SGP data

Student Growth Profile (SGP) scores measure student progress over time by comparing them with academic peers who started with similar test scores at the start of assessment process. Comparisons may be affected by factors like teacher/school characteristics and cohort design; students in the same classroom with one instructor might show different levels of growth; baseline-referenced SGPs can also lead to spurious correlations, so using SGP analysis function sgptData_LONG offers another approach for aggregating student-level data.

The sgpData_LONG data set is an anonymized panel data set consisting of five years’ of vertically scaled assessment data from 2013-16. It serves as an exemplar to illustrate how studentGrowthPercentiles and studentGrowthProjections functions process such data, provided in WIDE files with ID providing unique student identifiers; five columns following that (SS_2013-14-15-16), respectively containing assessment scores for those 5-year windows; then finally there are SCALE_SCORE, YEAR and GRADE which provide demographic/student categorization variables needed by the sgptData functions to produce student aggregates.

sgptData_LONG also contains data regarding the number of students scoring at each level on an assessment for every window, providing useful insights into district and school performance as well as scoring consistency across grades. Furthermore, this data can also be utilized to compare groupings such as race/ethnicity, gender or disability status to each other.

SGP analysis with LONG files such as sgpData is straightforward and the SGP Data Analysis Vignette offers more details. SGP analyzes support seven LONG-format data sets; two of which, sgptData_LONG and sgpData_LONG can be used together to generate Student Growth Plots or conduct student growth projections, while five additional sets will allow you to run student growth and achievement projections at individual student level.

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