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The SGP package provides classes, functions and data for calculating student growth percentiles and percentageile growth projections/trajectories using large scale, longitudinal education assessment data. Quantile regression is used to estimate the conditional density associated with each student’s achievement history, and the derived coefficient matrices are then used to calculate the growth percentiles which need to be achieved in order for the student to reach future achievement targets.
There are a few variations on how SGP analyses can be conducted. While the lower level functions studentGrowthPercentiles and studentGrowthProjections can be used to perform these analyses, it is often more efficient to use higher level wrapper functions (abcSGP and updateSGP) which take care of the preparation and storage of the LONG formatted data sgpData and the INSTRUCTOR-STUDENT lookup file sgpData_INSTRUCTOR_NUMBER, as well as all other steps associated with running SGP. These functions simplify the source code needed to run SGP analyses, and make them more robust for operational analyses where the same analyses will be performed repeatedly over time.
Deciding whether to format your data in the WIDE or the LONG format is generally driven by the types of analyses you are planning on conducting. For the simplest, one-off, analyses you are likely better off with the WIDE format, and using the lower level functions. However, if you plan on conducting SGP analyses operationally year after year then the LONG format is likely to provide numerous preprocessing and storage benefits which can significantly reduce the total analysis time and complexity of your code.
To make sure you have all the necessary files to conduct your SGP analyses, see the Prepare Data for SGP vignette. The vignette describes the process of preparing the sgpData_LONG, INSTRUCTOR_STUDENT and DEMO_SGP files needed to conduct an SGP analysis.
The sgpData_LONG and INSTRUCTOR_STUDENT files are stored in the SGP package’s default data directory, which is typically located at $HOME/R/SGP/data/sgpData_LONG/INSTRUCTOR_STUDENT/INSTRUCTOR_NUMBER/demo_sgp. The sgpData_INSTRUCTOR_NUMBER file is also stored in this directory, and the sgpData_INSTRUCTOR_NUMBER_DEMO_SGP file contains the data exemplar that is provided by SGP for demonstration purposes only.
If you have any questions or concerns about these SGP documentation documents please contact the SGP developers via the issue tracker on Github. The developers of SGP are dedicated to providing high quality support for this package, and they will try to answer your questions or address your concerns as quickly as possible. If they are unable to do so, then they will work with the appropriate stakeholders to resolve them. This process can take some time, so we ask that you be patient with us. SGP is an open source project, and your input is critical to its success. Thank you! We look forward to hearing from you.