O'Reilly on Data

JULY 15, 2019

In recent posts, we described requisite foundational technologies needed to sustain machine learning practices within organizations, and specialized tools for model development, model governance, and model operations/testing/monitoring. Note that the emphasis of SR 11-7 is on risk management.). Sources of model risk.

Machine Learning 51

Machine Learning Management Enterprise Risk Management 51

CIO Business Intelligence

JANUARY 14, 2025

Its typical for organizations to test out an AI use case, launching a proof of concept and pilot to determine whether theyre placing a good bet. But as CIOs devise their AI strategies, they must ask whether theyre prepared to move a successful AI test into production, Mason says. Am I engaging with the business to answer questions?

Strategy 141

Strategy ROI Experimentation Risk 141

bridgei2i

NOVEMBER 20, 2020

Episode 2: AI enabled Risk Management for FS powered by BRIDGEi2i Watchtower. AI enabled Risk Management for FS powered by BRIDGEi2i Watchtower. Today the Chief Risk Officers(CROs) struggle with the critical task of monitoring and assessing key risks in real time and firefight to mitigate any critical issues that arise.

Risk Management 92

Risk Management Risk Management Metrics 92

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.

Risk Management 64

Risk Management Risk Modeling Enterprise 64

CIO Business Intelligence

FEBRUARY 21, 2025

Integration with Oracles systems proved more complex than expected, leading to prolonged testing and spiraling costs, the report stated. When this review finally occurred and identified key issues, its findings were ignored, highlighting a systemic failure in the councils risk management approach, the report added.

Reporting 90

Reporting Risk Testing Risk Management 90

CIO Business Intelligence

JANUARY 6, 2025

This includes mandating bias testing, diversifying datasets, and holding companies accountable for the societal impacts of their technologies. To ensure it grows responsibly, we need diverse voices at the table developers, policymakers, and community leaders who can represent the needs of all users, not just the privileged few.

IT 124

IT Risk Technology Testing 124

CIO Business Intelligence

MARCH 4, 2025

In fact, successful recovery from cyberattacks and other disasters hinges on an approach that integrates business impact assessments (BIA), business continuity planning (BCP), and disaster recovery planning (DRP) including rigorous testing. See also: How resilient CIOs future-proof to mitigate risks.)

Testing 64

Testing Risk Consulting Risk Management 64

CIO Business Intelligence

MARCH 19, 2025

Meanwhile, in December, OpenAIs new O3 model, an agentic model not yet available to the public, scored 72% on the same test. Mitre has also tested dozens of commercial AI models in a secure Mitre-managed cloud environment with AWS Bedrock. And EY uses AI agents in its third-party risk management service.

Software 143

Software Risk Enterprise Cost-Benefit 143

CIO Business Intelligence

MARCH 18, 2024

The regulation requires EU financial entities and their critical ICT providers to adopt comprehensive information and communications technology (ICT) risk management capabilities into their security processes. So, with no time to waste, where should they get started? Is your IT security infrastructure ready for future regulations?

Risk Management 120

Risk Management Insurance Risk Testing 120

CIO Business Intelligence

MAY 24, 2024

A variety of roles in the enterprise require or benefit from a GRC certification, such as chief information officer, IT security analyst, security engineer architect, information assurance program manager, and senior IT auditor , among others.

Risk 119

Risk Risk Management Management Enterprise 119

CIO Business Intelligence

NOVEMBER 7, 2024

This team addresses potential risks, manages AI across the company, provides guidance, implements necessary training, and keeps abreast of emerging regulatory changes. We are also testing it with engineering. Using a defensive and offensive strategy, we’ve taken decisive steps to ensure responsible innovation.

Insurance 120

Insurance Experimentation Testing Technology 120

Smart Data Collective

SEPTEMBER 17, 2020

Financial institutions such as banks have to adhere to such a practice, especially when laying the foundation for back-test trading strategies. Here are a few of the advantages of Big Data in the banking and financial industry: Improvement in risk management operations. The Role of Big Data. Engaging the Workforce.

Big Data 145

Big Data Finance Risk Management Risk 145

CIO Business Intelligence

JANUARY 6, 2025

These regulations mandate strong risk management and incident response frameworks to safeguard financial operations against escalating technological threats. DORA mandates explicit compliance measures, including resilience testing, incident reporting, and third-party risk management, with non-compliance resulting in severe penalties.

Risk Management 52

Risk Management Risk Insurance Reporting 52

DataRobot Blog

JULY 22, 2022

At many organizations, the current framework focuses on the validation and testing of new models, but risk managers and regulators are coming to realize that what happens after model deployment is at least as important. They may not have been documented, tested, or actively monitored and maintained. Legacy Models.

Modeling 105

Modeling Risk Management Testing Risk 105

CIO Business Intelligence

AUGUST 6, 2024

Enhance incident response plans Regularly test and conduct drills: Incident response plans should be tested and updated regularly to address shortfalls discovered when walking through or testing scenarios. This knowledge can inform your own risk management and business continuity strategies.

Risk Management 111

Risk Management Risk Testing Finance 111

Domino Data Lab

AUGUST 6, 2021

All models require testing and auditing throughout their deployment and, because models are continually learning, there is always an element of risk that they will drift from their original standards. The primary focus of model governance involves tracking, testing and auditing.

Machine Learning 145

Machine Learning Modeling Testing Data Science 145

DataRobot

OCTOBER 5, 2021

Throughout history, introducing innovations in fields like aviation and nuclear power to society required robust risk management frameworks. AI is no different, and by its nature, it demands a comprehensive approach to governance utilizing risk management. Step 1: Classify the AI Decision Type.

Risk Management 95

Risk Management Testing Risk Data Science 95

CIO Business Intelligence

SEPTEMBER 18, 2024

Another area ripe for board investigation is whether or not there’s been penetration testing or any other tests that mimic the actions of cyber criminals. Are those tests done regularly and how’s our performance? CIOs should step away from technical presentations and move to a risk management format,” says Ragland.

Risk 141

Risk Testing Strategy Risk Management 141

DataRobot Blog

APRIL 29, 2022

The stakes in managing model risk are at an all-time high, but luckily automated machine learning provides an effective way to reduce these risks. However, after the financial crisis, financial regulators around the world stepped up to the challenge of reigning in model risk across the financial industry.

Risk 111

Risk Modeling IT Risk Management 111

CIO Business Intelligence

OCTOBER 15, 2024

But continuous deployment isn’t always appropriate for your business , stakeholders don’t always understand the costs of implementing robust continuous testing , and end-users don’t always tolerate frequent app deployments during peak usage. CrowdStrike recently made the news about a failed deployment impacting 8.5

Enterprise 143

Enterprise Testing Business Objectives Experimentation 143

CIO Business Intelligence

APRIL 23, 2024

If this is a popular phrase in your company’s executive suite, risk-taking is a phantom virtue. To stay out of harm’s way, charter a few harmless initiatives — ones that aren’t likely to succeed, will pass the cool test if, in the off chance, they do happen to succeed, but won’t do much damage if they fail.

Risk 116

Risk IT Insurance Risk Management 116

Smart Data Collective

OCTOBER 21, 2021

The CISSP certification test assesses your knowledge in eight different security domains: Security and Risk Management Asset Security Security Architecture and Engineering Communication and Network Security Identity and Access Management (IAM) Security Assessment and Testing Security Operations Software Development Security.

Testing 141

Testing Big Data Risk Management Risk 141

Cloudera

JUNE 29, 2023

To ensure the stability of the US financial system, the implementation of advanced liquidity risk models and stress testing using (MI/AI) could potentially serve as a protective measure. However, because most institutions lack a modern data architecture , they struggle to manage, integrate and analyze financial data at pace.

Data Architecture 85

Data Architecture Risk Management Risk Management 85

CIO Business Intelligence

FEBRUARY 20, 2025

If a database already exists, the available data must be tested and corrected. Solid reporting provides transparent, consistent and combined HR metrics essential for strategic planning, risk management and the management of HR measures. Subsequently, the reporting should be set up properly.

Big Data 84

Big Data Measurement Visualization Machine Learning 84

CIO Business Intelligence

JULY 1, 2024

Real-time monitoring tools are essential, according to Luke Dash, CEO of risk management platform ISMS.online. It’s then important to regularly test and validate AI systems to help identify potential issues proactively.” Whistleblowing Raising the alarm about problems in AI systems also raises questions about employment law. “If

Reporting 129

Reporting Risk Management Experimentation Risk 129

CIO Business Intelligence

DECEMBER 19, 2023

Underpinning these initiatives are digital transformation core competencies , which include design thinking, product management, agile methodologies, devops practices, citizen development, and data governance. CIOs should consider where closing these gaps falls in their digital transformation priorities.

Digital Transformation 143

Digital Transformation Unstructured Data Machine Learning Risk Management 143

CIO Business Intelligence

APRIL 21, 2022

Combining Agile and DevOps with elements such as cloud, testing, security, risk management and compliance creates a modernized technology delivery approach that can help an organization achieve greater speed, reduced risk, and enhanced quality and experience. Scale an enterprise mindset .

Digital Transformation 145

Digital Transformation Key Performance Indicator Risk Testing 145

Cloudera

FEBRUARY 4, 2021

Cloudera comprehensively supports the demanding risk and compliance requirements of financial services and insurance organizations globally and it is an honor to receive this recognition. Supporting the industry’s risk data depository and data management needs. Risk management and models in a COVID-19 world.

Risk 88

Risk Marketing Technology Management 88

CIO Business Intelligence

MAY 20, 2024

This has CIOs moving from experimenting and testing intelligence in pockets to scaling up deployments and rolling out intelligence throughout their organizations. Risk management came in at No. The approach taken by James Phillips, CIO at software maker Rev.io, reflects that trend. Foundry / CIO.com 3. For Rev.io

IT 142

IT Risk Management Machine Learning Risk 142

Smart Data Collective

APRIL 22, 2020

The development team codes and builds the software by breaking it into different units that are tested individually. In the end, it is compiled and kept ready for testing as a whole. Testing: The most important stage of the development process is the testing stage. Engineering: Here the development and testing take place.

Data-driven 113

Data-driven Software Big Data Testing 113

CIO Business Intelligence

SEPTEMBER 10, 2024

I built it externally for $50,000 in just five weeks—from concept to market testing. Balancing risk and innovation Despite these challenges, genAI offers immense potential to enhance employee productivity and create new opportunities. However, its impact on culture must be carefully considered to maximize benefits and mitigate risks.

IT 122

IT Risk Risk Management Predictive Modeling 122

CIO Business Intelligence

OCTOBER 17, 2022

From the point- of view of financial institutions, that elevation of risk has consequences across multiple aspects of their business, such as how they consume technology and how they transform their business by transitioning to new technologies like cloud computing. DORA also changes the regulatory perspective of ICT organizations.

Risk Management 105

Risk Management Risk Enterprise Insurance 105

CIO Business Intelligence

JUNE 25, 2024

The CIO so-what test Given Apple’s status as company with the world’s second-highest market capitalization and second-highest overall profitability it’s hard to be too critical. Risk management: identifying major risk areas with an aim of prevention (reducing the odds) or mitigation (reducing the damage).

Risk 118

Risk Risk Management Statistics Management 118

CIO Business Intelligence

DECEMBER 14, 2023

AI and machine learning (ML) can do this by automating the design cycle to improve efficiency and output; AI can analyze previous designs, generate novel design ideas, and test prototypes, assisting engineers with rapid, agile design practices. Generative AI can help mitigate these often serious risks.

Manufacturing 143

Manufacturing Cost-Benefit Unstructured Data Optimization 143

CIO Business Intelligence

MARCH 15, 2023

Some of these components have professional teams that test and maintain them, releasing security patches as needed. There’s never enough money to drive all these risks to zero–so how should executives decide which risks to mitigate and how much money and time to spend mitigating them?

Digital Transformation 126

Digital Transformation Risk Risk Management Strategy 126

CIO Business Intelligence

AUGUST 30, 2024

Qualifications: High school diploma or equivalent Cost: $300 plus a $100 application fee PHR The Professional in Human Resources (PHR) demonstrates mastery of the technical and operational aspects of HR management, including US laws and regulations.

Cost-Benefit 118

Cost-Benefit Risk Management Strategy Testing 118

CIO Business Intelligence

JULY 11, 2023

By deploying the LLM within their own VPC, the company can benefit from the AI’s insights without risking the exposure of their valuable data. The No Test Gaps Principle Under the No Test Gaps Principle, it is unacceptable that LLMs are not tested holistically with a reproducible test suite before deployment.

Modeling 95

Modeling Testing Experimentation Risk Management 95