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Essential Data Cleansing Best Practices to Improve Your Data Quality

data cleansing MDP

2025 Guide to Data Cleansing: Tools, AI, & Best Practices High-quality data is the foundation of sound decisions, effective marketing, and reliable analytics. Without ongoing data cleansing, even the most advanced tools can generate misleading insights. In this 2025 edition, we present essential best practices — combining human strategies with AI data cleansing techniques — […]

What is Fuzzy Data Matching? Cleaner Data, Better Results

fuzzy data matching

In the age of big data, organizations rely on accurate information to make smarter decisions. However, inconsistent or duplicate records can reduce the effectiveness of operations across marketing, sales, analytics, and reporting. This is where fuzzy data matching becomes essential. By enabling systems to recognize similar—but not identical—records, fuzzy data matching helps clean your data […]

Dirty Data and Powerful Fuzzy Data Matching Tools

MDP Fuzy Data Matching and Entity Resolution

At first glance, these may seem like different records. However, they often refer to the same person or company. When names don’t match exactly, it becomes hard to detect duplicates, link records, or unify data across sources. This is where fuzzy data matching makes a major impact. Why Exact Matches Fail in Real-World Data Perfect […]

Breakthrough Systems for Industrial Data Matching and Entity Resolution

MDP Illustration of people analyzing data with charts, gears, magnifying glass, and a database. Text reads: “Industrial-Strength Data Match and Entity Resolution Systems.” Factory buildings appear in the background, highlighting fuzzy data matching processes. Match Data Pro

In industrial environments, data complexity is the norm—not the exception. From supply chains and manufacturing systems to asset registries and regulatory reporting, most enterprise platforms are filled with inconsistencies, duplicates, and fragmented records. That’s why industrial data matching and entity resolution systems are essential to maintaining accuracy, compliance, and operational efficiency. 🔍 What Is Industrial […]

Complete Guide to Fuzzy/Probabilistic Data Matching and Entity Resolution

MDP Text reads Complete Guide to Fuzzy & Probabilistic Data Matching and Entity Resolution above a graphic of a magnifying glass focusing on two user icons with a checkmark. Background features abstract data-related icons, highlighting Data Cleansing and Senzing solutions. Match Data Pro

Fuzzy/probabilistic data matching and entity resolution are fundamental processes in data management and analytics. They involve identifying and linking records that refer to the same entity but may have variations due to errors, abbreviations, or inconsistencies. This comprehensive guide delves into the various aspects of fuzzy matching and entity resolution, including different data domains, business […]

CRM Migration: How to Prepare Your Data for Seamless Transition

CRM Data Migration

2025 Update:CRM Migration – How to Prepare Your Data for a Seamless Transition Migrating to a new CRM system is a pivotal step for any organization looking to scale operations, improve customer relationships, or unify data across platforms. But even the best CRM software will disappoint if your data isn’t ready. Without proper preparation, you […]

Unlock Lost Royalties with Music Royalty Data Matching

MDP A graphic with a music note and document icon beside the text Data Profiling and Fuzzy Data Matching for Music Royalty Collections on a colorful background with sound wave patterns. Match Data Pro

Music Royalty Data Matching is essential for artists, labels, and rights organizations that want to ensure every stream, performance, and usage is properly tracked and paid. Without accurate data matching across music metadata, publishing catalogs, and distribution platforms, artists miss out on earnings they rightfully deserve. That’s why modern Music Royalty Data Matching isn’t just […]

Get Reliable Results by Fixing Dirty Data with Record Linkage

MDP A businessperson in a suit holds out hands with digital icons representing SaaS (Software as a Service), such as cloud, computer, and Entity Resolution symbols, overlaid on a futuristic background. Match Data Pro

Record linkage is an essential process in data management, especially when merging datasets from multiple sources to identify records that refer to the same entity. From healthcare to marketing and education, organizations rely on accurate record linkage to maintain clean, unified data systems. However, managing this process can be challenging, especially with inconsistent, incomplete, or duplicated […]

The Woes of Homegrown Solutions—Our Data Matching Performs Better

Data Matching

In today’s data-driven world, businesses face a common challenge: managing duplicate records and ensuring data accuracy across various systems. While some organizations attempt to build their own data matching solutions using SQL or JavaScript, these homegrown approaches often fall short in terms of deployment time, accuracy, and long-term investment. This article compares Match Data Pro (MDP) with traditional homegrown solutions to highlight why […]

Top 10 Reasons Match Data Pro Makes It Easy to Match and Merge Data

MDP A man in a suit interacts with virtual digital icons, including an email and padlock symbol, on a holographic interface with abstract blue graphics—representing advanced concepts like Entity Resolution and Data Profile technology. Match Data Pro

When it comes to preparing and managing data, simplicity and efficiency are key. Match Data Pro offers a modern, intuitive platform built to help you clean, match, and merge data faster and more accurately—without requiring any coding, scripting, or IT support. Below are 10 ways Match Data Pro makes this process easier than ever. 1. […]