Home > Awards > Data Preparation for Analytics

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.


View Category

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.

Download Now

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

2% Negative 93% Positive
Badge Winner
76Reviews

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

1% Negative 95% Positive
Badge Winner
39Reviews

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

0% Negative 96% Positive
Badge Winner
20Reviews

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

0% Negative 100% Positive
Badge Winner
11Reviews

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

0% Negative 98% Positive
11Reviews

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

2% Negative 94% Positive
14Reviews

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

1% Negative 97% Positive
12Reviews

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

1% Negative 94% Positive
19Reviews

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

1% Negative 93% Positive
12Reviews

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

0% Negative 95% Positive
10Reviews

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

8% Negative 68% Positive
18Reviews

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

Contact Us

* Starred fields are required

Or, email us at hello@softwarereviews.com