David Menninger's Analyst Perspectives

MAY 15, 2025

However, both scenarios necessitate a proactive approach that prioritizes risk management strategies and cross-departmental collaboration. As organizations cling to legacy encryption methods, they expose themselves to risks that could manifest as severe data breaches, compliance violations and reputational damage.

Enterprise 130

Enterprise Risk Measurement Risk Management 130

CIO Business Intelligence

JANUARY 14, 2025

By articulating fitness functions automated tests tied to specific quality attributes like reliability, security or performance teams can visualize and measure system qualities that align with business goals. Documentation and diagrams transform abstract discussions into something tangible.

Enterprise 119

Enterprise Technology Metrics Measurement 119

CIO Business Intelligence

APRIL 30, 2025

Uniteds methodical building of data infrastructure, compliance frameworks, and specialized talent demonstrates how traditional companies can develop true AI readiness that delivers measurable results for both customers and employees. How have you prepared United Airlines for the current state of AI innovation?

Strategy 82

Strategy Data Science Modeling Risk Management 82

O'Reilly on Data

JULY 15, 2019

A look at how guidelines from regulated industries can help shape your ML strategy. After the 2008 financial crisis, the Federal Reserve issued a new set of guidelines governing models— SR 11-7 : Guidance on Model Risk Management. Note that the emphasis of SR 11-7 is on risk management.). Sources of model risk.

Machine Learning 52

Machine Learning Management Enterprise Risk Management 52

IBM Big Data Hub

OCTOBER 9, 2023

Unified endpoint management (UEM) and medical device risk management concepts go side-by-side to create a robust cybersecurity posture that streamlines device management and ensures the safety and reliability of medical devices used by doctors and nurses at their everyday jobs.

Risk Management 76

Risk Management Risk Management Measurement 76

Smart Data Collective

SEPTEMBER 7, 2021

One specific measure you can take today is to ensure that every document you send out is completely covered when you put it inside an envelope and that your envelopes are opaque when held up to the light. This measure will reduce the likelihood you accidentally send out sensitive information or that an intermediary compromises your mail.

Strategy 140

Strategy Risk Measurement IT 140

O'Reilly on Data

DECEMBER 12, 2019

In addition to newer innovations, the practice borrows from model risk management, traditional model diagnostics, and software testing. While our analysis of each method may appear technical, we believe that understanding the tools available, and how to use them, is critical for all risk management teams. What can you do?

Machine Learning 285

Machine Learning Modeling Testing Risk Management 285

IBM Big Data Hub

APRIL 25, 2023

Environmental, Social, and Governance (ESG) risk management has emerged as a critical aspect of business strategy for companies worldwide. However, 57% of CEOs admit that defining and measuring the Return on Investment (ROI) and economic benefits of their sustainability efforts remain a significant challenge.

Risk Management 78

Risk Management Risk Management Metrics 78

CIO Business Intelligence

FEBRUARY 20, 2025

Solid reporting provides transparent, consistent and combined HR metrics essential for strategic planning, risk management and the management of HR measures. A clear definition of these goals makes it possible to develop targeted HR strategies that support the corporate vision. Changes in the labor market.

Big Data 84

Big Data Measurement Visualization Machine Learning 84

CIO Business Intelligence

MARCH 19, 2025

However, embedding ESG into an enterprise data strategy doesnt have to start as a C-suite directive. Most data management conferences and forums focus on AI, governance and security, with little emphasis on ESG-related data strategies.

IT 59

IT Data Governance Data-driven Metrics 59

David Menninger's Analyst Perspectives

APRIL 29, 2025

Many describe daily experiences as perpetual "firefighting," trapped in cycles of reacting to incidents rather than developing proactive strategies to fortify defenses. The absence of a clear prioritization strategy leaves security leaders and their teams feeling overwhelmed and directionless.

Enterprise 130

Enterprise Business Objectives Risk Management Risk 130

IBM Big Data Hub

MAY 28, 2024

While every data protection strategy is unique, below are several key components and best practices to consider when building one for your organization. What is a data protection strategy? Why it’s important for your security strategy Data powers much of the world economy—and unfortunately, cybercriminals know its value.

Strategy 81

Strategy Measurement Risk Cost-Benefit 81

Smart Data Collective

MAY 4, 2023

As data breaches continue to be a serious concern, organizations need to take stringent measures to protect against them. One issue that they need to take into consideration is the importance of third-party data security risks caused by improper vendor security. The truth is that data breaches are as common as ever.

Risk Management 114

Risk Management Key Performance Indicator Measurement Risk 114

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

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

JUNE 27, 2024

Trade associations like the DPA may play a role in supporting the enforcement of such legislation and advocating for other similar measures. Effective risk management will be crucial for addressing legal and reputational risks, and innovation strategies may require adjustments to comply with regulatory standards.

Risk 128

Risk Measurement Risk Management Data-driven 128

IBM Big Data Hub

DECEMBER 8, 2023

The only way for effective risk reduction is for an organization to use a step-by-step risk mitigation strategy to sort and manage risk, ensuring the organization has a business continuity plan in place for unexpected events. Contingency plans should be in place if something drastic changes or risk events occur.

Risk 67

Risk Strategy Risk Management Insurance 67

Smart Data Collective

JULY 16, 2023

Optimizing hedge fund performance requires the implementation of intelligent strategies, from managing risks to maximizing returns, improving investor relations, and adapting to shifting market conditions. We will talk about some of the biggest ways that big data is changing the future of risk management among hedge funds.

ROI 97

ROI Data Analytics Analytics Risk Management 97

CIO Business Intelligence

APRIL 23, 2024

When it comes to structural risks you can ignore them as well, but you can’t make them go away by doing so and will be blamed if they’re “realized” (the risk-management term for “becoming real”). Rationalizing the applications portfolio reduces the odds of these risks being realized.

Risk 116

Risk IT Insurance Risk Management 116

IBM Big Data Hub

JANUARY 30, 2024

To overcome various challenges associated with multicloud , organizations need to map out a comprehensive multicloud management strategy to achieve overall success. Security risks: Maintaining strong security measures is a critical component of enterprise cloud adoption. What is multicloud architecture?

Strategy 91

Strategy Cost-Benefit Risk Optimization 91

IBM Big Data Hub

DECEMBER 13, 2023

A procurement strategy allows an organization to navigate an increasingly complex global supply chain, adapt swiftly to market fluctuations, and achieve cost optimization, operational efficiency and growth. A procurement strategy is not merely a series of steps for acquiring goods and services. What is a procurement strategy?

Strategy 65

Strategy Cost-Benefit Key Performance Indicator Consulting 65

DataRobot Blog

NOVEMBER 17, 2022

What’s your AI risk mitigation plan? Just as you wouldn’t set off on a journey without checking the roads, knowing your route, and preparing for possible delays or mishaps, you need a model risk management plan in place for your machine learning projects. Enterprise Ready AI: Managing Governance and Risk.

Risk Management 52

Risk Management Risk Modeling Management 52

CIO Business Intelligence

MARCH 4, 2025

It outlines strategies to ensure operations continue, minimize disruption, and drive preventative measures and contingency plans. This diligence results in a decision matrix that balances investment, value, and risk. Download the AI Risk Management Enterprise Spotlight.)

Testing 64

Testing Risk Consulting Risk Management 64

CIO Business Intelligence

AUGUST 6, 2024

This article explores the lessons businesses can learn from the CrowdStrike outage and underscores the importance of proactive measures like performing a business impact assessment (BIA) to safeguard operations against similar disruptions. This knowledge can inform your own risk management and business continuity strategies.

Risk Management 111

Risk Management Risk Testing Finance 111

CIO Business Intelligence

JULY 1, 2024

Lastly, CLTR said, capacity to monitor, investigate, and respond to incidents needs to be enhanced through measures such as the establishment of a pilot AI incident database. Real-time monitoring tools are essential, according to Luke Dash, CEO of risk management platform ISMS.online.

Reporting 129

Reporting Risk Management Experimentation Risk 129

CIO Business Intelligence

DECEMBER 28, 2023

As a result, managing risks and ensuring compliance to rules and regulations along with the governing mechanisms that guide and guard the organization on its mission have morphed from siloed duties to a collective discipline called GRC. What is GRC? GRC is overarching. Why is GRC important?

Risk 115

Risk Risk Management Strategy Enterprise 115

Smart Data Collective

AUGUST 6, 2020

In order to stay safe, maritime organizations must invest in the proper security mechanisms and strategies. Develop a Robust Strategy. Mission Secure believes in a six-part cybersecurity risk management approach. Analyze the risk exposure of internal threats, external threats, and all vulnerabilities.

Risk 121

Risk Measurement Strategy Risk Management 121

CIO Business Intelligence

JUNE 21, 2022

IT governance should be well-defined, clearly understood, and led by principles that reflect your organization’s mission, vision, and strategy, advises Donna Bales, principal research director at Info-Tech Research Group. Poor risk planning. CIOs frequently launch strategic initiatives without fully considering all the risks involved.

IT 116

IT Risk Measurement Risk Management 116

CIO Business Intelligence

JUNE 23, 2023

When asked what keeps them up at night, IT leaders noted the need to improve overall IT performance (60%), followed by data security (50%), process risk and compliance (46%), and the need to improve agility (41%). Sixty-five percent of respondents cited implementing a hybrid cloud strategy as a top priority.

IT 98

IT Risk Management Risk Optimization 98

CIO Business Intelligence

SEPTEMBER 6, 2023

The value of addressing cybersecurity issues through ongoing discussions is getting corporate alignment on effective and robust strategies, says Roger Albrecht, co-lead of the cybersecurity unit at technology research and advisory firm ISG. Are our systems adequately modernized for security? What would be the next steps?

IT 142

IT ROI Risk Strategy 142

Cloudera

MARCH 25, 2021

Risk management can be optimized by the improved use of data and analytics to run models, account for more variables and scrutinize probable outcomes. With a strategy and enterprise wide approach to governance in place, compliance becomes a side benefit of becoming a more data-driven organization. .

Data Strategy 65

Data Strategy Strategy Enterprise Insurance 65

CIO Business Intelligence

APRIL 29, 2022

A recent report by Enterprise Strategy Group, commissioned by Hewlett Packard Enterprise, explains why data-first thinking matters: because they move faster than their competitors. Create a CXO-driven data strategy. A data-first strategy means a business strategy that is enabled by objective data.

Digital Transformation 132

Digital Transformation Data-driven Strategy Data Strategy 132

CIO Business Intelligence

JUNE 18, 2024

While compliance frameworks provide guidelines for protecting sensitive data and mitigating risks, security measures must adapt to evolving threats. Security, on the other hand, encompasses the broader spectrum of protective measures implemented to defend against malicious activities, data breaches, and cyberattacks.

Risk 105

Risk Measurement Risk Management Management 105

CIO Business Intelligence

MAY 2, 2024

Security and risk management pros have a lot keeping them up at night. Then, you can develop a strategy that integrates advanced technologies to help you prevent (not just detect) them. This strategy forms the basis for companies to navigate the “cyber pandemic” we face and onto a more secure, trusted future.

Strategy 115

Strategy Risk Management Risk Measurement 115

IBM Big Data Hub

MAY 31, 2024

Governments can help manage and mitigate these risks by relying on IBM’s five fundamental properties for trustworthy AI: explainability, fairness, transparency, robustness and privacy. Governments can also create and execute AI design and deployment strategies that keep humans at the hearth of the decision-making process.

Cost-Benefit 98

Cost-Benefit Risk Risk Management Reporting 98

CIO Business Intelligence

AUGUST 30, 2024

The HRIP certification exam is comprised of 90 multiple-choice questions to be completed within 120 minutes, and covers technology strategy, assessment, selection, implementation, operations, and upgrades, as well as HR and business processes.

Cost-Benefit 118

Cost-Benefit Risk Management Strategy Testing 118

CIO Business Intelligence

JUNE 25, 2024

Such as: Wouldn’t some of this money be better spent improving the company’s infosec risk posture? And remember your company’s stalled Digital strategy — the one that was going to leverage information technology to increase marketshare, mindshare, and walletshare? It would be if it weren’t for a lovely irony.

Risk 118

Risk Risk Management Statistics Management 118