CIO Business Intelligence

MAY 17, 2022

Even if the AI apocalypse doesn’t come to pass, shortchanging AI ethics poses big risks to society — and to the enterprises that deploy those AI systems. The following real-world implementation issues highlight prominent risks every IT leader must account for in putting together their company’s AI deployment strategy.

Risk 145

Risk Data Science Consulting Machine Learning 145

CIO Business Intelligence

AUGUST 9, 2024

With generative AI businesses can now boost productivity and reduce costs, fundamentally changing how they work. Enterprises have tons of proprietary data in private documents and platforms like Snowflake Data Cloud or Oracle Cloud ERP, crucial for business operations. Take healthcare, for instance.

Interactive 143

Interactive Cost-Benefit Modeling Machine Learning 143

CIO Business Intelligence

NOVEMBER 11, 2024

Nate Melby, CIO of Dairyland Power Cooperative, says the Midwestern utility has been churning out large language models (LLMs) that not only automate document summarization but also help manage power grids during storms, for example. The firm has also established an AI academy to train all its employees.

ROI 136

ROI Cost-Benefit Experimentation Risk 136

DataRobot Blog

MAY 10, 2022

Addressing the Key Mandates of a Modern Model Risk Management Framework (MRM) When Leveraging Machine Learning . The regulatory guidance presented in these documents laid the foundation for evaluating and managing model risk for financial institutions across the United States. To reference SR 11-7: .

Risk 64

Risk Modeling Machine Learning Data Quality 64

CIO Business Intelligence

NOVEMBER 1, 2024

One of the world’s largest risk advisors and insurance brokers launched a digital transformation five years ago to better enable its clients to navigate the political, social, and economic waves rising in the digital information age. It’s a full-fledged platform … pre-engineered with the governance we needed, and cost-optimized.

IT 122

IT Insurance Consulting Risk 122

CIO Business Intelligence

SEPTEMBER 17, 2024

Moreover, undertaking digital transformation and technology modernization programs without an architect can lead to delays, technical debt , higher costs, and security vulnerabilities. Mounting technical debt and extending the life of legacy systems are key risks CIOs should be paranoid about.

Enterprise 145

Enterprise Digital Transformation Cost-Benefit Risk 145

IBM Big Data Hub

OCTOBER 16, 2023

As more businesses use AI systems and the technology continues to mature and change, improper use could expose a company to significant financial, operational, regulatory and reputational risks. It includes processes that trace and document the origin of data, models and associated metadata and pipelines for audits.

Risk 70

Risk Modeling Management Metadata 70

CIO Business Intelligence

NOVEMBER 4, 2024

IDC, for instance, recommends the NIST AI Risk Management Framework as a suitable standard to help CIOs develop AI governance in house, as well as EU AI ACT provisions, says Trinidad, who cites best practices for some aspects of AI governance in “ IDC PeerScape: Practices for Securing AI Models and Applications.”

Uncertainty 137

Uncertainty Cost-Benefit Risk Experimentation 137

CIO Business Intelligence

NOVEMBER 1, 2024

One of the world’s largest risk advisors and insurance brokers launched a digital transformation five years ago to better enable its clients to navigate the political, social, and economic waves rising in the digital information age. It’s a full-fledged platform … pre-engineered with the governance we needed, and cost-optimized.

IT 105

IT Insurance Consulting Risk 105

CIO Business Intelligence

MAY 29, 2024

Despite technological advances, many companies continue to use manual processes, which create risks and are time-consuming. Keeping and growing an existing customer account is much more cost-effective than prospecting for new ones. They must recognize the challenges of implementing them, even as they reap the benefits of their use.

Cost-Benefit 98

Cost-Benefit Sales Risk ROI 98

CIO Business Intelligence

AUGUST 27, 2024

A staged approach enables risk mitigation and resource optimization and ensures modernization efforts bolster operational efficiency and competitive advantage. Plan: Develop a detailed road map considering dependencies, resources, and risk mitigation strategies. Emphasize the long-term benefits of a modernized application portfolio.

Cost-Benefit 110

Cost-Benefit Key Performance Indicator ROI Strategy 110

Domino Data Lab

AUGUST 6, 2021

Model Risk Management is about reducing bad consequences of decisions caused by trusting incorrect or misused model outputs. Systematically enabling model development and production deployment at scale entails use of an Enterprise MLOps platform, which addresses the full lifecycle including Model Risk Management. What Is Model Risk?

Risk Management 64

Risk Management Risk Modeling Enterprise 64

CIO Business Intelligence

MAY 8, 2024

For Expion Health, a cumbersome manual process to determine what rates to quote to potential new customers had become a cap on the healthcare cost management firm’s ability to grow its business. We take the financial risk for this, which means that if there is anything that’s misrepresented, the money comes from our pocket.”

Insurance 111

Insurance IT Cost-Benefit Unstructured Data 111

CIO Business Intelligence

AUGUST 14, 2024

The cost of OpenAI is the same whether you buy it directly or through Azure. Organizations typically start with the most capable model for their workload, then optimize for speed and cost. Platform familiarity has advantages for data connectivity, permissions management, and cost control. This isn’t a new issue.

Enterprise 136

Enterprise Cost-Benefit Experimentation Modeling 136

CIO Business Intelligence

AUGUST 30, 2024

As HR technology evolves, professionals in the sector need to understand not only how the solutions function, but how to extract the most benefit from emerging system capabilities. Cost: $445 for both IHRIM members and non-members for exam only.

Cost-Benefit 118

Cost-Benefit Risk Management Strategy Testing 118

CIO Business Intelligence

OCTOBER 17, 2023

The cost of running old applications and the infrastructure that supports them is problematic. Simply lifting and shifting current code to the cloud doesn’t help and can cost much more. To make a difference, applications must be fundamentally “rebuilt” to gain the desired benefits.

Cost-Benefit 126

Cost-Benefit Testing Risk Enterprise 126

CIO Business Intelligence

MAY 1, 2024

Telcos surveyed by McKinsey demonstrated the same blend of optimism and restraint as other industries, with a majority claiming to have cut costs with gen AI, and seen increases in call center agent productivity and improvement in marketing conversion rates with personalized content — both with models deployed in weeks rather than months.

Cost-Benefit 143

Cost-Benefit Metrics Insurance Measurement 143

Cloudera

OCTOBER 18, 2023

In the ever-evolving landscape of the financial services Industry, change is a constant and transformation is a requirement — to stay at pace with new regulations, risk mitigation, and the technological developments that support transformation.

Cost-Benefit 79

Cost-Benefit Testing Machine Learning Optimization 79

CIO Business Intelligence

NOVEMBER 21, 2023

Ask IT leaders about their challenges with shadow IT, and most will cite the kinds of security, operational, and integration risks that give shadow IT its bad rep. That’s not to downplay the inherent risks of shadow IT.

IT 137

IT Risk Cost-Benefit Risk Management 137

CIO Business Intelligence

AUGUST 15, 2024

Many of those gen AI projects will fail because of poor data quality, inadequate risk controls, unclear business value , or escalating costs , Gartner predicts. Gen AI projects can cost millions of dollars to implement and incur huge ongoing costs, Gartner notes.

ROI 143

ROI Cost-Benefit Experimentation Deep Learning 143

AWS Big Data

SEPTEMBER 26, 2024

Organizations are collecting and storing vast amounts of structured and unstructured data like reports, whitepapers, and research documents. End-users often struggle to find relevant information buried within extensive documents housed in data lakes, leading to inefficiencies and missed opportunities.

Data Lake 92

Data Lake Cost-Benefit Unstructured Data Modeling 92

CIO Business Intelligence

NOVEMBER 18, 2024

According to the study, key areas where banks are currently focusing on gen AI include: Transactional use cases: Three out of five (61%) banks use the technology for transactional use cases such as credit analysis, portfolio management, risk assessment, legal contracts, offers, tenders, and pitch documents.

Digital Transformation 88

Digital Transformation Consulting Cost-Benefit Marketing 88

CIO Business Intelligence

JUNE 13, 2024

But purpose-built small language models (SLMs) and other AI technologies also have their place, IT leaders are finding, with benefits such as fewer hallucinations and a lower cost to deploy. SLMs can be trained to serve a specific function with a limited data set, giving organizations complete control over how the data is used.

IT 131

IT Cost-Benefit Machine Learning Testing 131

O'Reilly on Data

NOVEMBER 28, 2023

Unexpected outcomes, security, safety, fairness and bias, and privacy are the biggest risks for which adopters are testing. 54% of AI users expect AI’s biggest benefit will be greater productivity. The second most common reason was concern about legal issues, risk, and compliance (18% for nonusers, 20% for users).

Enterprise 277

Enterprise Testing Modeling Reporting 277

CIO Business Intelligence

SEPTEMBER 29, 2023

Financial organizations want to capture generative AI’s tremendous potential while mitigating its risks. Most predominantly, these organizations talk about the risks that are an intrinsic part of generative AI technology. Finance is a document-heavy industry, requiring applications, contracts, account statements, and more.

Finance 133

Finance Unstructured Data Risk Cost-Benefit 133

CIO Business Intelligence

OCTOBER 12, 2023

Premium Plus includes access to sustainability insights derived from business processes’ carbon footprints and financial costs (SAP’s “ green ledger ”), new generative AI capabilities accessed through its Joule virtual assistant, improved forecasting, and the ability to create a portal for suppliers to simplify spend management.

Cost-Benefit 124

Cost-Benefit Uncertainty Enterprise Risk 124

CIO Business Intelligence

MAY 23, 2023

Our goal will be to achieve this multi-cloud strategy in a way that is cost-neutral to customers, while allowing them to choose where they want to run applications or workloads. That’s what this is all about – ensuring customer choice and flexibility in managing their data and workloads. To learn more, visit Broadcom.

Uncertainty 145

Uncertainty Cost-Benefit Risk Enterprise 145

CIO Business Intelligence

JUNE 28, 2024

And in those cost-saving measures, IT has a vital role, according to IT director Niclas Lamberg. We’ve worked with digital investments for many years, but we haven’t benefited from what we could do when it comes to processing information and presenting it based on what you want to look at. Who do they need to keep an eye on?

Cost-Benefit 105

Cost-Benefit Measurement ROI Risk 105

erwin

MARCH 25, 2021

And with many competing projects and activities vying for people’s time, it must be clear to people why choosing data governance activities will have a direct benefit to them. Usually we talk about benefits which are rather qualitative measures, but what we need for decision-making processes are values,” Pörschmann says. “We

Data Governance 109

Data Governance Cost-Benefit IT Risk 109

IBM Big Data Hub

SEPTEMBER 12, 2023

Through the pilots, the UK government found that novel, digital, risk-based methods for border control can provide higher quality data and could decrease decision-making time for goods entering Britain by 17%. The models also reduce private sector customs data collection costs by 40%.

Testing 83

Testing Modeling Cost-Benefit Consulting 83

CIO Business Intelligence

MARCH 4, 2024

Tungsten Automation is delivering the benefits of AI-driven automation through a comprehensive suite of capabilities that can automate everything from low-value and repetitive data entry tasks through to highly complex actions such as risk analysis and fraud detection.

Cost-Benefit 139

Cost-Benefit Predictive Analytics Data-driven Finance 139

CIO Business Intelligence

AUGUST 8, 2024

Gen AI offers many opportunities to spend too much and get too little in return when, instead, companies can use their gen AI budgets more strategically, allowing them to reap more benefits from investments and pull ahead of their competitors. Last year, only 3% of respondents said that gen AI implementation cost was a concern.

Cost-Benefit 140

Cost-Benefit Modeling Consulting Enterprise 140

David Menninger's Analyst Perspectives

OCTOBER 31, 2024

GenAI can improve overall operational efficiency, resulting in time and cost savings for the organization. Another benefit from GenAI software is the ability to analyze vast amounts of data and extract actionable insights, enhancing decision-making processes. This empowers the workforce to make informed decisions quicker.

Enterprise 130

Enterprise Interactive Software Cost-Benefit 130

Smart Data Collective

MAY 7, 2023

Some of them are: Business formation documents Employment records Business asset records Tax returns and supporting documents Sales receipts Ledgers and registers Leases or mortgage documents Shareholder meeting minutes Bank and credit card statements Licenses and permits Insurance policies and records Loan documents.

Insurance 111

Insurance Cost-Benefit Measurement Data Processing 111

CIO Business Intelligence

OCTOBER 3, 2023

These tools bring benefits beyond automation. They enable greater efficiency and accuracy and error reduction, better decision making, better compliance and risk management, process optimisation and greater agility. These could include cost savings, increased efficiency, better customer experiences or enhanced competitive advantage.

Cost-Benefit 122

Cost-Benefit Machine Learning Interactive Software 122

CIO Business Intelligence

AUGUST 29, 2024

“It’s important to ensure the technology function isn’t just a set of blinking lights and widgets,” says Sean Carritt, director for ICT and business systems at Infrastructure NSW, the government agency of New South Wales that identifies and prioritizes public infrastructure for economic and social benefit.

Business Objectives 111

Business Objectives Cost-Benefit Technology Management 111

CIO Business Intelligence

OCTOBER 2, 2024

For example, they can take a thousand-page document, have it ingested by the model, and then ask the model questions about it. For example, they can take a thousand-page document, have it ingested by the model, and then ask the model questions about it. We all get in our own way sometimes when we hang on to old habits.”

Management 141

Management Data Governance Cost-Benefit Structured Data 141