A crucial success factor of any enterprise education data system is the adoption of comprehensive metadata standards—and compliance with them. Using DataSpecs, ESP will work with your education agency to standardize data elements, indicators, naming conventions, definitions, codes, and formats for improved data quality and increased reliance on collected data.

For more information, click on the solution summary sheet below.
DataSpecs™ Solution Summary Sheet
DataSpecs™ User's Guide v5.3
Summary of DataSpecs™ User's Guide

ESP's Optimal Reference Guide: Defining Data
ESP's Optimal Reference Guide: The Data Quality Imperative, Data Quality Series, Part I
ESP's Optimal Reference Guide: The Data Quality Manual, Data Quality Series, Part II
ESP's 11 x 17 Process Map: Steps for Ensuring Data Quality
Illustration: D3M Data Tree
D3M Data Tree