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Databricks recently hosted its Data+AI Summit in San Francisco, an event that attracted 22,000 attendees. That’s a far cry from the Spark Summit I attended in 2016. As pointed out in my coverage of Databricks massive funding round earlier this year, the company was originally founded as a provider of cloud-based Apache Spark services. Since its inception, Spark has been associated with processing...

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Topics: Governance, Analytics, AI, Data Platforms, Generative AI, Data Intelligence, AI & Technologies, AI and Machine Learning


I have been saying for several years that success with streaming data requires enterprises to manage data in motion alongside data at rest, rather than treating streaming as a niche activity. Software providers have also been moving in this direction. Many established data management providers have added the ability to manage, store and process streaming data alongside their existing batch data...

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Topics: Governance, AI, Data Platforms, AI & Technologies, AI and Machine Learning, Streaming & Events


One of the key questions that will need to be solved if agentic artificial intelligence is to fulfill its potential is which technologies and providers will serve the role of orchestrating communication and integration between the various models, applications and data repositories involved. ISG Research defines agentic AI as software designed to execute business processes through autonomous...

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Topics: Governance, Operations, AI, Generative AI, Data Intelligence, AI & Technologies, AI and Machine Learning


My colleagues have recently described how agentic artificial intelligence (AI) has the potential to revolutionize enterprise computing by automating the handling of static and dynamic complexity to enable software to take action without the need for human intervention. Put simply, agentic AI is the orchestration of the execution of discreet business tasks by a combination of software components...

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Topics: Governance, AI, Generative AI, AI & Technologies, AI and Machine Learning, Streaming & Events


I have previously explained how increased enterprise focus on artificial intelligence (AI) and agentic AI is a forcing function for enterprises to take long-overdue steps to improve data management and data governance. Data is integral to AI: large volumes of data are required to train models, while data freshness is important for inferencing in interactive applications and data quality is...

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Topics: Governance, Data Management, Generative AI, AI & Technologies, Agentic AI


I recently described how business data catalogs are evolving into data intelligence catalogs. These catalogs combine technical and business metadata and data governance capabilities with knowledge graph functionality to deliver a holistic, business-level view of data production and consumption. The concept of the knowledge graph has been part of the data sector for decades, but adoption has...

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Topics: Governance, Generative AI, Data Intelligence, AI & Technologies


Data governance has always been a critical part of the data and analytics landscape. However, for many years, it was seen as a preventive function to limit access to data and ensure compliance with security and data privacy requirements. To fulfill today’s data-driven agendas, many enterprises need an evolved perspective on data governance. The development of new applications driven by artificial...

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Topics: Governance, Machine Learning, Operations, AI, Data Intelligence


It has been a little over a decade since the term data operations entered the analytics and data lexicon. It describes the application of agile development, DevOps and lean manufacturing by data engineering professionals in support of data production. DataOps was initially seen as antithetical to traditional data management approaches, which typically included batch-based and manual tools and...

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Topics: Governance, Machine Learning, Operations, AI, Generative AI, Data Intelligence


Data catalogs provide an inventory of data assets that surface metadata from data platforms, analytics tools and applications that can be used to facilitate data discovery and data usage across an enterprise. As I recently explained, however, there are actually multiple types of data catalogs that offer functionality to address specific use cases and user roles, including data inventory, data...

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Topics: Governance, Operations


The emphasis on environmental, social and governance (ESG) issues has been growing for some time. I participated in the development of the Sustainability Accounting Standards Board (SASB) as a software industry expert more than a decade ago. The rise of ESG’s profile in corporate reporting is the latest evolution of “responsible investing,” a topic that goes back centuries in the west. The modern...

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Topics: Governance, Office of Finance, Business Planning, ERP and Continuous Accounting, ESG, Environmental, Inclusion


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...

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Topics: FP&A, Governance, Office of Finance, Performance, Reporting, CFO, ESG


With the announcement of Ventana Research market agenda, a new expertise in Digital Business has been launched, I will outline the areas of focus that provide insights to organizations that can be used to optimize technology, increase agility and organizational readiness. We are proud to provide expertise on digital effectiveness through our research and insights on trends and best practices.

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Topics: Performance Management, Governance, Business Continuity, Risk, Digital transformation, Experience Management, Digital Communications


SYSPRO is a 35-year-old software vendor that focuses on selling enterprise resource planning (ERP) systems to midsize companies, particularly those in manufacturing and distribution. In manufacturing, SYSPRO supports make, configure and assemble, engineer to order, make to stock and job shop environments. The company attempts to differentiate itself through vertical specialization and its years...

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Topics: Big Data, SaaS, ERP, Governance, Human Capital Management, Office of Finance, close, Continuous Accounting, Analytics, CIO, Cloud Computing, Collaboration, CFO, CRM, CEO


The topic of corporate governance received renewed attention recently after the publication of an open letter signed by 13 prominent business leaders, including Warren Buffett of Berkshire Hathaway and Jamie Dimon of JPMorgan Chase. The first principle the group advocated in the letter is the need for a truly independent board of directors. To achieve that aim, the letter suggests having the...

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Topics: Mobile, Governance, Human Capital Management, Office of Finance, Consolidation, Reconciliation, CFO, CEO, board of directors, accounting close


Today’s proponents of artificial intelligence (AI) tend to focus on its spectacular uses such as self-driving cars and uplifting ones such as medical treatment. AI also has the potential to aid humanity in more modest ways such as eliminating the need for individuals to do tedious repetitive work in white-collar areas. Along these lines, at its recent Vision users conference, IBM displayed an...

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Topics: Governance, Office of Finance, Business Performance, Cloud Computing, Financial Performance, Uncategorized, Risk & Compliance (GRC), GRC, governance, risk, compliance, risk management


Businesses and their human resource organizations feel pressure to maximize the value of their human capital in today’s intensely competitive world. Many have made or considered investments in new applications that better exploit information to efficiently recruit, engage and retain the best talent. Advanced applications not only advance these processes but also help management assess the...

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Topics: Big Data, Predictive Analytics, Governance, HCM, HR, HRMS, Workforce Management, Learning Mana, Human Capital, Mobile Technology, Wearable Computing, Customer Performance, Business Analytics, Business Collaboration, Business Performance, Cloud Computing, Financial Performance, Governance, Risk & Compliance (GRC), Information Management, Uncategorized, Financial Performance Management (FPM)


Technology innovation is accelerating faster than companies can keep up with. Many feel pressure to adopt new strategies that technology makes possible and find the resources required for necessary investments. In 2015 our research and analysis revealed many organizations upgrading key business applications to operate in the cloud and some enabling access to information for employees through...

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Topics: Big Data, Predictive Analytics, Sales Performance, Supply Chain Performance, Governance, Mobile Technology, Operational Performance Management (OPM), Customer Performance, Operational Performance, Analytics, Business Analytics, Business Collaboration, Business Intelligence, Business Performance, Cloud Computing, Financial Performance, Governance, Risk & Compliance (GRC), Information Applications, Information Management, Location Intelligence, Operational Intelligence, Uncategorized, Workforce Performance, Business Performance Management (BPM), Financial Performance Management (FPM), Information Optimization, Sales Performance Management (SPM)


The imperative to transform the finance department to function in a more strategic, forward-looking and action-oriented fashion has been a consistent theme of practitioners, consultants and business journalists for two decades. In all that time, however, most finance and accounting departments have not changed much. In our benchmark research on the Office of Finance, nine out of 10 participants...

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Topics: Big Data, Planning, Predictive Analytics, Social Media, Governance, GRC, Human Capital, Mobile Technology, Office of Finance, Budgeting, close, Continuous Accounting, Continuous Planning, end-to-end, Tax, Tax-Datawarehouse, Analytics, Business Analytics, Business Collaboration, Business Performance, CIO, Cloud Computing, Financial Performance, In-memory, Uncategorized, CFO, CPQ, Risk, CEO, Financial Performance Management, FPM


The steady march of technology’s ability to handle ever more complicated tasks has been a constant since the beginning of the information age in the 1950s. Initially, computers in business were used to automate simple clerical functions, but as systems have become more capable, information technology has been able to substitute for increasingly higher levels of human skill and experience. A...

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Topics: Sustainability, ERP, Governance, GRC, Human Capital, Office of Finance, audit, finance transformation, LongView, Tax, Analytics, Business Analytics, Business Performance, Financial Performance, Oracle, CFO, Risk & Compliance (GRC), Vertex, FPM, Innovation Awards, Thomson-Reuters multinational


Ventana Research defines product information management (PIM) as the practice of using information, applications and other technology to effectively support product-related processes across the customer, commerce and supply chain. As organizations increase the number and diversity of products and services they offer to customers and partners, they increasingly need to address limitations in the...

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Topics: Big Data, Master Data Management, Supply Chain Performance, Governance, Marketing, Operational Performance Management (OPM), CIO, Information Management, Business Performance Management (BPM), Financial Performance Management (FPM), Information Optimization, Product Information Management, Sales Performance Management (SPM)


Tagetik is a long-established vendor of financial performance management (FPM) software. Its full-featured suite includes planning, budgeting, consolidation, close management, disclosure management, analysis, dashboards and reporting. The software can be deployed on premises or in the cloud as multitenant software as a service or in a private cloud. Tagetik also offers pre-built integration with ...

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Topics: Big Data, Governance, Human Capital, Office of Finance, Business Analytics, Business Collaboration, Business Intelligence, Business Performance, Dashboards, Financial Performance


IBM’s Vision user conference brings together customers who use its software for financial and sales performance management (FPM and SPM, respectively) as well as governance, risk management and compliance (GRC). Analytics is a technology that can enhance each of these activities. The recent conference and many of its sessions highlighted IBM’s growing emphasis on making more sophisticated...

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Topics: Big Data, Planning, Predictive Analytics, Governance, Human Capital, Budgeting, Customer Performance, Operational Performance, Analytics, Business Analytics, Business Performance, Cloud Computing, Financial Performance, Visualization


Revenue recognition standards for companies that use contracts are in the process of changing, as I covered in an earlier perspective. As part of managing their transition to these standards, CFOs and controllers should initiate a full-scale review of their order-to-cash cycle. This should include examination of their company’s sales contracts and their contracting process. They also should...

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Topics: Planning, Governance, Office of Finance, Recurring Revenue, Reporting, Revenue Performance, Budgeting, Tax, Business Performance, Financial Performance


For most of the past decade businesses that decided not to pay attention to proposed changes in revenue recognition rules have saved themselves time and frustration as the proponents’ timetables have slipped and roadmaps have changed. The new rules are the result of a convergence of US-GAAP (Generally Accepted Accounting Principles – the accounting standard used by U.S.-based companies) and IFRS...

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Topics: Planning, Customer Experience, Governance, Office of Finance, Recurring Revenue, Reporting, Revenue Performance, Budgeting, Tax, Customer Performance, Business Performance, Financial Performance


There’s a long history of companies not paying close enough attention to the contractual elements of acquiring software. Today, this extends into the world of cloud computing. Many companies are choosing to acquire software services through cloud-based providers and increasingly rely on access to cloud-based data, as is shown by our forthcoming benchmark research, in which a large majority of...

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Topics: SaaS, Sales, Customer Experience, Governance, contract, e-discovery, Customer Performance, Operational Performance, Cloud Computing, Financial Performance, Business Performance Management (BPM)


Ventana Research recently completed the most comprehensive evaluation of analytics and business intelligence products and vendors available anywhere. As I discussed recently, such research is necessary and timely as analytics and business intelligence is now a fast-changing market. Our Value Index for Analytics and Business Intelligence in 2015 scrutinizes 15 top vendors and their product...

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Topics: Big Data, Data Quality, Predictive Analytics, Gartner, Governance, Customer Performance, Analytics, Business Analytics, Business Intelligence, Business Performance, Cloud Computing, Information Applications, Information Management, Operational Intelligence, Value Index, Strata+Hadoop


At its annual MicroStrategy World conference, this provider of analytics and business intelligence systems for business and IT introduced a new version of its flagship product, MicroStrategy 9s. Among many advances it adds enterprise grade security with MicroStrategy Usher as part of the maintenance update to its 9.4.1 release. Security is increasingly critical for analytics and BI. Technologies...

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Topics: Big Data, Mobile, Sales Performance, Governance, Operational Performance, Analytics, Business Analytics, Business Collaboration, Business Intelligence, Business Mobility, Business Performance, Cloud Computing, Customer & Contact Center, Information Applications, Information Management, Risk & Compliance (GRC), Security


One of the issues in handling the tax function in business, especially where it involves direct (income) taxes, is the technical expertise required. At the more senior levels, practitioners must be knowledgeable about accounting and tax law. In multinational corporations, understanding differences between accounting and legal structures in various localities and their effects on tax liabilities...

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Topics: Big Data, ERP, Governance, GRC, Office of Finance, audit, finance transformation, LongView, Tax, Analytics, Business Analytics, Business Performance, Financial Performance, Information Management, Oracle, CFO, Risk & Compliance (GRC), Vertex, FPM, Innovation Awards, Thomson-Reuters multinational


Last year Ventana Research released our Office of Finance benchmark research. One of the objectives of the project was to assess organizations’ progress in achieving “finance transformation.” This term denotes shifting the focus of CFOs and finance departments from transaction processing toward more strategic, higher-value functions. In the research nine out of 10 participants said that it’s...

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Topics: Big Data, Planning, Predictive Analytics, Governance, GRC, Office of Finance, Budgeting, close, end-to-end, Tax, Tax-Datawarehouse, Analytics, Business Performance, CIO, Financial Performance, In-memory, CFO, CPQ, Risk, CEO, Financial Performance Management, FPM


This year presents much opportunity for organizations to use a new generation of technology to compete better, be more efficient in their business operations and engage their workforces to their full potential. We have identified and begun to track the following next-generation technologies: analytics, big data, collaboration, cloud computing, mobile technology and social media, and in 2014 we...

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Topics: Big Data, Sales Performance, Social Media, Supply Chain Performance, Governance, Mobile Technology, Wearable Computing, Operational Performance, Analytics, Business Analytics, Business Collaboration, Business Intelligence, Business Performance, Cloud Computing, Collaboration, Customer & Contact Center, Financial Performance, Information Applications, Information Management, Location Intelligence, Operational Intelligence, Workforce Performance, Risk & Compliance (GRC), Technology Innovation


PentahoWorld, the first user conference for this 10-year-old supplier of data integration and business intelligence that provides business analytics, attracted more than 400 customers in roles ranging from IT and database professionals to business analysts and end users. The diversity of the crowd reflects Pentaho’s broad portfolio of products. It covers the integration aspects of big data...

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Topics: Big Data, Pentaho, Governance, IT Research, Operational Performance, Analytics, Business Analytics, Business Intelligence, Business Performance, Customer & Contact Center, Information Applications, Information Management, Operational Intelligence, Risk & Compliance (GRC), PDI


I’ve written before about the increasing importance of having a solid technology base for a company’s tax function, and it’s important enough for me to revisit the topic. Tax departments are entrusted with a highly sensitive and essential task in their companies. Taxes usually are the second largest corporate expense, after salaries and wages. Failure to understand this liability is expensive –...

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Topics: ERP, Governance, GRC, Office of Finance, audit, finance transformation, LongView, Tax, Analytics, Business Analytics, Business Intelligence, Business Performance, Financial Performance, Information Management, Oracle, CFO, Risk & Compliance (GRC), Vertex, FPM, Innovation Awards, Thomson-Reuters multinational


It’s widely agreed that cloud computing is a major technology innovation. Many companies use cloud-based systems for specific business functions such as customer service, sales, marketing, finance and human resources. More generally, however, analytics and business intelligence (BI) have not migrated to the cloud as quickly. But now cloud-based data and analytics products are becoming more...

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Topics: Big Data, SaaS, Sales Performance, Social Media, Governance, Statistics, cloud analytics, IT Performance, Analytics, Business Analytics, Business Intelligence, Business Performance, Cloud Computing, Customer & Contact Center, Data Integration, Financial Performance, Internet of Things, Location Intelligence, Operational Intelligence, Workforce Performance, Risk & Compliance (GRC), cloud business intelligence


Our research consistently finds that data issues are a root cause of many problems encountered by modern corporations. One of the main causes of bad data is a lack of data stewardship – too often, nobody is responsible for taking care of data. Fixing inaccurate data is tedious, but creating IT environments that build quality into data is far from glamorous, so these sorts of projects are rarely...

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Topics: Big Data, Planning, Predictive Analytics, Governance, Office of Finance, Budgeting, close, Finance Analytics, Tax, Operational Performance, Analytics, Business Analytics, Business Intelligence, Business Performance, CIO, Financial Performance, Governance, Risk & Compliance (GRC), In-memory, Information Applications, CFO, Risk, CEO, Financial Performance Management, FPM


Business computing has undergone a quiet revolution over the past two decades. As a result of having added, one-by-one, applications that automate all sorts of business processes, organizations now collect data from a wider and deeper array of sources than ever before. Advances in the tools for analyzing and reporting the data from such systems have made it possible to assess financial...

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Topics: Big Data, Planning, Predictive Analytics, Governance, Office of Finance, Budgeting, close, Finance Analytics, Tax, Analytics, Business Analytics, Business Intelligence, Business Performance, CIO, Financial Performance, Governance, Risk & Compliance (GRC), In-memory, Information Management, CFO, Risk, CEO, Financial Performance Management, FPM


In the past year Kronos announced a major release of its Workforce Central suite and more recently, made an announcement regarding a major investment that should help keep the company well capitalized. Kronos is one of the largest vendors of workforce management systems, providing time and attendance, labor scheduling, absence management, HR management, payroll and recruiting applications. In...

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Topics: Mobile, Social Media, Governance, HCM, Kronos, Office of Finance, Technology Innovation Award, Business Analytics, Business Collaboration, Business Intelligence, Cloud Computing, Collaboration, Workforce Performance, compliance, HR, HRMS, Risk & Compliance (GRC), Value Index, Workforce Management, Social


Human capital will continue to be an organization’s largest investment in 2014 and if productive will be one of its most valuable assets and differentiators. It also continues to rank as top priority by CEOs across the industry. We anticipate that businesses that take advantage of the innovative technology now available for human capital management (HCM) will gain a competitive advantage. Ventana...

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Topics: Sales Performance, Social Media, Supply Chain Performance, Governance, HCM, Human Capital Management, Recruiting, CHRO, Operational Performance, Business Analytics, Business Collaboration, Business Performance, Cloud Computing, Customer & Contact Center, Financial Performance, Workforce Performance, Compensation, HR, Risk & Compliance (GRC), Talent Management


Senior finance executives and finance organizations that want to improve their performance must recognize that technology is a key tool for doing high-quality work. To test this premise, imagine how smoothly your company would operate if all of its finance and administrative software and hardware were 25 years old. In almost all cases the company wouldn’t be able to compete at all or would be at...

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Topics: Big Data, Planning, Predictive Analytics, Governance, GRC, Office of Finance, Budgeting, close, Tax, Analytics, Business Analytics, Business Collaboration, Business Performance, CIO, Cloud Computing, Financial Performance, Governance, Risk & Compliance (GRC), In-memory, CFO, Risk, CEO, Financial Performance Management, FPM


All the hubbub around big data and analytics has many senior finance executives wondering what the big deal is and what they should do about it. It can be especially confusing because much of what’s covered and discussed on this topic is geared toward technologists and others working outside of Finance, in areas such as sales, marketing and risk management. But finance executives need to position...

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Topics: Big Data, Performance Management, Predictive Analytics, Customer Experience, Fraud, Governance, GRC, Office of Finance, audit, Controller, Analytics, Business Analytics, Business Performance, Cloud Computing, Financial Performance, Governance, Risk & Compliance (GRC), Information Management, Operational Intelligence, CFO, compliance, finance, Risk, Financial Performance Management, financial risk management


In some parts of the world, bribing government officials is still considered a normal cost of doing business. Elsewhere there has been a growing trend over the past 40 years to make it illegal for a corporation to pay bribes. In the United States, Congress passed the Foreign Corrupt Practices Act (FCPA) in 1977 in the wake of a succession of revelations of companies paying off government...

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Topics: SAP, ERP, Governance, GRC, bribery, Operational Performance, Business Analytics, Business Performance, Financial Performance, Governance, Risk & Compliance (GRC), IBM, Operational Intelligence, Oracle, CFO, compliance, FPM, Oversight Systems


A recent news release by Robert Half, a staffing company that specializes in accounting and finance personnel, covered what it sees as the most important attributes required for auditors in the 21st century. “7 Attributes of Highly Effective Internal Auditors” covers the people dimension of the profession and focuses on the non-technical requirements of the role, including relationship-building,...

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Topics: Fraud, Governance, GRC, Office of Finance, audit, Analytics, Business Analytics, Business Performance, Financial Performance, Governance, Risk & Compliance (GRC), compliance, Infor, Risk, HANA, Oversight Systems


SAP recently announced its new Fraud Management analytic applications. Currently in “controlled” (limited) release, it’s a promising start for the product and a good example of the type of business process revolution that’s possible when companies can execute complex analytics on big data sets using in-memory and other advanced processing techniques. Over the next several years a wide swath of...

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Topics: SAP, Fraud, Governance, GRC, Office of Finance, audit, Analytics, Business Analytics, Business Performance, Financial Performance, Governance, Risk & Compliance (GRC), compliance, Risk, HANA


I’m wondering whether the rapid rise in earnings restatements by “accelerated filers” (companies that file their financial statements with the U.S. Securities and Exchange Commission that have a public float greater than $75 million) over the past three years is a significant trend or an interesting blip. According to a research firm, Audit Analytics, that number has grown from 153 restatements...

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Topics: Customer Experience, Governance, GRC, Office of Finance, Reporting, audit, close, Consolidation, Controller, Tax, XBRL, Business Performance, Financial Performance, Governance, Risk & Compliance (GRC), CFO, compliance, FPM, SEC


I’ve frequently commented on the artificiality of the emerging software category of governance, risk and compliance (GRC). The term is used to a cover a combination of what were once viewed as stand-alone software categories, including IT governance, audit documentation and industry-specific compliance management, to name three examples. While it’s still common for specific types of software to...

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Topics: Big Data, Performance Management, Predictive Analytics, Customer Experience, Governance, GRC, Management, Operational Performance, Analytics, Business Performance, Financial Performance, compliance, finance, Risk, financial risk management, IT Risk Management, Sarbanes Oxley, SOX


Businesses always see a lag between when technology makes some advance possible and when a majority of companies actually adopt it. There’s even a longer lag between the emergence of an advance in a business process or technique and the time it takes to become mainstream. When we write our research agendas at the top of each year, we have to strike a balance between focusing on the new and...

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Topics: Big Data, Planning, Predictive Analytics, Sales Performance, Governance, GRC, Office of Finance, Budgeting, close, Operational Performance, Analytics, Business Analytics, Business Collaboration, Business Performance, CIO, Cloud Computing, Financial Performance, Governance, Risk & Compliance (GRC), In-memory, Workforce Performance, CFO, Risk, CEO, Financial Performance Management, FPM


Many people enjoy mystery stories or crime thrillers; in the same vein of savoring the whodunnit and howdunnit, I like a good accounting scandal. My fascination with cooking the books started when I was young with the “great salad oil swindle”, which wound up causing losses in excess of $1 billion in today’s money and even threatened a Wall Street collapse. This disaster was averted by the...

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Topics: Fraud, Governance, GRC, Office of Finance, audit, IFRS, Business Performance, Financial Performance, Governance, Risk & Compliance (GRC), Hewlett Packard, Meg Whitman, SEC


The idea of devising and using maturity assessments to improve business performance has been a staple of management, functional and strategic consultants for decades. It’s based on two unassailable principles. One is the general assertion that companies differ in their ability to do anything along a range from nonexistent to advanced. The second is that at any time it’s possible for a...

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Topics: Performance Management, Sales Performance, Social Media, Supply Chain Performance, Customer Experience, Governance, IT Performance, Operational Performance, Business Analytics, Business Collaboration, Business Intelligence, Business Performance, Cloud Computing, Customer & Contact Center, Financial Performance, Governance, Risk & Compliance (GRC), Information Applications, Information Management, Location Intelligence, Operational Intelligence, Workforce Performance, benchmark, FPM


People used to use the phrase “the last mile” solely to refer to a condemned prisoner’s path to execution. Then the telecommunications industry picked it up to describe that part of a circuit between a major trunk line and a subscriber. Later still a defunct software company, Movaris (now part of Trintech), used the phrase in an analogy to refer to the set of activities that take place between...

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Topics: Customer Experience, Governance, GRC, Office of Finance, Reporting, audit, close, Consolidation, Controller, XBRL, Business Performance, Financial Performance, Governance, Risk & Compliance (GRC), CFO, compliance, FPM, SEC


One of the most important trends in business over the past 20 years has been the broadening use of information technology to manage and support activities. In the early decades of business computing, companies developed islands of automation for largely numeric functions such as billing, inventory management and accounting. Each ran on a proprietary system and engaged the time of a relative...

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Topics: Big Data, Performance Management, Predictive Analytics, Customer Experience, Governance, GRC, Management, IT Performance, Operational Performance, Analytics, Business Intelligence, Business Performance, Financial Performance, Governance, Risk & Compliance (GRC), compliance, finance, Risk, financial risk management, IT Risk Management



Ventana Research recently completed benchmark research on governance, risk and compliance (GRC), three business activities that are naturally linked. Although managing them requires separate and sometimes very different processes, on the whole these activities affect each other: Effective corporate governance ensures compliances with laws, regulations and company policies, and without governance,...

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Topics: Big Data, Customer Experience, Governance, GRC, Management, IT Performance, Operational Performance, Business Analytics, Business Collaboration, Business Performance, Financial Performance, Governance, Risk & Compliance (GRC), Information Management, Workforce Performance, compliance, Risk, financial risk management


I recently spoke with Oversight Systems, an operational intelligence analytics company that uses predictive analytics and optimization to help companies save money, reduce the risk of loss and fraud, and reinforce corporate governance and compliance efforts. Ventana Research views operational intelligence as an emerging technology with the potential for a high return on investment. By...

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Topics: Big Data, Predictive Analytics, Sales Performance, Supply Chain Performance, Fraud, Governance, GRC, Office of Finance, audit, Operational Performance, Analytics, Business Analytics, Business Performance, Cloud Computing, Financial Performance, Governance, Risk & Compliance (GRC), Information Management, Operational Intelligence, controls, Oversight Systems


I recently attended Vision 2012, IBM’s conference for users of its financial governance, risk management and performance optimization software. I reviewed the finance portion of the program in a previous blog. I’ve been commenting on governance, risk and compliance (GRC) for several years, often with the caveat that GRC is a catch-all term invented by industry analysts initially to cover a broad...

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Topics: Governance, GRC, Office of Finance, OpenPages, Operational Performance, Analytics, Business Collaboration, Business Performance, Financial Performance, IBM, compliance, controls, IT controls


Risk has always been an integral part of business, but as I’ve noted, companies deal with risk with varying degrees of effectiveness. A complex, ongoing process, operational risk management identifies risks to support successful operations of an organization, estimates the monetary and other measurable impacts if a risk event occurs, establishes methods for mitigating the severity of impacts...

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Topics: Big Data, Performance Management, Sales Performance, Governance, GRC, Office of Finance, Reporting, balanced scorecard, enterprise risk management, KRI, Operational Performance, Business Analytics, Business Performance, Financial Performance, In-memory, Risk


Risk has always been an integral part of business, but dealing effectively with risk is a progression. Indeed, history shows businesses adapting and coping better with risk through innovation. The importance of using information technology to manage risk is growing because today’s systems can automatically measure and analyze a much broader set of risk factors than individuals can, and do so more...

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Topics: Sales Performance, Governance, GRC, Office of Finance, Reporting, balanced scorecard, enterprise risk management, KRI, Operational Performance, Business Analytics, Business Performance, Financial Performance, Risk


My colleague Mark Smith and I have frequently commented on the artificiality of the emerging software category governance, risk and compliance (GRC). To be sure, once stand-alone categories of software (IT governance, audit documentation and industry-specific compliance management, to name three examples) have started what I expect to be a long convergence process. Moreover, since just about all...

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Topics: Customer Experience, Governance, GRC, Office of Finance, enterprise risk management, ERM, Operational Performance, Business Performance, Financial Performance, compliance, Risk, controls, IT governance


Although I continue to believe that governance, risk and compliance (GRC) is not a firm software category, software vendors continue to add depth and breadth to their offerings that support corporate governance, help manage risks systemically in business and IT and provide greater visibility into compliance efforts. For example, with its release of OpenPages 6.0 IBM had made an important...

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Topics: Governance, GRC, Office of Finance, Chief Risk Officer, IT Performance, Operational Performance, Business Intelligence, Business Performance, Financial Performance, compliance, Risk, Internal Audit


I have written before about enterprise risk management, which is an essential piece of both performance management and corporate governance. Every aspect of business entails risk. Everyone who makes a business decision is – whether consciously or not – making trade-offs between risk and reward. Assessing risk is tricky in business because it means different things to different people depending on...

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Topics: Governance, GRC, Office of Finance, Operational Performance, Business Performance, Financial Performance, CFO, compliance


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