QA Engine Services

Overview

QA Engine Services is a high-performance API-based data quality engine developed by the RAS team as a core component of the Data Analytics and Management Infrastructure (DAMI). Built on Microsoft SQL Server services, this engine enables real-time and batch data quality checks, supports both programmatic and manual job creation, drives metadata-based dashboards, and facilitates data profiling through collected statistics.

Key Features

  • Real-Time & Batch Data Quality Checks: Ensures ongoing validation of data accuracy, completeness, and consistency.
  • Programmatic & Manual Job Creation: Supports automated and user-driven quality checks tailored to various datasets.
  • Metadata-Based Dashboards: Provides summary and operational views for monitoring data quality and trends.
  • Data Profiling & Statistics: Collects detailed metrics to analyze data characteristics and detect anomalies.
  • High-Performance API Access: Enables integration with other DAMI components and external systems for scalable operations.

Benefits

  • Enhanced Data Quality: Detects and prevents errors, improving the reliability of institutional data.
  • Operational Efficiency: Reduces manual effort in monitoring and validating datasets.
  • Data-Driven Insights: Provides actionable information through dashboards and metrics for informed decision-making.
  • Scalable Infrastructure: Supports growing data volumes and increasingly complex quality assurance workflows.
  • Centralized Data Governance: Enables consistent policies and quality standards across the DAMI environment.
Available to

QA Engine Services are available to ITS teams, DAMI-supported analytics teams, and authorized departments requiring data quality validation and profiling.

Cost

This service is provided as part of institutional DAMI infrastructure. Additional costs may apply for specialized integrations, expanded usage, or custom QA processes.*

*Questions regarding access, eligibility, or usage, please contact the ITS Service Desk*