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model to predict high school dropouts in a small, rural Florida school district

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Date Issued:
1997
Summary:
The purpose of this study was to provide a predictive model for profiling potential high school dropouts during the middle school years using data available to teachers, counselors, and administrators. The subjects for the study were 377 students (175 dropouts and 202 persisters) in grades 9 through 12 that attended the Okeechobee County Schools between the 1992-93 and 1995-96 school years. The null hypothesis stated that a model consisting of a subset of the 23-predictor variables would not discriminate between students who drop out of school and those who persist. Data were collected from archival sources within the school district and analyzed through discriminant analysis using an SPSS program. Cross validation was performed using a FORTRAN program developed by Morris and Meshbane (1995). Numerous models were identified that discriminated between dropouts and persisters; therefore, the null hypothesis was rejected. The model that had the highest hit rates contained the following variables: (a) age in the eighth grade, (b) suspensions in the eighth grade, (c) attendance in the seventh grade, (d) attendance in the eighth grade, (e) membership in a dropout prevention program, (f) free or reduced-price lunch status, (g) limited-English proficiency status, (h) retention status, and (i) athletic status. The variable that appeared most often in the models that had the highest hit rates for the dropout group was retention status. Other variables that appeared in models included the number of Ds and Fs in the seventh grade, the number of Ds and Fs in the eighth grade, and suspensions in the seventh grade. Variables that were not found to be as significant based on F-ratios included (a) gender, (b) membership in an exceptional education program, and (c) certain achievement test scores. A large amount of missing data relative to the achievement test scores may have contributed to the lack of significance. Hispanic students dropped out in disproportion to the representation in the sample. In addition, most of the dropouts in the sample were not in dropout prevention programs, and most of the dropouts that were in a dropout prevention program dropped out despite the intervention. A profile of the high school dropout based on this study includes: (1) being retained more often, (2) being overage, (3) receiving more Ds and Fs, having poorer attendance, and being suspended more often in the seventh and eighth grades, and (4) receiving a free or reduced-price lunch.
Title: A model to predict high school dropouts in a small, rural Florida school district.
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Name(s): Owens, Bill R.
Florida Atlantic University, Degree grantor
Gray, Mary B., Thesis advisor
Morris, John D., Thesis advisor
Type of Resource: text
Genre: Electronic Thesis Or Dissertation
Issuance: monographic
Date Issued: 1997
Publisher: Florida Atlantic University
Place of Publication: Boca Raton, Fla.
Physical Form: application/pdf
Extent: 117 p.
Language(s): English
Summary: The purpose of this study was to provide a predictive model for profiling potential high school dropouts during the middle school years using data available to teachers, counselors, and administrators. The subjects for the study were 377 students (175 dropouts and 202 persisters) in grades 9 through 12 that attended the Okeechobee County Schools between the 1992-93 and 1995-96 school years. The null hypothesis stated that a model consisting of a subset of the 23-predictor variables would not discriminate between students who drop out of school and those who persist. Data were collected from archival sources within the school district and analyzed through discriminant analysis using an SPSS program. Cross validation was performed using a FORTRAN program developed by Morris and Meshbane (1995). Numerous models were identified that discriminated between dropouts and persisters; therefore, the null hypothesis was rejected. The model that had the highest hit rates contained the following variables: (a) age in the eighth grade, (b) suspensions in the eighth grade, (c) attendance in the seventh grade, (d) attendance in the eighth grade, (e) membership in a dropout prevention program, (f) free or reduced-price lunch status, (g) limited-English proficiency status, (h) retention status, and (i) athletic status. The variable that appeared most often in the models that had the highest hit rates for the dropout group was retention status. Other variables that appeared in models included the number of Ds and Fs in the seventh grade, the number of Ds and Fs in the eighth grade, and suspensions in the seventh grade. Variables that were not found to be as significant based on F-ratios included (a) gender, (b) membership in an exceptional education program, and (c) certain achievement test scores. A large amount of missing data relative to the achievement test scores may have contributed to the lack of significance. Hispanic students dropped out in disproportion to the representation in the sample. In addition, most of the dropouts in the sample were not in dropout prevention programs, and most of the dropouts that were in a dropout prevention program dropped out despite the intervention. A profile of the high school dropout based on this study includes: (1) being retained more often, (2) being overage, (3) receiving more Ds and Fs, having poorer attendance, and being suspended more often in the seventh and eighth grades, and (4) receiving a free or reduced-price lunch.
Identifier: 9780591616873 (isbn), 12535 (digitool), FADT12535 (IID), fau:9426 (fedora)
Collection: FAU Electronic Theses and Dissertations Collection
Note(s): Thesis (Ed.D.)--Florida Atlantic University, 1997.
College of Education
Subject(s): High school dropouts--Florida--Okeechobee County
Dropout behavior, Prediction of
Held by: Florida Atlantic University Libraries
Persistent Link to This Record: http://purl.flvc.org/fcla/dt/12535
Sublocation: Digital Library
Use and Reproduction: Copyright © is held by the author with permission granted to Florida Atlantic University to digitize, archive and distribute this item for non-profit research and educational purposes. Any reuse of this item in excess of fair use or other copyright exemptions requires permission of the copyright holder.
Use and Reproduction: http://rightsstatements.org/vocab/InC/1.0/
Host Institution: FAU
Is Part of Series: Florida Atlantic University Digital Library Collections.