Analyst Perspectives


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In this analyst perspective, Dave Menninger takes a look at data lakes. He explains the term “data lake,” describes common use cases and shares his views on some of the latest market trends. He explores the relationship between data warehouses and data lakes and share some of Ventana Research’s findings on the subject. He also provides an assessment of the risks organizations face in working with...

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Topics: Big Data, Data Warehousing, Analytics, Business Analytics, Business Intelligence, Data Governance, Data Management, Data Preparation, data lakes


In 2013, the Organization for Economic Cooperation and Development (OECD) published a report titled “Action Plan on Base Erosion and Profit Shifting” (commonly referred to as “BEPS”), which describes the challenges national governments face in enforcing taxation in an increasingly global environment with a growing share of digital commerce. Country-by-country (CbC) Reporting has developed in...

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Topics: ERP, GRC, audit, finance transformation, LongView, Tax, Business Analytics, Oracle, CFO, Vertex, FPM, BEPS, tax department, tax planning


I recently attended Oracle OpenWorld for the first time in several years. The message at this year’s event was clear: Oracle is all in on the cloud. I had heard the message, but I didn’t get the full impact until I arrived at the Moscone Center in San Francisco. All signage at the event contained the word “cloud,” and Oracle issued 18 press releases in conjunction with OpenWorld related to cloud...

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Topics: Big Data, Predictive Analytics, Business Analytics, Business Intelligence, Cloud Computing, Information Management


I have been involved in the call center and customer engagement market for more than 25 years, first as a consultant and systems integrator and for the past 11 years as an industry analyst. There have been lots of changes in that time but never as many as in the last 12 to 18 months. A simple illustration of the change is how I group vendors.

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Topics: Big Data, Social Media, Mobile Technology, Customer Performance, Business Analytics, Cloud Computing, Call Center


Like many other industry observers I’ve heard overblown claims for information technology for decades. However, I’ve also observed that – eventually – reality catches up with vision. Finance and accounting departments are particularly resistant to change, yet because almost no corporations use adding machines or typewriters any more, it’s clear that transformative change can happen. Nonetheless,...

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Topics: Social Media, Supply Chain Performance, Human Capital, Mobile Technology, Office of Finance, Operational Performance, Business Analytics, Business Collaboration, Business Intelligence, Business Performance, Cloud Computing, Financial Performance


Teradata recently held its annual Partners conference, at which gather several thousand customers and partners from around the world. This was the first Partners event since Vic Lund was appointed president and CEO in May. Year on year, Teradata’s revenues are down about 5 percent, which likely prompted some changes at the company. Over the past few years Teradata made several technology...

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Topics: Big Data, Predictive Analytics, Business Analytics, Business Intelligence, Cloud Computing, Information Management


Ventana Research coined the term “enterprise spreadsheet” in 2004 to describe a variety of software applications that add a desktop spreadsheet’s user interface (usually that of Microsoft Excel) to components that address the issues that arise when desktop spreadsheets are used in repetitive, collaborative enterprise processes. Enterprise spreadsheets are designed to provide the best of both...

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Topics: Sales Performance, Supply Chain Performance, Office of Finance, Customer Performance, Operational Performance, Analytics, Business Analytics, Business Intelligence, Business Performance, Customer & Contact Center, Financial Performance, Information Management, Financial Performance Management (FPM)


Ventana Research has newly published its Mobile Analytics and Business Intelligence 2016 Value Index. The Value Index provides a comprehensive evaluation of vendors and their product offerings across seven categories. In performing that analysis, I realized that this software category is at a crossroads. Once an optional capability often reserved for executives, mobile analytics is becoming a...

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Topics: Mobile Technology, Business Analytics, Business Intelligence, Information Optimization, Mobile BI, Analytics, Business Intelligence


Imagine how the third Monday in next January looks to leaders in the sales department. That’s the first day of the annual sales kickoff and the excitement level won’t get any higher. New products and services are in the works, lucrative customer contracts are up for renewal, alliance partners are in the house, and qualified opportunities are already flowing through your pipeline. The executive...

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Topics: Sales, Sales Performance, Human Capital, Human Capital Management, Mobile Technology, CRO, Analytics, Business Analytics, Business Collaboration, Business Performance, Financial Performance, Operational Intelligence


Vendavo is a vendor of business-to-business (B2B) price and revenue optimization software, which I have written about. A major focus of the conference sessions this year at the company’s annual user group meeting was on practical approaches to successful price optimization initiatives. While this category of software has been achieving increasing acceptance, penetration is still limited in the...

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Topics: Big Data, Sales Performance, Customer Performance, Operational Performance, Business Analytics, Business Performance, Financial Performance, Vendavo, price, pricing, optimization, revenue, cu


Unit4, a Netherlands-based vendor of financial management software focused mainly on midsize companies, recently acquired prevero, a German vendor of performance management and business intelligence software. The acquisition reflects a convergence of transactional and analytic business applications, which I have written about. ERP and financial management software vendors increasingly are adding...

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Topics: Office of Finance, Business Analytics, Business Performance, Financial Performance


Since I last wrote about Upstream Works it has expanded its focus on contact center agent efficiency and effectiveness to include omnichannel customer experience. Each of its core products has undergone a number of developments. Its main product now is Upstream Works for Finesse, which it classifies as a smart agent desktop. This is a desktop application that enables users of contact center...

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Topics: Customer Experience, Customer Performance, Analytics, Business Analytics, Call Center


It’s part of my job to cover the ecosystem of Hadoop, the open source big data technology, but sometimes it makes my head spin. If this is not your primary job, how can you possibly keep up? I hope that a discussion of what I’ve found to be most important will help those who don’t have the time and energy to devote to this wide-ranging topic.

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Topics: Big Data, Business Analytics, Business Intelligence, Information Management, Operational Intelligence


It often seems to business-to-business (B2B) marketers as if the only people who understand them are other B2B marketers. They feel that salespeople don’t get what they do day-to-day, that friends and family don’t understand what they do for a living, and most of all that the executives to whom they report have no interest in what they do – that is, until the last day of the quarter. Then they...

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Topics: Big Data, Sales Performance, Operational Performance, Analytics, Business Analytics, Business Collaboration, Business Intelligence, Business Performance, Cloud Computing, Operational Intelligence, Hive9 Marketing Performance Management


Data virtualization is not new, but it has changed over the years. The term describes a process of combining data on the fly from multiple sources rather than copying that data into a common repository such as a data warehouse or a data lake, which I have written about. There are many reasons for an organization concerned with managing its data to consider data virtualization, most stemming from...

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Topics: Big Data, Business Analytics, Business Intelligence, Information Management, Information Optimization, Data virtualization, data integration, data lake,


In July Salesforce officially closed on its purchase of digital commerce platform provider Demandware for US$2.8 billion. Salesforce’s executives were interested in acquiring a digital commerce platform, and they claim that Demandware was routinely mentioned in their due diligence of the market. So out came Marc Benioff’s and Salesforce checkbook, and they paid. Handsomely. For that sizeable...

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Topics: Social Media, Mobile Technology, Office of Finance, Business Analytics, Business Collaboration, Business Intelligence, Business Performance, Cloud Computing, Financial Performance, Operational Intelligence, Uncategorized, Omnichannel, Commerce, Digital kDigital


Predictive analytics is a rewarding yet challenging subject. In our benchmark research on next-generation predictive analytics at least half the participants reported that predictive analytics allows them to achieve competitive advantage (57%) and create new revenue opportunities (50%). Yet even more participants said that users of predictive analytics don’t have enough skills training to produce...

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Topics: Big Data, Data Science, Predictive Analytics, Business Analytics, Business Intelligence, Business Performance, Cloud Computing


Businesses and customers are ready for a new generation of digital commerce technology, but implementing it is challenged by significant barriers in two basic categories: technology commoditization and the lack of an IT and business framework for delivering great customer experiences. Regarding the first, for some companies making large IT purchases, the way an enterprise employs CAPEX and OPEX...

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Topics: Sales Performance, Social Media, Mobile Technology, Wearable Computing, Customer Performance, Business Analytics, Business Collaboration, Business Intelligence, Business Performance, Cloud Computing, Operational Intelligence, Uncategorized, Mobile Marketing Digital Commerce


One aspect of living in downtown Chicago is that there’s always something going on. But as distasteful as the subject matter of certain local events can be, some proceedings can inspire perspectives on a number of topics. One that occurs to me is how the retail industry can apply the new generation of mobile and location-based technologies not only to shape the customer experience but even rescue...

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Topics: Social Media, Mobile Technology, Wearable Computing, Customer Performance, Business Analytics, Business Collaboration, Business Intelligence, Business Performance, Cloud Computing, Operational Intelligence, Uncategorized, Mobile, Marketing Location Communication


Qlik helped pioneer the visual discovery market with its QlikView product. In some respects, Qlik and its competitors also spawned the self-service trend rippling through the analytics market today. Their aim was to enable business users to perform analytics for themselves rather than building a product with the perfect set of features for IT. After establishing success with end users the company...

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Topics: Big Data, Mobile Technology, Business Analytics, Business Collaboration, Business Intelligence, Cloud Computing, Information Management, Uncategorized, Qlik, Analytics, Qlik Sense, Qlik, Business intell


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