Data Quality

Data Quality is much more than just data cleansing and scrubbing.

Organizations face significant challenges in maintaining data quality and integrity because data has increased exponentially in complexity, variety, and volume.  Today, customer data comes from a variety of channels in a variety forms, and both product and customer data often reside inconsistently and in duplication across multiple applications.

These challenges lead to impacted business functions, including

  • Increased marketing costs and missed opportunities due to inaccurate customer data
  • Loss of revenue and customers due to inaccurate product data
  • Increased staffing cost and decreased productivity
  • Inaccurate analytics and reporting

LumenData provides strategy, consulting, implementation, and integration services for a variety of Data Quality systems by leading independent vendors including

  • Oracle Data Quality (ODQ)
  • Oracle Enterprise Data Quality (EDQ)
  • Datanomic and Silver Creek Systems technologies
  • Informatica Data Quality
  • Informatica Identity Resolution (IIR)
  • Informatica AddressDoctor
  • Trillium

How Data Governance Links Master Data Management and Data Quality

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Learn More About Our Implementation Capabilities


We offer comprehensive expertise in all aspects of Data Quality implementations, including:

Data Quality Assessment Our assessment service helps build a common understanding of the data quality issues, associated processes, root cases, and required actions.  The following areas are addressed:

  • Identification of business issues caused by inaccurate data
  • Application of Data Quality root-cause analysis, business cases, and performance metrics
  • Definition of business rules for data cleansing
  • Service delivery model for a data quality program
  • Data inspection for errors, inconsistencies, redundancies, and omission

Data Quality Implementation Implementation includes analysis and design of the chosen data quality solution and addresses the following areas:

  • Identification & quantification of Data Quality issues
  • Definition & design of Data Quality rules
  • Implementation of Data Quality software
  • Monitoring of Data Quality improvement

This service includes correction, standardization, and verification of your enterprise data on- or off-premise.

Ongoing Data Quality Production Support Maintaining data quality doesn’t stop at implementation.  Continuous Data Quality Production Support provides continuous monitoring and troubleshooting of data quality-related issues and addresses the following areas:

  • Assessment, cleaning, consolidation and migration/integration of data
  • Set-up for ongoing data quality management roles, processes, and data workflows
  • Decision-making for data issues reported by the data quality systems
  • Annual Data Quality checks
  • Data Quality metrics reporting

Why choose LumenData?

Enterprise Data Management Expertise. At LumenData, we focus exclusively on MDM, Data Quality, and Data Governance. And with our deep-rooted product knowledge from decades of experience in leading and developing MDM products at major MDM software companies, we understand what it takes to implement MDM quickly and with lower risk.

Data Governance and Data Quality. A governance program that supports data-related decisions and actions is crucial to the success of your MDM implementation. LumenData’s Data Governance services help to coordinate and align all stakeholders on data policies and procedures. Our Data Quality services span from health checks to enterprise data quality deployments across multiple domains.

Our Partnerships Set Us Apart. We work with our partners to co-build products, influence product direction, and build complementary solutions.  We bring industry-specific expertise by being involved with our partners’ marketing- and customer-facing teams to accurately meet the needs of customers.  Learn more about our Partners.

Pre-built Integration Solutions. In addition to our MDM expertise, LumenData has developed many integration solutions to fast-track MDM deployment. These solutions include integrations to cloud and on-premise applications such as, Peoplesoft, and Siebel CRM.

Cloud Expertise. As some applications move towards the cloud while others stay on-premise, enterprises will face key decisions on how to manage their data across different environments. With our cloud expertise, we can guide you in choosing the most effective environment for your company, whether it is staying on-premise, moving to the cloud, or a hybrid of both.