Package: DisImpact 0.0.22.9000

Vinh Nguyen

DisImpact: Calculates Disproportionate Impact When Binary Success Data are Disaggregated by Subgroups

Implements methods for calculating disproportionate impact: the percentage point gap, proportionality index, and the 80% index. California Community Colleges Chancellor's Office (2017). Percentage Point Gap Method. <https://www.cccco.edu/-/media/CCCCO-Website/About-Us/Divisions/Digital-Innovation-and-Infrastructure/Research/Files/PercentagePointGapMethod2017.ashx>. California Community Colleges Chancellor's Office (2014). Guidelines for Measuring Disproportionate Impact in Equity Plans. <https://www.cccco.edu/-/media/CCCCO-Website/Files/DII/guidelines-for-measuring-disproportionate-impact-in-equity-plans-tfa-ada.pdf>.

Authors:Vinh Nguyen [aut, cre]

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manual.pdf |manual.html✨
DESCRIPTION |NEWS
card.svg |card.png
DisImpact/json (API)

# Install 'DisImpact' in R:
install.packages('DisImpact', repos = c('https://vinhdizzo.r-universe.dev', 'https://cloud.r-project.org'))

Bug tracker:https://github.com/vinhdizzo/disimpact/issues

Datasets:

On CRAN:

Conda:

5.52 score 2 stars 1 packages 22 scripts 566 downloads 12 exports 28 dependencies

Last updated from:9d0cc5ccd7. Checks:9 OK. Indexed: yes.

TargetResultTimeFilesSyslog
linux-develOK232
source / vignettesOK225
linux-releaseOK221
macos-releaseOK186
macos-oldrelOK226
windows-develOK211
windows-releaseOK165
windows-oldrelOK226
wasm-releaseOK100

Exports:di_80_indexdi_calc_dtdi_calc_sqldi_iteratedi_iterate_dtdi_iterate_on_longdi_iterate_sqldi_ppgdi_ppg_iteratedi_prop_indexppg_moesurround_quote_if_needed

Dependencies:clicollapsecpp11data.tableDBIdplyrduckdbfstfstcoregenericsgluelifecyclemagrittrpillarpkgconfigpurrrR6Rcpprlangsetsstringistringrtibbletidyrtidyselectutf8vctrswithr

Scaling Disproportionate Impact (DI) Calculations for Interactive Visualizations
Introduction | Load DisImpact and toy data set | Execute di_iterate on a data set | Explore resulting summary data set | Visualization (emulating dashboard features) | What is the difference between group_vars and scenario_repeat_by_vars? | Understanding the default parameters in di_iterate, and overriding them | Passing a summarized data set to data and using weight_var | Suppress non-disaggregated results using include_non_disagg_results | PPG reference groups and other parameters | Proportionality index DI threshold | 80% index reference groups and DI threshold | Multiple PPG or DI parameter scenarios in results | FERPA block / suppression | Suppress / disable "Joining, by" messages | Exclude specific scenarios generated by the use of scenario_repeat_by_vars | Parallel execution | di_iterate_dt: efficient in-memory DI calculations using data.table | di_iterate_sql: DI calculations on a database table using the database's SQL engine, especially useful for larger-than-memory data | Appendix: R and R Package Versions

Last update: 2022-09-29
Started: 2020-08-10

Example: Multi-Ethnicity Categorization
Background on Multi-Ethnicity Categorization | Multi-Ethnicity Data Format | Multi-Ethnicity Example Data Set | Analysis of Multi-Ethnicity Data Using DisImpact | Visualizing in Dashboard Platform | Appendix: R and R Package Versions

Last update: 2022-06-07
Started: 2021-07-21

Disproportionate Impact (DI) Calculations on Long, Summarized Data Sets
Introduction | Load DisImpact and toy data set | Select relevant rows | Execute di_iterate_on_long on a data set | Second layer of disaggregation / Intersectionality | Custom Reference Groups | Additional Information | Appendix: R and R Package Versions

Last update: 2022-05-17
Started: 2022-02-18

DisImpact Tutorial
Introduction | Install Package | Load Packages | Load toy student equity data | Percentage point gap (PPG) method | Proportionality index method | 80% index method | When dealing with a non-success variable like drop-out or probation | Transformations on the fly | Calculate DI for many variables and groups | Appendix: R and R Package Versions

Last update: 2021-08-31
Started: 2018-05-21

Example: Intersectionality
Background on Intersectionality | Intersectionality Using DisImpact | Visualizing in Dashboard Platform | Appendix: R and R Package Versions

Last update: 2021-08-31
Started: 2021-07-22