Data Quality (DQ) Assessment

Core DQ Dimensions

Etico assessments evaluate data against key dimensions, ensuring a comprehensive view of strengths, gaps, and remediation priorities.

Completeness - Is all required information present?
Timeliness - Is data available when needed and updated at the right frequency?
Validity - Does data conform to defined formats, business rules, and reference standards?
Consistency - Is data uniform across systems and processes?
Accuracy - Does data correctly represent the real-world objects or events it describes?
Uniqueness - Is each record singular and free of duplication?

Etico's Data Quality (DQ) Framework provides a practical structure to assess, monitor, and improve data so it consistently delivers measurable business value.

1. Foundational Elements

Data Strategy
Principles & Policies
Standards & Requirements
Metadata
Tools

2. Data Quality Management Activities

Proactive Prevention
Profiling & Assessment
Root-Cause Analysis
Remediation

3. Data Quality Outputs

Rules
Scripts
Reports & Dashboards

4. Outcomes and Business Benefits

Increased data quality and reliability
Better, faster decision making
Improved organizational knowledge and insights
Greater trust in analytics, AI, and automated processes

Testimonials

What Our Clients Have to Say

At Etico, we pride ourselves on delivering expertise, reliability, and flexibility in every engagement. Our clients' success stories are a testament to the value we bring and the strong relationships we build. Here's what some of them have to say about their experience working with us:

"Working with Etico has been a breath of fresh air. Their team consistently delivers high-quality results, as promised, and their responsiveness to our questions and concerns was outstanding. We always felt like a priority."

"Etico took the time to thoroughly understand our needs, and their expertise in both contracting and data engineering was evident throughout the project. Their competence made it an easy decision to partner with them, and the results exceeded our expectations."

"Etico's ability to adapt to our evolving needs was truly impressive. Their nimble approach and quick pivots in response to change requests made the entire process seamless. They demonstrated an unmatched level of flexibility that left us very satisfied."

"Etico's combination of knowledge, reliability, and adaptability made them an invaluable partner. While they may be a smaller firm, their commitment to quality and responsiveness more than made up for it. We'd happily work with them again."

"Etico's client-first mindset really stood out. They went above and beyond to understand our requirements and deliver tailored solutions. Even when challenges came up, they handled them with professionalism and care."