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Artificial intelligence using machine learning has passed through the bright, shiny object stage and software vendors are well into the process of making the concept a reality in their offerings. Ventana Research defines AI as the use of technology to process information in much the way humans do, including improving accuracy in recommendations, actions and conclusions as more data is received. I...

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Topics: Planning, Machine Learning, Budgeting, Business Planning, Financial Performance Management, forecasting, AI and Machine Learning


I previously explained how the data lakehouse is one of two primary approaches being adopted to deliver what I have called a hydroanalytic data platform. Hydroanalytics involves the combination of data warehouse and data lake functionality to enable and accelerate analysis of data in cloud storage services. The term data lakehouse has been rapidly adopted by several vendors in recent years to...

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Topics: business intelligence, Analytics, Data, data lakes


Compensation management is a key talent management process involving all workers and managers within an organization. Determining and providing the appropriate compensation for each person — whether it involves base pay, merit pay, or variable pay and incentives such as bonuses — is critical to being able to attract and retain productive members of the workforce, including full- and part-time...

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Topics: Human Capital Management, Total Compensation Management


Organizations are constantly trying to streamline and optimize business data to solve complex problems and identify opportunities to increase revenue and accelerate business growth. The data is usually stored in multiple systems with various data governance rules, which makes it complicated to democratize data and analytics within an organization. The most pressing concerns cited by participants...

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Topics: Domo, BI platform


As I recently described, it is anticipated that the majority of database workloads will continue to be served by specialist data platforms targeting operational and analytic workloads, albeit with growing demand for hybrid data processing use-cases and functionality. Specialist operational and analytic data platforms have historically been the since preferred option, but there have always been...

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Topics: Analytics, Business Intelligence, Cloud Computing, Data, Digital Technology, Analytics and Data


Organizations are scaling business intelligence initiatives to gain a competitive advantage and increase revenue as more data is created. Lack of expertise, data governance and slow performance can impact these efforts. Our Analytics and Data Benchmark Research finds some of the most pressing complaints about analytics and BI include difficulty integrating with other business processes and...

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Topics: Business Intelligence, Data Governance


I recently wrote about the potential benefits of data mesh. As I noted, data mesh is not a product that can be acquired, or even a technical architecture that can be built. It’s an organizational and cultural approach to data ownership, access and governance. While the concept of data mesh is agnostic to the technology used to implement it, technology is clearly an enabler for data mesh. For many...

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Topics: Analytics, Business Intelligence, Data Governance, Data Integration, Data, data operations, Streaming Data Events, AI and Machine Learning


At Enterprise Connect in March, Amazon announced new functionality in its cloud contact center platform, Amazon Connect. The company is now including a full Workforce Optimization component, which includes built-in forecasting, capacity planning and scheduling capabilities. It's no surprise that Amazon is adding these capabilities, as WFO has become a core component of a complete CCaaS platform.

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Topics: Customer Experience, Contact Center


Kinaxis is a sales and operation planning software company headquartered in Ottawa, Canada. Its RapidResponse is an S&OP platform for concurrent planning, designed to integrate an organization’s supply chain planning silos, accelerate planning cycles and optimize supply chain execution to match customer demand.

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Topics: Continuous Planning, Business Planning, Operations & Supply Chain, Enterprise Resource Planning, continuous supply chain


I recently described the use cases driving interest in hybrid data processing capabilities that enable analysis of data in an operational data platform without impacting operational application performance or requiring data to be extracted to an external analytic data platform. Hybrid data processing functionality is becoming increasingly attractive to aid the development of intelligent...

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Topics: Analytics, Business Intelligence, Cloud Computing, Data, Digital Technology, Analytics and Data, AI and Machine Learning


There is a fundamental flaw in information technology, or at least in the way it is most commonly delivered. Most technology systems are developed under the assumption that all people will use the system primarily in the same way. Sure, there are some options built in — perhaps the same action can be initiated by either clicking on a button, selecting a menu item or invoking a keyboard short-cut....

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Topics: Business Intelligence, Data Management, natural language processing, data operations, Analytics and Data, AI and Machine Learning


The data governance landscape is growing rapidly. Organizations handling vast amounts of data face multiple challenges as more regulations are added to govern sensitive information. Adoption of multi-cloud strategies increases governance concerns with new data sources that are accessed in real time. Our Data Governance Benchmark Research shows that organizations face multiple challenges when...

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Topics: Data Governance, Data Management, data operations


Personalization is everywhere, from clothes that are selected for us and delivered to our homes, to the ads we see, to the movies we stream. It’s no surprise that employees expect that same level of curated experience in the workplace. And yet, evidence abounds to the contrary. The proverbial black hole of recruiting is still the bane of existence of everyone who has applied for a job online and...

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The server is a key component of enterprise computing, providing the functional compute resources required to support software applications. Historically, the server was so fundamentally important that it – along with the processor, or processor core – was also a definitional unit by which software was measured, priced and sold. That changed with the advent of cloud-based service delivery and...

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Topics: Business Continuity, Cloud Computing, Data, Digital Technology, Analytics and Data


Many – myself included – have written about the growth in technologies designed to aid in business-to-business sales and sales management by serving sales reps, line managers, executives and operations. But one area that has been ill-served is technical presales, or sales engineering. You may ask why this should matter. Aren’t presales engineers all about demonstrations? How could technology –...

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Topics: Office of Revenue


Organizations need to use external data in planning and budgeting, both data and third-party forecasts. This need also extends to external data in training artificial intelligence systems to assist in planning and for predictive analytics. Companies do not live in a vacuum and things occurring outside physical facilities have a direct impact on how an organization performs. Incorporating external...

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Topics: Office of Finance, Business Planning, Financial Performance Management


Over a decade ago, I coined the term NewSQL to describe the new breed of horizontally scalable, relational database products. The term was adopted by a variety of vendors that sought to combine the transactional consistency of the relational database model with elastic, cloud-native scalability. Many of the early NewSQL vendors struggled to gain traction, however, and were either acquired or...

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Topics: Business Continuity, Cloud Computing, Data, Digital Technology, Analytics and Data


Contact centers are undergoing a radical reshuffling of the workforce, partly because the pandemic shifted agents to remote work. But the trends were in place to reorganize the world of work long before the pandemic. Digital contact channels, which are gaining in popularity, require workers that are better informed and capable of handling more complex and interdependent interactions and...

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Topics: Customer Experience, Voice of the Customer, Contact Center, agent management


Sage recently announced that it is expanding its Sage Intacct software offering to support discrete manufacturing, with its initial foray into this competitive market centered in France. The move supports the company’s strategy of building out the scope of industries served by its cloud applications to include product-oriented business models and expanding Sage Intacct’s geographic footprint. The...

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Topics: Office of Finance, ERP and Continuous Accounting


I recently described how the operational data platforms sector is in a state of flux. There are multiple trends at play, including the increasing need for hybrid and multicloud data platforms, the evolution of NoSQL database functionality and applicable use-cases, and the drivers for hybrid data processing. The past decade has seen significant change in the emergence of new vendors, data models...

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Topics: business intelligence, Analytics, Data Integration, Data, AI and Machine Learning


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