LabKey Server offers a wide range of options for performing quality control checks and cleanup on your data. Depending on the type of data structure you use, different options are available.

	Lists	Study Datasets	Assay Designs	Sample Type	Data Class
Type Checks	yes	yes	yes	yes	yes
Text Choice Dropdowns for Data Entry	yes	yes	yes	yes	yes
Regular Expression Validators	yes	yes	yes	yes	yes
Range Validators	yes	yes	yes	yes	yes
Missing Value Indicators	yes	yes	yes	yes	yes
Out of Range Value Indicators		yes	yes
Row-level Data Audit	yes	yes	yes	yes	yes
Validate Lookups on Import	yes	yes	yes	yes	yes
Trigger Scripts	yes	yes	yes	yes	yes
QC Trend Reports	yes	yes	some
Dataset QC States: User Guide		yes
Dataset QC States: Admin Guide		yes
Validate Metadata Entry			yes
Improve Data Entry Consistency & Accuracy			yes
Programmatically Transform Data on Import			yes
Assay QC States: User Guide			yes (General Assays)
Assay QC States: Admin Guide			yes (General Assays)

Related Topics

• Field Types and Properties

Other Options

Additional quality control options are available for specific use cases.

• Panorama QC Plots
• ELISpot: Handle "Too Numerous To Count" Values

Luminex

• Exclude Analytes for QC
• QC Reports and Flags
• Use Guide Sets for QC
• Compare Standard Curves Across Runs
• Track Analyte Quality over Time
• Track Single-Point Controls in Levey-Jennings Plots
• Assay Feature Matrix