O'Reilly on Data

JULY 28, 2020

Product Managers are responsible for the successful development, testing, release, and adoption of a product, and for leading the team that implements those milestones. Without clarity in metrics, it’s impossible to do meaningful experimentation. Ongoing monitoring of critical metrics is yet another form of experimentation.

Marketing 363

Marketing Experimentation Metrics Testing 363

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 12, 2024

Early use cases include code generation and documentation, test case generation and test automation, as well as code optimization and refactoring, among others. But early returns indicate the technology can provide benefits for the process of creating and enhancing applications, with caveats. “The

Software 131

Software Experimentation Testing Cost-Benefit 131

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. Here, it was believed an LLM would help, as an oft-touted benefit of LLMs is their speed, enabling them to complete complex steps rapidly. That was notthe case with LinkedIn’s deployment, Bottaro said. “I

IT 139

IT Experimentation Cost-Benefit Metrics 139

Cloudera

OCTOBER 18, 2023

And just as financial services experiences its cycles, this time of year I find myself returning to the topic of cost reduction. These cutting-edge technologies provide lower-cost alternatives for discovering efficiencies within financial operations, all while enhancing the quality of services offered.

Cost-Benefit 78

Cost-Benefit Testing Machine Learning Optimization 78

AWS Big Data

NOVEMBER 2, 2023

At GoDaddy, we embarked on a journey to uncover the efficiency promises of AWS Graviton2 on Amazon EMR Serverless as part of our long-term vision for cost-effective intelligent computing. EMR Serverless on Graviton2 demonstrated an advantage in cost-effectiveness, resulting in significant savings in total run costs.

Cost-Benefit 100

Cost-Benefit Big Data Testing Optimization 100

CIO Business Intelligence

OCTOBER 5, 2023

Sandeep Davé knows the value of experimentation as well as anyone. As chief digital and technology officer at CBRE, Davé recognized early that the commercial real estate industry was ripe for AI and machine learning enhancements, and he and his team have tested countless use cases across the enterprise ever since.

Experimentation 128

Experimentation Strategy Machine Learning Interactive 128

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. Today, top AI-assistant capabilities delivering results include generating code, test cases, and documentation.

Advertising 122

Advertising Cost-Benefit Experimentation Software 122

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 97

Digital Transformation Cost-Benefit Informatics Data mining 97

O'Reilly on Data

SEPTEMBER 15, 2020

AI Benefits and Stakeholders. AI is a field where value, in the form of outcomes and their resulting benefits, is created by machines exhibiting the ability to learn and “understand,” and to use the knowledge learned to carry out tasks or achieve goals. AI-generated benefits can be realized by defining and achieving appropriate goals.

Advertising 299

Advertising Cost-Benefit ROI Machine Learning 299

CIO Business Intelligence

APRIL 24, 2024

The first use of generative AI in companies tends to be for productivity improvements and cost cutting. But there are only so many costs that can be cut. CIOs are well positioned to cut costs since they’re usually well acquainted with a company’s digital processes, having helped set them up in the first place.

Sales 128

Sales Finance Experimentation Cost-Benefit 128

Occam's Razor

MAY 22, 2006

This post is a primer on the delightful world of testing and experimentation (A/B, Multivariate, and a new term from me: Experience Testing). Experimentation and testing help us figure out we are wrong, quickly and repeatedly and if you think about it that is a great thing for our customers, and for our employers.

Experimentation 103

Experimentation Testing Optimization Measurement 103

CIO Business Intelligence

AUGUST 2, 2023

Benefits of composable architecture Embracing a composable architecture empowers your business to compose building blocks with unparalleled flexibility, opening doors to new opportunities for innovation. This gradual progression allows for seamless adaptation and continuous improvement, keeping your business at the forefront of innovation.

Cost-Benefit 96

Cost-Benefit Experimentation Digital Transformation Optimization 96

Corinium

JUNE 6, 2019

For instance, for a variety of reasons, in the short term, CDAOS are challenged with quantifying the benefits of analytics’ investments. Fractal’s recommendation is to take an incremental, test and learn approach to analytics to fully demonstrate the program value before making larger capital investments.

Insurance 250

Insurance Analytics Forecasting Deep Learning 250

CIO Business Intelligence

AUGUST 16, 2023

But today, Svevia is driving cross-sector digitization projects where new technology for increased safety for road workers and users is tested. This leads to environmental benefits and fewer transports. In some areas, they’re testing the use of roadside sensors, weather data, and data from vehicles.

Risk 92

Risk Cost-Benefit Internet of Things Digital Transformation 92

Smart Data Collective

OCTOBER 13, 2021

AI technology moves innovation forward by boosting tinkering and experimentation, accelerating the innovation process. It also allows companies to experiment with new concepts and ideas in different ways without relying only on lab tests. One of the biggest benefits of AI is that it has led to new breakthroughs in automation.

Technology 124

Technology Cost-Benefit Experimentation Machine Learning 124

CIO Business Intelligence

JUNE 1, 2023

They may also be eager to quickly ditch new technologies that don’t provide significant benefits. A transformation in marketing Other research backs up the premise that GAI is having a transformative effect on the role of marketers, who are becoming bolder and more experimental with their martech stacks.

Marketing 97

Marketing B2B Experimentation Cost-Benefit 97

CIO Business Intelligence

APRIL 2, 2024

HBR’s “ The Value of Digital Transformation ” reports, “While 89% of large companies globally have a digital and AI transformation underway, they have only captured 31% of the expected revenue lift and 25% of expected cost savings from the effort.” While the CIO sees the big picture, their peers need to know how the change will benefit them.”

Management 129

Management Digital Transformation Testing Experimentation 129

IBM Big Data Hub

NOVEMBER 3, 2023

Moreover, costs are always an important consideration: businesses can’t afford to invest in every possible opportunity without evidence of added value. This is why it’s important to empower more business professionals to benefit from events. We’ve seen them get stuck all-together due to costs and skills constrains.

Cost-Benefit 74

Cost-Benefit Experimentation Testing Data Warehouse 74

CIO Business Intelligence

MAY 30, 2024

Plus, it’s used to speed up procurement analysis and insights into negotiation strategies, and reduce hiring costs with resume screening and automated candidate profile recommendations. Having overcome the initial perplexity about ChatGPT, Maffei tested gen AI in coding activity and found great benefits.

Cost-Benefit 118

Cost-Benefit Sales Modeling Experimentation 118

CIO Business Intelligence

DECEMBER 19, 2023

Meanwhile, CIOs must still reduce technical debt, modernize applications, and get cloud costs under control. If CIOs don’t improve conversions from pilot to production, they may find their investors losing patience in the process and culture of experimentation.

Digital Transformation 142

Digital Transformation Unstructured Data Machine Learning Risk Management 142

CIO Business Intelligence

NOVEMBER 13, 2023

Because of this, IT leaders must take a proactive approach to change management , communicating the benefits of digital transformation and providing support and training to employees. Be realistic about the costs of digital transformation and allocate sufficient human capital and financial capital to achieve your goals.

Digital Transformation 143

Digital Transformation Cost-Benefit Experimentation Measurement 143

IBM Big Data Hub

MAY 17, 2024

Organizations face increased pressure to move to the cloud in a world of real-time metrics, microservices and APIs, all of which benefit from the flexibility and scalability of cloud computing. Most “lifted and shifted” apps can operate in a cloud environment but might not to reap the full benefits of cloud.

Modeling 96

Modeling Cost-Benefit Optimization Digital Transformation 96

Smart Data Collective

JULY 9, 2023

One benefit is that they can help with conversion rate optimization. Optimizing Conversion Rates with Data-Driven Strategies A/B Testing and Experimentation for Conversion Rate Optimization A/B testing is essential for discovering which version of your website’s elements are most effective in driving conversions.

Optimization 73

Optimization Data Analytics Analytics Data-driven 73

AWS Big Data

SEPTEMBER 13, 2024

However, although BPG offers significant benefits, it is currently designed to work only with Spark Kubernetes Operator. Additionally, BPG has not been tested with the Volcano scheduler , and the solution is not applicable in environments using native Amazon EMR on EKS APIs. For example: HTTP/1.1

Management 103

Management Snapshot Cost-Benefit Testing 103

CIO Business Intelligence

APRIL 18, 2022

Organizations that continued full speed ahead with their digital transformation initiatives during the COVID-19 pandemic are able to ruminate on what went right and what they would have done differently, with the benefit of hindsight. Your organization can both avoid turnover costs and preserve corporate memory.”. It’s a pitfall.”.

Digital Transformation 145

Digital Transformation Dashboards Cost-Benefit Consulting 145

AWS Big Data

JUNE 12, 2024

Swisscom’s Data, Analytics, and AI division is building a One Data Platform (ODP) solution that will enable every Swisscom employee, process, and product to benefit from the massive value of Swisscom’s data. Balancing system performance, scalability, and cost while taking into account the rigid system pieces requires a strategic solution.

Data Architecture 105

Data Architecture Cost-Benefit Experimentation Data-driven 105

DataRobot Blog

MARCH 7, 2023

DataRobot on Azure accelerates the machine learning lifecycle with advanced capabilities for rapid experimentation across new data sources and multiple problem types. DataRobot is available on Azure as an AI Platform Single-Tenant SaaS, eliminating the time and cost of an on-premises implementation.

Data-driven 59

Data-driven Machine Learning Experimentation Data Lake 59

Ontotext

AUGUST 8, 2024

Clinical diagnostics labs help clinicians diagnose, treat, and manage patients by testing and analyzing human specimens. And up until recently, the lab tests were relatively simple, point-in-time snapshots of a single quantitative result. Laboratory testing workflows were easily satisfied by this software.

Informatics 64

Informatics Snapshot Software Testing 64

CIO Business Intelligence

AUGUST 21, 2024

The previous state-of-the-art sensors cost tens of thousands of dollars, adds Mattmann, who’s now the chief data and AI officer at UCLA. Enterprises also need to think about how they’ll test these systems to ensure they’re performing as intended. They also had extreme measurement sensitivity. That’s the most difficult thing,” he says.

Risk 136

Risk Insurance Cost-Benefit Software 136

DataRobot Blog

MARCH 16, 2023

We’ve tightened the loop between ML data prep , experimentation and testing all the way through to putting models into production. Now data scientists can be agile across the machine learning life cycle with the benefit of Snowflake’s scale, security, and governance. Why are we focusing on this?

Modeling 52

Modeling Experimentation Machine Learning Data-driven 52

Domino Data Lab

AUGUST 6, 2021

With a framework and Enterprise MLOps, organizations can manage data science at scale and realize the benefits of Model Risk Management that are received by a wide range of industry verticals. Outputs for a new problem might not be consistent with the model’s original intent for a different problem without careful research and testing.

Risk Management 64

Risk Management Risk Modeling Enterprise 64

CIO Business Intelligence

AUGUST 17, 2023

We’re testing ChatGPT at an individual level,” he says. In general, we see a small number of organizations using generative AI based on a strategy or plan, shaped by clear policies, and a lot of grassroots experimentation, but that’s almost always happening in a strategy vacuum.” Medica’s O’Brien issues a caution as well.

Risk 97

Risk Cost-Benefit Strategy Unstructured Data 97

CIO Business Intelligence

FEBRUARY 3, 2023

He says that IT remains largely in-house across helpdesk, data analytics, cybersecurity and development, bar small pockets of outsourced capability for software development and testing, and suggests that business growth hasn’t been the only challenge—not least in the days after Queen Elizabeth II’s death last September.

IT 52

IT Experimentation Scorecard Digital Transformation 52

AWS Big Data

JANUARY 9, 2024

However, not all customers who have the opportunity to benefit from k-NN have adopted it, due to the significant engineering effort and resources required to do so. This functionality was initially released as experimental in OpenSearch Service version 2.4, and is now generally available with version 2.9.

Visualization 105

Visualization Cost-Benefit Modeling Machine Learning 105

AWS Big Data

JULY 26, 2023

Exploring the vector engine’s capabilities Built on OpenSearch Serverless, the vector engine inherits and benefits from its robust architecture. From preview to GA and beyond Today, we are excited to announce the preview of the vector engine, making it available for you to begin testing it out immediately.

Metadata 52

Metadata Cost-Benefit Testing Metrics 52

Alation

SEPTEMBER 28, 2022

However, there is a lot more to know about DataOps, as it has its own definition, principles, benefits, and applications in real-life companies today – which we will cover in this article! Automated testing to ensure data quality. Benefits of Adopting DataOps. What Is DataOps? Monitoring and reporting of processes.

Cost-Benefit 52

Cost-Benefit Data Quality Manufacturing Testing 52