Quantexa

How Entity Resolution Has Become a Powerful Solution for Master Data Management

Entity Resolution improves the accuracy of your data, allowing you to make better decisions.

Related Content:

Make Your Data Meaningful With Contextual Master Data Management
Data strategy

Make Your Data Meaningful With Contextual Master Data Management

Read more

How Entity Resolution Has Become a Powerful Solution for Master Data Management

Entity Resolution improves the accuracy of your data, allowing you to make better decisions.

How Entity Resolution Has Become a Powerful Solution for Master Data Management

Trusted business decisions rely on accurate, complete, and consistent data. That’s why getting a single view of truth from multiple data sources across your business is critical to your company’s success. Traditional master data management (MDM) programs are fraught with challenges and often take years before they add value, but that doesn't have to be the case. MDM with Entity Resolution augmentation allows you to transform legacy IT applications without costly missteps. Learn how Entity Resolution enables you to create a rich, single view of your data, bridging the divide in your MDM programs. And you’ll discover the value in golden customer records.

Traditional master data management solutions

Master data refers to your data that’s highly used and shared across various processes; it often includes stable information such as customer data, product data, and location data. Master data management refers to the process of centralizing that information — ultimately, to better manage it.

The problem with master data is that it’s spread across multiple applications. For IT, this means moving the mastership of that data — to centralize it — within a single system. Ideally, what companies want and what MDM solutions are geared toward is allowing someone to update a customer record and then integrate it for propagation to other systems.

When companies tackle data management, they look for MDM products, many of which use data matching. They might choose a product with common features that enable users to centrally manage data and distribute it to multiple applications as part of a multi-year program.

However, the path to get there contains many hurdles — particularly when using a rigid data model. Such models take an age to ingest source system feeds and data matching that’s beset by data quality issues. Companies are often put off by these solutions because of the time necessary to deliver any value, and the risks in delivery. As a result, many programs do not reach a conclusion because their funding dries up after a few years.

The challenge with data matching in MDM solutions

MDM solutions are a design approach for organizations to improve data management. These solutions provide features that aim to support the full process of centralizing master data. They include a centralized data store, the ability to manage attributes, data stewardship, and data matching capabilities. However, they aren’t good at creating a single customer view. They lack the functionality they need to efficiently and effectively pull data together and resolve inconsistencies and quality issues.

Traditional MDM solutions rely on data matching, which compares each data string and applies a score across it to create a record-to-record match. Their probabilistic matching engines use an algorithm that evaluates records and record scores. This method isn’t ideal for customer records that have several variations, because they might have multiple identifying attributes. Also, if records have a slight data quality problem, such as missing data or name variations, data matching is unable to identify them as matching records. Users can’t lower the score threshold because it over-links some items, and under-links others.

A rich single view of data with entity resolution

A more powerful approach to master data management is entity resolution. This comprehensive method uses corroborating evidence from multiple records and cross-references them to build a central entity profile — a rich single view of a customer.

Entity resolution examines everything about a customer, using both internal and external data references. For example, this method can gather the following types of information about a customer:

  • The products or services they use

  • Products they hold

  • Differences in account assessments

  • Different IDs

  • Whether a customer is a director of a company

  • Linked accounts

  • Access to accounts

  • Potential family relationships

By pulling information from multiple sources, Entity Resolution generates a comprehensive view of everything known about a customer. In MDM, the entity profile you get results in a richer view of a customer than is otherwise possible, creating the value — the golden record.

The entity resolution augmentation approach to MDM

To enable a single view of data, Quantexa uses entity resolution. The Quantexa Platform uses a schema-agnostic model, saving IT organizations time and money from performing preliminary data conversions. It creates a customer profile by taking data from multiple source inputs and creating a trusted set of attributes about them.

The Quantexa platform pulls in the raw data from different data sources and analyzes it, producing a single view of a customer. It also adapts to data source changes, such as when you need to change IT applications. If you need to migrate from an existing system of record in a line of business to a central MDM product, Quantexa provides a single view that lets you push that trusted record in.

Unlike traditional MDM solutions, Quantexa provides data enrichment by using third-party data sources, such as global corporate registry or open-source intelligence. These produce a better-quality, merged customer record, with more information than traditional MDM solutions can collect.

The Quantexa value

The value of Quantexa's Entity Resolution is not only in the speedier time to value, but also the accuracy of the single customer view it provides to accelerate your MDM program. Plus, Quantexa provides lower-risk delivery for your MDM program because it targets the most challenging part of MDM, bringing together data from diverse sources into a single view.

Bridge the divide between your data sources to achieve your golden entity profile. By choosing Entity Resolution from Quantexa to augment your MDM solution, you'll improve the accuracy of your data and build a trusted data foundation for decision-making.

Related Content:

Make Your Data Meaningful With Contextual Master Data Management
Data strategy

Make Your Data Meaningful With Contextual Master Data Management

Read more
mux video poster
mux video poster
Quantexa worldwide

Come and meet us in person

Some of our upcoming events

event image
London

Big Data London 2026

Join us at Big Data London where Quantexa's Head of Graph Data Science, Ben Houghton, will deliver his session 'From Research to Reality: Taking Graph Learning into Production with Knowledge Graphs' on Wednesday 23rd September.

event image
Miami, USA

Sibos Miami 2026

Join Quantexa at Sibos 2026 to discover how leading financial institutions are creating trusted, real-world context across customers, counterparties, transactions and networks to power AI, strengthen compliance and drive sustainable growth.

event image
Las Vegas, USA

ACAMS Las Vegas 2026

Join us at ACAMS Vegas 2026 to discover how Quantexa helps financial institutions create trusted, real-world context across customers, counterparties, transactions and networks to strengthen investigations, improve regulatory confidence and enable more explainable AI-driven decision making.

event image
Las Vegas

ITC Vegas 2026

Join us in Las Vegas for ITC Vegas 2026, the world's largest insurance innovation event. Don't miss our speaking sessions: Alex Johnson on "Connected Intelligence: Advancing Claims & Fraud Strategy in a Networked World," and Timo Loescher on "The AI-Enabled Advisor: Sales, Suitability and Retirement Planning."

event image
Quantexa, Node I, Málaga Tech Park

Celebrate the Opening of Quantexa's New Málaga Office

As Quantexa celebrates its 10th anniversary, we're delighted to invite customers, partners, industry leaders, and members of the local business community to the official opening of our new office in Málaga Tech Park.

event image
Toronto, Canada

ACAMS Canada 2026

Join us in Toronto for The Assembly Canada 2026, where Quantexa is a proud sponsor. The event will examine how institutions are navigating complex sanctions obligations, responding to e-KYC and digital identity challenges, and confronting increasingly sophisticated fraud and financial crime threats.

event image
Las Vegas

Guidewire Connections 2026

Join Quantexa in Las Vegas for Guidewire Connections 2026, bringing together insurance industry leaders to explore innovation across claims, underwriting, and digital transformation.

event image
Amora Hotel Jamison Sydney

The increasing significance of Context in AI decisions

Quantexa’s Data & AI Innovation Forum brings together Australia’s Data, AI and Analytics leaders and practitioners to explore how financial institutions, insurers and public sector agencies are using connected data, contextual intelligence, and trusted AI to make better decisions at scale.