Data Quadrant Awards 2024
Data Preparation for Analytics
SoftwareReviews names Alteryx, Databricks Data Intelligence Platform, Microsoft Power Query, Altair Monarch, and Tableau Prep as Data Preparation for Analytics Data Quadrant Award Winners.
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Data Preparation for Analytics
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
30+ pages
Note Software product placement is based on the scores provided by users, recency of the reviews, and review volume. Axes are dynamically adjusted based on the minimum and maximum values in the data set.
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
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.
8.7
Composite
Score
Composite
Score
+92
Emotional
Footprint
Emotional
Footprint
87%
Likeliness to
Recommend
Likeliness
to Recommend
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. The winners in every industry will be data and AI companies. From ETL to data warehousing to generative AI, Databricks helps you simplify and accelerate your data and AI goals.
8.7
Composite
Score
Composite
Score
+96
Emotional
Footprint
Emotional
Footprint
90%
Likeliness to
Recommend
Likeliness
to Recommend
Microsoft Corporation
Microsoft Power Query
Power Query is the easiest way to connect, extract, transform and load data from a wide range of sources.
8.6
Composite
Score
Composite
Score
+93
Emotional
Footprint
Emotional
Footprint
89%
Likeliness to
Recommend
Likeliness
to Recommend
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
Composite
Score
Composite
Score
+100
Emotional
Footprint
Emotional
Footprint
90%
Likeliness to
Recommend
Likeliness
to Recommend
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.
8.1
Composite
Score
Composite
Score
+94
Emotional
Footprint
Emotional
Footprint
90%
Likeliness to
Recommend
Likeliness
to Recommend
Vendor Capability Awards
Availability and Quality of Training
Informatica Data Integration & Engineering
Breadth of Features
Altair Monarch
Business Value Created
Altair Monarch
Ease of Customization
Altair Monarch
Ease of Data Integration
Altair RapidMiner
Ease of IT Administration
Altair Monarch
Ease of Implementation
Informatica Data Integration & Engineering
Product Strategy and Rate of Improvement
Informatica Data Integration & Engineering
Quality of Features
Databricks Data Intelligence Platform
Usability and Intuitiveness
Tableau Prep
Vendor Support
Altair Monarch
Vendor Capability Awards
Availability and Quality of Training
Informatica Data Integration & Engineering
Breadth of Features
Altair Monarch
Business Value Created
Altair Monarch
Ease of Customization
Altair Monarch
Ease of Data Integration
Altair RapidMiner
Ease of IT Administration
Altair Monarch
Ease of Implementation
Informatica Data Integration & Engineering
Product Strategy and Rate of Improvement
Informatica Data Integration & Engineering
Quality of Features
Databricks Data Intelligence Platform
Usability and Intuitiveness
Tableau Prep
Vendor Support
Altair Monarch
Other Evaluated Vendors
Informatica LLC
Informatica Data Integration & Engineering
Ingest, integrate and cleanse your data with a single data engineering solution optimized for FinOps.
7.9
Composite
Score
Composite
Score
+93
Emotional
Footprint
Emotional
Footprint
86%
Likeliness to
Recommend
Likeliness
to Recommend
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.
7.7
Composite
Score
Composite
Score
+96
Emotional
Footprint
Emotional
Footprint
86%
Likeliness to
Recommend
Likeliness
to Recommend
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.
7.5
Composite
Score
Composite
Score
+98
Emotional
Footprint
Emotional
Footprint
86%
Likeliness to
Recommend
Likeliness
to Recommend
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.
7.4
Composite
Score
Composite
Score
+93
Emotional
Footprint
Emotional
Footprint
81%
Likeliness to
Recommend
Likeliness
to Recommend
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.
7.4
Composite
Score
Composite
Score
+95
Emotional
Footprint
Emotional
Footprint
86%
Likeliness to
Recommend
Likeliness
to Recommend
Datameer
Datameer Cloud
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.
6.3
Composite
Score
Composite
Score
+58
Emotional
Footprint
Emotional
Footprint
70%
Likeliness to
Recommend
Likeliness
to Recommend
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).
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.
