Analyst Perspectives

I recently wrote about the various technologies used by organizations to process and analyze data in real time. I explained that while the terms streaming data and events and streaming analytics are often used interchangeably, they are separate disciplines that make use of common underlying concepts and technologies such as events, event brokers and event-driven architecture. Confluent’s...

Data is one of the most valuable assets an organization owns, and a robust data backup and recovery system is foundational to protecting it. Weak data protection efforts jeopardize resilience and business continuity. With data residing in multiple places – including on-premises servers and public and private cloud environments – it is difficult to ensure that all data is backed up and recoverable...

Governance, risk management and compliance are essential tactics for a successful organization. Effective GRC practices help organizations achieve business objectives, mitigate risks and ensure compliance with laws and regulations. As a chief information officer or IT leader, it is important to evaluate new technologies and determine their impact on the business, including whether they fit within...

This title plays on the now-ancient meme from the 1990s: “On the internet, nobody knows you’re a dog,” which pointed to a challenge of anonymity posed by new technology. In this case, though, I’m using it to highlight an opportunity that generative artificial intelligence presents in streamlining routine business functions that require some level of individual skill and experience to handle....

If I had a magic wand, I would want to add scenario evaluation to all business intelligence tools on the market. I have previously written about the need to make intelligent decisions with decision intelligence. The data and analytics markets have evolved so that organizations have far greater capabilities to utilize data in decision-making processes. While there is some convergence around the...

The world of human capital management (HCM) technology, and tech in general, is buzzing with excitement over the potential of generative artificial intelligence (GenAI). Startups, especially, are releasing software at seemingly breakneck speed, and larger vendors, specifically the platform providers, have been releasing their own net-new or enhanced features and functionality. We’ve all read that...

Given the ever-expanding digital footprint of most businesses today, visibility into the performance of distributed systems has become a necessity. There are more data sources and data storage locations than ever before. As organizations continue to expand their data presence and scale their systems and tools, digital security is of greater importance in the architecture and operations....

Over the past three years, the Public Company Accounting Oversight Board (or PCAOB, sometimes pronounced “peekaboo”) has found an increasing prevalence of auditing deficiencies in its inspections of accounting firms. PCAOB was established as part of the Sarbanes-Oxley Act of 2002 in the wake of several major accounting scandals. The agency acts as the auditor of auditors with the objective of...

In recent years, the corporate landscape has witnessed a notable shift towards prioritizing employee experience. Organizations have recognized that a content and engaged workforce translates to higher productivity, reduced turnover and improved profitability, as I previously wrote about. Consequently, companies have invested considerable resources in creating a positive work environment and...

The current market landscape of data and analytics is undergoing rapid evolution, presenting organizations with a wide array of challenges and opportunities. As data sources and warehouses steadily migrate to the cloud, a significant number of organizations still depend on conventional tools. This reliance on legacy systems hinders the seamless accessibility and adoption of analytics and business...

A century ago, the big breakthrough in telephones was the ability to dial your party’s number directly. Dialing became necessary when enough people had telephones to require a shift from people-assisted to fully automated connections. But direct dialing was only a local option – you still needed an operator to make long-distance calls. In the 1920s, commenting on their forecast for the expected...

A lot of conversations around contact centers deal with automation, particularly how to balance the way humans and automated systems work together. Self-service, the front end of the customer interaction, is where practitioners get a first taste of the marvels of increasingly advanced automation. As customer expectations ramped up and labor became more costly during the pandemic, deflecting...

Having worked at a start-up during the first wave of artificial intelligence (AI) that was predicted to revolutionize sales in the mid-2010s, I guess I am a natural skeptic when it comes to new claims about how AI will change sales forever. In the mid-2010s, vendors were using machine learning (ML) models trained on sets of historical opportunity data that represented closed won and closed lost...

Talent acquisition remains a focal point for most organizations in this dynamic and highly competitive corporate environment. Unfortunately, the pivotal process of offboarding often takes a back seat. An efficient employment separation process plays a key role in enhancing the employee experience, protecting the company's reputation and mitigating potential legal and financial risks associated...

Enterprise organizations remain vulnerable to a host of security attacks. Cyberattacks are often associated with techniques that have never been seen before, which lead to data breaches if not quickly detected and remediated. However, one of the most common vulnerabilities for an organization is phishing. Phishing lures people to give up confidential information by clicking on a link or opening a...

Real-time business is a modern phenomenon, and business transformation has accelerated many business events in recent years. However, the execution of business events has always occurred in real time. Rather, it is the processing of the data related to business events that has accelerated instead of the event itself.

I am happy to share insights gleaned from our latest Buyers Guide, a research and assessment of how well vendors’ offerings meet buyers’ requirements. The Revenue Performance Management Ventana Research Buyers Guide: 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...

It is a mark of the rapid, current pace of development in artificial intelligence (AI) that machine learning (ML) models, until recently considered state of the art, are now routinely being referred to by developers and vendors as “traditional.” Generative AI, and large language models (LLMs) in particular, have taken the AI world by storm in the past year, automating and accelerating the...

Having just completed the 2023 Ventana Research Buyers Guide for Revenue Performance Management, I want to share some of my observations about how the market has advanced since our assessment one year ago. 

As I have previously explained, we expect an increased demand for intelligent operational applications infused with the results of analytic processes, such as personalization and artificial intelligence-driven recommendations. These systems rely on the analysis of data in the operational data platform to accelerate worker decision-making or improve customer experience.