomes, and imputation for incomplete longitudinal data. The findings suggest that depressive symptoms affect subsequent academic achievement and not the other way around, especially for Native Hawaiians compared with female non-Hawaiians. We further discuss the scientific, applied, and methodological-statistical implications of the results, including the need for further theorizing and research on mediating variables. We also discuss the need for increased prevention, early intervention, screening, identification, and treatment of depressive symptoms and disorders. Finally, we argue for utilization of more contemporary methodological-statistical techniques, especially when violating parametric test assumptions.</description><subject>Academic Achievement</subject><subject>Adolescent</subject><subject>Adolescents</subject><subject>Adult and adolescent clinical studies</subject><subject>Biological and medical sciences</subject><subject>Causality</subject><subject>Child</subject><subject>Depression</subject><subject>Depression - epidemiology</subject><subject>Depression - etiology</subject><subject>Depression - psychology</subject><subject>Developmental psychology</subject><subject>Early intervention programmes</subject><subject>Educational psychology</subject><subject>Educational Status</subject><subject>Female</subject><subject>Fundamental and applied biological sciences. Psychology</subject><subject>Gender</subject><subject>Grade Point Average</subject><subject>Hawaii</subject><subject>Hawaii - epidemiology</subject><subject>Hawaii - ethnology</subject><subject>Hawaii Natives</subject><subject>Hawaiians</subject><subject>Health Surveys</subject><subject>High School Students</subject><subject>High Schools</subject><subject>Human</subject><subject>Humans</subject><subject>Identification</subject><subject>Intervention</subject><subject>Latent Variables</subject><subject>Longitudinal Studies</subject><subject>Major Depression</subject><subject>Male</subject><subject>Medical sciences</subject><subject>Mental depression</subject><subject>Models, Psychological</subject><subject>Mood disorders</subject><subject>Native Hawaiian or Other Pacific Islander</subject><subject>Psychology. Psychoanalysis. Psychiatry</subject><subject>Psychology. Psychophysiology</subject><subject>Psychopathology. Psychiatry</subject><subject>Pupil and student. Academic achievement and failure</subject><subject>Screening</subject><subject>Secondary school students</subject><subject>Secondary schools</subject><subject>Self Report</subject><subject>Sex Factors</subject><subject>Structural Equation Models</subject><subject>Symptoms</subject><issn>0012-1649</issn><issn>1939-0599</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2012</creationdate><recordtype>article</recordtype><sourceid>EIF</sourceid><sourceid>7QJ</sourceid><recordid>eNqFkt1uEzEQhVcIREtB4gmQBULigoB_dr32TaUSfoIUBKKUW2viTLKudu3F3k2VZ-PlcGjaAhLq1XjGn84cHU1RPGb0FaOifg2Ucqlrdac4ZFroCa20vlscUsr4hMlSHxQPUjrPbSl0db844JxLJak8LH5-CQP6wUFLpjCmXL5iC4MLPjWuJ29wuED05C32EVNyGySn264fQpcI-CU5sbDEztn8aBxusMtaxHkyNEhmcAHOgSczt27IqW1CaBOZIbRDbse4wS05S86vyTT4Abs-RIhbMg9-7YZx6Xw2M4edO_IdooNFi2TagF8j-RSW2KaHxb0VtAkf7etRcfb-3bfpbDL__OHj9GQ-AcnlMOFYc1ZaK5StyxpqwRe2FKBB1FLTSmCeIixWlVaCSYUcBNCFVUporlTO96g4vtTtx0WHS5sdRWhNH12XDZsAzvz9411j1mFjhBCalioLvNgLxPBjxDSYziWLbQsew5gMK5lirOKc3o4KWdayolzfjlIhVS1pzTP69B_0PIwxB5yMZrWqWOYy9Ox_0O7IRCkU4zdbbQwpRVxd58Dob85cHWNGn_yZ2zV4dX0ZeL4HIFloVxG8demGkzxvLHfcy0sOejB92lqIg7MtJjvGmDM3S9yYUpkqx8Nr8QtIX_dU</recordid><startdate>20120901</startdate><enddate>20120901</enddate><creator>Hishinuma, Earl S.</creator><creator>Chang, Janice Y.</creator><creator>McArdle, John J.</creator><creator>Hamagami, Fumiaki</creator><general>American Psychological Association</general><scope>IQODW</scope><scope>CGR</scope><scope>CUY</scope><scope>CVF</scope><scope>ECM</scope><scope>EIF</scope><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>7QJ</scope><scope>8BJ</scope><scope>FQK</scope><scope>JBE</scope><scope>K7.</scope><scope>7RZ</scope><scope>PSYQQ</scope><scope>7X8</scope><scope>5PM</scope></search><sort><creationdate>20120901</creationdate><title>Potential Causal Relationship Between Depressive Symptoms and Academic Achievement in the Hawaiian High Schools Health Survey Using Contemporary Longitudinal Latent Variable Change Models</title><author>Hishinuma, Earl S. ; Chang, Janice Y. ; McArdle, John J. ; Hamagami, Fumiaki</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-a626t-2e7214cc38c747a732bc43a9a3769053e747eabf5983168e2a3a0bc8839288103</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2012</creationdate><topic>Academic Achievement</topic><topic>Adolescent</topic><topic>Adolescents</topic><topic>Adult and adolescent clinical studies</topic><topic>Biological and medical sciences</topic><topic>Causality</topic><topic>Child</topic><topic>Depression</topic><topic>Depression - epidemiology</topic><topic>Depression - etiology</topic><topic>Depression - psychology</topic><topic>Developmental psychology</topic><topic>Early intervention programmes</topic><topic>Educational psychology</topic><topic>Educational Status</topic><topic>Female</topic><topic>Fundamental and applied biological sciences. Psychology</topic><topic>Gender</topic><topic>Grade Point Average</topic><topic>Hawaii</topic><topic>Hawaii - epidemiology</topic><topic>Hawaii - ethnology</topic><topic>Hawaii Natives</topic><topic>Hawaiians</topic><topic>Health Surveys</topic><topic>High School Students</topic><topic>High Schools</topic><topic>Human</topic><topic>Humans</topic><topic>Identification</topic><topic>Intervention</topic><topic>Latent Variables</topic><topic>Longitudinal Studies</topic><topic>Major Depression</topic><topic>Male</topic><topic>Medical sciences</topic><topic>Mental depression</topic><topic>Models, Psychological</topic><topic>Mood disorders</topic><topic>Native Hawaiian or Other Pacific Islander</topic><topic>Psychology. Psychoanalysis. Psychiatry</topic><topic>Psychology. Psychophysiology</topic><topic>Psychopathology. Psychiatry</topic><topic>Pupil and student. Academic achievement and failure</topic><topic>Screening</topic><topic>Secondary school students</topic><topic>Secondary schools</topic><topic>Self Report</topic><topic>Sex Factors</topic><topic>Structural Equation Models</topic><topic>Symptoms</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Hishinuma, Earl S.</creatorcontrib><creatorcontrib>Chang, Janice Y.</creatorcontrib><creatorcontrib>McArdle, John J.</creatorcontrib><creatorcontrib>Hamagami, Fumiaki</creatorcontrib><collection>Pascal-Francis</collection><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>Applied Social Sciences Index & Abstracts (ASSIA)</collection><collection>International Bibliography of the Social Sciences (IBSS)</collection><collection>International Bibliography of the Social Sciences</collection><collection>International Bibliography of the Social Sciences</collection><collection>ProQuest Criminal Justice (Alumni)</collection><collection>APA PsycArticles®</collection><collection>ProQuest One Psychology</collection><collection>MEDLINE - Academic</collection><collection>PubMed Central (Full Participant titles)</collection><jtitle>Developmental psychology</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Hishinuma, Earl S.</au><au>Chang, Janice Y.</au><au>McArdle, John J.</au><au>Hamagami, Fumiaki</au><au>Eccles, Jacquelynne</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Potential Causal Relationship Between Depressive Symptoms and Academic Achievement in the Hawaiian High Schools Health Survey Using Contemporary Longitudinal Latent Variable Change Models</atitle><jtitle>Developmental psychology</jtitle><addtitle>Dev Psychol</addtitle><date>2012-09-01</date><risdate>2012</risdate><volume>48</volume><issue>5</issue><spage>1327</spage><epage>1342</epage><pages>1327-1342</pages><issn>0012-1649</issn><eissn>1939-0599</eissn><coden>DEVPA9</coden><abstract>There is a relatively consistent negative relationship between adolescent depressive symptoms and educational achievement (e.g., grade point average [GPA]). However, the causal direction for this association is less certain due to the lack of longitudinal data with both indicators measured across at least 2 time periods and due to the lack of application of more sophisticated contemporary statistical techniques. We present multivariate results from a large longitudinal cohort-sequential study of high school students (N = 7,317) with measures of self-reported depressive symptoms and self-reported GPAs across multiple time points (following McArdle, 2009, and McArdle, Johnson, Hishinuma, Miyamoto, & Andrade, 2001) using an ethnically diverse sample from Hawai'i. Contemporary statistical techniques included bivariate dynamic structural equation modeling (DSEM), multigroup ethnic and gender DSEMs, ordinal scale measurement of key outcomes, and imputation for incomplete longitudinal data. The findings suggest that depressive symptoms affect subsequent academic achievement and not the other way around, especially for Native Hawaiians compared with female non-Hawaiians. We further discuss the scientific, applied, and methodological-statistical implications of the results, including the need for further theorizing and research on mediating variables. We also discuss the need for increased prevention, early intervention, screening, identification, and treatment of depressive symptoms and disorders. Finally, we argue for utilization of more contemporary methodological-statistical techniques, especially when violating parametric test assumptions.</abstract><cop>Washington, DC</cop><pub>American Psychological Association</pub><pmid>22268606</pmid><doi>10.1037/a0026978</doi><tpages>16</tpages><oa>free_for_read</oa></addata></record> |
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subjects | Academic Achievement Adolescent Adolescents Adult and adolescent clinical studies Biological and medical sciences Causality Child Depression Depression - epidemiology Depression - etiology Depression - psychology Developmental psychology Early intervention programmes Educational psychology Educational Status Female Fundamental and applied biological sciences. Psychology Gender Grade Point Average Hawaii Hawaii - epidemiology Hawaii - ethnology Hawaii Natives Hawaiians Health Surveys High School Students High Schools Human Humans Identification Intervention Latent Variables Longitudinal Studies Major Depression Male Medical sciences Mental depression Models, Psychological Mood disorders Native Hawaiian or Other Pacific Islander Psychology. Psychoanalysis. Psychiatry Psychology. Psychophysiology Psychopathology. Psychiatry Pupil and student. Academic achievement and failure Screening Secondary school students Secondary schools Self Report Sex Factors Structural Equation Models Symptoms |
title | Potential Causal Relationship Between Depressive Symptoms and Academic Achievement in the Hawaiian High Schools Health Survey Using Contemporary Longitudinal Latent Variable Change Models |
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