Emotional Footprint Awards 2024
Data Preparation for Analytics
SoftwareReviews names Databricks Data Intelligence Platform, Microsoft Power Query, and Alteryx as Data Preparation for Analytics Emotional Footprint Award Winners.
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Data Preparation for Analytics
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.
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
Databricks
Databricks Data Intelligence Platform
The Databricks Data Intelligence Platform allows your entire organization to use data and AI. It’s built on a lakehouse to provide an open, unified foundation for all data and governance, and is powered by a Data Intelligence Engine that understands the uniqueness of your data. From ETL to data warehousing to generative AI, Databricks helps you simplify and accelerate your data and AI goals.
9.1
CX Score
CX
Score
+96
Net Emotional Footprint
Net Emotional
Footprint
87
Value Index
VALUE INDEX
Microsoft Corporation
Microsoft Power Query
Power Query is a data transformation and data preparation engine. Power Query comes with a graphical interface for getting data from sources and a Power Query Editor for applying transformations. Because the engine is available in many products and services, the destination where the data will be stored depends on where Power Query was used. Using Power Query, you can perform the extract, transform, and load (ETL) processing of data.
8.8
CX Score
CX
Score
+93
Net Emotional Footprint
Net Emotional
Footprint
88
Value Index
VALUE INDEX
Alteryx
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.
8.7
CX Score
CX
Score
+92
Net Emotional Footprint
Net Emotional
Footprint
85
Value Index
VALUE INDEX
Other Evaluated Vendors
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
CX Score
CX
Score
+98
Net Emotional Footprint
Net Emotional
Footprint
84
Value Index
VALUE INDEX
Altair Engineering, Inc.
Altair Monarch
Monarch is a market leading desktop-based self-service data preparation solution. Monarch connects to multiple data sources including structured and unstructured data, cloud-based data, and big data. Connecting to data, cleansing and manipulating data requires no coding.
8.3
CX Score
CX
Score
+100
Net Emotional Footprint
Net Emotional
Footprint
88
Value Index
VALUE INDEX
Tableau Software
Tableau Prep
Tableau Prep makes it easier to prepare, shape, and combine data for analysis. Tableau Prep ensures that data sources are clean and organized before sharing, and saves companies countless hours of preparation. Tableau Prep Builder provides a modern approach to data preparation, making it easier and faster to combine, shape, and clean data for analysis within Tableau. By providing a visual and direct path to prep your data, you can get your hands on quality data in just a few clicks.
8.3
CX Score
CX
Score
+92
Net Emotional Footprint
Net Emotional
Footprint
82
Value Index
VALUE INDEX
Altair Engineering, Inc.
Altair RapidMiner
Regardless of where your organization is on its data journey, Altair RapidMiner can help overcome the most challenging obstacles in your way. We offer a path to modernization for established data analytics teams as well as a path to automation for teams just getting started. We do this without requiring your organization to radically change your people, processes, computing environment, or existing data landscape, helping you achieve your data goals without changing who you are or what you have.
8.1
CX Score
CX
Score
+97
Net Emotional Footprint
Net Emotional
Footprint
84
Value Index
VALUE INDEX
Informatica LLC
Informatica Data Integration & Engineering
Informatica Data Integration and Engineering helps automate routine tasks with low-code/no-code tools, reducing the amount of time and resources required. It provides visibility into workloads and pipeline auto-tuning capabilities. IInformatica Data Integration and Engineering supports data fabric, data mesh and data lakehouse, among others.
8.1
CX Score
CX
Score
+92
Net Emotional Footprint
Net Emotional
Footprint
90
Value Index
VALUE INDEX
TIBCO Software
TIBCO EBX
TIBCO's master data management (MDM) platform delivers the governance processes needed to construct and effectively maintain a centralized source of accurate intelligence. With the TIBCO Platform–Data Management capability, you create trusted data through governed accessibility, delivery, and security to meet your organization’s exact operational, compliance, and analytic needs.
7.9
CX Score
CX
Score
+96
Net Emotional Footprint
Net Emotional
Footprint
83
Value Index
VALUE INDEX
Cambridge Semantics Inc
Anzo
Anzo is a scaleable knowledge graph platform for data integration and analytics. Anzo makes turning siloed data into enterprise-scale knowledge graphs faster and easier than ever. From there, anything’s possible. Anzo is a modern data discovery and integration platform that lets anyone find, connect and blend any enterprise data into analytics-ready datasets.
7.8
CX Score
CX
Score
+92
Net Emotional Footprint
Net Emotional
Footprint
84
Value Index
VALUE INDEX
Talend
Talend Data Preparation
It can be challenging to collect the right data from diverse sources, and an even bigger challenge to do so at the speed your business demands. Talend provides a unified approach that combines rapid data integration, transformation, and mapping with automated quality checks to ensure trustworthy data every step of the way.
7.8
CX Score
CX
Score
+93
Net Emotional Footprint
Net Emotional
Footprint
82
Value Index
VALUE INDEX
Datameer
Datameer Cloud
Datameer is a data preparation and analytics platform that enables users to easily access, integrate, and analyze their data. With Datameer, users can prepare and transform their data using a visual interface or custom code, and perform advanced analytics and machine learning to derive insights and make data-driven decisions.
5.8
CX Score
CX
Score
+57
Net Emotional Footprint
Net Emotional
Footprint
63
Value Index
VALUE INDEX
For the full list of vendors in this space, click here.
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