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Data Quadrant Awards 2023

Data Quality


SoftwareReviews names PiLog Data Quality Management, SAS Data Quality, Zoominfo OperationsOS, Talend Data Quality, ChainSys Smart Data Platform, and SAP Data Services as Data Quality Data Quadrant Award Winners.


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Data Quality

Data Quadrant

Data Quadrants are proudly founded in 100% user review data and are free of traditional "magical" components such as market presence and analyst opinion, which are opaque in nature and may be influenced by vendor pressure, financial or otherwise.

The SoftwareReviews Data Quadrant evaluates and ranks products based on feedback from IT and business professionals. The placement of a software in the Data Quadrant indicates its relative ranking as well as its categorization.

Read The In-Depth Report

A thorough evaluation and ranking of all software in an individual category to compare software across every dimension.

  • user satisfaction rankings
  • |
  • vendor capability comparisons
  • |
  • business value scores
  • |
  • individual feature evaluations
  • |
  • emotional connection to products
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30+ pages

Data Quality Data Quadrant

Note Software product placement is based on the scores provided by users, recency of the reviews, and review volume. Axes are dynamically adjusted based on the minimum and maximum values in the data set.

Evaluate the Complete

Software Experience

When distilled down, the software experience is shaped by both the experience with the software and the relationship with the vendor. Evaluating enterprise software along these two dimensions provides a comprehensive understanding of the product and helps identify vendors that can deliver on both.

Product Features and Satisfaction

The satisfaction is captured in the overall satisfaction score, which is driven by the likelihood of users to recommend the software, combined with user satisfaction across top product features.

Vendor Experience and Capabilities

The vendor relationship is calculated in a weighted average of the satisfaction scores tied to vendor capabilities (e.g. software implementation, training, customer support, product roadmap) as well as emotional response ratings toward the vendor (e.g. trustworthy, respectful, fair).

Gold Medalists


PiLog Inc

PiLog Data Quality Management

PiLog's Intelligent Data Quality Management solution provides end-to-end Data Quality Management for enterprises. it automates standardization, cleansing & management of unstructured/free text data by utilizing ASA (Auto Structured Algorithms) built on PiLog's taxonomy and the catalog repositories of master data records. It also provides pre-configured templates, Auto Assignment of Class & Characteristics, and is fully compliant with ISO 8000, UNSPSC, and various other standards.

9.4

Composite
Score

Composite
Score

+99

Emotional
Footprint

Emotional
Footprint

97%

Likeliness to
Recommend

Likeliness
to Recommend

Badge Winner
21Reviews

SAS Institute Inc.

SAS Data Quality

Since SAS puts data quality at the core of everything, you know you’re getting the best technology on the market.

9.2

Composite
Score

Composite
Score

+98

Emotional
Footprint

Emotional
Footprint

93%

Likeliness to
Recommend

Likeliness
to Recommend

Badge Winner
43Reviews

ZoomInfo Technologies Inc

Zoominfo OperationsOS

RingLead offers a complete end-to-end suite of products to clean, protect and enhance company and contact information, leading to improved organizational efficiency, reliable business intelligence, and maximized ROI on CRM and marketing automation investments.

9.0

Composite
Score

Composite
Score

+95

Emotional
Footprint

Emotional
Footprint

92%

Likeliness to
Recommend

Likeliness
to Recommend

Badge Winner
24Reviews

Talend

Talend Data Quality

Talend Data Quality delivers trusted data everywhere with easy onboarding, standards and rules application across all Talend integration platforms. Data is enriched, protected, and available.

8.9

Composite
Score

Composite
Score

+98

Emotional
Footprint

Emotional
Footprint

90%

Likeliness to
Recommend

Likeliness
to Recommend

Badge Winner
56Reviews

ChainSys

ChainSys Smart Data Platform

ChainSys is an innovator in Master Data Management (MDM), Data Quality, and business platform implementation (ERP) space. Our success is largely attributed to the fact that we understand the core of how businesses work and the importance of ensuring all business units work smoothly together.

8.9

Composite
Score

Composite
Score

+96

Emotional
Footprint

Emotional
Footprint

91%

Likeliness to
Recommend

Likeliness
to Recommend

Badge Winner
18Reviews

SAP

SAP Data Services

Unlock meaning from all of your organization’s data – structured or unstructured – with SAP Data Services. This data management software provides best-in-class functionality for data integration, quality, cleansing, and more. Ensure end-to-end support for growing data quality needs across users and data types with AI-driven automation.

8.9

Composite
Score

Composite
Score

+94

Emotional
Footprint

Emotional
Footprint

91%

Likeliness to
Recommend

Likeliness
to Recommend

Badge Winner
32Reviews

Vendor Capability Awards


Availability and Quality of Training

PiLog Data Quality Management

Badge Winner

Breadth of Features

PiLog Data Quality Management

Badge Winner

Business Value Created

PiLog Data Quality Management

Badge Winner

Ease of Customization

PiLog Data Quality Management

Badge Winner

Ease of Data Integration

PiLog Data Quality Management

Badge Winner

Ease of IT Administration

PiLog Data Quality Management

Badge Winner

Ease of Implementation

PiLog Data Quality Management

Badge Winner

Product Strategy and Rate of Improvement

PiLog Data Quality Management

Badge Winner

Quality of Features

PiLog Data Quality Management

Badge Winner

Usability and Intuitiveness

PiLog Data Quality Management

Badge Winner

Vendor Support

ChainSys Smart Data Platform

Badge Winner

Vendor Capability Awards


Availability and Quality of Training

PiLog Data Quality Management


Breadth of Features

PiLog Data Quality Management


Business Value Created

PiLog Data Quality Management


Ease of Customization

PiLog Data Quality Management


Ease of Data Integration

PiLog Data Quality Management


Ease of IT Administration

PiLog Data Quality Management


Ease of Implementation

PiLog Data Quality Management


Product Strategy and Rate of Improvement

PiLog Data Quality Management


Quality of Features

PiLog Data Quality Management


Usability and Intuitiveness

PiLog Data Quality Management


Vendor Support

ChainSys Smart Data Platform


Other Evaluated Vendors


Informatica LLC

Informatica Data Quality

Ensure end-to-end support for growing data quality needs across users and data types with AI-driven automation.

8.8

Composite
Score

Composite
Score

+96

Emotional
Footprint

Emotional
Footprint

88%

Likeliness to
Recommend

Likeliness
to Recommend

26Reviews

IBM

IBM InfoSphere QualityStage

Data quality solutions from IBM help you identify revenue opportunities, meet regulatory compliance requirements and respond to customer issues in a timely manner.

8.6

Composite
Score

Composite
Score

+88

Emotional
Footprint

Emotional
Footprint

90%

Likeliness to
Recommend

Likeliness
to Recommend

43Reviews

Alteryx, Inc.

Alteryx

Alteryx provides a single workflow for data blending, analytics, and reporting. This workflow allows the seamless blending of internal, third party and cloud-based data, and simple analysis using 60+ prebuilt tools for spatial and predictive analytics.

8.6

Composite
Score

Composite
Score

+100

Emotional
Footprint

Emotional
Footprint

87%

Likeliness to
Recommend

Likeliness
to Recommend

15Reviews

Experian

Experian Aperture Data Studio

Experian Aperture Data Studio (formerly Pandora) unlocks the power of data to create opportunities for consumers, businesses, and society. At life’s big moments—from buying a home or car, to sending a child to university, to growing your business exponentially by connecting with new customers—we empower consumers and our clients to manage their data with confidence, so they can maximize every opportunity.

8.6

Composite
Score

Composite
Score

+91

Emotional
Footprint

Emotional
Footprint

85%

Likeliness to
Recommend

Likeliness
to Recommend

21Reviews

Global IDs Inc

Global IDs Data Ecosystem Evolution Platform

Global IDs provides software for Enterprise Information Management (EIM) and helps large enterprises organize their data ecosystems.

8.6

Composite
Score

Composite
Score

+93

Emotional
Footprint

Emotional
Footprint

83%

Likeliness to
Recommend

Likeliness
to Recommend

15Reviews

Melissa Inc

Melissa Data Quality Suite

Melissa Data Quality Suite leverages 35+ years of deep domain expertise in address management, data quality and identity verification to ensure your data is clean, accurate and fit for purpose. Easily validate, parse, standardize, match, and enrich customer data with global address verification, email validation, phone verification and name verification. With flexible on-premise and Cloud/SaaS deployment models, the Data Quality Suite is customizable to every environment and will empower your organization to unlock the full potential of your data.

8.6

Composite
Score

Composite
Score

+86

Emotional
Footprint

Emotional
Footprint

91%

Likeliness to
Recommend

Likeliness
to Recommend

54Reviews

Validity

Validity DemandTools

Manage your data – duplicates, standardization, record reassignments, lead processing, and more – in record time and deliver high-quality data across your business.

8.5

Composite
Score

Composite
Score

+86

Emotional
Footprint

Emotional
Footprint

90%

Likeliness to
Recommend

Likeliness
to Recommend

21Reviews

Ataccama Corporation

Ataccama ONE Platform

Ataccama enables enterprise data democratization with a unified platform for automated data quality, MDM, and metadata management across cloud and hybrid environments. We enable business and data teams to collaborate on creating high quality, reusable data products and massively scale data-driven innovation while maintaining data accuracy, control, and governance.

8.4

Composite
Score

Composite
Score

+97

Emotional
Footprint

Emotional
Footprint

85%

Likeliness to
Recommend

Likeliness
to Recommend

18Reviews

Symphonic Source Inc

Cloudingo

Cloudingo is a cloud-based deduplication and data quality application built specifically for Salesforce.

8.4

Composite
Score

Composite
Score

+86

Emotional
Footprint

Emotional
Footprint

88%

Likeliness to
Recommend

Likeliness
to Recommend

35Reviews

Oracle

Oracle Enterprise Data Quality

Oracle Enterprise Data Quality delivers a complete, best-of-breed approach to party and product data resulting in trustworthy master data that integrates with applications to improve business insight.

8.1

Composite
Score

Composite
Score

+82

Emotional
Footprint

Emotional
Footprint

85%

Likeliness to
Recommend

Likeliness
to Recommend

65Reviews

For the full list of vendors in this space, click here.

About Gold Medal Awards and Software Reports

SoftwareReviews Gold Medal Awards recognize outstanding vendors in the technology marketplace as evaluated by their users. Gold Medals are the capstone of an in-depth software evaluation report, and awarded using a proprietary, transparent methodology based on a composite satisfaction score that averages four different areas of evaluation: Net Emotional Footprint, Vendor Capabilities, Product Features, and Likeliness to Recommend. The Net Emotional Footprint Score measures user emotional response ratings of the vendor (e.g. trustworthy, respectful, fair).

Software Reports present comprehensive evaluations of software vendors on the above elements. Software buyers can use this data to make more informed, data-driven software purchasing and renewal decisions.

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