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 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.
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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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Note The axes ranges are dynamically adjusted based on minimum and maximum values in the dataset
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).
PiLog Inc
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
SAS Institute Inc.
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
ZoomInfo Technologies Inc
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
Talend
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
ChainSys
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
SAP
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
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
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
Informatica LLC
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
IBM
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
Alteryx, Inc.
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
Experian
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
Global IDs Inc
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
Melissa Inc
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
Validity
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
Ataccama Corporation
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
Symphonic Source Inc
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
Oracle
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
For the full list of vendors in this space, click here.
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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