O'Reilly on Data

MARCH 18, 2020

Whether it’s controlling for common risk factors—bias in model development, missing or poorly conditioned data, the tendency of models to degrade in production—or instantiating formal processes to promote data governance, adopters will have their work cut out for them as they work to establish reliable AI production lines. But what kind?

Enterprise 347

Enterprise Deep Learning Data Governance Risk 347

CIO Business Intelligence

AUGUST 21, 2024

It can also be a software program or another computational entity — or a robot. Adding smarter AI also adds risk, of course. “At More recently, Hughes has begun building software to automate application deployment to the Google Cloud Platform and create CI/CD pipelines, while generating code using agents.

Risk 136

Risk Insurance Cost-Benefit Software 136

CIO Business Intelligence

OCTOBER 17, 2024

While tech debt refers to shortcuts taken in implementation that need to be addressed later, digital addiction results in the accumulation of poorly vetted, misused, or unnecessary technologies that generate costs and risks. million machines worldwide, serves as a stark reminder of these risks.

Risk 108

Risk Experimentation Testing Strategy 108

CIO Business Intelligence

SEPTEMBER 6, 2023

Specifically, organizations are contemplating Generative AI’s impact on software development. While the potential of Generative AI in software development is exciting, there are still risks and guardrails that need to be considered. Engineers need to understand how to phrase prompts for AIs.

Software 119

Software Risk Experimentation Data Lake 119

CIO Business Intelligence

MARCH 5, 2025

Two years of experimentation may have given rise to several valuable use cases for gen AI , but during the same period, IT leaders have also learned that the new, fast-evolving technology isnt something to jump into blindly. Use a mix of established and promising small players To mitigate risk, Gupta rarely uses small vendors on big projects.

Testing 99

Testing Measurement Technology Experimentation 99

CIO Business Intelligence

OCTOBER 15, 2024

Recommendation : CIOs should adopt a risk-informed approach, understanding business, customer, and employee impacts before setting application-specific continuous deployment strategies. Shifting operations earlier in the software development lifecycle increases cognitive load and decreases developer productivity.”

Enterprise 143

Enterprise Testing Business Objectives Experimentation 143

CIO Business Intelligence

AUGUST 20, 2024

CIOs have a new opportunity to communicate a gen AI vision for using copilots and improve their collaborative cultures to help accelerate AI adoption while avoiding risks. They must define target outcomes, experiment with many solutions, capture feedback, and seek optimal paths to delivering multiple objectives while minimizing risks.

IT 141

IT Digital Transformation Experimentation Risk 141

O'Reilly on Data

MARCH 23, 2023

What is it, how does it work, what can it do, and what are the risks of using it? Maybe it’s surprising that ChatGPT can write software, maybe it isn’t; we’ve had over a year to get used to GitHub Copilot, which was based on an earlier version of GPT. What Software Are We Talking About? It has helped to write a book.

IT 344

IT Modeling Testing Risk 344

CIO Business Intelligence

JULY 1, 2024

By documenting cases where automated systems misbehave, glitch or jeopardize users, we can better discern problematic patterns and mitigate risks. Compliance certifications and standards will emerge by industry as we’ve seen with the cloud and software development broadly.”

Reporting 129

Reporting Risk Management Experimentation Risk 129

CIO Business Intelligence

MARCH 7, 2023

But the faster transition often caused underperforming apps, greater security risks, higher costs, and fewer business outcomes, forcing IT to address these issues before starting app modernizations. AIops that improves performance on more apps One study reports that global custom software development will reach $85.9

Digital Transformation 145

Digital Transformation Data Governance Machine Learning Experimentation 145

CIO Business Intelligence

NOVEMBER 15, 2022

Experiment with the “highly visible and highly hyped”: Gartner repeatedly pointed out that organisations that innovate during tough economic times “stay ahead of the pack”, with Mesaglio in particular calling for such experimentation to be public and visible.

Digital Transformation 143

Digital Transformation Machine Learning Experimentation Data-driven 143

CIO Business Intelligence

SEPTEMBER 12, 2024

The familiar narrative illustrates the double-edged sword of “shadow AI”—technologies used to accomplish AI-powered tasks without corporate approval or oversight, bringing quick wins but potentially exposing organizations to significant risks. Establish continuous training emphasizing ethical considerations and potential risks.

Experimentation 111

Experimentation Risk Cost-Benefit Strategy 111

The Unofficial Google Data Science Blog

APRIL 23, 2024

To find optimal values of two parameters experimentally, the obvious strategy would be to experiment with and update them in separate, sequential stages. Our experimentation platform supports this kind of grouped-experiments analysis, which allows us to see rough summaries of our designed experiments without much work.

Experimentation 52

Experimentation Optimization Uncertainty Metrics 52

Domino Data Lab

MAY 15, 2019

Unfortunately, a common challenge that many industry people face includes battling “ the model myth ,” or the perception that because their work includes code and data, their work “should” be treated like software engineering. These steps also reflect the experimental nature of ML product management.

Machine Learning 111

Machine Learning Management Experimentation Data Science 111

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

JUNE 13, 2024

Proof that even the most rigid of organizations are willing to explore generative AI arrived this week when the US Department of the Air Force (DAF) launched an experimental initiative aimed at Guardians, Airmen, civilian employees, and contractors.

Testing 119

Testing Experimentation Data Processing Modeling 119

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 Data Science 137

CIO Business Intelligence

OCTOBER 21, 2024

Slow progress frustrates teams and discourages future experimentation.” That lack of understanding fuels a fear of decommissioning and replacing old systems, as IT and business leaders see a high risk of significant snafus when they don’t understand all the complexities and connections within their legacy tech, he explains.

IT 137

IT Experimentation Cost-Benefit Consulting 137

CIO Business Intelligence

MARCH 19, 2025

This can cause risk without a clear business case. An Agile and product management mindset is also necessary to foster an experimentation approach, and to move away from the desire to control data. The trick is to use examples, tangible working software, to illustrate possible use cases. Thats a critical piece.

Metrics 64

Metrics Enterprise Cost-Benefit Experimentation 64

CIO Business Intelligence

MARCH 5, 2024

Many other platforms, such as Coveo’s Relative Generative Answering , Quickbase AI , and LaunchDarkly’s Product Experimentation , have embedded virtual assistant capabilities but don’t brand them copilots. IT leaders are exploring how different gen AI tools transform the software development lifecycle.

Advertising 124

Advertising Cost-Benefit Experimentation Reporting 124

DataKitchen

MARCH 8, 2023

This requires a culture of innovation, experimentation, and willingness to take risks and try new approaches. It is not enough to just deploy to production quickly; teams need to lower the risk of deployment failure. DataKitchen’s scalable software accelerates your path to resolving this complicated ‘union of opposites.’

Analytics 130

Analytics Manufacturing Data-driven Data Analytics 130

CIO Business Intelligence

MAY 16, 2024

Behind this relatively simple transaction lie multiple processes that require the coordination of different software systems, human decision making, layers of communication, and the prioritization of different events. This has led to big claims that run the risk of hype and disappointment down the line. They will be added to Camunda 8.5

Experimentation 111

Experimentation Machine Learning Technology Risk 111

CIO Business Intelligence

MARCH 7, 2023

Something that produces libraries and software is no different than searching GitHub,” he says. “We Oliver Wittmaier, CIO and product owner at DB SYSTEL GmbH DB SYSTEL GmbH Content generation is also an area of particular interest to Michal Cenkl, director of innovation and experimentation at Mitre Corp. “I Mitre Corp.

Enterprise 116

Enterprise IT Unstructured Data Experimentation 116

CIO Business Intelligence

MAY 1, 2024

Pilots can offer value beyond just experimentation, of course. McKinsey reports that industrial design teams using LLM-powered summaries of user research and AI-generated images for ideation and experimentation sometimes see a reduction upward of 70% in product development cycle times.

Cost-Benefit 143

Cost-Benefit Metrics Insurance Measurement 143

CIO Business Intelligence

MARCH 6, 2023

Otherwise, they say, IT simply moves the location of its servers from its own data centers to someone else’s — and risks missing out on the innovation, transformation, and speed to market that cloud adoption enables. Moreover, the differences between each stovepipe also meant more work for security teams trying to manage and mitigate risks.

IT 140

IT Strategy Cost-Benefit Consulting 140

CIO Business Intelligence

JULY 24, 2024

Key strategies for exploration: Experimentation: Conduct small-scale experiments. Adobe’s transition from packaged software to the Creative Cloud service model is an example of a strategic move to exploit new market opportunities and scale for success with recurrent revenue and a broader user base.

Technology 98

Technology Experimentation Cost-Benefit Digital Transformation 98

Depict Data Studio

OCTOBER 26, 2021

I first learned this trick using Adobe software and was pleased it works in the Office suite too, so try it in whatever design software you use frequently if you haven’t already! Does your presentation start with a shared premise and set of conditions, but is expected to branch out in unexpected or experimental ways, somewhat unevenly?

Visualization 116

Visualization Experimentation Strategy Software 116

CIO Business Intelligence

FEBRUARY 26, 2024

Agility Around 86% of software development companies are agile, and with good reason. Embedding innovation into an organization often requires a change in mindset — one where experimentation is rewarded, and failed projects are seen as an important part of the learning process.

Experimentation 126

Experimentation Cost-Benefit Digital Transformation Risk 126

CIO Business Intelligence

OCTOBER 18, 2023

But if there are any stop signs ahead regarding risks and regulations around generative AI, most enterprise CIOs are blowing past them, with plans to deploy an abundance of gen AI applications within the next two years if not already. “As These three programs are already delivering value for the business.”

Risk 141

Risk Manufacturing Enterprise Technology 141

CIO Business Intelligence

AUGUST 14, 2024

For many enterprises, Microsoft provides not just document and email storage, but also the root of enterprise identity for those data sources, as Vadim Vladimirskiy, CEO of software developer Nerdio, points out. Microsoft calls this ‘land and expand’ and it’s very different from established Office adoption, or other familiar software costs.

Enterprise 136

Enterprise Cost-Benefit Experimentation Modeling 136

CIO Business Intelligence

AUGUST 4, 2023

WABTEC products and locomotives have numerous embedded digital pieces – both hardware and software, which allow us to track performance, and assess their reliability and warranty for the customers. Designed to be under high stress and duress, we monitor them for temperature, pressure, and other parameters.

IoT 98

IoT Manufacturing Experimentation Internet of Things 98

CIO Business Intelligence

JULY 11, 2023

For example, a good result in a single clinical trial may be enough to consider an experimental treatment or follow-on trial but not enough to change the standard of care for all patients with a specific disease. On the contrary, the software can still be deployed with one click on any public or private cloud, managed, and scaled accordingly.

Modeling 95

Modeling Testing Experimentation Risk Management 95

CIO Business Intelligence

OCTOBER 1, 2022

It has moved past what Cretella calls the “experimentation phase” with scaled solutions and increasingly sophisticated AI applications. Cretella also notes that the company prioritizes insourcing talent, especially in areas such as data science, cloud management, cybersecurity, software engineering, and DevOps.

Manufacturing 145

Manufacturing Digital Transformation IoT Internet of Things 145

IBM Big Data Hub

JUNE 10, 2024

From software as a service (SaaS) to infrastructure as a service (IaaS), platform as a service (PaaS) and beyond, XaaS enables organizations to access cutting-edge technologies and capabilities without the need for upfront investment in hardware or software.

Experimentation 62

Experimentation Optimization Risk Management Machine Learning 62

CIO Business Intelligence

SEPTEMBER 12, 2022

Prioritize time for experimentation. By providing your employees with psychological safety, an innovation-centric purpose, and encouragement — you can help them find the courage to risk failure in pursuit of creative ambition.” . Here, they and others share seven ways to create and nurture a culture of innovation.

Experimentation 133

Experimentation Consulting Technology Machine Learning 133

IBM Big Data Hub

OCTOBER 4, 2022

It is well known that Artificial Intelligence (AI) has progressed, moving past the era of experimentation. Today, AI presents an enormous opportunity to turn data into insights and actions, to amplify human capabilities, decrease risk and increase ROI by achieving break through innovations. Challenges around managing risk.

Metadata 97

Metadata Risk Management Risk Experimentation 97

CIO Business Intelligence

OCTOBER 26, 2022

They need to become more creative in their delegation of responsibilities so that more time can be devoted to pushing experimentation,” Mains advises. By being aware of the risks and taking responsibility for your actions, you can minimize the damage and learn from your mistakes,” he advises.

IT 141

IT Consulting Experimentation Business Objectives 141