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Using ARDs: Options

An Analysis Results Dataset (ARD) has multiple uses. Consisting of machine-readable results (as opposed to static RTF or PDF results), examples of ARD use cases are:

  • QC datasets
  • re-using results for different outputs, e.g. figures or tables
  • re-using results for various reporting events
  • creating final TFLs

(The Concepts and conventions vignette discusses why an ARD makes these use cases easier.)

For rendering, each ARD row already carries a display-ready result: the disp column holds the raw statistic (res) formatted according to the ARS resultPattern for its operation (e.g. (N=86), 75.2, ( 12.5)), so values can be placed directly into an RTF/PDF table without re-deriving decimal places or percentage scaling. See the ARD script structure vignette for how these columns are built.

Downstream R packages for table creation

Two reputable R packages, part of the pharmaverse have an ARD-first approach to creating tables:

Below are presentations delivered at posit::conf 2025 on these packages: