David Menninger's Analyst Perspectives

From Analytics to Action Requires Collaboration

Posted by David Menninger on Sep 20, 2018 8:35:29 AM

All too often, software vendors view analytics as the end rather than the beginning of a process. I’m reminded of some of the advanced math classes I’ve taken in which the teaching process focused on a few key aspects of a mathematical proof or solution, leaving the rest of the exercise to be worked out by the students. In other contexts, you may hear people say the numbers speak for themselves.

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Topics: Analytics, Business Intelligence, Collaboration, data science, Data Governance, Information Optimization, Machine Learning, digital technology, collaboration for business

Research Agenda Explores Evolving World of Analytics in 2018

Posted by David Menninger on Feb 12, 2018 5:17:18 AM

We at Ventana Research recently published our research agendas for 2018. Analytics and business intelligence are evolving and so is our research on their use across practice areas. Earlier research has shown that analytics can deliver significant value to organizations; for example, our predictive analytics research shows that 57 percent of organizations reported achieving a competitive advantage and half created new revenue opportunities with predictive analytics. Waves of investment in self-service analytics have propelled the market for analytics tools, significantly empowering line-of-business organizations to create their own analytics and set their own analytic priorities. But organizations are also beginning to recognize some of the limitations of current analytics implementations – for self-service, for example. Our Data Preparation Benchmark Research reveals that fewer than half (42%) of organizations are comfortable allowing business users to work with data not prepared by IT. Our research this year will continue to explore both the successes and challenges organizations face as they continue to use analytics and BI.

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Topics: Analytics, Machine Learning, Artificial intelligence, Business Intelligence, Internet of Things, IOT, Collaboration, natural language processing, Natural Language Query

Datawatch Gets Social with Data Preparation

Posted by David Menninger on Aug 24, 2017 3:07:01 AM

Many organizations continue to struggle with preparing data for use in operational and analytical processes. We see these issues reported in our Data and Analytics in the Cloud benchmark research, where 55 percent of organizations identify data preparation as the most time-consuming task in their analytical processes.  Similarly, in our Next-Generation Predictive Analytics research, 62 percent of companies report that they’re unsatisfied because data needed for access or integration is not readily available. In our Big Data Integration research, 52 percent report spending that in working with big data integration processes, they spend the most time reviewing data for quality and consistency.  And nearly half of companies (48%) report this same issue in our Internet of Things research. We are currently conducting further research into this critical issue with our Data Preparation benchmark research.

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Topics: Data Preparation, Analytics, Datawatch, Collaboration, Big Data

Domo Innovates Analytics for Business

Posted by David Menninger on Apr 15, 2017 12:36:52 AM

Some 3,000 people attended Domo’s recent customer event, called Domopalooza. That’s nearly double the attendance of the previous event, which my colleague Mark Smith covered. Formerly a bit “stealthy,” Domo has started sharing more information, some of which I’ll pass along, as well as observations about product announcements made at the event.

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Topics: Business Intelligence, Collaboration, data science, Mobile, Machine Learning Digital Technology, Machine Learning and Cognitive Computing, Mobile Technology, Analytics, Cloud Computing, Big Data

SAS Brings Portfolio of Data Science with Viya

Posted by David Menninger on Apr 5, 2017 9:47:03 AM

I recently attended SAS Institute’s analyst relations conference. There the company provided updates on its financial performance and its Viya platform and a glimpse into some of its future plans.

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Topics: business intelligence, data science, Internet of Things, Data Integration, Data Governance, Data Preparation, Information Optimization, Machine Learning Digital Technology, Big Data, Machine Learning and Cognitive Computing, Mobile Technology, Analytics, Cloud Computing, Collaboration

2017 Big Data Prediction: A’s Replace V’s

Posted by David Menninger on Mar 1, 2017 11:11:30 PM

Big data initially was characterized in terms of “the three V’s,” volume, velocity and variety. Nearly five years ago I wrote about the three V’s as a way to explain why new and different technologies were needed to deal with big data. Since then the industry has tackled many of the technical challenges associated with the three V’s. In 2017 I propose that we focus instead on a different letter, which includes these A’s: analytics, awareness, anticipation and action. I’ll explain why each is important at this stage of big data evolution.

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Topics: Business Intelligence, Collaboration, data science, Internet of Things, Data Preparation, Information Optimization, Machine Learning, Analytics

Research Agenda Will Guide Business Analytics in 2017

Posted by David Menninger on Feb 8, 2017 8:19:34 AM

Ventana Research analysts recently published our research agendas for 2017. As we put together these plans we think about the forces that are shaping the markets that we cover and then craft agendas that study these issues to provide insights for our community. I’ve been working in the business intelligence (BI) and analytics market for nearly 25 years, and throughout that time the industry has been trying to make analytics useful to increasingly wider audiences. That focus continues to today. Better search and presentation methods, including visual discovery and natural-language processing, are promising ways to engage more users. We also see organizations supporting their users in specific functional roles with relevant and accessible analytics. My colleagues examine these issues as part of their agendas in the Office of FinanceSalesMarketingCustomer ExperienceOperations and Supply Chain, and Human Capital Management. While their agendas include analytics within specific domains, my own research focuses on a range of analytics issues across domains including cloud computing, mobility, collaboration, data science and the Internet of Things.

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Topics: Business Intelligence, Collaboration, data science, Internet of Things, Big Data, Machine Learning and Cognitive Computing, Mobile Technology, Analytics, Cloud Computing

Pentaho 7.0 Brings Visualization and Data Preparation

Posted by David Menninger on Jan 27, 2017 7:21:37 AM

The business intelligence market is bounded on one side by big data and on the other side by data preparation. That is, to maximize their performance in using information, organizations have to collect and analyze ever increasing volumes of data while the tools available are constantly evolving in the big data ecosystem that I have written about. In our benchmark research on big data analytics, half (51%) of organizations said they want to access big data using their existing BI tools. At the same time, as I have noted, end users are demanding self-service access to data preparation capabilities to facilitate their analyses.

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Topics: Business Intelligence, Collaboration, Internet of Things, Big Data, Data Integration, Data Preparation, Information Management, Analytics

Business Intelligence Revolution and Research Agenda for 2012

Posted by David Menninger on Mar 15, 2012 11:43:40 AM

For most people involved with business intelligence (BI), these are exciting times. Using BI to improve business processes continues to motivate organizations to invest in BI. The focus on BI also empowers business analytics and can be rented in the cloud computing model of accessing software. New technologies are adding dimensions to BI and creating both excitement and confusion for enterprises implementing them. We offer a variety of accomplished research that can help organizations overcome the hype and understand how to use these technologies to improve business decision-making, and we’re planning new research in 2012 on these topics.

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Topics: Business Analytics, Business Intelligence, Business Performance, Customer & Contact Center, Financial Performance, Information Management, Mobile Business Intelligence, Operational Intelligence, Predictive Analytics, Sales Performance, Social Media, Supply Chain Performance, Workforce Performance, Collaboration

Yellowfin 6 Advances Collaboration and Mobility Capabilities

Posted by David Menninger on Dec 20, 2011 3:56:24 AM

Collaborative and mobile technologies continue to influence business intelligence (BI) software products. The recent release of Yellowfin 6 embraces these innovations in a visually appealing, end-user-oriented BI product. Yellowfin is an independent BI software vendor based in Australia that was recently recognized, along with its customer Macquarie University, as a Ventana Leadership Award winner for the use of location–based aspects of its technology for effective planning and student acquisition initiatives.

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Topics: Business Analytics, Business Intelligence, Business Performance, Customer & Contact Center, Financial Performance, Sales Performance, Social Media, Supply Chain Performance, Workforce Performance, Yellowfin, Mobile, Collaboration