Emotional Footprint Awards 2023
Data Preparation for Analytics
SoftwareReviews names Alteryx, Microsoft Power Query, Databricks Lakehouse Platform, and Altair Monarch 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
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.
8.9
CX Score
CX
Score
+91
Net Emotional Footprint
Net Emotional
Footprint
85
Value Index
VALUE INDEX
Microsoft Corporation
Microsoft Power Query
Power Query is the easiest way to connect, extract, transform and load data from a wide range of sources.
8.9
CX Score
CX
Score
+94
Net Emotional Footprint
Net Emotional
Footprint
88
Value Index
VALUE INDEX
Databricks
Databricks Lakehouse Platform
The Databricks Lakehouse Platform combines the best elements of data lakes and data warehouses to deliver the reliability, strong governance and performance of data warehouses with the openness, flexibility and machine learning support of data lakes.
8.9
CX Score
CX
Score
+96
Net Emotional Footprint
Net Emotional
Footprint
91
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.
8.6
CX Score
CX
Score
+100
Net Emotional Footprint
Net Emotional
Footprint
89
Value Index
VALUE INDEX
Other Evaluated Vendors
Altair Engineering, Inc.
Altair RapidMiner Studio
Built for analytics teams, Altair RapidMiner Studio unifies the entire data science lifecycle from data prep to machine learning to predictive model operations.
8.4
CX Score
CX
Score
+98
Net Emotional Footprint
Net Emotional
Footprint
85
Value Index
VALUE INDEX
Informatica LLC
Informatica Data Prep
Informatica Data Prep empowers data scientists and data analysts to rapidly discover, enrich, cleanse, and govern data pipelines for faster insights.
8.3
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.
8.2
CX Score
CX
Score
+96
Net Emotional Footprint
Net Emotional
Footprint
83
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.
8.2
CX Score
CX
Score
+93
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.
8.1
CX Score
CX
Score
+92
Net Emotional Footprint
Net Emotional
Footprint
85
Value Index
VALUE INDEX
Cambridge Semantics Inc
Anzo
Anzo is a modern data discovery and integration platform that lets anyone find, connect and blend any enterprise data into analytics-ready datasets.
7.9
CX Score
CX
Score
+95
Net Emotional Footprint
Net Emotional
Footprint
85
Value Index
VALUE INDEX
Datameer
Datameer
Getting your data into Datameer is as simple as picking your data store from a drop-down menu of 70+ common sources and selecting how – and when – you want to pull your data. Big or small, structured or unstructured, a one-time upload or scheduled to pull every minute. All data is welcome; schemas are not required.
6.0
CX Score
CX
Score
+60
Net Emotional Footprint
Net Emotional
Footprint
65
Value Index
VALUE INDEX
For the full list of vendors in this space, click here.
