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Emotional Footprint Awards 2023

Data Quality


SoftwareReviews names PiLog Data Quality Management, SAS Data Quality, Talend Data Quality, Zoominfo OperationsOS, Melissa Data Quality Suite, and SAP Data Services as Data Quality Emotional Footprint Award Winners.


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Data Quality

Emotional Footprint Awards

SoftwareReviews Emotional Footprint Awards evaluate and rank products based on emotional response ratings from IT and business professionals. Using our Emotional Footprint methodology, we aggregate emotional footprint scores across 26 dimensions of the vendor-client relationship and product effectiveness, creating a powerful indicator of overall user feeling toward the vendor and product.

Emotional Footprint Awards 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.

Read The In-Depth Report

See how each vendor stacks up across each of the 26 dimensions and our thorough evaluation of vendor capabilities, product features, and overall satisfaction.

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30+ pages

Measuring Emotional Footprint

Emotional Footprint is scored using our “Net Emotional Footprint” Index. This index tracks responses across 26 dimensions of emotional footprint that span 5 categories: Purchasing, Service Experience, Product Impact, Vendor Strategy, and Conflict Resolution. Then, the following calculation is done across this index:

% of Positive Reviews - % of Negative Reviews

For clarity, the total percentage of positive, neutral, and negative ratings is shown for each vendor as well.

Emotional Footprint Leaders


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.

9.6

CX Score

CX
Score

+99

Net Emotional Footprint

Net Emotional
Footprint

95

Value Index

VALUE INDEX

0% Negative 99% Positive
Badge Winner
36Reviews

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.

9.3

CX Score

CX
Score

+98

Net Emotional Footprint

Net Emotional
Footprint

88

Value Index

VALUE INDEX

0% Negative 98% Positive
Badge Winner
59Reviews

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.

9.3

CX Score

CX
Score

+98

Net Emotional Footprint

Net Emotional
Footprint

92

Value Index

VALUE INDEX

0% Negative 98% Positive
Badge Winner
44Reviews

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.

8.8

CX Score

CX
Score

+95

Net Emotional Footprint

Net Emotional
Footprint

87

Value Index

VALUE INDEX

0% Negative 95% Positive
Badge Winner
25Reviews

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.

8.8

CX Score

CX
Score

+94

Net Emotional Footprint

Net Emotional
Footprint

91

Value Index

VALUE INDEX

1% Negative 95% Positive
Badge Winner
32Reviews

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

CX Score

CX
Score

+86

Net Emotional Footprint

Net Emotional
Footprint

84

Value Index

VALUE INDEX

3% Negative 89% Positive
Badge Winner
54Reviews

Other Evaluated Vendors


Symphonic Source Inc

Cloudingo

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

8.5

CX Score

CX
Score

+86

Net Emotional Footprint

Net Emotional
Footprint

82

Value Index

VALUE INDEX

2% Negative 88% Positive
36Reviews

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.

8.4

CX Score

CX
Score

+99

Net Emotional Footprint

Net Emotional
Footprint

84

Value Index

VALUE INDEX

0% Negative 99% Positive
16Reviews

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.

8.3

CX Score

CX
Score

+91

Net Emotional Footprint

Net Emotional
Footprint

89

Value Index

VALUE INDEX

2% Negative 93% Positive
21Reviews

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.

8.3

CX Score

CX
Score

+88

Net Emotional Footprint

Net Emotional
Footprint

88

Value Index

VALUE INDEX

4% Negative 92% Positive
43Reviews

Informatica LLC

Informatica Data Quality

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

8.2

CX Score

CX
Score

+92

Net Emotional Footprint

Net Emotional
Footprint

84

Value Index

VALUE INDEX

0% Negative 92% Positive
27Reviews

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.

7.9

CX Score

CX
Score

+83

Net Emotional Footprint

Net Emotional
Footprint

83

Value Index

VALUE INDEX

4% Negative 87% Positive
67Reviews

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.

7.8

CX Score

CX
Score

+97

Net Emotional Footprint

Net Emotional
Footprint

77

Value Index

VALUE INDEX

0% Negative 97% Positive
18Reviews

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.

7.7

CX Score

CX
Score

+87

Net Emotional Footprint

Net Emotional
Footprint

85

Value Index

VALUE INDEX

2% Negative 89% Positive
21Reviews

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

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