Data Quadrant Awards 2021

Data Quality


SoftwareReviews names ChainSys Smart Data Platform, DQ Studio, and SAS Data Quality 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
Buyer's Guide View Preview
Data Quality Data Quadrant

Note The axes ranges are dynamically adjusted based on minimum and maximum values in the dataset

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


ChainSys

ChainSys Smart Data Platform

ChainSys is an innovator in the data management 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.

9.0

Composite
Score

Composite
Score

+95

Emotional
Footprint

Emotional
Footprint

92%

Likeliness to
Recommend

Likeliness
to Recommend

Badge Winner
16Reviews

DQ Global

DQ Studio

DQ Studio is an all in one data management engine, enabling users to people to; move, match and master data from over 130+ data sources. Utilise powerful matching logic, data transformations and data enrichment to ensure your data is unlocked and fit for business use.

8.9

Composite
Score

Composite
Score

+98

Emotional
Footprint

Emotional
Footprint

79%

Likeliness to
Recommend

Likeliness
to Recommend

Badge Winner
10Reviews

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.

8.8

Composite
Score

Composite
Score

+93

Emotional
Footprint

Emotional
Footprint

90%

Likeliness to
Recommend

Likeliness
to Recommend

Badge Winner
17Reviews

Vendor Capability Awards


Availability and Quality of Training

Datactics Self-Service Data Quality Platform

Badge Winner

Breadth of Features

Informatica Data Quality

Badge Winner

Business Value Created

Informatica Data Quality

Badge Winner

Ease of Customization

DQ Studio

Badge Winner

Ease of Data Integration

DQ Studio

Badge Winner

Ease of IT Administration

DQ Studio

Badge Winner

Ease of Implementation

DQ Studio

Badge Winner

Product Strategy and Rate of Improvement

Experian Aperture Data Studio (Pandora)

Badge Winner

Quality of Features

Informatica Data Quality

Badge Winner

Usability and Intuitiveness

Informatica Data Quality

Badge Winner

Vendor Support

DQ Studio

Badge Winner

Vendor Capability Awards


Availability and Quality of Training

Datactics Self-Service Data Quality Platform


Breadth of Features

Informatica Data Quality


Business Value Created

Informatica Data Quality


Ease of Customization

DQ Studio


Ease of Data Integration

DQ Studio


Ease of IT Administration

DQ Studio


Ease of Implementation

DQ Studio


Product Strategy and Rate of Improvement

Experian Aperture Data Studio (Pandora)


Quality of Features

Informatica Data Quality


Usability and Intuitiveness

Informatica Data Quality


Vendor Support

DQ Studio


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.

8.7

Composite
Score

Composite
Score

+89

Emotional
Footprint

Emotional
Footprint

90%

Likeliness to
Recommend

Likeliness
to Recommend

11Reviews

Validity Inc

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

+87

Emotional
Footprint

Emotional
Footprint

89%

Likeliness to
Recommend

Likeliness
to Recommend

16Reviews

Datactics

Datactics Self-Service Data Quality Platform

Datactics software profiles, cleans and reformats data and puts comparable/alternative item matching at your fingertips. Datactics dramatically reduces manual labour and increases revenues by providing immediate access to accurate and standardised data.

8.5

Composite
Score

Composite
Score

+92

Emotional
Footprint

Emotional
Footprint

86%

Likeliness to
Recommend

Likeliness
to Recommend

10Reviews

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.

8.4

Composite
Score

Composite
Score

+94

Emotional
Footprint

Emotional
Footprint

80%

Likeliness to
Recommend

Likeliness
to Recommend

12Reviews

Experian

Experian Aperture Data Studio (Pandora)

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.

8.4

Composite
Score

Composite
Score

+90

Emotional
Footprint

Emotional
Footprint

86%

Likeliness to
Recommend

Likeliness
to Recommend

10Reviews

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.

8.3

Composite
Score

Composite
Score

+94

Emotional
Footprint

Emotional
Footprint

81%

Likeliness to
Recommend

Likeliness
to Recommend

12Reviews

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.

7.8

Composite
Score

Composite
Score

+78

Emotional
Footprint

Emotional
Footprint

82%

Likeliness to
Recommend

Likeliness
to Recommend

33Reviews

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.

7.7

Composite
Score

Composite
Score

+77

Emotional
Footprint

Emotional
Footprint

79%

Likeliness to
Recommend

Likeliness
to Recommend

51Reviews

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). The top 5 vendors in a software category are eligible for awards pending composite scores achieve a sufficiently high satisfaction threshold.

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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