Services for Organizations

Using our research, best practices and expertise, we help you understand how to optimize your business processes using applications, information and technology. We provide advisory, education, and assessment services to rapidly identify and prioritize areas for improvement and perform vendor selection

Consulting & Strategy Sessions

Ventana On Demand

    Services for Investment Firms

    We provide guidance using our market research and expertise to significantly improve your marketing, sales and product efforts. We offer a portfolio of advisory, research, thought leadership and digital education services to help optimize market strategy, planning and execution.

    Consulting & Strategy Sessions

    Ventana On Demand

      Services for Technology Vendors

      We provide guidance using our market research and expertise to significantly improve your marketing, sales and product efforts. We offer a portfolio of advisory, research, thought leadership and digital education services to help optimize market strategy, planning and execution.

      Analyst Relations

      Demand Generation

      Product Marketing

      Market Coverage

      Request a Briefing


        Analyst Perspectives

        The six costliest words in managing a finance department are, “we’ve always done it this way.” Closing the books is the process of finalizing and summarizing the financial activities of a business for a specific accounting period (typically a month, quarter, or fiscal year). It involves completing various tasks to ensure that all revenue, expense, and other financial transactions are properly recorded, accounts are balanced, and financial statements are prepared. Accounting processes are...

        Read More

        Topics: Office of Finance, ERP and Continuous Accounting, AI and Machine Learning

        While I do not have an MBA, I have a very academic degree in economics and three decades of experience in different facets of business. Why is this important or relevant? Well, an entire industry has sprung up to promote the latest business ideas, the adoption of which will, supposedly, if not guarantee success, improve the probability of success in any endeavor. And while some of these ideas have merit, many fall in the “interesting but so what” category.

        Read More

        Topics: Digital Commerce, Office of Revenue

        For decades, most organizations thought of onboarding as a basic housekeeping item, akin to filling out tax withholding paperwork, having a picture taken for a badge, getting a uniform or signing for a handbook. In reality, true onboarding encompasses much more. It’s considerably more strategic than tactical, including all processes required to successfully integrate a new employee into an organization.

        Read More

        Topics: Human Capital Management, Talent Management, employee experience

        I have previously written about the functional evolution and emerging use cases for NoSQL databases, a category of non-relational databases that first emerged 15 or so years ago and are now well established as potential alternatives to relational databases. NoSQL is a term used to describe a variety of databases that fall into four primary functional categories: key-value stores, wide-column stores, document-oriented databases and graph databases. Each is worthy of further exploration, which is...

        Read More

        Topics: Data

        Intelligent automation is a powerful tool that can help the CIO and IT leaders optimize business processes and outcomes while reducing costs, risks and errors. Automation takes many forms, each with its own applications, benefits and limitations. In a previous perspective, I shared how technology helps organizations automate processes and enhance workflow efficiency. This perspective explains the various types of automation enabled by artificial intelligence technologies and their applications...

        Read More

        Topics: Digital Technology, robotic automation, AI and Machine Learning

        As we celebrate the first half of what seems to be the year of generative artificial intelligence, with an apparently unlimited discussion of use cases and bogeymen, my attention is turning to the very mundane question of costs. Specifically, how costs incurred – through investment and operation – will be distributed along the value chain and how this will affect the demand for AI ‒ by whom and for what purpose. It’s a question that needs asking even though, at this stage in the market’s...

        Read More

        Topics: Office of Finance, Continuous Planning, Business Planning, Enterprise Resource Planning, natural language processing, AI and Machine Learning, Continuous Supply Chain & ERP

        Automation uses technology to perform tasks or functions that would otherwise require human intervention or effort. Automation has existed for decades, and it takes many forms. It handles routine tasks, freeing time for knowledge workers to perform other activities that require creativity, subjectivity or empathy. Automation can also improve the quality, efficiency and consistency of business processes as well as enhance customer satisfaction and brand loyalty.

        Read More

        Topics: Digital Technology, robotic automation, AI and Machine Learning

        The publication of Ventana Research’s 2023 Operational Data Platforms Value Index earlier this year highlighted the importance of incorporating analytic processing into operational applications to deliver personalization and recommendations for workers, partners and customers. This importance is being accelerated by interest in generative AI, especially large language models. The emergence of intelligent applications has impacted the requirements for operational data platforms with the need to...

        Read More

        Topics: Analytics, Cloud Computing, Data, Digital Technology, analytic data platforms, Analytics and Data, AI and Machine Learning

        Increasing threats and challenges from cyberattacks, data breaches and other incidents have made digital security a critical concern for organizations. These dangers have devastating consequences, including financial loss, reputational damage, legal liabilities and operational disruption. Adopting effective and efficient digital security strategies is key to protecting data, assets and customers from risk.

        Read More


        I recently attended Sage Software’s Partner Summit. Implementation partners account for most of the sales and implementation of finance and accounting applications designed for small and midsize businesses, so they are important to the success of the software vendor. These events are designed to inform partners of product enhancements and the product and technology roadmap as well as provide a perspective on market conditions and trends.

        Read More

        Topics: Office of Finance, Business Planning, ERP and Continuous Accounting, AI and Machine Learning

        Perhaps no human capital management-related topic has been more widely examined in recent years than the struggle to find and retain top talent. Software has flooded the market to address the challenge from every angle — automated sourcing and stack ranking of candidates; artificial intelligence-powered employee sentiment analysis for identifying and reducing the risk of attrition; and internal skills gap identification with connected learning opportunities to help organizations quantify what...

        Read More

        Topics: Human Capital Management, Talent Management

        Verint came to its Engage customer conference in June with the goal of changing the industry’s conversation around Contact Center as a Service (CCaaS). The industry commonly considers CCaaS to be equivalent to cloud-based voice routing, an old and perhaps outdated way of thinking about provisioning contact centers. Verint wants to flip the narrative: voice routing is not special enough anymore to warrant being the core around which buying decisions are made. In Verint’s telling, CCaaS is more...

        Read More

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

        Despite best intentions, many organizations still struggle with some fundamental aspects of data processing and analytics. Taking data from operational applications and making it available for analysis is a first step, but data management remains a perennial challenge. Data movement and transformation difficulties can lead to delays and data quality problems that prevent organizations from generating value from data. The inability to govern and integrate data from multiple data sources prevents...

        Read More

        Topics: Cloud Computing, Data Management, Data, Digital Technology, data operations, Analytics and Data

        Since acquiring InContact in 2016, NICE has moved far from its roots in call recording and contact center quality optimization. That acquisition birthed what was effectively a hybrid that married cloud contact center operations (CCaaS) with a focus on advanced customer experience (CX) analytics. NICE held its annual customer event, Interactions 2023, in June in New York, gathering end users to hear the company talk about its work in these areas and its efforts to use new AI technologies for CX.

        Read More

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

        Cloud computing has emerged as the catalyst for a shift from digital transformation to digital modernization. This technology offers many advantages, including heightened agility, cost reduction, improved collaboration, enhanced security and accelerated innovation. Hybrid and multi-cloud strategies offer distinctive strengths that enable organizations to optimize the IT infrastructure necessary for digital transformation and modernization efforts.

        Read More

        Topics: Cloud Computing, Digital Technology

        Maintaining data quality and trust is a perennial data management challenge, often preventing organizations from operating at the speed of business. Recent years have seen the emergence of data observability as a category of DataOps focused on monitoring the quality and reliability of data used for analytics and governance projects and associated data pipelines. There is clear overlap with data quality, which is more established as both a discipline and product category for improving trust in...

        Read More

        Topics: Data Management, Data, data operations

        Organizations increasingly rely on real-time analytics to make informed decisions and stay competitive in today’s data-driven business landscape. As the complexity of data grows with the continuous addition of diverse sources, customers and workers alike expect real-time responsiveness. Accelerated query performance is crucial to process and extract valuable insights from data in a timely manner. Traditional analytics applications are often insufficient for managing the scale, velocity and...

        Read More

        Topics: Data Management, Data, data operations, Streaming Data Events, analytic data platforms

        A lot has changed in business over the past ten years. The rise of e-commerce and omnichannel buying and engagement, the increasing digitization of the economy and the broader adoption of pricing and revenue models such as subscription and usage. And these are all having an impact on how business leaders need to think about their organizations.

        Read More

        Topics: Payroll Management, Total Compensation Management, Revenue Performance Management, Office of Revenue

        Organizations engage in collaborative supply chain planning in order to have more accurate, timely and actionable information, including forecasts and stock-on-hand. The objective is to achieve lower costs and reduce risk while ensuring order fulfillment to achieve optimal supplier and customer relationships. Unfortunately, our research shows that that few companies manage collaboration well in their sales and operations planning (S&OP) processes. Today, S&OP software has become more accessible...

        Read More

        Topics: Operations & Supply Chain, Enterprise Resource Planning, Continuous Supply Chain & ERP

        With the growing threat landscape and increasing reliance on technology, digital security has become a critical concern. What constitutes digital security, and how is it different from cybersecurity? How are the roles of the chief information officer and chief information security officer evolving to meet digital security needs? To explore these questions, we must understand the impact of digital transformation and modernization and identify strategies for success. I’ll also set the stage for...

        Read More


        PROS has been in business since 1985, but over the past 10 years, the company has transformed itself from being primarily a vendor of on-premises price optimization software supporting the airline industry to providing a cloud-based set of applications that use data and artificial intelligence (AI) to aid in price determination. PROS also offers a scalable configure, price, quote (CPQ) application. 

        Read More

        Topics: Digital Commerce, Office of Revenue

        I previously explained the arguments in favor of adoption of distributed SQL databases, the new generation of operational data platforms designed to combine the benefits of the relational database model and native support for distributed cloud architecture. It is critical for distributed SQL vendors to engage with developers to ensure they are considering the importance of resilience that spans multiple data centers and/or cloud regions as they choose the databases that will underpin...

        Read More

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

        The underlying idea behind trying to manage customer experiences is that of the journey: that customers follow a path through distinct stages, with different needs and modes of contact at each stage. The default mode for controlling experiences has long been to react to what the customer does and, to a great extent, build an enormous and costly infrastructure around having to wait for customers to decide to engage. Contact centers do a fine job of handling incoming communications, sorting them...

        Read More

        Topics: Customer Experience, Contact Center

        A lot has been written about the definition of generative artificial intelligence (AI) and large language models (LLMs), though less has been written about the business considerations for an organization to evaluate adopting and implementing these technologies. And more importantly, does the technology align with the Office of the CIO objectives and the goals of the business? The value of generative AI software must be put into terms that all stakeholders can relate to. And organizations cannot...

        Read More

        Topics: Digital Technology, natural language processing, Collaborative & Conversational Computing, AI and Machine Learning

        Data fabric has grown in popularity as organizations struggle to manage data spread across multiple data centers, systems and applications. By providing a technology-driven approach to automating data management and governance across distributed environments, data fabric is attractive to organizations seeking to simplify and standardize data management. I assert that by 2025, more than 6 in 10 organizations will adopt data fabric technologies to facilitate the management and processing of data...

        Read More

        Topics: Cloud Computing, Data Management, Data, Digital Technology, data operations, analytic data platforms, Analytics and Data

        Planful, a financial planning and consolidation software vendor, held its annual Perform23 user conference in May. The event showcased the company’s ongoing investments to provide finance and accounting departments with the means to improve effectiveness by enhancing efficiency.

        Read More

        Topics: Office of Finance, Business Planning

        Workforce management software is used to automate and streamline core processes that organizations use to optimize their hourly workforce. These include capabilities like labor forecasting, scheduling, time tracking, absence management and compliance. In today’s competitive labor market with the complexities that accompany hyper-localized workforce rules and regulations, workforce management (WFM) software can play a key role in ensuring organizations have the right people in the right place at...

        Read More

        Topics: Human Capital Management, Workforce Management

        The digital transformation movement was about making wholesale changes in the use of technology across all lines of business and functions. It required organizational change on a large scale, including adapting the organization’s culture, retraining or rehiring the workforce and process realignment. Change management and a significant time commitment to implement change were necessary while maintaining existing operations.

        Read More

        Topics: Cloud Computing, Digital Technology

        While many vendors have focused on developing new technologies and features to improve sales execution through more personalized and targeted sales enablement, lead and sales opportunity progress tracking and scoring, manager coaching and conversational intelligence, it seems that sales and revenue teams are realizing that this is not, in and of itself, enough to arrest the decline in quota attainment and the general failure of most sales teams’ members to make targets. But, as Antoine de...

        Read More

        Topics: Revenue Performance Management, Office of Revenue

        The Office of Finance can be compared to a numbers factory where the main raw material, data, is transformed into financial statements, management accounting, analyses, forecasts, budgets, regulatory filings, tax returns and all kinds of reports. Data is the strategic raw material of the finance and accounting department. It is the key ingredient in every sale and purchase as well as every transaction of any description. Quality control is essential to achieving high standards of output in any...

        Read More

        Topics: Office of Finance, embedded analytics, Analytics, Business Intelligence, Data Management, Business Planning, ERP and Continuous Accounting, data operations, analytic data platforms, AI and Machine Learning

        I am happy to announce that I have taken on a new role at Ventana Research to lead the firm’s overall research and advisory for the CIO and technology leader practice. The area focuses on digital modernization and the transformation necessary for IT teams to be successful across an organization. The market coverage spans Cloud Computing, Digital Security, Generative AI and the technologies driving Intelligent Automation.

        Read More

        Topics: Digital Technology

        The data and analytics sector rightly places great importance on data quality: Almost two-thirds (64%) of participants in Ventana Research’s Analytics and Data Benchmark Research cite reviewing data for quality and consistency issues as the most time-consuming task in analyzing data. Data and analytics vendors would not recommend that customers use tools known to have data quality problems. It is somewhat surprising, therefore, that data and analytics vendors are rushing to encourage customers...

        Read More

        Topics: Analytics, Data Governance, Data Management, Data, Digital Technology, natural language processing, Analytics and Data, AI and Machine Learning

        I wrote last year about how interest in pricing management is now expanding from the traditional use cases in industries such as manufacturing and chemicals. In part, this has been helped by technology changes that are allowing vendors to offer the advantages of pricing optimization and management without the “science project” approach, which has previously convinced many that the returns did not justify the disruption and time to value of traditional initiatives. All three parts of a typical...

        Read More

        Topics: Office of Revenue

        Zendesk held its customer conference – Relate – along with a session for industry analysts in May. Zendesk develops software primarily for customer service and support and automating aspects of the sales process through customer relationship management. The conference presented an opportunity for Zendesk to showcase several new technology developments that it hopes will solidify its position in the customer experience marketplace.

        Read More

        Topics: Customer Experience, Contact Center

        Ventana Research expanded its core Office of Finance focus areas this year to reflect new and important opportunities to use technology to gain effectiveness through greater efficiency. The focus area we caption as “Purchasing, Sourcing and Payments” also includes receivables. Doing a better job of record-keeping and organizing paperwork, especially in a minutiae-laden process like order-to-cash, may seem trivial. Yet, when the pandemic required organizations to lock down in early 2020,...

        Read More

        Topics: Office of Finance

        In early 2019, I first wrote about the escalating strategic challenges facing organizations resulting from the decade-long dismantling of the liberal global trade environment and the shift to more restrictive regimes. Supply chain management was upended in 2020 as a series of extraordinary events, especially the pandemic-induced supply chain shocks, compounded the tactical challenges facing supply chain managers and increased awareness of the brittle nature of lowest-cost supply chain...

        Read More

        Topics: Continuous Planning, Business Planning, Operations & Supply Chain, Enterprise Resource Planning, Continuous Supply Chain & ERP

        MicroStrategy is a long-standing business intelligence and analytics vendor that operates worldwide. Founded in 1989, this publicly traded company with hundreds of millions of dollars in revenue recently held its first in-person conference since prior to the pandemic. Similar to previous in-person events, the event was well attended by about 2,000 attendees and exhibitors. The theme, “MicroStrategy ONE,” is a way to explain the breadth of capabilities the company offers. The breadth of the...

        Read More

        Topics: embedded analytics, Analytics, Business Intelligence, Digital Technology, natural language processing, Analytics and Data

        Master data management may not attract the same level of excitement as fashionable topics such as DataOps or Data Platforms, but it remains one of the most significant aspects of an organization’s strategic approach to data management. Having trust in data is critical to the ability of an organization to make data-driven business decisions. Along with data quality, MDM enables organizations to ensure data is accurate, complete and consistent to fulfill operational business objectives.

        Read More

        Topics: Data Governance, Data Management, Data, data operations

        Artificial intelligence (AI) has evolved from a highly specialized niche technology to a worldwide phenomenon. Nearly 9 in 10 organizations use or plan to adopt AI technology. Several factors have contributed to this evolution. First, the amount of data they can collect and store has increased dramatically while the cost of analyzing these large amounts of data has decreased dramatically. Data-driven organizations need to process data in real time which requires AI. In addition, analytics...

        Read More

        Topics: Analytics, Digital Technology, natural language processing, Analytics and Data, AI and Machine Learning

        Artificial intelligence (AI) has become ubiquitous in discussions of contact center technology. Vendors are rushing to incorporate it into platforms and applications. And end users have understandably mixed feelings about where it makes sense to use and what its impacts will be. No one should be surprised that AI has arrived, especially for customer support: Software companies have been working on customer experience (CX)- -related AI applications for many years, and the fruits of those efforts...

        Read More

        Topics: Customer Experience, Contact Center, agent management, AI and Machine Learning

        The past five years have witnessed unprecedented innovation and investment in HCM technology. As quickly as the world of work has changed, so too have new technologies emerged to support those changes to optimize human engagement and business outcomes. Point solutions and platform providers alike have made headlines with advances in talent intelligence, personalization within the flow of work, pay equity analysis, skills gap identification and AI-powered career pathing, to name a few. But one...

        Read More

        Topics: Human Capital Management, employee experience

        The data platforms market has traditionally been divided between products specifically designed to support operational or analytic workloads, with other market segments having emerged in recent years for data platforms targeted specifically at data science and machine learning (ML), as well as real-time analytics. More recently, we have seen vendor strategies evolving to provide a more consolidated approach, with data platforms designed to address a combination of analytics and data science, as...

        Read More

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

        We’ve experienced an unusual, decades-long monetary policy in the developed world that emphasized interest rate repression as well as supply chain practices designed for lowest cost. This has produced a generation of chief financial officers likely unprepared to address the impact of fundamental changes now shaping a new, technology-driven approach to working capital optimization. Today’s CFOs must assess their working capital management processes and the systems that support them to balance...

        Read More

        Topics: Office of Finance, Enterprise Resource Planning, continuous supply chain

        Organizations are constantly striving for agility and efficiency to stay competitive. From a human-capital standpoint, a logical way to achieve this is by moving away from a job title and education-based workforce and transitioning to one that is skills-based. This approach emphasizes the skills and capabilities of individuals rather than their prior job titles or education, enabling organizations to tap into a broader talent pool and adapt to changing business needs. However, creating a...

        Read More

        Topics: Human Capital Management, Talent Management

        Organizations are increasingly seeing the strategic benefits of enhanced customer engagement. But many are struggling to understand how to put a broader customer experience strategy into practice amid siloed processes and departments. Particularly in contact centers, new technology has to be melded onto existing platforms in ways that enhance experiences without disrupting operations.

        Read More

        Topics: Customer Experience, Contact Center

        OneStream offers a platform designed to serve the needs of accounting and financial planning and analysis organizations. The software handles financial close and consolidation, planning and budgeting, analysis and reporting. The most notable part of the company’s presentations at its annual user group meeting – Splash – was the strategy and roadmap for its two artificial intelligence initiatives, Sensible ML and Sensible GPT. The former, unveiled last year, is a platform approach to applying...

        Read More

        Topics: Office of Finance, AI and Machine Learning

        I am happy to share insights gleaned from our latest Value Index research, an assessment of how well vendors’ offerings meet buyers’ requirements. The Ventana Research Value Index: Subscription Management is the distillation of a year of market and product research by Ventana Research. Drawing on our Benchmark Research, we apply a structured methodology built on evaluation categories that reflect the real-world criteria incorporated in a request for proposal to Office of Revenue vendors...

        Read More

        Topics: Subscription Management, Office of Revenue

        Having just completed the 2023 Ventana Research Value Index for Subscription Management, I want to share some of my observations about an important component of subscription management: Contract management.

        Read More

        Topics: Subscription Management, Office of Revenue

        Having just completed the 2023 Ventana Research Value Index for Subscription Management, I want to share some of my observations about how the market is evolving. The era of subscriptions has transformed the way businesses operate and consumers engage with services across every industry. Organizations are increasingly adopting a digital approach to selling goods and services, wherein customers have the option to purchase through periodic subscription pricing or based on consumption, rather than...

        Read More

        Topics: Subscription Management, Office of Revenue

        In 2015, I began using the term continuous accounting to call attention to technology advances that enable finance and accounting departments to improve performance. These advances have continued, making an even more compelling case for adoption of continuous accounting.

        Read More

        Topics: Office of Finance, ERP and Continuous Accounting

        Generative AI is a class of artificial intelligence used to generate new, seemingly real content. Broadly speaking, AI has traditionally been used to identify patterns in data and apply those patterns to categorize and predict behaviors. For instance, it can organize customers into groups (or clusters) with similar characteristics, or predict which customers are most likely to respond to certain offers.

        Read More

        Topics: Analytics, Digital Technology, AI and Machine Learning

        The world is witnessing a long overdue and significant shift in the realm of pay equity and transparency. On March 30, the European Parliament passed the Pay Transparency Directive, mandating pay transparency and equity within organizations in an effort to close the gender pay gap and ensure equal pay for equal work. This legislation comes with teeth, providing strict mechanisms for enforcement including shifting the burden of proof from the worker to the employer in the event of legal...

        Read More

        Topics: Human Capital Management, Total Compensation Management, Pay Equity

        Conga is part of our Office of Revenue market coverage and I recently attended the 2023 Conga Connect conference held in Orlando during April of 2023. The conference was the public reveal of a new Conga, with significant announcements in three main areas. First was the overall positioning within a self-designated category of revenue life cycle management. Secondly was the first public revealing of a new Conga platform. And finally, announcements of new partnerships were headlined by a...

        Read More

        Topics: Subscription Management, Office of Revenue

        The recent publication of our Value Index research highlights the impact of intelligent applications on the operational data platforms sector. While we continue to believe that, for most use cases, there is a clear, functional requirement for either analytic or operational data platforms, recent growth in the development of intelligent applications infused with the results of analytic processes, such as personalization and artificial intelligence (AI)-driven recommendations, has increasing...

        Read More

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

        In recent years, organizations have struggled to find and retain the right talent to fill critical roles. This can be attributed to a combination of factors, including an aging workforce, a lack of critical skills needed for current and future organizational needs, and increased competition for talent from other organizations seeking similar skills. Our research shows that, within the next five years, one-half of all employees will require significant reskilling and upskilling in order to keep...

        Read More

        Topics: Human Capital Management, Talent Management

        In my perspective on decision intelligence, I lamented the fact that business intelligence technologies have left the rest of the exercise to the reader for too long. Making a decision is a process that involves many steps and many people. Decision-making is so complicated and divorced from day-to-day business processes that organizations have had to create entirely separate teams to focus on the analytics and data to support it. One aspect of the decision-making process that can be enhanced by...

        Read More

        Topics: business intelligence, Analytics, Digital Technology, Collaborative & Conversational Computing, Analytics and Data

        As engagement with customers, suppliers and partners is increasingly conducted through digital channels, ensuring that infrastructure and applications are performing as expected is not just important but mission critical. My colleague, David Menninger, recently explained the increasing importance of observability to enable organizations to ensure that their systems and applications are operating efficiently. Observability has previously been the domain of the IT department but is increasingly...

        Read More

        Topics: Data Management, Data, Digital Technology, Analytics and Data

        Contact centers have long collected feedback from customers, usually through short surveys. It is very common for an agent or an automated system to ask for an assessment of the interaction that just occurred, hoping to get the customer's candid, instant view of whether they were satisfied. For the most part, what's learned in those short engagements is very narrow. It can be used for a customer satisfaction snapshot, and it can be used to find out if a particular agent is running into trouble....

        Read More

        Topics: Customer Experience, Voice of the Customer, Contact Center, AI

        Organizations are becoming increasingly aware of the potential value that can be gained by processing big data. As data sources grow, it becomes important to have tools and methods to effectively process, analyze and visualize this information from disparate systems and warehouses.

        Read More

        Topics: business intelligence, embedded analytics, Analytics, Streaming Analytics

        I have written recently about the increasing importance of managing data in motion and at rest as the use of streaming data by enterprise organizations becomes more mainstream. While batch-based processing of application data has been a core component of enterprise IT architecture for decades, streaming data and event processing have often been niche disciplines typically reserved for organizations with the highest-level performance requirements. That has changed in recent years, driven by an...

        Read More

        Topics: Data, Streaming Data Events

        People analytics is the application of data and statistical methods to better understand and optimize the human capital within an organization. It has become a crucial aspect of business strategy as organizations seek to make data-driven decisions about the workforce. In the past decade, the people analytics market has experienced substantial growth, as businesses look for ways to gain insight into the effectiveness and efficiency of human capital investments. Most HCM technology platforms...

        Read More

        Topics: Human Capital Management, Analytics, HR Analytics, People Analytics

        To execute more data-driven business strategies, organizations need linked and comprehensive data that is available in real time. By consistently managing data across siloed systems and ensuring that data definitions are agreed and current, organizations can overcome the challenges presented by data being distributed across an increasingly disparate range of applications and data-processing locations. Maintaining data quality is a perennial data management challenge, often preventing...

        Read More

        Topics: Data Management, Data, data operations

        The chief financial officer of a midsize organization faces a different set of challenges than those in larger or smaller enterprises. These organizations have grown to the point of requiring capabilities similar to larger businesses, but typically lack the staff or financial resources afforded to bigger organizations. The past decade of IT innovation – especially the expansion of cloud computing – has brought substantial benefits to midsize finance and accounting operations. Rapidly growing...

        Read More

        Topics: Office of Finance, Business Planning, ERP and Continuous Accounting

        Data Operations (DataOps) has been part of the lexicon of the data market for almost a decade, with the term used to describe products, practices and processes designed to support agile and continuous delivery of data analytics. DataOps takes inspiration from DevOps, which describes a set of tools, practices and philosophy used to support the continuous delivery of software applications in the face of constant changes. DataOps describes a set of tools, practices and philosophy used to ensure...

        Read More

        Topics: Data Governance, Data Management, Data, data operations

        We are happy to share insights gleaned from our latest Value Index research, an assessment of how well vendors’ offerings meet buyers’ requirements. The Ventana Research Value Index: Total Compensation Management 2023 is the distillation of a year of market and product research by Ventana Research. Drawing on our Benchmark Research, we apply a structured methodology built on evaluation categories that reflect the real-world criteria incorporated in a request for proposal to human capital...

        Read More

        Topics: Human Capital Management, Total Compensation Management

        Having just completed the 2023 Ventana Research Value Index for Total Compensation Management, We want to share some of my observations about how the market has advanced since our assessment three years ago. For more than two decades, Ventana Research has conducted market research in a spectrum of related areas including Total Compensation Management (TCM) as well as broader HCM areas ranging from employee experience, learning management, workforce management (WFM) to payroll management and...

        Read More

        Topics: Human Capital Management, Total Compensation Management

        Early last December, just before ChatGPT became the new, bright, shiny object, The Economist magazine ran a story proclaiming that we had finally arrived at the age of boring artificial intelligence (AI). From my perspective, it’s unfortunate that didn’t last and that AI has been relegated back to the buzzword league. AI will be an increasingly important feature of business software through the end of this decade. Ventana Research asserts that by 2026, almost all vendors of software designed...

        Read More

        Topics: Office of Finance, Business Intelligence, Business Planning, Enterprise Resource Planning, ERP and Continuous Accounting, natural language processing, continuous supply chain, AI and Machine Learning

        Organizations looking to improve the customer experience and contact center operations should closely examine the processes at work in the front-end self-service environment. Technology advancements are converging at this gateway, including artificial intelligence, chatbots and knowledge management. The front end of the customer interaction offers a greater opportunity for customer engagement than most organizations realize.

        Read More

        Topics: Customer Experience, Self-service, Contact Center, Knowledge Management, Chatbots, agent management

        As data continues to grow and evolve, organizations seek better tools and technologies to employ data faster and more efficiently. Finding and managing data remains a perennial challenge for most organizations, and is exacerbated by increasing volumes of data and an expanding array of data formats. At the same time, organizations must comply with a growing list of national and regional rules and regulations, such as General Data Protection Regulation and the California Consumer Privacy Act....

        Read More

        Topics: Data Governance, Data Management, Data, data operations

        As a rule, I dislike terms like “digital finance transformation” because there’s a wave-the -magic-wand quality to it that obscures the not-so-simple people and process elements necessary for true transformation. Six of the most common – and expensive – words used in an accounting department are “we’ve always done it this way.” Persuading staff to change can be a struggle, even if change makes their jobs easier and more rewarding. Moreover, digital transformation must cover the data elements as...

        Read More

        Topics: Office of Finance

        Modern business relies on having a clear, continuous understanding of customer perceptions and intentions. That insight is increasingly used to deliver them experiences that they would consider excellent, in turn leading to higher satisfaction and more profitable relationships. Qualtrics, a provider of Experience Management (XM) software, focuses on creating applications that analyze customer interactions and feedback so that different teams across the enterprise can better identify...

        Read More

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

        At its March 2023 analyst conference, 8x8 described a significant pivot in its focus. Going forward the company will be emphasizing the Contact Center (CCaaS) side of its portfolio, which to this point has represented a small portion of its overall sales. It made several product announcements to bolster the argument that it can effectively meet the needs of complex contact center operations while continuing to provide business users with a UCaaS solution. The overall XCaaS platform is aimed at...

        Read More

        Topics: Customer Experience, Contact Center

        Organizations are continuously searching for new business opportunities hidden in their data. They are using various technologies including artificial intelligence and machine learning (AI/ML) to uncover granular insights that can support decision-making. Existing tools and dashboards are effective for observing standard metrics; however, they do not address follow-up questions, such as why things are happening or how those events impact performance. Organizations also struggle to derive...

        Read More

        Topics: Analytics, Business Intelligence, natural language processing, AI and Machine Learning

        Success with streaming data and events requires a more holistic approach to managing and governing data in motion and data at rest. The use of streaming data and event processing has been part of the data landscape for many decades. For much of that time, data streaming was a niche activity, however, with standalone data streaming and event-processing projects run in parallel with existing batch-processing initiatives, utilizing operational and analytic data platforms. I noted that there has...

        Read More

        Topics: Analytics, Data, Digital Technology, Streaming Analytics, Streaming Data Events, analytic data platforms, Analytics and Data

        An external audit examines an organization’s performance of accounting tasks. It validates the soundness of accounting systems and policies and compliance with generally accepted accounting principles in preparing financial statements – chiefly the income statement, balance sheet and statements of cash flow and equity. The auditor certifies that there are no material errors or omissions, and that the financial statements are compliant with requirements. Technology can transform this process to...

        Read More

        Topics: Office of Finance

        I have previously written about the importance of data democratization as a key element of a data-driven agenda. Removing barriers that prevent or delay users from gaining access to data enables it to be treated as a product that is generated and consumed, either internally by employees or externally by partners and customers. This is particularly important for organizations adopting the data mesh approach to data ownership, access and governance. Data mesh is an organizational and cultural...

        Read More

        Topics: Cloud Computing, Data Governance, Data Management, Data, Digital Technology, data operations, Analytics and Data

        Now more than ever, effective data management is crucial to enable decision-makers to better assess information and take calculated actions. It is also important to keep up with the latest trends and technologies to derive higher value from data and analytics and maintain a competitive edge in the market. However, every organization faces challenges with data management and analytics. And as organizations scale, the complexity only increases, creating a need for better data governance, data...

        Read More

        Topics: Analytics, Data Governance, Data Management, Data, data operations, analytic data platforms

        I am happy to share insights gleaned from our latest Value Index research, an assessment of how well vendors’ offerings meet buyers’ requirements. The Learning Management Value Index 2023 is the distillation of a year of market and product research by Ventana Research. Drawing on our Benchmark Research, we apply a structured methodology built on evaluation categories that reflect the real-world criteria incorporated in a request for proposal to learning management vendors supporting the...

        Read More

        Topics: Human Capital Management, Learning Management

        Having recently completed the 2023 Ventana Research Value Index for Learning Management Systems (LMS), I’d like to share some of my observations about how the market has advanced since our assessment three years ago.

        Read More

        Topics: Human Capital Management, Learning Management

        A decade ago, organizations were sold on best-of-breed technology stacks. In the world of human capital management, that meant a separate system for each of the myriad processes that make up a worker's life span with a company. The approach seemed to make sense because a single system cannot be the best at everything, can it? Is it realistic for a single provider to create the most advanced applicant tracking, onboarding, learning, payroll, compensation, performance management, succession...

        Read More

        Topics: Human Capital Management, Talent Management, employee experience

        Data analytics provide valuable insights and enable organizations to make better decisions, improve performance and gain a competitive advantage in the marketplace. Analytics can change frequently depending on the data being analyzed and the methods used to gather and process it. Factors such as new data, changes in the underlying systems or updates to algorithms can all contribute to differences in an analysis. AnalyticOps helps ensure data is accurate, up-to-date and consistent across...

        Read More

        Topics: embedded analytics, Analytics, Business Intelligence

        I recently wrote about the potential use cases for distributed SQL databases as well as techniques being employed by vendors to accelerate adoption. Distributed SQL is a term that is used by several vendors to describe operational data platform products that combine the benefits of the relational database model and native support for distributed cloud architecture, including resilience that spans multiple data centers and/or cloud regions. I noted that compatibility with existing database tools...

        Read More

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

        I am happy to share insights gleaned from our latest Value Index research, an assessment of how well vendors’ offerings meet buyers’ requirements. The Ventana Research Value Index: Product Experience Management 2023 is the distillation of a year of market and product research by Ventana Research. Drawing on our Benchmark Research, we apply a structured methodology built on evaluation categories that reflect the real-world criteria incorporated in a request for proposal to vendors supporting the...

        Read More

        Topics: Marketing, Product Information Management, Operations & Supply Chain

        For 2023, the Office of Finance practice of Ventana Research introduced Close, Consolidate and Report as one of its six focus areas. The change reflects the recent evolution of technology that supports this part of the finance department calendar. Ventana Research expects that the increasing investment in software to streamline these processes will, by 2026, result in two-thirds of finance and accounting departments improving their use of readily available technology to close quarterly books...

        Read More

        Topics: Office of Finance

        We added purchasing, sourcing and payments to our core Office of Finance focus areas this year to reflect new and important opportunities to use technology to gain effectiveness through greater efficiency. Doing a better job of record-keeping and organizing paperwork – especially in a minutiae-laden process like source-to-pay – may seem trivial. Yet digitally transforming core business processes became essential as the pandemic required organizations to lock down in early 2020, and the need to...

        Read More

        Topics: Office of Finance, ERP and Continuous Accounting

        Having just completed the 2023 Ventana Research Value Index for Product Experience Management, I want to share some of my observations about how the market has advanced over the last two years. The product information management software market is quite mature and products from any of the vendors we assess could be used to effectively deliver information to help your organization improve its operations. But as we established the definition of product experience management (PXM), the...

        Read More

        Topics: Marketing, Product Information Management, Operations & Supply Chain

        Having just completed the 2023 Ventana Research Value Index for Product Experience Management, I want to share some of my observations about how the market has advanced over the last two years. The product information management software (PIM) market is quite mature and products from any of the vendors we assessed can be used to effectively deliver information to help your organization improve its operations. But as we established the definition of product experience management (PXM), the...

        Read More

        Topics: Marketing, Product Information Management, Operations & Supply Chain

        For years various types of systems have produced log files to help with monitoring, debugging and performance management. Often, this information was used in forensic analyses of why interruptions in service or other problems occurred. In many cases, log files are still used this way. But systems have grown more complicated, and many more devices are instrumented. Systems have been decomposed into much finer-grained, interdependent services. Infrastructure is now distributed between on-premises...

        Read More

        Topics: Business Continuity, Digital Technology

        Digitally transforming core business processes became essential as organizations locked down in early 2020 because of the pandemic and the need to operate remotely presented a set of new challenges that were best addressed by software. Especially in the areas of sourcing, purchasing and payments, software has the ability to streamline processes, shorten process cycles, reduce unnecessary costs, provide greater visibility into cash flows, increase control and improve results. Digitizing...

        Read More

        Topics: ERP, Office of Finance, continuous supply chain

        Organizations require faster analytics to continuously improve business operations and stay competitive in today’s market. However, many struggle with slow analytics due to a variety of factors such as slow databases, insufficient data storage capacity, poor data quality, lack of proper data cleansing and inadequate IT infrastructure. Challenges such as data silos can also decrease operational efficiency. And as the data grows, performing complex data modelling becomes challenging for users as...

        Read More

        Topics: Data Management, Data, analytic data platforms

        Contact centers are very often keen on optimizing their costs through automation. Technology vendors supplying this market have recognized this need, and in the past few years, they have been putting workflow and automation tools front and center in their offerings. This has raised some questions among practitioners about the most effective strategies for implementing automated processes.

        Read More

        Topics: Customer Experience, Contact Center, agent management

        I have been involved with customer relationship management for over 15 years, and although that is not as long as the category has been around, it does coincide with an era where companies and commentators are calling into question the application’s effectiveness. To counter this perception, both CRM vendors and complementary third-party “add-ons” have developed new functionality that aims to improve the “R” in CRM, especially as it relates to sales engagement. But much of this additional...

        Read More

        Topics: Office of Revenue

        Maersk is closing its TradeLens joint venture with IBM that began in 2018. It was intended to enable port operators, customs authorities, freight forwarders and importers to track containers and their contents. The system was designed to substantially reduce the inefficiencies and delays created by paper-based systems used for customs, trade finance, tariffs and taxes as well as supply chain and logistics management. The initiative was designed to cut supply chain latency by reducing the time...

        Read More

        Topics: Operations & Supply Chain, blockchain, continuous supply chain

        Recruiting is hard. The best candidate often isn’t even actively looking for a new role, and yet recruiters are expected to find the perfect match of skills, experience and fit at exactly the right time and somehow convince that individual to leave a familiar role and work community to join a new organization. Those who are already in the market have gone to considerable lengths to ensure their credentials stand out from the competition, from creating new resumes to forging new professional...

        Read More

        Topics: Human Capital Management, Talent Management

        I have previously written about the functional evolution and emerging use cases for NoSQL databases, a category of non-relational databases that first emerged 15 or so years ago and are now well established as potential alternatives to relational databases. NoSQL is a term that is used to describe a variety of databases that fall into four primary functional categories: key-value stores, wide column stores, document-oriented databases and graph databases. Each is worthy of further exploration,...

        Read More

        Topics: Data

        We live in a time of uncertainty, not unpredictability. Managing an organization in uncertain times is always hard, but tools are available to improve the odds for success by making it easier and faster to plan for contingencies and scenarios. Software makes it possible to quickly consider the impact of a range of events or assumptions and devise a set of plans to deal with them. Dedicated planning and budgeting software has been around for decades but is about to become all the more useful as...

        Read More

        Topics: Office of Finance, Data Management, Business Planning, AI and Machine Learning

        The market for data and analytics products is constantly evolving, with the emergence of new approaches to data persistence, data processing and analytics. This enables organizations to constantly adapt data analytics architecture in response to emerging functional capabilities and business requirements. It can, however, also be a challenge. Investments in data platforms cannot be constantly written-off as organizations adopt new products for new approaches. Too little change can lead to...

        Read More

        Topics: Data Governance, Data Management, Data, data operations

        The cloud has come to dominate many business software categories, but until recently, enterprise resource planning for manufacturing and product-focused organizations has been a notable laggard. Cloud-based systems can be less costly to operate, perform better, be more secure and shift maintenance and update chores from the IT department to the vendor, freeing IT teams to concentrate on more strategic needs.

        Read More

        Topics: Office of Finance, Operations & Supply Chain, Enterprise Resource Planning, ERP and Continuous Accounting, continuous supply chain

        I’ve previously written about the analytics continuum, which spans a range of capabilities including reporting, visualization, planning, real-time processes, natural language processing, artificial intelligence and machine learning. I’ve also written about the analysis that goes into making intelligent decisions with decision intelligence. In this perspective, I’d like to focus on one end of the analytics continuum, which I’ll label advanced analytics.

        Read More

        Topics: Analytics, Digital Technology, Analytics and Data, AI and Machine Learning

        Data observability was a hot topic in 2022 and looks likely to be a continued area of focus for innovation in 2023 and beyond. As I have previously described, data observability software is designed to automate the monitoring of data platforms and data pipelines, as well as the detection and remediation of data quality and data reliability issues. There has been a Cambrian explosion of data observability software vendors in recent years, and while they have fundamental capabilities in common,...

        Read More

        Topics: Cloud Computing, Data Management, Data, Digital Technology, data operations, Analytics and Data
        JOIN OUR COMMUNITY

        Our Analyst Perspective Policy

        • Ventana Research’s Analyst Perspectives are fact-based analysis and guidance on business, industry and technology vendor trends. Each Analyst Perspective presents the view of the analyst who is an established subject matter expert on new developments, business and technology trends, findings from our research, or best practice insights.

          Each is prepared and reviewed in accordance with Ventana Research’s strict standards for accuracy and objectivity and reviewed to ensure it delivers reliable and actionable insights. It is reviewed and edited by research management and is approved by the Chief Research Officer; no individual or organization outside of Ventana Research reviews any Analyst Perspective before it is published. If you have any issue with an Analyst Perspective, please email them to ChiefResearchOfficer@ventanaresearch.com

        View Policy

        Subscribe to Email Updates

        Posts by Month

        see all

        Posts by Topic

        see all


        Analyst Perspectives Archive

        See All