CIO Business Intelligence

MARCH 12, 2024

Generative AI is already having an impact on multiple areas of IT, most notably in software development. Early use cases include code generation and documentation, test case generation and test automation, as well as code optimization and refactoring, among others.

Software 131

Software Experimentation Testing Cost-Benefit 131

CIO Business Intelligence

JANUARY 6, 2025

Kenney plans to partner with commercial off-the-shelf software providers to facilitate a proof-of-concept of their out-of-the-box functionality. Deliver value from generative AI As organizations move from experimenting and testing generative AI use cases , theyre looking for gen AI to deliver real business value.

IT 140

IT Cost-Benefit Measurement Experimentation 140

CIO Business Intelligence

OCTOBER 24, 2024

As they look to operationalize lessons learned through experimentation, they will deliver short-term wins and successfully play the gen AI — and other emerging tech — long game,” Leaver said. AI-driven software development hits snags Gen AI is becoming a pervasive force in all phases of software delivery.

ROI 127

ROI Data-driven Enterprise Experimentation 127

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

Smart Data Collective

OCTOBER 13, 2022

These patterns could then be used as the basis for additional experimentation by scientists or engineers. Generative design is a new approach to product development that uses artificial intelligence to generate and test many possible designs. Automated Testing of Features. Generative Design. Assembly Line Optimization.

Testing 128

Testing Cost-Benefit Experimentation Optimization 128

O'Reilly on Data

MARCH 31, 2020

If you’re already a software product manager (PM), you have a head start on becoming a PM for artificial intelligence (AI) or machine learning (ML). Why AI software development is different. This shift requires a fundamental change in your software engineering practice. It’s hard to predict how long an AI project will take.

Management 363

Management Machine Learning Experimentation Metrics 363

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. The next thing is to make sure they have an objective way of testing the outcome and measuring success.

Testing 99

Testing Measurement Technology Experimentation 99

DataKitchen

JANUARY 20, 2021

A centralized team can publish a set of software services that support the rollout of Agile/DataOps. Develop/execute regression testing . Test data management and other functions provided ‘as a service’ . With a standard metric supported by a centralized technical team, the organization maintains consistency in analytics.

Metrics 243

Metrics Experimentation Measurement Testing 243

datapine

MAY 20, 2020

CRM software will help you do just that. Try our professional dashboard software for 14 days, completely free! At its core, CRM dashboard software is a smart vessel for data analytics and business intelligence – digital innovation that hosts a wealth of insightful CRM reports. Let’s begin. Follow-Up Contact Rate.

Dashboards 265

Dashboards Reporting KPI Visualization 265

O'Reilly on Data

OCTOBER 13, 2020

In traditional software engineering, precedent has been established for the transition of responsibility from development teams to maintenance, user operations, and site reliability teams. In Bringing an AI Product to Market , we distinguished the debugging phase of product development from pre-deployment evaluation and testing.

Management 308

Management Machine Learning Metrics Modeling 308

AWS Big Data

NOVEMBER 19, 2024

Customers maintain multiple MWAA environments to separate development stages, optimize resources, manage versions, enhance security, ensure redundancy, customize settings, improve scalability, and facilitate experimentation. This approach offers greater flexibility and control over workflow management.

Metadata 111

Metadata Cost-Benefit Metrics Optimization 111

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. Generative AI has forced organizations to rethink how they work and what can and should be adjusted.

Software 119

Software Experimentation Risk Uncertainty 119

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

O'Reilly on Data

MARCH 23, 2023

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’s by far the most convincing example of a conversation with a machine; it has certainly passed the Turing test.

IT 346

IT Modeling Testing Risk 346

DataKitchen

OCTOBER 5, 2021

DataOps enables: Rapid experimentation and innovation for the fastest delivery of new insights to customers. Instead of focusing on a narrowly defined task with minimal testing and feedback, DataOps focuses on adding value. Create tests. Test data automation – create test data for development on-demand.

Testing 152

Testing Dashboards Measurement Experimentation 152

CIO Business Intelligence

MARCH 10, 2022

Instead, it’s targeting test and development functions, with the goal of making it easier for enterprises to set up such environments whenever they need them, without having to leave costly excess mainframe capacity sitting idle the rest of the time.

Sales 130

Sales Testing Experimentation Data Processing 130

CIO Business Intelligence

OCTOBER 17, 2024

On one hand, they must foster an environment encouraging innovation, allowing for experimentation, evaluation, and learning with new technologies. This structured approach allows for controlled experimentation while mitigating the risks of over-adoption or dependency on unproven technologies. Assume unknown unknowns.

Risk 108

Risk Experimentation Testing Strategy 108

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 Uncertainty 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

CIO Business Intelligence

AUGUST 20, 2024

Communicate the vision and set realistic expectations “Today’s high-performing teams are hybrid, dynamic, and autonomous,” says Ross Meyercord, CEO of Propel Software. CIOs need to create a clear vision and articulate and model the organization’s values to drive alignment and culture.”

IT 141

IT Digital Transformation Experimentation Risk 141

CIO Business Intelligence

MARCH 7, 2023

While many organizations are successful with agile and Scrum, and I believe agile experimentation is the cornerstone of driving digital transformation, there isn’t a one-size-fits-all approach. Release an updated data viz, then automate a regression test. Apply agile when developing low-code and no-code experiences.

Digital Transformation 145

Digital Transformation Data Governance Machine Learning Experimentation 145

Domino Data Lab

MARCH 20, 2019

Models are so different from software — e.g., they require much more data during development, they involve a more experimental research process, and they behave non-deterministically — that organizations need new products and processes to enable data science teams to develop, deploy and manage them at scale.

Management 97

Management Experimentation Data Science Modeling 97

CIO Business Intelligence

JANUARY 24, 2025

In bps case, the multiple generations of IT hardware and software have been made even more complex by the scope and variety of the companys operations, from oil exploration to electric vehicle (EV) charging machines to the ordinary office activities of a corporation.

Digital Transformation 59

Digital Transformation B2B Testing Experimentation 59

CIO Business Intelligence

SEPTEMBER 12, 2024

If the code isn’t appropriately tested and validated, the software in which it’s embedded may be unstable or error-prone, presenting long-term maintenance issues and costs. Provide sandboxes for safe testing of AI tools and applications and appropriate policies and guardrails for experimentation.

Experimentation 111

Experimentation Risk Cost-Benefit Strategy 111

CIO Business Intelligence

APRIL 25, 2024

Fits and starts As most CIOs have experienced, embracing emerging technologies comes with its share of experimentation and setbacks. For LinkedIn, this was no different, as its road to LLM insights was anything but smooth, said LinkedIn’s Juan Bottaro, a principal software engineer and tech lead. Not enough dots were being connected.”

IT 139

IT Cost-Benefit Experimentation Metrics 139

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

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. A provider should be able to show a customer or a regulator the test suite that was used to validate each version of the model.

Modeling 95

Modeling Testing Experimentation Risk Management 95

CIO Business Intelligence

JULY 1, 2024

Veera Siivonen, CCO and partner at Saidot, argued for a “balance between regulation and innovation, providing guardrails without narrowing the industry’s potential for experimentation” with the development of artificial intelligence technologies.

Reporting 129

Reporting Risk Management Experimentation Risk 129

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

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

APRIL 2, 2024

Joanne Friedman, PhD, CEO, and principal of smart manufacturing at Connektedminds, says orchestrating success in digital transformation requires a symphony of integration across disciplines : “CIOs face the challenge of harmonizing diverse disciplines like design thinking, product management, agile methodologies, and data science experimentation.

Management 140

Management Digital Transformation Testing Experimentation 140

Occam's Razor

MARCH 23, 2010

For big success you'll need to have a Multiplicity strategy: So when you step back and realize at the minimum you'll also have to use one Voice of Customer tool (for qualitative analysis), one Experimentation tool and (if you want to be great) one Competitive Intelligence tool… do you still want to have two clickstream tools?

Analytics 119

Analytics Consulting Metrics Experimentation 119

CIO Business Intelligence

JUNE 1, 2023

A report from Sitecore based on its AI & Composable Marketing Software Survey found that nearly 4 in 5 (78%) marketers believe that GAI will be instrumental in achieving the ideal customer experience (CX) not only through greater personalization but also through GAI’s ability to mine deep insights into individual customer needs and wants.

Marketing 98

Marketing B2B Experimentation Cost-Benefit 98

CIO Business Intelligence

JUNE 28, 2023

As Belcorp considered the difficulties it faced, the R&D division noted it could significantly expedite time-to-market and increase productivity in its product development process if it could shorten the timeframes of the experimental and testing phases in the R&D labs. This allowed us to derive insights more easily.”

Digital Transformation 105

Digital Transformation Cost-Benefit Informatics Data mining 105

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. Our products are sometimes tested for a year before being launched in the field. What does sustainability look like for WABTEC ?

IoT 98

IoT Manufacturing Experimentation Internet of Things 98

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

Domino Data Lab

JUNE 23, 2019

Skomoroch proposes that managing ML projects are challenging for organizations because shipping ML projects requires an experimental culture that fundamentally changes how many companies approach building and shipping software. You’re changing things fundamentally in how you build and ship software. Transcript.

Management 110

Management Machine Learning Experimentation Metrics 110