Best Qualitative Data Analysis Software

Qualitative data analysis software is a digital tool designed to assist researchers and analysts in analyzing non-numerical data such as text, images, audio, or video. These software tools typically provide features for data coding, categorization, and thematic analysis. Additionally, they may offer functionalities for data visualization, annotation, and collaboration among researchers. Qualitative data analysis software helps researchers derive meaningful insights, identify patterns, and interpret qualitative data in a systematic and efficient manner.

Buyer's Guide

Last updated on October 10th, 2023
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QDAS Buyer's Guide Header

Qualitative data analysis software, or QDAS, explores the what, why and how of research and business information through content analysis. A subset of business intelligence, qualitative data analytics, or QDA, gives well-rounded data results that promote business growth.

QDAS software doesn’t analyze data. Instead, it’s data management software that assists researchers in analysis.

Executive Summary

  • Qualitative data analytics provides content analysis to support numbers-based metrics.
  • QDA boosts company revenue, reduces core operational costs and gives you industry-specific insight.
  • Venture capitalists can assess investment risk by studying qualitative parameters like employee sentiment, management expertise, etc.
  • Creating a requirements checklist is essential to assess what you want in a QDAS.
  • Ask questions within your organization and of software vendors to shortlist the best-suited content analysis product for your organization.

What This Guide Covers:

What is Qualitative Data Analytics Software (QDAS)?

QDAS is content and sentiment analysis software to derive business insight from different data types, including text, audio/video, images and social media. Analyzing this data is critical to know what your users want and provide better services. Manual analysis of survey results or feedback forms is a thing of the past, and QDA is now a part of leading analytics platforms.

Vendors also offer dedicated computer-aided qualitative data analytics software, or CAQDAS, like ATLAS.ti, NVivo and MAXQDA. Some systems serve as feedback repositories that store and tag feedback data for faster access and retrieval. Dovetail and EnjoyHQ are cases in point, though comprehensive feedback analytics platforms are more advanced.

QDAS supports the below qualitative techniques:

  • Coding and classifying
  • Writing descriptions and memos
  • Finding and annotating data relationships and patterns
  • Audio/visual analysis that includes marking, clipping and transcription
  • Computer-aided text mining
  • Quantitative summaries, diagramming, network and association patterns

Its supported methodologies include the following:

A primary attribute of qualitative data analysis is coding. It links your predefined terms and phrases to text or audio/video segments to query and gather them for comparative analysis. Qualitative data analytics is a three-step process of coding, categorizing and identifying themes.

Primary Benefits

Incorporating qualitative insight into your data can uncover customer satisfaction metrics and benchmark your product against the competition.

QDAS Benefits

Boost Revenue

Customer feedback is essential to learning what users think of your product. It drives feature improvement and enhanced technical support, helping position your brand better. This insight is significant considering market patterns change suddenly.

Social listening techniques will tell you how your product is performing before you get the sales and revenue reports. You can manage customer sentiment and establish yourself as a brand that listens to its consumers by proactively addressing issues the minute you learn of them.

Reduce Costs

Qualitative research projects aren’t cost-intensive as they need smaller sample sizes and minimal investment. That’s money in the bank.

You can direct qualitative analytics inward by fine-tuning core operations. Internal surveys and feedback forms inform you how your employees feel about the company and internal workflows. Are they getting caught up in needless processes, impacting the speed of delivery?

By identifying what’s working, you can emulate winning strategies and flag efforts that aren’t paying off. Consistent employee performance management can reduce attrition, saving onboarding expenses.

Get Focused Insight

Long-lasting customer relationships are a testament to your credibility and market reputation. For them to happen, it’s business-critical that your brand message doesn’t get lost in translation, literally. How well your buyers perceive your product is vital, and sales and support chats and social media conversations provide this insight.

Knowing what the average buyer wants guides creatives and marketing teams in designing ads and campaigns. How your product addresses customers’ requirements will define your outreach and sales planning.

Assess Investment Risk

As a venture capitalist, when seeking to invest in a business, you want to know if it’s a solid investment. Sales and revenue figures are not enough to assess if the company has a competitive advantage in the market. Knowing the company’s R&D strengths, management expertise and experience, labor relations and industry cycles is essential. It’s all qualitative data.

Every company’s annual report includes its performance analysis by its C-suite. This section is known as management discussion and analysis and it contains the current management’s thoughts and opinions about the company. They might also discuss compliance, risks and future plans and projects — a treasure trove for information if you’re planning to invest.

Key Features & Functionality

When looking to buy QDAS, it's ideal to assess your organization’s needs by building a requirements checklist. Here, we discuss some primary and advanced capabilities that you might want to consider adding to your list.

Source Connectivity

Pull information from all possible feedback sources, including surveys, contact center information, support tickets, complaints and CRMs, review sites, forums and social media. Filter out irrelevant text like greetings and support discussions while collecting this data.

Master Data Management

Get the complete picture from the initial touchpoint to purchase by linking user feedback to individual customer IDs.

Identify preferences and patterns by analyzing individual profiles and matching them to predefined target segments. Align product strategies according to changing trends.

Self-Service Research

QDAS solutions don’t automate qualitative research. Instead, they give you the tools to gather data and perform the analysis. Autonomous user actions like drag-and-drop and select-and-click give you the freedom to collate the research results via charts and tables.

It should be possible to build and run surveys any number of times without technical help. Many QDAS tools provide autonomous access to survey libraries. Surveys and forms should be responsive to render perfectly on your website or mobile app.

Data Visualization

Data interpretation is the last mile of analytics, where you understand the results and act on them. An ideal QDAS should give you a semantic layer to visually build code for related datasets.

The software should give you a clear, customizable view of your research content, showing your notes, highlights and results. Visual aids like orthogonal tree views and bar charts let you show related themes by placing them in a hierarchy.

Thematic Analysis

Moving beyond keyword matching, QDAS tools capture the text’s meaning or theme, regardless of the words. This technique helps you collect theme-specific data for sentiment analysis.

You might want to opt for a solution that offers AI-driven, automatic theme grouping. A theme editor is a must-have feature that lets you edit and arrange the themes as per hierarchy.

Media Analytics

A QDA tool lets you evaluate numeric data like the number of social media posts, frequency of tweets, number of likes, etc. Additionally, a mixed-method approach supports the study of the post content, the meaning behind the hashtags, etc.

Collaboration

The best QDAS solutions allow you to transfer your qualitative research projects from one computer to another, so your teams always work with the same database. Share project files via email or save them to shared cloud folders like Dropbox, Google Drive or OneDrive.

Text Analytics

The best QDAS tools provide you with a dictionary and enable qualitative analysis of all kinds of text. Import articles, e-books, literature reviews and website content into the software and analyze them for insight.

Organize your data into groups, interlink relevant quotes and expand and refine your categories. Visualize text using word frequency representations, word clouds, comparison charts, tables, concept maps, etc.

Software Comparison Strategy

Choosing the right BI solution among numerous software options may seem daunting, but it doesn’t have to be. Start by outlining a precise series of objectives that encompass your business’s core strengths and lay down a solid framework based on your company’s needs.

We have some great resources to help you get started. Get our ready-to-use requirements template to list your needs. Shortlist and compare vendors against those requirements with a personalized scorecard and our in-depth software comparison report.

Cost & Pricing Considerations

When evaluating software, it’s essential to keep your company’s budget in mind. Pricing depends on the deployment strategy, the number and type of user licenses required, additional modules and add-ons, etc. It’s a good idea to consider the support packages on offer.

You might be able to get pricing plans from the vendor’s website or reach out to them directly. Or get our free pricing guide to determine which top vendors align with your budget.

Most Popular Qualitative Data Analytics Software

Choosing from the various qualitative analytics solutions in the market is time-consuming. The SelectHub analyst team has curated a list of popular products based on how well they deliver on the essential requirements to make software selection easier. Let’s look at the top three.

Tableau

Tableau is a popular data visualization tool, and its intuitive interface lets you explore survey items and filter them on demographic profiles. Its one-click pivoting feature and built-in statistical measures enable dataset restructuring. Blending geospatial analysis with survey data, you can zoom in and out of geographic areas in maps to derive meaningful insight.

Tableau integrates with survey platforms like Qualtrics and other qualitative data systems like Daisee and Commerce.ai.

Tableau QDAS BG

Sentiment analysis of Android apps in Tableau.

Power BI

Besides visualizing quantitative data, Power BI serves as a data storytelling tool by transforming text data into interactive dashboards. It integrates with Azure Cognitive Service for Language to provide key phrase extraction for natural language processing.

Extract key phrases using Merge Columns and remove blank messages using the Remove Empty filter.

The Clean transformation lets you remove unprintable characters. The tool's built-in slicer function enables filtering. Icons, images and conditional formatting help analyze text input.

Power BI QDAS BG

Sentiment analysis of Hilary Clinton and Donald Trump’s Facebook messages in Power BI

Oracle Analytics Cloud

Oracle’s Social Cloud Platform for text analytics can consistently process large volumes of social conversations with speed and at scale. It assigns topics and scores metadata for content consumed by the Oracle Social Engagement and Monitoring Cloud Service and client systems. The platform can identify social media posts as relevant to a particular business issue or opportunity by filtering on topics.

OAC QDAS BG

Oracle social cloud platform’s text analytics pipeline.

 

 

Questions to Ask

Use these questions as a starting point for internal conversations:

  • What’s your budget? Is your current tool a money sink?
  • Who will use the QDA tool? Which features will they need?
  • What are your company's present and future goals? How will the software fit with your company’s product roadmap?
  • Which deployment method will work best for your company — on-premise, cloud-based or hybrid?
  • How important is scalability?

QDAS Questions To Ask

To evaluate the various software available in the market, use these questions to start conversations with QDAS vendors.

About the Software

  • What types of feedback sources does it support?
  • Does the tool identify all the themes relevant to your business?
  • Does the vendor provide a mobile application? Which functionalities are available?
  • Does the solution provide a theme editor?
  • Is it possible to show key metrics drivers visually?

About the Vendor

  • What’s the workflow to create statistical data models?
  • Which visualizations does the tool offer?
  • Which features will cost extra?
  • Does the vendor specialize in QDA solutions?
  • Does the vendor provide demos? Is a free trial available?

In Conclusion

Qualitative data analytics software gives you a holistic view of current buying trends and business performance with a peek into future opportunities. This buyers’ guide is intended for procurement executives tasked with finding the best QDA software for their organization.

Tableau

User Sentiment:
User satisfaction level icon: great

Tableau is a data visualization and analytics solution that assists enterprises in making data-driven business decisions. It blends information from a wide range of sources to deliver actionable, real-time insights. It allows exploration of data via intuitive means such as drag-and-drop filtering and natural language queries, irrespective of skill levels. With ample customization and security options, it offers control over data visualization, enabling creation of dashboards and stories that effectively convey business narratives. It can be purchased as part of the Tableau Creator package, which includes the desktop version, Prep and a Creator license of the server or online version.

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Power BI

User Sentiment:
User satisfaction level icon: great

Microsoft Power BI is an analytics tool that assists in reporting, data mining and data visualization to provide business insights. Through Power BI's simple interface, businesses can connect to a variety of data sources and create their own dashboards and reports. Originally born from Excel as an add-on, Power BI has since grown to stand on its own. At a relatively low cost, Power BI fulfills the needs of organizations ranging from small business owners to enterprise operators. There are three versions: Desktop, which is available for free for individual use, an upgraded Pro plan offered on a monthly price-per-user SaaS subscription and a capacity-based Premium plan which provides enterprise-level insights with on-premise deployment and a dedicated cloud infrastructure.

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Board

User Sentiment:
User satisfaction level icon: great

Board is a robust solution that offers analytical insights, business analytics and enterprise performance management all under the same hood. It helps key players of a company improve the effectiveness of their decision making. Its customizable and interactive dashboards give enterprises the ability to see a high-level overview of their business, as well as drill down into their KPIs to assess business performance goals. It serves mid- to large-sized companies across various industries, and its programming-free toolkit helps businesses analyze and plan with a tailored, efficient approach, irrespective of technical skill levels.

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QlikView

User Sentiment:
User satisfaction level icon: great

QlikView is a data discovery and customer insight platform from Qlik, a leader in the insight and intelligence space. However, it is not available for purchase any longer. Qlik Sense, Qlik’s next-generation offering, is available for new customers. It offers self-service data that can help drive decisions and generate significant ROI for technical skill level users. It’s built from the ground up to be affordable, scalable and adaptable. It can ingest data from diverse sources like big data streams, file-based data, and on-premise or cloud data. It is well-known for its data associations and relationship functionality, keeping data in context automatically. It delivers results quickly via its patented in-memory data processing module, processing data down to as little as 10% of its original size.

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Spark

User Sentiment:
User satisfaction level icon: great

Apache Spark is an open source unified analytics software for distributed, rapid processing. It distributes data across clusters in real time to produce market-leading speeds. It is rising in popularity in the space, catching up to its sister-offering, Hadoop, because of its quicker speeds and specific focus on optimizing processing performance and ability to stream data. It supports several coding languages, including Python, R, Scala, SQL and Java. It can function stand-alone, or be integrated into broader workflows easily.

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Black Knight

User Sentiment:
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Black Knight offers an extensive suite of cloud-based solutions for businesses to improve decision-making through actionable data insights. It provides a unified end-to-end framework that combines its big data assets with data collection, visualization and analytics. Armed with multilingual support, machine learning techniques and an intuitive interface, it helps enterprises generate leads, adhere to compliance guidelines and increase process efficiencies.Though aimed at the mortgage and mortgage-related industry, it also offers data analytics to suit the needs of a range of other industries. Some of its industry-specific inclusions include hedge, enterprise, market and competitive analytics. Customers can opt for the origination, servicing or home equity collections, each focused on addressing specific challenges or utilize all three collections for expanded visibility.

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Qlik Sense

User Sentiment:
User satisfaction level icon: great

Qlik Sense is a self-service data analytics software that enhances human intuition with the power of artificial intelligence to enable better data-driven business decisions. It allows organizations to explore their data and create intuitive and compelling visualizations from data insights with drag-and-drop simplicity. As the next-generation advancement of QlikView, released in 2014, it expands analytical possibilities to support the entire insights life cycle and helps businesses modernize their approach to intelligence. It has two editions: Business and Enterprise, offered on a per account annual subscription. Enterprises can choose between a hosted SaaS public cloud or multi-cloud, on-premise or private cloud deployment. Qlik Sense Business comes with a free 30-day trial. Its desktop version is available for free for personal use.

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Dundas BI

User Sentiment:
User satisfaction level icon: great

Dundas BI is a browser-based analytics platform built to embed from the ground up. The vendor provides single and multi-tenant deployments with access to shared, reusable content. HTML5 enables customizable visualizations and user-friendly dashboards to build reports with interactivity options to drill down into data on demand. It allows secure write-backs to the database, capturing input through custom forms, stored procedures and REST APIs. It gives businesses complete control over the data stored on their IT infrastructure. The vendor offers a 25-day free trial.

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Cognos Analytics

User Sentiment:
User satisfaction level icon: great

IBM Cognos Analytics is a self-service, web-based analytics platform which empowers users of all skill levels to explore data through reporting, data analytics, KPI monitoring, events and metrics. Reports give users the ability to not just visualize their insights, but also share them with colleagues. It integrates with Watson Analytics, which leverages IBM’s artificial intelligence and natural language processing to make insights more accessible to non-technical users. It has various components which give additional functionality, flexibility and agility when processing large sets of data.

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Looker

User Sentiment:
User satisfaction level icon: great

Looker is a web-based analytics solution that offers businesses the ability to explore, discover, visualize and share data insights. Enterprises can view data sources and drill down into data to better understand their business and metrics. Using a simple proprietary modeling language, this system helps define data relationships while bypassing SQL. It facilitates data literacy and accessibility, irrespective of technical skill levels. It was acquired by Google on June 6, 2019, for $2.9 billion.

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Sisense

User Sentiment:
User satisfaction level icon: great

Sisense is an end-to-end data analytics platform that makes data discovery and analytics accessible to customers and employees alike via an embeddable, scalable architecture. With a back-end powered by in-chip technology, it allows analysts to blend large datasets from a variety of sources into a single cohesive database for the entire company. On the front-end, users of all technical skill levels can craft visualizations, reports and dashboards to explore and share insights that drive businesses forward. Its AI-driven, cloud-native analytics offering, Fusion, embeds into business workspaces and empowers teams to view key metrics and data insights where they work. Designed for companies of all sizes, it can be deployed on-premises, as a private cloud-hosted SaaS, as a fully managed SaaS or via a hybrid strategy. It is available via annual subscription pricing and offered in three packages: its main offering BI Analytics Teams, its embedded analytics component Product Teams and code-driven cloud analytics through Cloud Data Teams.

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Spotfire

User Sentiment:
User satisfaction level icon: great

TIBCO Spotfire is a complete business intelligence and data discovery platform that can perform various functions, including in-depth analysis and robust visual reporting, all powered by artificial intelligence. It offers data streaming technology, which can support insights with AI, big data integration, integration with the Internet of things (IoT) and more.

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Pentaho

User Sentiment:
User satisfaction level icon: great

Pentaho Business Analytics helps users gain insights to drive decisions and manage their data. Notable features include data visualization, dashboards, data modeling, reporting, role-based security, mobile access and a host of analytics capabilities. It serves customers of any size in all industries and can be delivered in the cloud or as an embedded implementation. It’s built on open-source principles to leverage existing data against future data and has enough to offer users of any skill level.

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Sisense For Cloud Data Teams

User Sentiment:
User satisfaction level icon: great

Formerly known as Periscope Data, Sisense for Cloud Data Teams is a data analytics software tool that integrates seamlessly with the Sisense platform, offering advanced analytics that delivers actionable insights to teams that work with data in the cloud. It provides a single, cohesive interface for users to store, organize, analyze and visualize all their data for better decision-making. It empowers users of all kinds to produce, consume and share insights intuitively together, with or without coding knowledge. Originally founded in 2012 in San Francisco, California, it was acquired by Sisense in May 2019 and rebranded in January 2020.

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BusinessObjects

User Sentiment:
User satisfaction level icon: great

BusinessObjects from SAP offers a variety of packages to fit businesses of all industries and sizes. It aims to reduce the cost of IT upkeep and increase responsiveness to business problems. It streamlines workloads and lets users share insights to make better business decisions.

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ThoughtSpot

User Sentiment:
User satisfaction level icon: great

ThoughtSpot offers analytics and insight capabilities to industries seeking a deeper understanding of their proprietary data in order to make data-driven business decisions. It focuses on giving nontechnical users access to processing and analytics, bringing the ease of a search function to enterprise-scale data analysis. It offers a powerful search engine integrated with in-memory computing for a consumer-class UI.

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Domo

User Sentiment:
User satisfaction level icon: great

Domo is a cloud-based business management suite that accelerates digital transformation for businesses of all sizes. It performs both micro and macro-level analysis to provide teams with in-depth insight into their business metrics as well as solve problems smarter and faster. It presents these analyses in interactive visualizations to make patterns obvious to users, facilitating the discovery of actionable insights. Through shared key performance indicators, users can overcome team silos and work together across departments.

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Mathematica

User Sentiment:
User satisfaction level icon: excellent

Wolfram Mathematica is a technical computing platform that can perform a wide range of computations and algorithms for mathematics and beyond. Primarily designed for research and academia, it enables users to create powerful scripts through a flexible, multi-purpose programming language. It allows users to analyze and visualize data in sophisticated ways and employ methods such as machine learning, data mining and deep learning to model and solve complicated problems. It is available in the cloud through any web browser or installable on-premises on all desktop environments. Users can purchase licenses as individuals or under group or enterprise pricing for cloud, desktop or both versions.

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Klipfolio

User Sentiment:
User satisfaction level icon: excellent

Klipfolio is an analytics software tool that helps users wield data intelligently and confidently by building dashboards and reports that track KPIs and monitor trends. Users can glean insights from information across the organization collected in one convenient place and deploy interactive data visualizations that they can share with ease. It is available through an annual or monthly subscription to one of four plans: Publish, Grow, Team and Team+. The number of dashboards and users allowed, as well as the data refresh rate and level of support varies depending on the pricing plan selected.

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MicroStrategy

User Sentiment:
User satisfaction level icon: great

MicroStrategy is a data analytics platform that delivers actionable intelligence to organizations of all sizes. It allows users to customize data visualizations and build personalized real-time dashboards. It leverages data connectivity, machine learning and mobile access to offer users comprehensive control over their insights. Due to its ease of use and scalability, it stands out as a leader in the enterprise analytics field. Users can choose between cloud, on-premise or hybrid deployment according to their needs.

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Oracle Analytics Cloud

User Sentiment:
User satisfaction level icon: great

Oracle Analytics Cloud is an AI-powered solution that provides robust reporting and analytics features to businesses of all sizes. It offers a strong selection of reporting and analytics features from the convenience of the cloud. It prepares and analyzes data for trends, then turns that data into an intuitive visualization for users to explore and share. This helps users get a deeper understanding of a range of business questions as well as make accurate predictions and forecasts.

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Infor Birst

User Sentiment:
User satisfaction level icon: great

Infor Birst is a cloud-based analytics software tool that aims to help users discover insights without the need for analyst input. It unifies IT-managed enterprise data with user-owned data, supporting the blending of both in a top-down and bottom-up manner. It uses consistent business metrics to structure raw data into organized sets and visualizations. It helps users identify patterns and better understand their organization’s KPIs. It offers a seamless, integrated UI that allows users to perform every step of the data analysis process in a single interface, enabling a smooth experience. It can be deployed either from the cloud or self-hosted on-premise. Users can purchase it in three available formats: per-user fee, by department or business unit or by end-customer in embedded scenarios.

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Zoho Analytics

User Sentiment:
User satisfaction level icon: great

Zoho Analytics (formerly Zoho Reports) allows users to create visualizations and dashboards to present their data via a quick, easy, self-service model. It brings insight and analysis to an organization’s business data on-demand without needing IT assistance or data analysts through extensive automation efforts in several dimensions of the analytical process. Users can crunch huge datasets, clean and blend data, perform various analytical tasks and visualize the results in dynamic graphics to uncover insights. They can make data-informed business decisions in a stand-alone or embedded environment with support for mobile devices. It has flexible on-premise or cloud deployment models.

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BIRT

User Sentiment:
User satisfaction level icon: great

It’s an open-source project on Eclipse and is an acronym for Business Intelligence and Reporting Tools. It lets organizations extract and transform data for business analysis. Its Report Designer enables visual report-building within interactive dashboards. The runtime component executes the reports once ready. Embedded into a range of business interfaces, it enables custom design layout, data access and scripting to present report output over the web. It supports charts, crosstabs, using multiple data sources within the same report, re-using queries within reports and addition of custom code.

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GoodData

User Sentiment:
User satisfaction level icon: great

GoodData is a powerful, embeddable, customizable SaaS solution that combines, analyzes and visualizes the internal and external data of an organization to help businesses change the way they make decisions, with a focus on data-driven best practices. It lets users process data, analyze trends and create visualizations that present information in an easily-digestible format. Users can interpret these visualizations to draw insights and make intelligent business decisions.

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ibi

User Sentiment:
User satisfaction level icon: great

Ibi by Information Builders offers cloud-based data and analytics platforms that empower users to turn their information into insights through robust visualization, reporting and data management. WebFOCUS is its primary offering. Flexible, configurable and scalable, it integrates data from many sources, simplifies data workflows and enables fast, easy organization and analysis of data. It allows users to make more confident data-driven decisions that drive business results.As of 2020, the vendor has announced that it will be acquired by TIBCO.

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Jaspersoft

User Sentiment:
User satisfaction level icon: good

Jaspersoft is a reporting and data analytics suite built around the JasperReports engine that helps businesses create seamlessly embeddable, pixel-perfect reports, dashboards and visualizations. It empowers businesses with the self-service capabilities to find answers to data questions through beautifully rendered visuals that are easy to understand and explain. Bridging the gap between insight and action, it promotes ownership of the decision-making process across organizations. It includes JasperReports Library, JasperReports Server and JasperReports Studio. The vendor also offers a cloud and microservice-embeddable reporting engine, JasperReports IO.

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SAS Visual Analytics

User Sentiment:
User satisfaction level icon: great

SAS Visual Analytics offers fast answers to complex questions drawn from datasets of all sizes. It provides guided exploration, interactive dashboards, smart visualizations and self-service analytics to users of all technical skill levels, promoting data literacy and visibility. Its versatile, scalable design helps users make better business decisions based on data transparency. Built on a cohesive in-memory architecture, it promotes intelligent action driven by insight.

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Pyramid Analytics

User Sentiment:
User satisfaction level icon: great

Pyramid Analytics offers an enterprise-grade operating system that scales smoothly from single-user to organization-wide implementation. It’s OS agnostic and can be deployed in the cloud or on-premise. It promotes data literacy by allowing different levels of users to utilize different capabilities. It is designed to support an organization’s decision workflow end-to-end from self-service analytics to forecasting.

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JReport

User Sentiment:
User satisfaction level icon: excellent

JReport by Logi Analytics (now discontinued) empowered companies to perform data analysis and generate reports directly from other business applications. It was scalable, customizable, fault-tolerant and worked seamlessly within other web interfaces. It integrated with any architecture and supported a range of embedding methods from the front and back ends.

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Izenda

User Sentiment:
User satisfaction level icon: great

Izenda (replaced by Logi Symphony) is a business intelligence product that allows users to embed reporting and analytics capabilities into other applications. It monetizes data, promotes data literacy, offers insights and sets users up to make data-driven business decisions.From ad-hoc reports to ongoing insights, this software tool offers users a flexible range of data analysis features and visualization capabilities. It was designed for both developers and end users with a modern technology stack, flexible architecture and intuitive drag-and-drop interface.

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Exago

User Sentiment:
User satisfaction level icon: excellent

Exago (replaced by Logi Symphony) is embeddable, flexible and scalable. It is designed for multi-tenant SaaS use and requires no additional desktop downloads or plug-ins. It offers an open API and customizable UI, giving users control and flexibility. It includes express reports, pixel-perfect reports, report formatting templates, crosstab reports, drill-down, a dashboard designer, maps, data blending and OLAP.

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WebFOCUS

User Sentiment:
User satisfaction level icon: great

WebFOCUS is a data analytics solution from Information Builders that helps businesses transform their data into actionable insights. Its intuitive interface makes self-service intelligence accessible to users of all skill levels. Its capabilities include dashboards, scorecards, mobile access, guided ad hoc reporting, data integrations, dynamic report distribution and much more. As of 2020, the vendor has announced that it will be acquired by TIBCO.

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ClearStory Data

User Sentiment:
User satisfaction level icon: great

ClearStory Data was acquired by Alteryx in 2019. Data access and analysis were once relegated to specialists, quants or statisticians. Today, competitiveness on the front lines of business is dictated by the speed of data access and the quality of informed decision-making. ClearStory Data’s end-to-end solution includes an integrated Spark-based data processing platform and an incredibly simple user application for business consumption of insights.

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Datorama

User Sentiment:
User satisfaction level icon: great

Datorama helps businesses handle their processing and analysis needs for data sets of any size and complexity. It is scalable and cloud-based for growth, access and convenience. Powered by Salesforce, it’s built to provide enterprise-grade intelligence and insights.

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RStudio

User Sentiment:
User satisfaction level icon: excellent

RStudio is an integrated development environment suite for the R programming language, synthesizing coding tools into one software tool for easier advanced data processing. Using in-memory processing, it is capable of parsing big data through integrations and connections. It is available in both open-source and commercial formats, with extra features available in the paid edition includes more sophisticated collaboration and security efforts. The free version is capable of end-to-end analytics, from API connectivity and data ingestion to visualization creation and distribution. It can be deployed standalone or on a web browser through connection to RStudio Server.

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