European Journal Of Dental Education · 2010 · 10 citations · 22 references
EducationDemographyCensus AnalysisEducational Data MiningMarket SegmentationClustered Data AnalysisDemographic SegmentationPopulation SegmentationSegmentation AnalysisStudent Demographics AnalysisStudent SegmentationCluster AnalysisCluster Analysis For SegmentationClustering AnalysisDisadvantaged StudentsLearner SegmentationSegmentationStudent Demographic ProfilingUndergraduate Enrollment Patterns
The recognition of the student profile provides strategic information for planning educational policies in the university environment. The aims of this study were to identify natural segmentation of freshman undergraduate dental students based on demographic, socioeconomic and educational variables, and to subsequently investigate their impact on academic performance of Brazilian undergraduate students. Cluster analysis (two-step algorithm) was used to segment students who entered dental school in the time period from 1999 to 2001 (n=158) into groups based on responses to a questionnaire completed by students at the time of the admission examination. Clustering analysis revealed three natural groups. Age, the parents' level of education, and performance on the first admission test were the most important variables for cluster segmentation. Cluster 1 (n=42; 26.6%) was characterized by female students with higher socioeconomic status and better previous educational indicators. Cluster 2 (n=62; 39.2%) represented disadvantaged socioeconomic profiles, with a predominance of females and older students. Cluster 3 (n=54; 34.2%) showed similar socioeconomic characteristics to cluster 1, except for male prevalence, higher age, and experiencing difficulty in the admission test. Clusters' academic performance was satisfactory in both overall course and course groups (grade point average of at least 7.0), with average ranging from 7.89 (SD=0.44) to 8.13 (SD=0.31) and 7.37 (SD=0.75) to 8.31(SD=0.26), respectively. Our findings provide encouraging evidence for the current context of equality of access to education and reveal the importance of financial support to maximize successful educational experiences of socioeconomically disadvantaged dental students.
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Physician Race and Care of Minority and Medically Indigent Patients
Ernest Moy · JAMA · 1995 · 444 citations
Characteristics of first-year students in Canadian medical schools.
Irfan A. Dhalla, Jeff Kwong, David L. Streiner et al. · PubMed · 2002 · 158 citations · Full text