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        Analytics and Data

        Our Expertise

        Organizations that make a higher proportion of business decisions based on data stand to gain competitive advantage, responding faster to worker and customer demands for more innovative, data-rich applications and personalized experiences. The need for organizations to operate smarter requires insights derived from analytics through process and technology. Organizations of all sizes and industries are challenged to manage, govern, and process an increasing torrent of data generated in many formats by a multitude of disparate sources, while at the same time increasing analytic agility and accelerating business decision-making through the use of discovery, machine learning, predictive analytics and visualization, as well as generative AI. Doing so requires cultural and organizational, change, as well as the adoption of new technologies that enable new approaches to increase the value derived from the accumulated data.

        ISG Software Research offers research-based guidance on analytics and data to help organizations enhance the value of information through the smarter use of data. Going beyond earlier methods of business intelligence, dashboards and reports is essential to ensure that everyone is able to not only access analytics, but act on them to optimize their business.

        Contact us to learn more.

        Quote.svg

        Through 2027, three-quarters of enterprises will invest in organizational and leadership changes, leveraging executive support to accelerate data-driven business culture.
        Matt Aslett

        Matt Aslett

        Director of Research
        Analytics and Data

        Our Latest Perspectives

        Market Perspectives

        Analyst Perspectives

        Focus Areas

        Browse the Content

        Choose a focus area and explore



        Analyst Perspectives
        Conversational Automation’s Impact on AI and CX

        Conversational automation is one of those software segments that means something different depending on who yo...

        Analyst Perspectives
        Oracle Wants to Be the Database for AI

        Founded as Software Development Laboratories in 1977, Oracle is a behemoth in the software industry, generatin...

        Analyst Perspectives
        Gaining Financial Management Effectiveness in Midsize Enterprises

        Doing more with less is the defining characteristic of finance and accounting departments in midsize enterpris...

        Analyst Perspectives
        Preparing for Q-Day: Safeguarding Enterprises Against Quantum Threats

        As quantum computing advances at an unprecedented pace, the concept of Q-Day—a day when quantum computers can ...

        Analyst Perspectives
        The Symbiotic Relationship Between Data Governance and AI

        Data governance has always been a critical part of the data and analytics landscape. However, for many years, ...

        Analyst Perspectives
        Silos in HR, Sales and Finance for Total Rewards Strategy

        For decades, organizations have treated sales incentive compensation as a separate entity, isolated from the b...

        Analyst Perspectives
        Informatica Embraces AI for Data Intelligence and Operations

        It has been a little over a decade since the term data operations entered the analytics and data lexicon. It d...

        Analyst Perspectives
        The Consequences of AI-Induced Head Count Reduction for Contact Centers

        Most of the discussion and planning around artificial intelligence (AI) tools for contact centers and CX has f...

        Analyst Perspectives
        HR Metrics That Matter: Why Your Turnover Rate Isn’t the Whole Story

        Turnover rates have taken center stage in workforce discussions, often being the first metric leaders request ...

        Analyst Perspectives
        ThoughtSpot Delivers Democratized AI-Based Analytics

        Natural language interfaces for business intelligence products existed long before the emergence of generative...

        Analyst Perspectives
        Infor Shows off AI, Process Mining and MES Advances

        Infor provides industry-specific enterprise software that enhances business performance and operational effici...

        Analyst Perspectives
        Employee Experience: Is Software Helping or Hurting HCM?

        HR software for HCM is supposed to be the great enabler of a better employee experience. It promises to stream...

        Analyst Perspectives
        Headless BI and Data Democratization Enables AI and Data-Driven Enterprises

        In an earlier Analyst Perspective, I discussed data democratization’s role in creating a data-driven enterpris...

        Analyst Perspectives
        Are Your CX KPIs Built to Measure Outcomes or Activity?

        There are contact centers, and there is customer experience. They are not the same thing, even though we have ...

        Analyst Perspectives
        Addressing Overwhelm in Enterprise Security Leadership

        In an era defined by the relentless advance of cyber threats, enterprise security leaders grapple with an over...

        Analyst Perspectives
        Progress Enables Knowledge Graphs for Semantic AI

        As enterprises embrace the potential opportunities presented by artificial intelligence (AI), they are quickly...

        Analyst Perspectives
        Kinaxis Demonstrates Accessible AI-Enabled Supply Chains

        I recently attended Kinaxis’ annual user group meeting, Kinexions. The most important theme of the event was t...

        Analyst Perspectives
        HCM Suites and Workforces: Engagement and AI Strategies

        For years, HR technology has been seen primarily as an administrative tool—handling records, payroll and compl...

        Analyst Perspectives
        AI Cybersecurity Lessons: Insights from the DeepSeek Incident

        In a defining moment for the artificial intelligence (AI) sector, the recent breach involving Chinese company ...

        Analyst Perspectives
        NICE Orchestrates AI and Automation for Customer Journeys

        One way to think about the change in service and support in the current dynamic technological environment is t...

        Analyst Perspectives
        Achieve a Faster Tax Provision Process for a Faster Close

        Managing corporate income taxes is a challenge for chief financial officers and their tax department professio...

        Analyst Perspectives
        Workforce Planning Reimagined: AI Makes Forecasting Smarter

        Workforce planning has long been a cornerstone of business strategy, yet many enterprises still approach it wi...

        Analyst Perspectives
        isolved’s Bold Vision for HR Tech and Services: After the Summit

        Attending isolved’s first Analyst Summit was more than just an opportunity to hear about their latest innovati...

        Analyst Perspectives
        Board Goes All-In for External Data and AI to Improve Performance

        ISG Research recently announced the results of its Business Planning Buyers Guide for 2025. We rated Board Exe...

        Analyst Perspectives
        Human Meets Machine with AI: How to Manage Technology with Workforce

        In the rush to embrace AI and automation, organizations are making a critical misstep: they are treating techn...

        Analyst Perspectives
        Buyer Beware: The Evolution of Agentic AI in Business Software

        Agents and “agentic AI” are all the rage now, eclipsing last year’s focus on artificial intelligence (AI) and ...

        Analyst Perspectives
        Skills vs. Jobs: Using Tech to Power Talent and Workforce Development

        If you’ve ever held the same job title at two different companies, you know firsthand how misleading job-based...

        Analyst Perspectives
        The EU Scaling Back Sustainability Reporting Mandates

        The recent recommendation by the European Commission to scale back the scope, granularity and timeline for sus...

        Analyst Perspectives
        SAP Unleashes Business Data Cloud for Unified AI Strategy

        SAP was formed in 1972 to create standardized business software that would integrate all business processes an...

        Analyst Perspectives
        Demystifying APIs: What Every HR Buyer Needs to Know

        If you’re an HR professional, the term “API” might make you want to hand things off to IT and move on with you...

        Analyst Perspectives
        Alteryx Refines AI Platform for Analytics

        Increased enterprise focus on artificial intelligence (AI) and generative AI (GenAI) has served to sharpen the...

        Analyst Perspectives
        What Analysts Should Do When Anyone Can Analyze with AI

        One of the promised benefits of artificial intelligence (AI), Generative AI (GenAI) and agents is that they ca...

        Analyst Perspectives
        Actian Enables Data Discovery and Data Intelligence

        Data catalogs provide an inventory of data assets that surface metadata from data platforms, analytics tools a...

        Analyst Perspectives
        The State of Conversational Software Using Automation and AI

        Conversational automation leverages artificial intelligence (AI)-powered agents, chatbots and virtual assistan...

        Analyst Perspectives
        Domo Enables Data Integration, Analytics and AI

        As enterprises seek to expand and accelerate the adoption of artificial intelligence (AI) many are finding tha...

        Analyst Perspectives
        HiBob: A Modern HCM That Puts Culture and Simplicity at the Core

        The HCM market has undergone a significant transformation in recent years. Legacy providers, long the dominant...

        Analyst Perspectives
        Agentic AI: Actions Speak Louder Than Words

        AI, like analytics, must lead to action. Too often, in both cases, too much of the exercise is left to the rea...

        Analyst Perspectives
        A Strategic Approach to Replacing ERP Systems for Modernization and AI

        Enterprise Resource Planning (ERP) systems are comprehensive software platforms designed to integrate and mana...

        Analyst Perspectives
        DataOps: Software for Operations and AI

        Late 2024 saw the publication of the 2024 ISG Buyers Guides for DataOps, providing an assessment of 49 softwar...

        Analyst Perspectives
        Agentic AI Reliability Requirements for Data

        It is now more than two years since the launch of ChatGPT introduced the world to generative AI (GenAI) and la...

        Analyst Perspectives
        Trintech Provides Reliable Record-to-Report Productivity

        Trintech provides finance departments in larger and midsize enterprises with software to accelerate their acco...

        Analyst Perspectives
        The Power of Payroll: It’s More than Just a Paycheck

        Payroll is one of the most universal touchpoints within any organization, impacting every employee on a regula...

        Analyst Perspectives
        Zoho Evolves Portfolio for Enterprises Using AI

        Zoho’s recent analyst conference was an opportunity to explore how the India-founded software company is farin...

        Analyst Perspectives
        Prophix’s FP&A Plus Brings Higher Performance to Midsize Enterprises

        While headlines tend to focus on flashier topics, arguably the biggest business impact from technology advance...

        Analyst Perspectives
        SugarCRM as a Revenue Platform with AI for Sellers

        I was recently a guest of SugarCRM at their 2025 Analyst summit with an opportunity to meet with the executive...

        Analyst Perspectives
        How Software Can Help Usage Pricing Adoption

        Based on the number of invitations I have received to speak on the topic, usage pricing (also referred to as c...

        Analyst Perspectives
        Adapting to Higher Inflation Longer with Profitability Management

        In anticipation of conditions that suggested accelerating price increases, I wrote in 2021 about how technolog...

        Analyst Perspectives
        Redpanda Lowers the Complexity and Cost of Streaming and Event Data

        I recently wrote about the need for enterprises to harness events to process and act upon data at the speed of...

        Analyst Perspectives
        Databricks Scores Massive Funding Round, Continues to Expand Its Offerings

        Databricks recently announced its Series J funding round, successfully raising $10 billion at a valuation of $...

        Analyst Perspectives
        Data Catalogs Serve Multiple Roles and Use Cases

        Metadata management has played a role in data governance and analytics for many years. It wasn’t until the eme...

        Analyst Perspectives
        ESG Management Software is Essential for Efficient Compliance

        Enterprises have been investing in software to manage their environmental, social and governance (ESG) objecti...

        Analyst Perspectives
        The Impact of the Cloud and AI on Evolving Data Platform Requirements

        The degree to which data platforms are critical to efficient business operations cannot be overstated. Without...

        Analyst Perspectives
        Intercompany Financial Management is Essential for Multinationals

        ISG Software Research coined the term intercompany financial management to define a discipline for structuring...

        Analyst Perspectives
        MongoDB Enhances Developer Data Platform

        Despite all the interest in artificial intelligence (AI) and generative AI (GenAI), ISG’s Buyers Guide for Dat...

        Analyst Perspectives
        External Data Supports More Accurate Planning

        I recently completed the latest edition of our Business Planning Buyers Guide, which reviews and assesses the ...

        Analyst Perspectives
        Cloudera Enables Hybrid Cloud Data and AI

        Too often, enterprises find that data is distributed across multiple silos on-premises and in the cloud. More ...

        Analyst Perspectives
        Building Inclusive Workplaces: HR Tech's Role in DEIB Transformation

        Technology should be viewed as an enabler of program success for diversity, equity, inclusion and belonging, p...

        Analyst Perspectives
        There Are Gaps in the CX Toolkit Waiting to Be Filled

        The breadth of customer experience (CX) solutions created by software providers in recent years has expanded i...

        Analyst Perspectives
        Let’s Put the “A” Back in FP&A

        When considered at all, unintended consequences are expected to be negative. As enterprises and institutions r...

        Analyst Perspectives
        Streamline Subscription Accounting to Increase Productivity

        The subscription and recurring revenue business models became a significant part of the economy this century w...

        Analyst Perspectives
        AI Use Cases for Field Service

        Field service is an often-overlooked area of the service equation, in part because managing its operations inv...

        Analyst Perspectives
        Transforming Task Automation: The Future of Intelligent Orchestration

        The evolution from basic task automation platforms to advanced task orchestration and management marks a miles...

        Analyst Perspectives
        Bigeye Enable Monitoring, Quality and Lineage of Data

        I previously explained that data observability software has become a critical component of data-driven decisio...

        Analyst Perspectives
        Infor’s Velocity Summit Highlights Multiple Advances and Enhancements

        I recently attended Infor’s Velocity Summit, designed to showcase the latest versions of its CloudSuite ERP so...

        Analyst Perspectives
        What Open Platforms Mean for Contact Centers

        Software providers have identified “openness” as a key consideration for contact center buyers. Since there is...

        Analyst Perspectives
        Capital One Offers Cost Controls for Cloud Data Warehouses

        The adoption of cloud environments for analytic workloads has been a key feature of the data platforms sector ...

        Analyst Perspectives
        A Planning Center of Excellence Delivers Performance Improvement

        Artificial Intelligence and generative AI are beginning to change how enterprises do many things, especially p...

        Analyst Perspectives
        Beyond Buzzwords: How HR Tech Can Drive DEIB Success

        For many years, HR teams encountered an endless stream of buzzwords often intended to garner excitement about ...

        Analyst Perspectives
        Restructuring Cybersecurity: Lessons from Microsoft's Recent Changes

        The structures that govern enterprise security teams are under scrutiny. A recent report from a government wat...

        Analyst Perspectives
        Verint Focuses Bots on Contact Center Outcomes

        Verint is operating in quite a different marketplace for contact center and agent management technology than e...

        Analyst Perspectives
        Generative Automation: An Alternative for Process Optimization

        Agents are all the rage—and for a good reason. They are a way to automate work almost effortlessly so that rep...

        Analyst Perspectives
        The Increasing Importance of Open Table Formats

        I previously wrote about the importance of open table formats to the evolution of data lakes into data lakehou...

        Analyst Perspectives
        Unlocking Success with Enterprise GenAI Tools

        Generative AI (GenAI) software can transform various aspects of enterprise operations, which makes it a critic...

        Analyst Perspectives
        Oracle Advances its AI-Enabled Supply Chain Management Suite

        Oracle announced significant updates to its Fusion Cloud Supply Chain & Manufacturing (SCM) software at th...

        Analyst Perspectives
        Contact Center AI Gain Traction: Profitable Use Cases

        With a flood of artificial intelligence-related tools now available for contact center buyers, it can be helpf...

        Analyst Perspectives
        Denodo Provides a Logical Approach to Data Management

        Although the terms data fabric and data mesh are often used interchangeably, I previously explained that they ...

        Analyst Perspectives
        You Don’t Have to Put Up with a Manual Quote to Contract Process

        In a previous role I was actively involved with identifying and implementing dashboards and reports tracking k...

        Analyst Perspectives
        Sprinklr Zeros in on a CXM Platform

        Sprinklr’s analyst day in September was an opportunity for the company to dive deeply into its progress in piv...

        Analyst Perspectives
        Fauna’s Data Platform Combines Agility and Transaction Integrity

        As I noted in the 2024 Buyers Guide for Operational Data Platforms, intelligent applications powered by artifi...

        Analyst Perspectives
        Should I Stay or Go? Migrating to AI-Enabled Applications

        Artificial intelligence-enabled business applications have advanced considerably over the past year as softwar...

        Analyst Perspectives
        Detecting and Preventing Bias: A Crucial Element of AI Governance

        In today's rapidly evolving technological landscape, artificial intelligence (AI) governance has emerged as a ...

        Analyst Perspectives
        Collibra Provides a Platform for Data Intelligence

        As I recently noted, the term “data intelligence” has been used by multiple providers across analytics and dat...

        Analyst Perspectives
        Data as a Product: Needs and Requirements

        I previously wrote about data mesh as a cultural and organizational approach to distributed data processing. D...

        Analyst Perspectives
        Avoiding Toxicity in Generative AI

        As I’ve written recently, artificial intelligence governance is a concern for many enterprises. In our recent ...

        Analyst Perspectives
        Snowflake Offers a Platform for AI as well as Data

        As I explained in our recent Buyers Guide for Data Platforms, the popularization of generative artificial inte...

        Analyst Perspectives
        Embracing the Skills Economy: A Talent Management Revolution

        The topic of skills is not new to the world of talent management or development, making many appearances in th...

        Analyst Perspectives
        CCaaS, CPaaS or UCaaS for CX? It Doesn’t Matter.

        It is unfortunate that business-focused digital communications are sold under three different headings: Contac...

        Analyst Perspectives
        Harness Events to Process Data at the Speed of Business

        The final of the men’s 100 meters at the Paris Olympics this summer was a reminder that being successful requi...

        Analyst Perspectives
        The Prophix One Platform Supports a More Effective Finance Department

        Prophix launched its Prophix One platform earlier this year. CFOs of midsize enterprises should take a look at...

        Analyst Perspectives
        Sage Analyst Summit Details its Differentiated Strategic Path

        Sage recently held an analyst summit to take a deeper dive into its product and technology roadmap, complement...

        Analyst Perspectives
        IBM Provides Architectural Choice for Data Platforms

        Enterprises face a bewildering level of choice in relation to data platforms, as evidenced by the number of so...

        Analyst Perspectives
        Cloud Platforms and Accessibility Hurdles

        The latest ISG Buyers Guide for Cloud Computing Platforms uncovers the market evolution of regional and global...

        Analyst Perspectives
        Technology Transforms ERP for a More Effective Finance Department

        ERP systems have been the central nervous system of enterprises for more than three decades, handling business...

        Analyst Perspectives
        OneStream Splash Highlights Practical AI Advances

        OneStream offers a platform designed to serve the needs of accounting and financial planning and analysis (FP&...

        Analyst Perspectives
        Confluent Enables Enterprises to Operate in Real Time

        I have written on multiple occasions about the increasing proportion of enterprises embracing the processing o...

        Analyst Perspectives
        Gain Finance Department Productivity with Straight-Through Processing

        Improving data management is at the forefront of my Office of Finance research practice because, when not mana...

        Analyst Perspectives
        Compensation Renaissance: The Role of Technology in Revamping Rewards

        Compensation practices are currently experiencing a substantial transformation, driven by evolving workforce e...

        Analyst Perspectives
        Competitive Innovation is Improving the Economics of GenAI

        At this stage of the development of Generative AI, there’s much we can see clearly (at least we think we can),...

        Analyst Perspectives
        Market Observations on AI Governance

        Having just completed our AI Platforms Buyers Guide assessment of 25 different software providers, I was surpr...

        Analyst Perspectives
        What’s New in Technology for Office of Revenue?

        Spring and fall are conference seasons, and this spring I was fortunate to be invited to several software prov...

        Analyst Perspectives
        The Evolving Strategic Needs for Successful AI and ML

        The artificial intelligence and machine learning landscape was profoundly altered by the emergence of generati...

        Analyst Perspectives
        The Buyers Guides for Financial Consolidation and Close Classifies and Rates Software Providers

        I am happy to share insights gleaned from our latest Buyers Guide, an assessment of how well software provider...

        Analyst Perspectives
        The Buyers Guides for Learning Management Systems Classifies and Rates Software Providers

        I am happy to share insights gleaned from our latest Buyers Guide, an assessment of how well software provider...

        Analyst Perspectives
        The Buyers Guides for Cloud Computing Platforms Classifies and Rates Software Providers

        I am happy to share insights gleaned from our latest Buyers Guide, an assessment of how well software provider...

        Analyst Perspectives
        The Buyers Guides for Subscription Management Classifies and Rates Software Providers

        I am happy to share insights gleaned from our latest Buyers Guide, an assessment of how well software provider...

        Analyst Perspectives
        The Buyers Guides for AI Platforms Classifies and Rates Software Providers

        I am happy to share insights gleaned from our latest Buyers Guide, an assessment of how well software provider...

        Analyst Perspectives
        The Buyers Guides for Data Platforms Classifies and Rates Software Providers

        I am happy to share insights gleaned from our latest Buyers Guide, an assessment of how well software provider...

        Analyst Perspectives
        Solace Shines for Event-Driven Integration

        I previously wrote about the ongoing importance of event brokers and event management in enabling enterprises ...

        Analyst Perspectives
        Boomi Offers Innovation in API and AI

        I previously wrote about the potential for generative artificial intelligence technology to enhance the integr...

        Analyst Perspectives
        Who Poisoned the AI Watering Hole: Adversarial Threats in AI

        Embracing artificial intelligence technologies opens doors for innovation and efficiency. Alongside these oppo...

        Analyst Perspectives
        Monte Carlo Addresses Performance as a Measure of Data Reliability

        I recently wrote about the role data observability plays in generating value from data by providing an environ...

        Analyst Perspectives
        Businesses Need a More Expansive View of Self-Service’s Value

        Self-service has changed immensely in recent years. It has gotten better, qualitatively, in delivering answers...

        Analyst Perspectives
        ServiceNow Puts AI to Work at Knowledge 2024 Conference

        ServiceNow is a global software provider that has developed a cloud computing platform that helps organization...

        Analyst Perspectives
        Verint Turns Focus to CX Automation and AI

        Verint held its analyst conference recently, using the opportunity to flesh out how it is responding to the ra...

        Analyst Perspectives
        Data Operations Improves Trust in Data for Analytics and AI

        Enterprises are embracing the potential for artificial intelligence (AI) to deliver improvements in productivi...

        Analyst Perspectives
        AI is Changing the Market for Consolidation Software

        Until recently, dedicated consolidation software had been a sleepy category. First introduced in the 1980s as ...

        Analyst Perspectives
        Google Advances Cloud Data Platforms and Analytics Services with GenAI

        The emergence of generative artificial intelligence (GenAI) has significant implications at all levels of the ...

        Analyst Perspectives
        Resilient Supply Chains and AI to Manage Costs

        Rebalancing supply chains to improve resiliency has been a focus of enterprises with even moderately complex a...

        Analyst Perspectives
        Data Observability Improves Trust in Data for Decision-Making

        I recently wrote about the development, testing and deployment of data pipelines as a fundamental accelerator ...

        Analyst Perspectives
        The Decomplexification of IT: Simplifying Enterprise Technology

        The technology landscape for enterprise IT faces a daunting challenge: complexity. As systems grow more intric...

        Analyst Perspectives
        Oracle Demonstrates Embedded AI for Productivity Gains

        Oracle held an industry analyst summit recently where the focus was on artificial intelligence (AI) and embedd...

        Analyst Perspectives
        The Path to Equitable Compensation

        Today’s workforce places a high expectation on an enterprise’s commitment to fostering a fair and inclusive wo...

        Analyst Perspectives
        Automation Addresses VAT Tax Challenges

        Value-added tax is a consumption tax levied at every point in a supply chain—from production to final sale. It...

        Analyst Perspectives
        Dremio Enables Self-Service Analytics for the Data Lakehouse

        I previously wrote about the potential for rapid adoption of the data lakehouse concept as enterprises combine...

        Analyst Perspectives
        AI Can Boost CX Outcomes in Field Service

        Field service operations are not often discussed as part of enterprise customer experience planning, but there...

        Analyst Perspectives
        The CFO AI Trilemma: Cut Costs, Accomplish More or Both

        We’re quickly approaching the moment when it becomes clear that artificial intelligence (AI) and generative AI...

        Analyst Perspectives
        Google Expands AI Capabilities at Cloud Next ’24

        The artificial intelligence (AI) market is exploding with activity, which is part of the reason we recently an...

        Analyst Perspectives
        Digitizing Tax Provision to Streamline the Close, Reduce Risk

        The tax provision process is an essential part of the close process and a core responsibility of tax departmen...

        Analyst Perspectives
        Wiiisdom Improves Trust in Data With Analytics Testing and Governance

        Many organizations have adopted DataOps to apply agile development, DevOps and lean manufacturing processes to...

        Analyst Perspectives
        AI Increases the Value of Order-to-Cash Automation

        If you search “for want of a nail” on your browser, you’ll discover the age-old wisdom that seemingly trivial ...

        Analyst Perspectives
        The Buyers Guides for Digital Comms Classifies and Rates Software Providers

        I am happy to share insights gleaned from our latest Buyers Guide, an assessment of how well software provider...

        Analyst Perspectives
        Making Purchasing Departments AI-Ready

        There have been a multitude of potential use cases for artificial intelligence (AI) and generative AI (GenAI) ...

        Analyst Perspectives
        AI and Learning: A Tech Evolution

        It has been a predominant buzzword for several years across all areas of human resources (HR), but artificial ...

        Analyst Perspectives
        GenAI has the Potential to Change the Face of Analytics

        Analytics software is used by business analysts and decision-makers to facilitate the generation of insights f...

        Analyst Perspectives
        Designing a Smart and Sustainable HR Tech Stack

        The importance of human resources technology in the workplace is growing at a phenomenal pace. While many HR a...

        Analyst Perspectives
        Data Orchestration Automates and Accelerates Analytics and AI

        I recently wrote about the development, testing and deployment of data pipelines as a fundamental accelerator ...

        Analyst Perspectives
        What Is So Different About B2B Digital Commerce?

        As a business application tech analyst, I tend to focus more on B2B than B2C and the differences between the t...

        Analyst Perspectives
        The Buyers Guides for Workforce Management Classifies and Rates Software Providers

        I am happy to share insights gleaned from our latest Buyers Guide, an assessment of how well software provider...

        Analyst Perspectives
        Stibo Systems Facilitates Trust in Data With AI-Driven MDM

        I previously explained how master data management helps provide trust in data, making it one of the most signi...

        Analyst Perspectives
        Sage Intacct Enhances Its Roadmap for AI and Generative AI

        Sage Intacct recently held its annual user conference, and while there were plenty of product announcements an...

        Analyst Perspectives
        Salesforce Wants Everyone to be an Einstein with AI

        I recently attended the Salesforce Trailblazer DX event to learn more about Salesforce’s artificial intelligen...

        Analyst Perspectives
        Navigating the Enterprise IT Ops Labyrinth

        Enterprises are increasingly recognizing the need to streamline operations for efficiency, agility and innovat...

        Analyst Perspectives
        DataOps.live Enables the Development of Data Products

        I wrote recently about the role that data intelligence has in enabling enterprises to facilitate data democrat...

        Analyst Perspectives
        AI Innovations in Data and Analytics at SAP

        Data and analytics have become increasingly important to all aspects of business. The modern data and analytic...

        Analyst Perspectives
        Data Pipelines Integrate Data Processing and Enable AI

        The development, testing and deployment of data pipelines is a fundamental accelerator of data-driven strategi...

        Analyst Perspectives
        Data Intelligence: Fundamental to Data Architecture

        As enterprises seek to increase data-driven decision-making, many are investing in strategic data democratizat...

        Analyst Perspectives
        Smart Manufacturing Increases Productivity and Resilience

        Smart manufacturing is a strategic operating approach that aligns advanced manufacturing technology with syste...

        Analyst Perspectives
        Refocus on AI, Skill-Building for the Greatest Operational Impact

        In the technology industry, 2023 will be remembered as the year of generative artificial intelligence. Yes, th...

        Analyst Perspectives
        Technology Maximizes Investment in Learning Experiences

        The workforce of today has been very clear with their needs, wants and expectations. They need to feel seen, v...

        Analyst Perspectives
        AI Makes Accounts Receivable a Customer-Facing Organization

        Artificial intelligence seems poised to change everything, although naturally a great deal of attention tends ...

        Analyst Perspectives
        Zendesk Shifts the Conversation from Service to Enterprise CX

        The next phase of buying for contact centers and adjoining service/customer experience (CX) teams is going to ...

        Analyst Perspectives
        Maximizing Technology to Engage Generations in the Workplace

        By the year 2025, the U.S. Department of Labor estimates that the generational makeup of our workforce will be...

        Analyst Perspectives
        Navigating Security Threats with CTEM Integration

        Is your organization prepared for the increasingly sophisticated and pervasive cyber threats that are challeng...

        Analyst Perspectives
        Voice of the Customer Measurement Is Well Beyond Surveys

        Contact centers have collected customer feedback almost as long as there have been telephones. The simple bina...

        Analyst Perspectives
        From Lead to Cash to Revenue Life Cycle Management

        Much development and marketing resource is being directed at technology that supports tracking and managing th...

        Analyst Perspectives
        As Interest in AI Scales, So Does Domino Data Lab

        Interest in artificial intelligence (AI) is exploding driven in large part by the widespread interest in gener...

        Analyst Perspectives
        Teradata Encourages AI and Analytics Experimentation

        Cloud computing has had an enormous impact on the analytics and data industry in recent decades, with the on-d...

        Analyst Perspectives
        Zoho’s Roadmap Addresses Evolving Enterprise Needs

        Zoho recently held its annual analyst day to communicate its strategy, objectives and product roadmap. The pri...

        Analyst Perspectives
        Zero-ETL Enables Real-Time Analytics on Single-Source Data

        It is well known that data integration, transformation and preparation represent a significant proportion of t...

        Analyst Perspectives
        CTEM: Proactive Security Defense for Business

        Cyber threats are becoming more sophisticated and pervasive, posing a major challenge for CIOs and IT leaders....

        Analyst Perspectives
        Productivity by 1,000 Cuts: Building AI Feasibility From the Bottom Up

        After a year of near-constant AI chatter, the broad strokes of how the technology will roll out in business ov...

        Analyst Perspectives
        Uniphore Puts AI to Work Automating Interactions

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        Industry Perspectives
        Technology Trends in the Insurance Industry

        Modernizing the digital computing environment within the insurance industry requires business and technology i...

        Industry Perspectives
        Business Trends in Media and Entertainment Industry

        The media and entertainment industry is continuously challenged by the pressures of providing subscribers with...

        Industry Perspectives
        Technology Trends in Media and Entertainment Industry

        The need for media and entertainment organizations to modernize their digital computing environment requires b...

        Industry Perspectives
        Business Trends for the Healthcare Industry

        The healthcare industry is continuously challenged by the pressure of providing patient care and treatments wh...

        Industry Perspectives
        Technology Trends for Healthcare Industry

        The need for healthcare organizations to modernize their digital computing environment requires business and t...

        Industry Perspectives
        Technology Trends for Retail Industry

        The need for retail organizations to modernize their digital computing environment requires technology investm...

        Industry Perspectives
        Business Trends for the Retail Industry

        The retail industry is continuously challenged by the availability of inventory necessary to meet consumer dem...

        Industry Perspectives
        Technology Trends for Manufacturing Industry

        The need for manufacturing organizations to modernize their digital computing environment requires business an...

        Industry Perspectives
        Business Trends in the Manufacturing Industry

        The manufacturing industry is continuously challenged by supply chain and demand indicators that impact the re...

        Industry Perspectives
        Technology Trends in Financial Services Industry

        The financial services industry has ample opportunity to innovate and transform how it operates through techno...

        Industry Perspectives
        Business Trends for Financial Services Industry

        The financial services industry is continuously challenged by economic indicators that impact the global envir...

        Market Perspectives
        ISG Buyers Guide for FinOps Classifies and Rates Software Providers

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        Market Perspectives
        ISG Buyers Guide for AIOps Classifies and Rates Software Providers

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        ISG Buyers Guide for IT Service Management Classifies and Rates Software Providers

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        ISG Buyers Guide for IT Observability Classifies and Rates Software Providers

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        ISG Buyers Guide for IT Operations Management Classifies and Rates Software Providers

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        ISG Buyers Guide for Product Experience Management for Retail Classifies and Rates Software Providers

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        ISG Buyers Guide for Product Information Management for Manufacturing Classifies and Rates Software Providers

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        ISG Buyers Guide for Product Information Management Platform Classifies and Rates Software Providers

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        ISG Buyers Guide for Product Intelligence Classifies and Rates Software Providers

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        ISG Buyers Guide for Product Lifecycle Management Classifies and Rates Software Providers

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        ISG Buyers Guide for Product Experience Management Classifies and Rates Software Providers

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        ISG Buyers Guide for Power and Utilities Field Service Classifies and Rates Software Providers

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        ISG Buyers Guide for Manufacturing Field Service Classifies and Rates Software Providers

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        ISG Buyers Guide for Field Service Proactive Maintenance Classifies and Rates Software Providers

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        ISG Buyers Guide for Field Service Customer Engagement Classifies and Rates Software Providers

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        ISG Buyers Guide for Field Service Management Classifies and Rates Software Providers

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        ISG Buyers Guide for Talent Suites Classifies and Rates Software Providers

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        ISG Buyers Guide for HRMS Classifies and Rates Software Providers

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        ISG Buyers Guide for HCM Platforms Classifies and Rates Software Providers

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        ISG Buyers Guide for HCM Suites Classifies and Rates Software Providers

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        ISG Buyers Guide for Workforce Planning Classifies and Rates Software Providers

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        ISG Buyers Guide for Data Products Classifies and Rates Software Providers

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        ISG Buyers Guide for Data Pipelines Classifies and Rates Software Providers

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        ISG Buyers Guide for Data Orchestration Classifies and Rates Software Providers

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        ISG Buyers Guide for Data Observability Classifies and Rates Software Providers

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        ISG Buyers Guide for DataOps Classifies and Rates Software Providers

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        ISG Buyers Guide for Power and Utilities Grid Management Classifies and Rates Software Providers

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        ISG Buyers Guide for Midsize ERP Manufacturing Classifies and Rates Software Providers

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        ISG Buyers Guide for Midsize ERP Classifies and Rates Software Providers

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        ISG Buyers Guide for ERP Manufacturing Classifies and Rates Software Providers

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        ISG Buyers Guide for ERP Financial Management Classifies and Rates Software Providers

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        ISG Buyers Guide for ERP Classifies and Rates Software Providers

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        ISG Buyers Guide for U.S. Payroll Classifies and Rates Software Providers

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        ISG Buyers Guide for Multicountry Payroll Classifies and Rates Software Providers

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        ISG Buyers Guide for International Payroll Classifies and Rates Software Providers

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        ISG Buyers Guide for Global Payroll Classifies and Rates Software Providers

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        ISG Buyers Guide for Payroll Management Classifies and Rates Software Providers

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        ISG Buyers Guide for Sales Performance Management Classifies and Rates Software Providers

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        ISG Buyers Guide for Incentive Compensation Management Classifies and Rates Software Providers

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        ISG Buyers Guide for Revenue Performance Management Classifies and Rates Software Providers

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        ISG Buyers Guide for Mobile Analytics Classifies and Rates Software Providers

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        ISG Buyers Guide for GenAI Analytics Classifies and Rates Software Providers

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        ISG Buyers Guide for Embedded Analytics Classifies and Rates Software Providers

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        ISG Buyers Guide for Collaborative Analytics Classifies and Rates Software Providers

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        ISG Buyers Guide for Analytics and Data Classifies and Rates Software Providers

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        ISG Buyers Guide for Master Data Management Classifies and Rates Software Providers

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        ISG Buyers Guide for Data Quality Classifies and Rates Software Providers

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        ISG Buyers Guide for Data Integration Classifies and Rates Software Providers

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        ISG Buyers Guide for Data Governance Classifies and Rates Software Providers

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        ISG Buyers Guide for Sales Engagement Classifies and Rates Software Providers

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        ISG Buyers Guide for Digital Commerce Classifies and Rates Software Providers

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        ISG Buyers Guide for CRM Service Classifies and Rates Software Providers

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        ISG Buyers Guide for CRM Sales Classifies and Rates Software Providers

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        ISG Buyers Guide for CRM Platform Classifies and Rates Software Providers

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        ISG Buyers Guide for CRM Partners Classifies and Rates Software Providers

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        ISG Buyers Guide for CRM Marketing Classifies and Rates Software Providers

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        ISG Buyers Guide for Customer Relationship Management Classifies and Rates Software Providers

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        ISG Buyers Guide for Process Discovery and Mining Classifies and Rates Software Providers

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        ISG Buyers Guide for Process Automation Platforms Classifies and Rates Software Providers

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        ISG Buyers Guide for Intelligent Document Processing Classifies and Rates Software Providers

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        ISG Buyers Guide for Conversational Automation Classifies and Rates Software Providers

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        The Buyers Guide for Agent Management Classifies and Rates Software Providers

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        The Buyers Guide for Contact Center Basic Classifies and Rates Software Providers

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        The Buyers Guide for Contact Center Advanced Classifies and Rates Software Providers

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        Market Perspectives
        IFS Earns Operations and Supply Chain Digital Innovation Award for 2024

        The annual Ventana Research Digital Innovation Awards showcase advances in the productivity and potential of b...

        Market Perspectives
        Prophix Earns Office of Finance Digital Innovation Award for 2024

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        Ayara Earns Office of Revenue Digital Innovation Award for 2024

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        Salesforce Earns Marketing Digital Innovation Award for 2024

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        The ISG Buyers Guide for AI and Data Platforms Rates and Ranks Software Providers

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        Udemy Earns Human Capital Management Digital Innovation Award for 2024

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        The ISG Buyers Guide for Cloud-Native AI and Data Platforms Rates and Ranks Software Providers

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        Salsify Earns Digital Business Digital Innovation Award for 2024

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        Salesforce Earns Analytics and Data Digital Innovation Award for 2024

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        Oracle Earns Digital Technology Digital Innovation Award for 2024

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        The Buyers Guide for Compensation Planning Classifies and Rates Software Providers

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        Verint Earns Customer Experience Digital Innovation Award for 2024

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        The Buyers Guide for Compensation Management Classifies and Rates Software Providers

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        IBM Earns Artificial Intelligence Digital Innovation Award for 2024

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        Salary.com Earns Overall Digital Innovation Award for 2024

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        The Buyers Guide for Total Compensation Management Classifies and Rates Software Providers

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        The Buyers Guide for Knowledge Management Classifies and Rates Software Providers

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        The Buyers Guide for Customer Experience Management Classifies and Rates Software Providers

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        Plivo is Provider of Merit in Digital Communications Buyers Guide

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        Route Mobile is Provider of Merit in Digital Communications Buyers Guide

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        Bandwidth is Provider of Merit in Digital Communications Buyers Guide

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        Bird is Provider of Assurance in Digital Communications Buyers Guide

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        CM is Provider of Assurance in Digital Communications Buyers Guide

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        Sinch is Exemplary in Digital Communications Buyers Guide

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        Salesloft Redefines Sales Engagement with AI

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        Skidmore College Earns Data Digital Leadership Award with SnapLogic

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        Polaris Earns Office of Finance Digital Leadership Award with OneStream for 2023

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        Neeyamo is Vendor of Merit in Global Payroll Buyers Guide

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        Vendavo Enables Real-Time Price Optimization to Enhance Profitability

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        Gusto is Vendor of Merit in Global Payroll Buyers Guide

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        Solve the Right Problem by Tying Analytics to Operational Processes

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        Agile Planning for Small and Midsize Organizations

        Analyst Viewpoint The purpose of planning is to enable executives and managers to make better-informed decisio...

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        Digital Transformation with Application Platforms

        Analyst Viewpoint Digital transformation is achieved by using digital technologies to create new (or modify ex...

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        Automation Should Support the Human Agent

        Analyst Viewpoint Contact centers are experiencing a golden age of technology, thanks to new tools like artifi...

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        Analyst Viewpoint Master data management (MDM) as a discipline has been around for decades. And MDM software h...

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        Analyst Viewpoint The opportunity exists for retail organizations to improve the digital commerce experience t...

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        Total Compensation in Financial Services

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        Effective Revenue Operations Need Data and Analytics

        Analyst Viewpoint One of the more significant changes underway in organizations is the shift from a new custom...

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        Analyst Viewpoint Today we are in “the age of the customer” and terms such as “customer journeys” and “custome...

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        Analyst Viewpoint The focus on B2B marketing success has become a significant opportunity in manufacturing org...

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        Analyst Viewpoint The subscription business model is how media and entertainment organizations have transition...

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        Creating a Hospitality Information Supply Chain

        Analyst Viewpoint Information clearly has value. In the hospitality industry, having the right information acc...

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        Creating Better Accountability and Experiences in Work Management

        Analyst Viewpoint All organizations can improve. Every business entity, regardless of the state of its current...

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        Continuous Planning Provides Action, Agility and Accuracy

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        Analyst Viewpoint The challenges facing tax departments are mounting. Governments worldwide are scrutinizing c...

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        Analyst Viewpoint The transition to cloud computing has introduced new challenges for organizations seeking to...

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        Analyst Viewpoint Relational database technology first appeared almost a half-century ago and for decades the ...

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        Analyst Viewpoint Engagement is essential to empower every employee to perform his or her best, which is a key...

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        Analyst Viewpoint Data lakes are important. They provide the opportunity to analyze data from not just one but...

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        Les détaillants améliorent leurs performances grâce aux données de flux d’événements

        Point de vue de l'analyste La diffusion des données en continu transforme le fonctionnement des détaillants. L...

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        Einzelhändler verbessern die Leistung mithilfe von Ereignisdaten

        Analysten-Standpunkt Das Streaming von Daten verändert die Arbeitsweise von Einzelhändlern. Die Entwicklung de...

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        Multinational Corporations Need Intercompany Financial Management

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        ISG Software Research 17th Annual Digital Innovation Award Winner

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        Salesforce for Tableau Pulse


        ISG Software Research 16th Annual Digital Leadership Award Winners

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