In a previous Analyst Perspective, we discussed some of the big-picture trends that are bringing cost control back as a core driver of contact center operations. In this report we will tackle some of the practical ramifications: how those trends affect decision-making and operations.
There is much vendor activity and customer interest in making better use of data, to improve the sales process in the face of increased pressure to achieve organization revenue goals. As detailed in my Analyst Perspective: The Art and Science of Sales from the “Inside Out," enhanced buyer research as well as the inclusion of more people in the buying process, have made selling harder, evidenced by a general trend of declining quota attainment. There is no denying that better use of data can...
Reconciling accounts at the end of a period is one of those mundane finance department tasks that are ripe for automation. Reconciliation is the process of comparing account data (at the balance or item level) that exists either in two accounting systems or in an accounting system and somewhere else (such as in a spreadsheet or on paper). The purpose of the reconciling process is to identify things that do not match (as they must in double-entry bookkeeping systems) and then assess the nature...
Despite all the advances organizations have made with respect to analytics, our most recent research shows the majority of the workforce in the majority of organizations are not using analytics and business intelligence (BI). Less than one-quarter (23%) report that one-half or more of their workforce is using analytics and BI. This is a problem. It means organizations are not enabling their workforce to perform at peak efficiency and effectiveness. It means the workforce in many organizations...
Contact centers have always been very cost-centric and attuned to the kinds of constraints that they have to operate in, but many organizations were diverted from that kind of focus when the pandemic first hit. In 2020, there was a sudden need for new tools and equipment just to keep centers running, and the costs involved in enabling agents to work from home — equipping them and their supervisors with the tools they needed to collaborate and stay in sync — were unavoidable.
I recently described the emergence of hydroanalytic data platforms, outlining how the processes involved in generating energy from a lake or reservoir were analogous to those required to generate intelligence from a data lake. I explained how structured data processing and analytics acceleration capabilities are the equivalent of turbines, generators and transformers in a hydroelectric power station. While these capabilities are more typically associated with data warehousing, they are now...
The use of artificial intelligence (AI) using machine learning (ML) will be the single most important trend in business software this decade because it can multiply the investment value of such applications and provide vendors an important source of differentiation to achieve a competitive advantage in what are today very mature software categories. I assert that by 2025, almost all Office of Finance software vendors will have incorporated some AI capabilities to reduce workloads and improve...
Many organizations invest in data governance out of concern over misuse of data or potential data breaches. These are important considerations and valid aspects of data governance programs. However, good data governance also has positive impacts on organizations. For example, I have previously written about the valuable connection between the use of data catalogs and satisfaction with an organization’s data lake. Our most recent Analytics and Data Benchmark Research demonstrates some of the...
A formal Voice of the Customer (VoC) program is a necessity for any organization that wants to grow its customer base and differentiate from its competitors. Unfortunately, many organizations have not updated their notion of “formal” in quite a few years.
As I stated when joining Ventana Research, the socioeconomic impacts of the pandemic and its aftereffects have highlighted more than ever the differences between organizations that can turn data into insights and are agile enough to act upon it and those that are incapable of seeing or responding to the need for change. Data-driven organizations stand to gain competitive advantage, responding faster to worker and customer demands for more innovative, data-rich applications and personalized...
Revenue performance management and the role of revenue operations is moving to the forefront of sales organizations, aligning departments around a single view of the business with shared revenue targets and goals. This facilitates the needs of the sales department as well as customer experience, marketing and renewals. The concept of RevOps does not yet have a widely shared common definition within organizations. Because revenue organizations include workers associated with sales operations,...
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: Business Planning 2022 is the distillation of a year of market and product research. Drawing on our Benchmark Research, we apply a structured methodology built on evaluation categories that reflect real-world criteria incorporated in a request for proposal to business planning vendors supporting the spectrum of...
I recently described how the data platforms landscape will remain divided between analytic and operational workloads for the foreseeable future. Analytic data platforms are designed to store, manage, process and analyze data, enabling organizations to maximize data to operate with greater efficiency, while operational data platforms are designed to store, manage and process data to support worker-, customer- and partner-facing operational applications. At the same time, however, we see...
Having just completed the 2022 Ventana Research Value Index for Business Planning, I want to share some of my observations about the business planning software market and how it has advanced as an important part of our market coverage for almost two decades. Dedicated applications for planning and budgeting have been around since the 1980s and are, therefore, quite mature, with robust features and functionality as well as continual refinements in usability and performance. Outwardly, the...
Organizations of all sizes are dealing with exponentially increasing data volume and data sources, which creates challenges such as siloed information, increased technical complexities across various systems and slow reporting of important business metrics. Migrating to the cloud does not solve the problems associated with performing analytics and business intelligence on data stored in disparate systems. Also, the computing power needed to process large volumes of data consists of clusters of...
Ventana Research recently announced its 2022 Market Agenda for the Office of Finance, continuing the guidance we have offered since 2003 on the practical use of technology for the finance and accounting department. Our insights and best practices aim to enable organizations to operate with agility and resiliency, improving performance and delivering greater value as a strategic partner.
Ventana Research recently announced its 2022 Market Agenda for the Office of Revenue, continuing the guidance we have offered for nearly two decades to help organizations realize optimal value from applying technology to improve business outcomes. Chief sales and revenue officers and their associated operations teams are experts in their respective fields but may not have the guidance needed to employ technology effectively. As we look to 2022, we are focusing on the entire selling and buying...
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: Workforce Management 2022 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 workforce management vendors...
Ventana Research recently announced its 2022 Market Agenda in the expertise area of Marketing, continuing the guidance we have offered for nearly two decades to help organizations derive optimal value from business technology and improve outcomes.
Workforce management processes and activities, a major focus of investment and optimization efforts for decades, have undergone a huge transformation in recent years. In our view, this is mostly a function of two significant trends: the explosion of technology innovation associated with the use of artificial intelligence, machine learning and embedded analytics in many areas of a business including a range of human capital management processes and operations; and a major reframing of the...
Ventana Research recently announced its 2022 Market Agenda for Analytics, continuing the guidance we have offered for nearly two decades to help organizations derive optimal value from technology investments in order to improve business outcomes.
Ventana Research recently announced its 2022 research agenda for Operations and Supply Chain, continuing the guidance we’ve offered for nearly two decades to help organizations across industries derive optimal value from business technology and improve outcomes.
Ventana Research recently announced its Market Agenda in the expertise area of Customer Experience. For the past several years, many organizations have found it challenging to provide excellent customer experiences in the face of drastic technology changes and the ongoing pandemic. These challenges have highlighted for many decision-makers how strategic CX can be in differentiating from competitors. But it can also be a complex and disjointed effort that requires continuous investment in...
Ventana Research recently announced its 2022 Market Agenda for Human Capital Management, continuing the guidance we’ve offered for two decades to help organizations derive maximum potential from workforce- and people-related technology investments and initiatives. In crafting this Market Agenda, we focused on three critical themes top-of-mind for both HCM vendors and buyers: Organizational readiness, workforce resilience utilizing digital technology to increase retention, and advance worker...
Ventana Research recently announced its 2022 Market Agenda for Data, continuing the guidance we have offered for nearly two decades to help organizations derive optimal value and improve business outcomes.
I’m proud to share Ventana Research’s 2022 Market Agenda for Digital Technology. Our focus in this agenda is to deliver expertise to help organizations prioritize technology investments that increase workforce effectiveness and organizational agility, ensuring ongoing operations during any type of disruption.
Ventana Research is sharing insights gleaned from our latest Value Index research, an assessment of how well vendors’ offerings meet buyers’ requirements. The Ventana Research Value Index: Agent Management 2022 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 customer experience vendors...
With the announcement of Ventana Research’s 2022 Market Agenda, our expertise in Digital Business continues to advance the market need for effective investments into technology, and I will outline here the key areas of focus to provide insights to organizations that can increase their organizational resilience and workforce readiness. We are proud to provide expertise on ensuring technological effectiveness through our market research and experience in providing guidance on trends and best...
The necessity of business continuity came to a reality with the pandemic in early 2020, with the requirement to avoid the risk of interruption to the fundamentals of an organization. I outlined this challenge in my perspective, “The Business Continuity Imperative: The Workforce Experience and Human Capital Management in 2020 and Beyond.” Ensuring that software in cloud computing environments is continuously available should be a business continuity priority for your organization. In fact, your...
Ventana Research was the first market research firm to focus on the emerging area of sales performance management (SPM), which we define as a coordinated set of sales-related activities, processes and systems that enable organization. Over the past decade, SPM has become more science than art. Properly managing a sales organization requires effective planning, which in turn requires key performance and sales indicators built on a foundation of relevant metrics. But this is changing. As more...
The necessity of learning is essential for every organization to realize the full potential of the workforce. But many organizations treat learning like training or academic instruction to ensure policy or compliance to a minimum level of work performance, instead of continuing career education and improving skills in the operational workflow. The context for where and how workers work is critical to ensure that on-the-job learning is possible. While traditional learning management systems...
The 2022 Ventana Research Value Index for agent management software is published, offering interesting observations about how the market is advancing to provide more sophistication to agents and the management of them. The market is now characterized by applications integrated into multifunction suites, a significant change accelerated by the pandemic in the short term and vendor consolidation over a longer period. The core applications — workforce management scheduling, call recording and...
As with many IT innovations, augmented reality (AR), extended reality (XR) and the related topic of spatial computing had been discussed to death long before they became a practical reality. As a user interface, AR is already well understood in terms of its ability to open vast new vistas in entertainment as well as making physical tasks, such as machinery maintenance and warehouse pick-and-pack, far more efficient. In the case of spatial computing, by using glasses to superimpose workflow...
Ventana Research has announced its market agenda for 2022, continuing the tradition of reliability in our efforts to educate and guide the technology market. Our assessments are backed by our expertise and independence, as we do not share our market agenda or our research – including analyst and market perspectives or our Value Index – with any external party until it is published. We review and refine our market agenda throughout the year to ensure we offer the expertise and insights...
Organizations today have huge volumes of data across various cloud and on-premises systems which keep growing by the second. To derive value from this data, organizations must query the data regularly and share insights with relevant teams and departments. Automating this process using natural language processing (NLP) and artificial intelligence and machine learning (AI/ML) enables line-of-business personnel to query the data faster, generate reports themselves without depending on IT, and...
Few trends have had a bigger impact on the data platforms landscape than the emergence of cloud computing. The adoption of cloud computing infrastructure as an alternative to on-premises datacenters has resulted in significant workloads being migrated to the cloud, displacing traditional server and storage vendors. Almost one-half (49%) of respondents to Ventana Research’s Analytics and Data Benchmark Research currently use cloud computing products for analytics and data, and a further...
Organizations today are working with multiple applications and systems, including enterprise resource planning (ERP), customer relationship management (CRM), supply chain management (SCM) and other systems, where data can easily become fragmented and siloed. And as the organization increases its data sources and adds more systems and custom applications, it becomes challenging to manage the data consistently and keep data definitions up to date. This increases the need to use master data...
The contact center is where much of customer experience management happens, but it is by no means the beginning or end of the CX story. Other departments, notably marketing and revenue, have a stake in what happens during the customer’s lifecycle. Whether it’s developing offers, orchestrating interactions or assessing behavior and intent, handling the complexity of the relationship requires a broad set of participants who are not always in alignment.
Pricing is an issue that almost every for-profit company confronts – and usually agonizes over. Chief financial officers must play a part in setting the strategic direction of pricing in their organization. They should not be involved in tactical pricing decisions because they are not close enough to markets and customers, but they should be part of the strategic design of pricing, especially as part of a profitability management effort, which I’ve discussed before.
The need for data-driven decision-making requires organizations to transform not only the approach to business intelligence and data science but also accelerate the development of new operational applications that support greater business agility, enable cloud- and mobile-based consumption, and deliver more interactive and personalized experiences. To stay competitive, organizations need to prioritize the development of new, data-driven applications. As a result, many have been encouraged to...
The term NoSQL has been a misnomer ever since it appeared in 2009 to describe a group of emerging databases. It was true that a lack of support for Structured Query Language (SQL) was common to the various databases referred to as NoSQL. However, it was always one of a number of common characteristics, including flexible schema, distributed data processing, open source licensing, and the use of non-relational data models (key value, document, graph) rather than relational tables. As the various...
The internet is a rich source of information and is used by buyers to research new applications and offerings well before ever engaging a vendor and salesperson. Along with massive growth in offerings, this is a major reason why sales teams are facing increasing challenges to successfully sell and attain targets.
Data lakes have enormous potential as a source of business intelligence. However, many early adopters of data lakes have found that simply storing large amounts of data in a data lake environment is not enough to generate business intelligence from that data. Similarly, lakes and reservoirs have enormous potential as sources of energy. However, simply storing large amounts of water in a lake is not enough to generate energy from that water. A hydroelectric power station is required to harness...
ESG reporting is a matter that organizations – and especially publicly held corporations – will be confronting over the next several years. Ventana Research asserts that by 2025, one-half of corporations with 1,000 or more employees will have a formal ESG reporting process in place to address legal mandates or shareholder demand. The roots of ESG investing go back many decades but it has gained significant attention recently as demand in the investment world for non-accounting measures to guide...
Data from human capital management systems has delivered significant value to organizations for decades. The value continuum has included ensuring compliance with workforce-related laws and regulations around the globe; optimizing human resources’ processes (when combined with various other elements such as change management); maintaining a historical record of key employee activities and transactions; tracking cost trendlines such as those related to recruiting, compensation and benefits;...
As I noted when joining Ventana Research, the range of options faced by organizations in relation to data processing and analytics can be bewildering. When it comes to data platforms, however, there is one fundamental consideration that comes before all others: Is the workload primarily operational or analytic? Although most database products can be used for operational or analytic workloads, the market has been segmented between products targeting operational workloads, and those targeting...
Several years ago, I noted the importance of gaining resilience in managing supply chains. The world had entered a new era of trade following the financial crisis of 2007, as multilateral relationships were steadily fragmenting. For decades, sourcing and supply chain management was focused almost exclusively on achieving the lowest cost, and the world’s trade environment supported this approach. However, I observed that the new era of trade, supply chain planning and execution, would be more...
Over the past decade, how organizations manage processes and record data related to transactional events captured by an enterprise resource planning system has undergone a significant evolution. Some of the more recent changes have been the result of a steady migration to the cloud, since these systems are typically updated frequently, require less maintenance, have better performance and are more readily available than those operating on-premises.
Breaking into the database market as a new vendor is easier said than done given the dominance of the sector by established database and data management giants, as well as the cloud computing providers. We recently described the emergence of a new breed of distributed SQL database providers with products designed to address hybrid and multi-cloud data processing. These databases are architecturally and functionally differentiated from both the traditional relational incumbents (in terms of...
With the emergence of multiple selling channels and the rise of the subscription model, the need for a unified approach to revenue planning and execution should be a priority for every organization. As I have written about in my analyst perspective Revenue Management: The Opportunity for Innovation and Optimization, this need to unify the approach and focus on alignment across all revenue supporting teams in furtherance of an organization’s objectives and targets is of key importance to ensure...
Any organization that relies heavily on a large labor force looks to automation to reduce costs, and contact centers are no exception. They handle interactions at such large scale that almost any effort to automate some part of the process can deliver measurable efficiencies. Two factors have ratcheted up attention on automating customer experience workflows: the dramatic expansion of digital interaction channels, and the development of artificial intelligence and machine learning tools to...
TIBCO is a large, independent cloud-computing and data analytics software company that offers integration, analytics, business intelligence and events processing software. It enables organizations to analyze streaming data in real time and provides the capability to automate analytics processes. It offers more than 200 connectors, more than 200 enterprise cloud computing and application adapters, and more than 30 non-relational structured query language databases, relational database management...
The need for a COVID-19 vaccination “passport” has prompted some to suggest using blockchain technology as a means of reliably verifying an individual’s status at an international level. There are precedents: for example, until smallpox was eradicated, all international travelers were obliged to carry an immunization record for that disease on a standard paper form to gain entrance to a country. With the likelihood that COVID-19 will remain endemic for many years, a reliable digital record with...
It has been clear for some time that future enterprise IT architecture will span multiple cloud providers as well as on-premises data centers. As Ventana Research noted in the market perspective on data architectures, the rapid adoption of cloud computing has fragmented where data is accessed or consolidated. We are already seeing that almost one-half (49%) of respondents to Ventana Research’s Analytics and Data Benchmark Research are using cloud computing for analytics and data, of which 42%...
Many of us can recall the excitement generated by the first Applicant Tracking Systems or ATS’s hitting the market in the late 1990s and early 2000s. After all, activities related to sourcing, screening, selecting and offering jobs to candidates was perennially a very manually intensive endeavor that also produced many false positives (unsuccessful hires) as well as false negatives (potentially great hires that were never brought into the recruiting process). The first wave of ATS’s proved to...
Organizations have become more agile and responsive, in part, as a result of being more agile with their information technology. Adopting a DevOps approach to application deployment has allowed organizations to deploy new and revised applications more quickly. DataOps is enabling organizations to be more agile in their data processes. As organizations are embracing artificial intelligence (AI) and machine learning (ML), they are recognizing the need to adopt MLOps. The same desire for agility...
The emergence of the Chief Revenue Officer (CRO) has mirrored the adoption of the subscription model and the development of multiple selling and buying channels over and above the traditional direct sales model, referred to as Revenue Management. Supporting the traditional sales team and management was the sales operations team with responsibilities around incentive compensation, territory and quota planning, sales metrics and reporting and sales forecasting as well as sales engagement and...
The pandemic has had many profound impacts on organizations and their workforces, particularly the need to manage workers differently. Fewer face-to-face interactions make it difficult to “read” employee sentiments and reactions, even with the assistance of artificial intelligence. Employers are faced with the challenge of managing engagement more closely given unprecedented levels of change in policies and corresponding practices.
Talend is a data integration and management software company that offers applications for cloud computing, big data integration, application integration, data quality and master data management. The platform enables personnel to work with relational databases, Apache Hadoop, Spark and NoSQL databases for cloud or on-premises jobs. Talend data integration software offers an open and scalable architecture and can be integrated with multiple data warehouses, systems and applications to provide a...
Traditionally, price management and optimization have been contained to certain industries, such as large-scale manufacturing and chemicals. Those industries involve potentially tens of thousands of stock-keeping units (SKUs) covering a wide variety of products and price points. For many organizations, pricing systems are “cost plus” or “follow the leader,” not typically designed to invoke optimization but rather just move pricing along. Price management is often seen as a complex, arduous task...
When migrating their communications stacks to the cloud, many organizations come face to face with a quandary: do they emphasize the business phone system and gravitate toward a unified communications vendor? Or should they focus on the specific applications needed for running their contact centers and seek out a CCaaS vendor?
Enterprises looking to adopt cloud-based data processing and analytics face a disorienting array of data storage, data processing, data management and analytics offerings. Departmental autonomy, shadow IT, mergers and acquisitions, and strategic choices mean that most enterprises now have the need to manage data across multiple locations, while each of the major cloud providers and data and analytics vendors has a portfolio of offerings that may or may not be available in any given location. As...
How does your organization define and display its metrics? I believe many organizations are not defining and displaying metrics in a way that benefits them most. If an organization goes through the trouble of measuring and reporting on a metric, the analysis ought to include all the information needed to evaluate that metric effectively. A number, by itself, does not provide any indication of whether the result is good or bad. Too often, the reader is expected to understand the difference, but...
Digital transformation of the Office of Finance has been a recurring theme for several years, but adoption accelerated when offices were locked down and organizations had to collaborate remotely. It involves shifting manual work, often completed via spreadsheets circulating in emails, to software and systems for improved performance.
When NICE acquired inContact in 2016, it began a transformation that saw it broaden its product offering and positioned itself to play a larger role in the contact center and customer experience industries. It was a prescient move, creating a firm that could supply end-to-end contact center functionality in the cloud. And it anticipated today’s market dynamic, in which NICE and its competitors are racing to define (and capitalize on) the post-contact center future.
Our research shows that nearly all financial service organizations (97%) consider it important to accelerate the flow of information and improve responsiveness. Even just a few years ago, capturing and evaluating this information quickly was much more challenging, but with the advent of streaming data technologies that capture and process large volumes of data in real time, financial service organizations can quickly turn events into valuable business outcomes in the form of new products and...
In my recently published Analyst Perspective “Selecting an HCM System? Include the Tougher Use Cases in Evaluations,” I highlighted a few HCM systems use cases that have historically been under-supported across the vendor/product landscape. My view on “critical HCM use cases” is the same today as when I led global HR and HR technology initiatives: use cases flow from the business imperatives faced by nearly every organization and their associated workforce-related implications. These HCM...
The age of digital communication platforms is upon us. The need has never been greater for an open and secure platform that satisfies the demand for enterprise-grade business and technology requirements. Overcoming today’s technology challenges is possible with a next-generation cloud-based delivery model that is both extensible and reliable. Organizations considering a digital communication platform can take decisive steps to ensure digital communications for everyone — inside, outside,...
I am very happy to announce that I have joined Ventana Research to help lead the expertise area of Digital Technology, including Analytics and Data, Cloud Computing, Artificial Intelligence and Machine Learning, the Internet of Things, Robotic Automation, and Collaborative and Conversational Computing. While the breadth of applications and technology covered by our Digital Technology practice is broad, I will naturally make use of my decades of experience covering data platforms and analytics...
In part one of this Analyst Perspective on the use of artificial intelligence within contact center applications, we focused on the evolution — and resulting benefits — of tools embedded with AI, including ease-of-use for non-data-scientists.
To maximize the value of the workforce and the work conducted, organizations need to increase the effectiveness of workers assigned to critical, interrelated tasks. Doing so requires a commitment to planning the best use of workers and resources. Failing to do so can limit an organization’s ability to reach essential milestones and complete work related to business processes with customers, partners and across the supply chain.
Managing corporate income taxes is a challenge for chief financial officers. Tax codes are often complex, so tax accounting as well as the data required for tax provisions and tax compliance are different enough from statutory accounting to create significant workloads for the tax department. Today, the worldwide trend to higher taxes and growing tax code complexity is increasing the payoff for digitizing an organization’s tax function.
Databricks is a data engineering and analytics cloud platform built on top of Apache Spark that processes and transforms huge volumes of data and offers data exploration capabilities through machine learning models. It can enable data engineers, data scientists, analysts and other workers to process big data and unify analytics through a single interface. The platform supports streaming data, SQL queries, graph processing and machine learning. It also offers a collaborative user interface —...
As the pace of digital innovation has accelerated, many organizations have found it harder to manage the portfolio of work conducted by the workforce to ensure timeliness and mitigate the risk of increased costs and resources. The challenges in managing the work related to project plans are not only to ensure the timeliness in performing and tracking the individual tasks and activities every single moment of the day, but also having the intelligence to adjust and guide all future work. The...
The work environment today demands that your organization advances the efficiency to execute business processes for continuous operations to have a positive impact on business performance. The capability to be responsive to any range of minor to disruptive business events is required to support business continuity and level of organizational readiness to meet the needs of digital business. Ventana Research asserts that in 2025, one-quarter of organizations will remain digitally ineffective in...
When artificial intelligence emerged from the labs and vendors started offering it as a component of their software, many contact-center buyers shied away from it. From their point of view, AI and machine learning tools were new, expensive, relatively untested and had an uncertain use case. This stance was understandable, as contact center professionals are traditionally expected to be risk-averse when deploying technology into their operations. Contact centers are, by design, supposed to be...
The subscription business model has seen much growth in all aspects of the market in recent years. Now considered the standard for the digital age, the model’s implementation travels parallel to rising technology, leading to the demand for newer functionality and tools. As more and more vendors create their own versions, and as the subscription model is increasingly adopted, technology solutions are also advancing to support a broader range of products and services, as well as industries.
Access to external data can provide a competitive advantage. Our research shows that more than three-quarters (77%) of participants consider external data to be an important part of their machine learning (ML) efforts. The most important external data source identified is social media, followed by demographic data from data brokers. Organizations also identified government data, market data, environmental data and location data as important external data sources. External data is not just part...
Tools for contact center agent management have changed considerably in the past few years. The suite of software applications has grown from those that perform core functions in scheduling and quality control to include more advanced solutions for agent guidance, integrated desktops, and workflow and automation design. One area of intense investment by vendors has been analytics, specifically for assessing customer satisfaction and hearing the “voice of the customer.”
Price management and optimization is not a new discipline, but until now, it has been restricted to particular industries — such as discrete manufacturing and chemicals — where there are potentially hundreds if not thousands of stock-keeping units covering many interdependent products.
Strategic planning has always been difficult. But it is even more so in this age of rapid digital transformation and the pressure of business continuity, which has introduced disruptive changes. What’s needed, ironically, is a methodical approach to how an organization manages strategic planning to allow for beneficial disruption that is not avoidable, balancing finance and operations, engaging existing expertise and factoring in technology to ensure that new initiatives can be strategically...
The technology industry throws around a lot of similar terms with different meanings as well as entirely different terms with similar meanings. In this post, I don’t want to debate the meanings and origins of different terms; rather, I’d like to highlight a technology weapon that you should have in your data management arsenal. We currently refer to this technology as data virtualization. Other similar terms you may have heard include data fabric, data mesh and [data] federation. I’ll briefly...
Alteryx is a data analytics software company that offers data preparation and analytics tools to simplify and automate data wrangling, data cleaning and modeling processes, enabling line-of-business personnel to quickly access, manipulate, analyze and output data. The platform features tools to run a variety of analytic functions such as diagnostic, predictive, prescriptive and geospatial analytics in a unified platform, and can connect to various data warehouses, cloud applications,...
Data governance is a hot topic these days. In fact, we are conducting benchmark research on the subject here. With increasing regulations such as the General Data Protection Regulation (GDPR) and the California Consumer Privacy Act (CCPA), organizations face more external oversight of their data governance practices. The risk of significant fines associated with these and other regulations, coupled with organizations’ internal compliance requirements, has brought more attention to data...
Account-based marketing (ABM) serves as a model for how a complex manual activity can be improved and automated. That does not mean it always goes well. ABM is a practice that many B2B marketers swear by, but it can be very difficult to get a technology-enhanced ABM program up and running.
Collibra is a data governance software company that offers tools for metadata management and data cataloging. The software enables organizations to find data quickly, identify its source and assure its integrity. Line-of-business workers can use it to create, review and update the organization's policies on different data assets. Collibra’s software uses a microservice architecture and open application programming interfaces to connect to various data ecosystems. Its data intelligence cloud...
The primary effect of the pandemic on agent/workforce management beginning in 2020 was a rush to re-site and re-equip contact centers and agents. This was achieved with a surprising speed and smoothness industrywide. But once achieved on a “temporary” or “emergency” basis, it became clear that this shift was going to be semi-permanent. Even if the majority of the agent population moves back into standard centers, there is now a consensus that some portion of the workforce will work from home....
Sisu Data is an analytics platform for structured data that uses machine learning and statistical analysis to automatically monitor changes in data sets and surface explanations. It can prioritize facts based on their impact and provide a detailed, interpretable context to refine and support conclusions. The product features fact boards, annotations and the ability to share facts and analysis across teams. Data teams and analysts start by creating common definitions of key performance...
Subscription management and billing services help organizations offer unique benefits and enhance delivery to customers. By making services more personalized, organizations can acquire – and retain – more customers.
A looming challenge for companies in the developed world is price inflation, an issue periodically fretted over – but not experienced at a macroeconomic level in most developed economies – over the past four decades. Price inflation has been a frequent bugaboo that never emerged because of persistent disinflationary forces in the world economy over the past forty years. It remains to be seen to what extent recent price rises are persistent or transitory but “what if?” was the most important...
Customer support operations increasingly rely on automation and complex workflow processes to reduce costs and improve experiences. Automation also allows organizations to make their service processes richer, incorporating information and staff from back offices, for example, or embedding conversational tools into contact center processes.
Rapidminer is a visual enterprise data science platform that includes data extraction, data mining, deep learning, artificial intelligence and machine learning (AI/ML) and predictive analytics. It can support AI/ML processes with data preparation, model validation, results visualization and model optimization. Rapidminer Studio is its visual workflow designer for the creation of predictive models. It offers more than 1,500 algorithms and functions in their library, along with templates, for...
It’s no secret that many large organizations operate in a somewhat insular and siloed manner. This dynamic applies to corporate functions where value-creation from taking advantage of operational synergies could otherwise be quite significant. Historically, human resources and finance departments, for example, were among the operating areas known to closely collaborate only when absolutely necessary. Actually, the 1992 book, "Men are from Mars, Women are from Venus," comes to mind when I...
Among the many digital economy trends written about in recent years, one of the most significant has been the adoption of a subscription business model. For organizations with a business model that also includes reselling third-party products and services, this shift to subscription services adds complications and potential challenges.
As a result of the rapidly changing business landscape in 2020 and the need to quickly – and intelligently – change business plans and budgets, many more companies have been deciding to adopt a continuous planning approach to be able to add speed and flexibility. Transforming how organizations plan and budget has become a top-of-mind issue for CFO and even CEOs. Ventana Research has been advocating what we call continuous planning to improve organizational performance. In this multimedia...
Confluent Platform is a streaming platform built by the original creators of Apache Kafka. It enables organizations to organize and manage streaming data from various sources. Confluent launched its IPO in June this year and raised $828 million to further expand its business. Confluent Platform was brought to several public cloud vendor marketplaces last year as Confluent Cloud. The offering is currently available in Azure, AWS, and GCP marketplaces. Furthermore, the company strengthened its...
A subscription business model and an exceptional customer experience are equal priorities for many organizations. Much has been written about both: Subscription and usage services are considered the business model for the digital age, and a great customer experience is how organizations acquire and retain customers. I believe that by 2024, the category of subscription management software will emerge with a suite of applications and platform supporting the subscriber experience through the...
The annual Ventana Research Digital Innovation Awards showcase advances in the productivity and potential of business applications, as well as technology that contributes significantly to the improved processes and performance of an organization. Our goal is to recognize technology and vendors that have introduced noteworthy digital innovations to advance business and IT.
The annual Ventana Research Digital Innovation Awards showcase advances in the productivity and potential of business applications, as well as technology that contributes significantly to the improved processes and performance of an organization. Our goal is to recognize technology and vendors that have introduced noteworthy digital innovations to advance business and IT.
The annual Ventana Research Digital Innovation Awards showcase advances in the productivity and potential of business applications, as well as technology that contributes significantly to the improved processes and performance of an organization. Our goal is to recognize technology and vendors that have introduced noteworthy digital innovations to advance business and IT.
