BA Learnings

FEBRUARY 4, 2025

Market Growth : As industries like chemicals, mining, and energy recover and expand, the volume of hazardous liquids requiring transportation is set to rise, increasing the urgency for effective risk management strategies. Cross-Contamination : Improper cleaning of containers can lead to dangerous chemical interactions.

Risk 130

Risk Management Risk Management Strategy 130

CIO Business Intelligence

MARCH 19, 2025

There are risks around hallucinations and bias, says Arnab Chakraborty, chief responsible AI officer at Accenture. So far, over half a million lines of code have been processed but human supervision is required due to the risk of hallucinations and other quality problems. And the data is also used for sales and marketing.

Software 143

Software Risk Enterprise Cost-Benefit 143

CIO Business Intelligence

OCTOBER 9, 2024

“And there are dangers of moving too fast,” including bad PR, compliance or cybersecurity risks, legal liability, or even class-action lawsuits. Even if a gen AI failure doesn’t rise to the level of major public embarrassment or lawsuits, it can still depress a company’s risk appetite , rendering it hesitant to launch more AI projects.

Risk 137

Risk Risk Management Technology Marketing 137

CIO Business Intelligence

AUGUST 21, 2024

When multiple independent but interactive agents are combined, each capable of perceiving the environment and taking actions, you get a multiagent system. Adding smarter AI also adds risk, of course. “At The big risk is you take the humans out of the loop when you let these into the wild.” We do lose sleep on this,” he says.

Risk 136

Risk Insurance Cost-Benefit Software 136

CIO Business Intelligence

NOVEMBER 27, 2024

Unfortunately, implementing AI at scale is not without significant risks; whether it’s breaking down entrenched data siloes or ensuring data usage complies with evolving regulatory requirements. The platform also offers a deeply integrated set of security and governance technologies, ensuring comprehensive data management and reducing risk.

Data Governance 132

Data Governance Risk Insurance Metadata 132

O'Reilly on Data

MARCH 25, 2025

The coordination tax: LLM outputs are often evaluated by nontechnical stakeholders (legal, brand, support) not just for functionality, but for tone, appropriateness, and risk. How synthetic data can accelerate iteration before real users interact with the system. If the student finds the interaction helpful. We chose the latter.

Testing 174

Testing Data-driven Software Measurement 174

CIO Business Intelligence

OCTOBER 22, 2024

AI has the capability to perform sentiment analysis on workplace interactions and communications. By 2027, 70% of healthcare providers will include emotional-AI-related terms and conditions in technology contracts or risk billions in financial harm.

Enterprise 135

Enterprise Risk IoT Cost-Benefit 135

CIO Business Intelligence

DECEMBER 20, 2024

As concerns about AI security, risk, and compliance continue to escalate, practical solutions remain elusive. as AI adoption and risk increases, its time to understand why sweating the small and not-so-small stuff matters and where we go from here. AI usage may bring the risk of sensitive data exfiltration through AI interactions.

Risk 105

Risk Measurement Interactive Modeling 105

CIO Business Intelligence

DECEMBER 18, 2024

Financial institutions have an unprecedented opportunity to leverage AI/GenAI to expand services, drive massive productivity gains, mitigate risks, and reduce costs. GenAI is also helping to improve risk assessment via predictive analytics.

Forecasting 105

Forecasting Predictive Analytics Risk Finance 105

CIO Business Intelligence

AUGUST 13, 2024

As with any new technology, however, security must be designed into the adoption of AI in order to minimize potential risks. How can you close security gaps related to the surge in AI apps in order to balance both the benefits and risks of AI? Enterprises can manage AI risks at every step of the journey with AI Runtime Security.

Risk 119

Risk Cost-Benefit Enterprise Modeling 119

CIO Business Intelligence

JANUARY 21, 2025

The lack of a single approach to delivering changes increases the risk of introducing bugs or performance issues in production. Agentic AI and the new AI agent Some of the most exciting capabilities of agentic AI are its ability to interact with a wide variety of tools and data, generating insights, and executing tasks in a proactive manner.

Risk 98

Risk Data-driven Interactive Management 98

CIO Business Intelligence

FEBRUARY 26, 2025

Your platform needs to be opened up so the LLM can reason and interact with the platform in an easy way, he says. The actual interactions with the data platforms are handled through existing, secure mechanisms. If they want to make certain decisions faster, we will build agents in line with their risk tolerance.

IT 141

IT Enterprise Interactive Data Quality 141

CIO Business Intelligence

OCTOBER 30, 2024

A traditional approach that depends on a variety of advanced tools, each requiring deep expertise and manual effort, not only slows down security teams but also exposes organizations to risks from delays in taking action against threats and inadvertent errors in configurations.

Strategy 126

Strategy Reporting Visualization Interactive 126

CIO Business Intelligence

NOVEMBER 21, 2024

In many cases, small wins that show quick value may be a better bet than huge, high-risk projects, Miller advises. He also recommends that CIOs interact with peer groups to learn about AI projects that have been successful. “We We can learn from others that have gone through this already,” he says.

Management 124

Management Interactive ROI Software 124

CIO Business Intelligence

JANUARY 21, 2025

Theres also the risk of over-reliance on the new systems. However, this approach also requires human interaction to validate any findings or recommendations from AI to prioritize the remediations or responses that are required based on the criticality of the asset. While AI is undoubtedly powerful, its not infallible.

Behavioral Analytics 122

Behavioral Analytics Data-driven Risk Insurance 122

CIO Business Intelligence

JANUARY 21, 2025

CIOs feeling the pressure will likely seek more pragmatic AI applications, platform simplifications, and risk management practices that have short-term benefits while becoming force multipliers to longer-term financial returns. CIOs should consider placing these five AI bets in 2025.

Cost-Benefit 142

Cost-Benefit Data-driven Strategy Marketing 142

O'Reilly on Data

JULY 15, 2019

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 developers are beginning to look at an even broader set of risk factors.

Machine Learning 52

Machine Learning Management Enterprise Risk Management 52

CIO Business Intelligence

NOVEMBER 6, 2024

This award-winning access management project uses automation to streamline access requests and curb security risks. Automating access saves precious time, reduces risks Święty measures the impact of Relativity’s access management automation project in terms of both access and time. Learn more here.

Management 97

Management Risk Measurement Interactive 97

David Menninger's Analyst Perspectives

NOVEMBER 12, 2024

Infor’s Embedded Experiences allows users to create first drafts of text for specific business purposes and summarize insights as well as quickly analyze and interact with data. An innate conservatism, aversion to risk and the need to ensure complete accuracy are the human factors at work in this delay.

Finance 130

Finance Prescriptive Analytics Cost-Benefit Manufacturing 130

O'Reilly on Data

MAY 27, 2020

So the state calculates and publishes a “Risk Adjusted Mortality Ratio”—a comparison between the actual number of observed deaths and the number that would be statistically expected, on average, for patients medically similar to those each doctor actually operated on. Credit scores.

Testing 361

Testing Risk Reporting Measurement 361

O'Reilly on Data

JULY 20, 2021

That model doesn’t fit reality: the identity of a communal device isn’t a single person, but everyone who can interact with it. Remote work changes when and where I should interact with work. When we consider the risk associated with an action, we need to understand its privacy implications. Source: [link].

Risk 335

Risk Software Interactive Modeling 335

CIO Business Intelligence

DECEMBER 30, 2024

Plus, they can be more easily trained on a companys own data, so Upwork is starting to embrace this shift, training its own small language models on more than 20 years of interactions and behaviors on its platform. We have to look at how we interact with colleagues and how we interact with AI, he adds.

ROI 141

ROI Software Modeling Interactive 141

O'Reilly on Data

JULY 28, 2020

This isn’t always simple, since it doesn’t just take into account technical risk; it also has to account for social risk and reputational damage. A product needs to balance the investment of resources against the risks of moving forward without a full understanding of the data landscape. Prototypes and Data Product MVPs.

Marketing 364

Marketing Experimentation Metrics Testing 364

CIO Business Intelligence

OCTOBER 24, 2024

This retreat risks stifling long-term growth and innovation as leaders realize that the ROI from AI will unfold over a more extended period of time than initially anticipated.” Determining the optimal level of autonomy to balance risk and efficiency will challenge business leaders,” Le Clair said.

ROI 127

ROI Data-driven Enterprise Experimentation 127

O'Reilly on Data

JUNE 7, 2022

Rather than just building bigger models, researchers and entrepreneurs need to be exploring different kinds of interaction between humans and AI. Oracle interactions don’t take advantage of human expertise, and risk wasting human time on “obvious” answers, where the human says “I already know that; I don’t need an AI to tell me.”.

Modeling 364

Modeling Interactive Optimization Deep Learning 364

CIO Business Intelligence

JANUARY 5, 2025

Research from Gartner, for example, shows that approximately 30% of generative AI (GenAI) will not make it past the proof-of-concept phase by the end of 2025, due to factors including poor data quality, inadequate risk controls, and escalating costs. [1]

Enterprise 124

Enterprise Cost-Benefit Unstructured Data Data Quality 124

CIO Business Intelligence

JANUARY 30, 2025

SquareX researchers Dakshitaa Babu, Arpit Gupta, Sunkugari Tejeswara Reddy and Pankaj Sharma debunked this belief by demonstrating how attackers can use malicious extensions to escalate privileges to conduct a full browser and device takeover, all with minimal user interaction.

Risk 52

Risk Interactive Enterprise Management 52

datapine

OCTOBER 21, 2020

If you put on too many workers, you run the risk of having unnecessary labor costs add up. All this vital information can be coupled with other trackable data to identify potential health risks lurking. Chronic insomnia and an elevated heart rate can signal a risk for future heart disease for instance. on a permanent basis.

Big Data 364

Big Data Data Analytics Analytics Cost-Benefit 364

CIO Business Intelligence

DECEMBER 2, 2024

Business risk (liabilities): “Our legacy systems increase our cybersecurity exposure by 40%.” Or, in some cases, companies have platforms that were built with human interactions in mind and aren’t ideal today for many gen AI implementations.

ROI 136

ROI Cost-Benefit Metrics Strategy 136

CIO Business Intelligence

NOVEMBER 4, 2024

This often resulted in lengthy manual assessments, which only increased the risk of human error.” The decision to start in a controlled environment and gradually expand AI capabilities allowed Camelot the time to mitigate risks and hone Myrddin before its rollout in September 2024. Myrddin uses AI to interact intelligently with users.

Dashboards 115

Dashboards Risk Risk Management Data-driven 115

O'Reilly on Data

JANUARY 16, 2024

I’m personally interested in this topic since I am a professor who researches human-computer interaction, user experience design, and cognitive science , so AI voice interfaces are fascinating to me. Also, that seems like a cumbersome interaction; I should be able to just talk when I want to, even when it is talking.

Interactive 286

Interactive Recreation/Entertainment Visualization IT 286

CIO Business Intelligence

DECEMBER 19, 2024

The $2-per-conversation approach can include many back-and-forth interactions between a customer and Agentforce, says Ryan Shellack, senior director of AI product marketing at Salesforce. This can be great for technically-savvy customers but has the risk of not being sufficiently abstracted from AI costs to hold value over time, he says.

Cost-Benefit 128

Cost-Benefit Modeling ROI Marketing 128

CIO Business Intelligence

MARCH 4, 2025

This approach will help businesses maximize the benefits of agentic AI while mitigating risks and ensuring responsible deployment. If applications do not evolve to accommodate agent workflows, businesses risk either blocking valuable automation or opening themselves up to unauthorized access.

Management 119

Management IT Cost-Benefit Enterprise 119

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. We’re not encouraging skepticism or fear, but companies should start AI products with a clear understanding of the risks, especially those risks that are specific to AI.

Enterprise 342

Enterprise Testing Modeling Reporting 342

O'Reilly on Data

SEPTEMBER 15, 2020

This in turn would increase the platform’s value for users and thus increase engagement, which would result in more eyes to see and interact with ads, which would mean better ROI on ad spend for customers, which would then achieve the goal of increased revenue and customer retention (for business stakeholders).

Advertising 362

Advertising Cost-Benefit ROI Machine Learning 362

O'Reilly on Data

SEPTEMBER 19, 2023

” Each step has been a twist on “what if we could write code to interact with a tamper-resistant ledger in real-time?” “Here’s our risk model. Isn’t it nice to uncover that in a simulated environment, where we can map out our risk mitigation strategies with calm, level heads?

Machine Learning 339

Machine Learning Testing Modeling Cost-Benefit 339