O'Reilly on Data

MARCH 25, 2025

ML apps needed to be developed through cycles of experimentation (as were no longer able to reason about how theyll behave based on software specs). The skillset and the background of people building the applications were realigned: People who were at home with data and experimentation got involved! How will you measure success?

Testing 180

Testing Data-driven Software Measurement 180

O'Reilly on Data

SEPTEMBER 8, 2020

That cyclic process, which is about collaboration between software developers and customers, may be exactly what we need to get beyond the “AI as Oracle” interaction. Any writer, whether of prose or of code, knows that having someone tell you what they think you meant does wonders for revealing your own lapses in understanding.

Experimentation 363

Experimentation Interactive Modeling Software 363

O'Reilly on Data

JUNE 11, 2024

Answers enables active learning: interacting with content by asking questions and getting answers, rather than simply ingesting a stream from a book or video. It is important to be careful when deploying an AI application, but it’s also important to realize that all AI is experimental.

Modeling 342

Modeling Experimentation Interactive Data-driven 342

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. To effectively leverage AI agents, he said enterprises need to reevaluate processes designed for human interaction and replace outdated technologies.

ROI 127

ROI Data-driven Enterprise Experimentation 127

datapine

MAY 20, 2020

A CRM dashboard is a centralized hub of information that presents customer relationship management data in a way that is dynamic, interactive, and offers access to a wealth of insights that can improve your consumer-facing strategies and communications. Try our professional dashboard software for 14 days, completely free!

Dashboards 265

Dashboards Reporting KPI Visualization 265

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

CIO Business Intelligence

JANUARY 21, 2025

Mike Lee, president and GM at AND Digital, says, In the travel and loyalty industry, generative AI is revolutionizing how customers interact with reward programs. It created fragmented practices in the interest of experimentation, rapid learning, and widespread adoption and it paid back productivity dividends in many areas.

Cost-Benefit 142

Cost-Benefit Data-driven Strategy Marketing 142

Corinium

JUNE 6, 2019

It is also important to have a strong test and learn culture to encourage rapid experimentation. Newer methods can work with large amounts of data and are able to unearth latent interactions. One approach is to use NLP techniques to analyze actual call center interactions with customers.

Insurance 250

Insurance Analytics Forecasting Deep Learning 250

Cloudera

JULY 27, 2021

Here in the virtual Fast Forward Lab at Cloudera , we do a lot of experimentation to support our applied machine learning research, and Cloudera Machine Learning product development. Only through hands-on experimentation can we discern truly useful new algorithmic capabilities from hype. Not all of them require a unique front-end.

Data Science 117

Data Science Enterprise Experimentation Machine Learning 117

CIO Business Intelligence

OCTOBER 5, 2023

Sandeep Davé knows the value of experimentation as well as anyone. CBRE has also used AI to optimize portfolios for several clients, and recently launched a self-service generative AI product that enables employees to interact with CBRE and external data in a conversational manner. And those experiments have paid off.

Experimentation 130

Experimentation Strategy Machine Learning Interactive 130

Rocket-Powered Data Science

JULY 7, 2019

Chatbots cannot hold long, continuing human interaction. Traditionally they are text-based but audio and pictures can also be used for interaction. They provide more like an FAQ (Frequently Asked Questions) type of an interaction. Consequently, they can have extended adaptable human interaction. Examples: (1) Games. (2)

Internet of Things 157

Internet of Things Machine Learning Manufacturing IoT 157

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. However, if we experiment with both parameters at the same time we will learn something about interactions between these system parameters.

Experimentation 52

Experimentation Optimization Uncertainty Metrics 52

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 AI can end up producing results that arent in line with your company culture, he says.

Testing 99

Testing Measurement Technology Experimentation 99

DataRobot Blog

JANUARY 10, 2023

Data science teams of all sizes need a productive, collaborative method for rapid AI experimentation. This flexibility allows you to import your local code into the DataRobot platform and continue further experimentation using the combination of DataRobot Notebooks with: Deep integrations with DataRobot comprehensive APIs.

Experimentation 52

Experimentation Machine Learning Data Science Modeling 52

datapine

FEBRUARY 4, 2020

While your keyboard is burning and your fingers try to keep up with your brain and comprehend all the data you’re writing about, using an interactive online data visualization tool to set specific time parameters or goals you’ve been tracking can bring a lot of saved time and, consequently, a lot of saved money. 1) Marketing CMO report.

Reporting 280

Reporting Marketing Advertising Metrics 280

Occam's Razor

AUGUST 12, 2013

Last Interaction/Last Click Attribution model. First Interaction/First Click Attribution Model. Last Interaction/Last Click Attribution model. First Interaction/First Click Attribution Model. " The middle channels have an important role in driving people to the last interaction, they are recognized for that.

Modeling 162

Modeling Optimization Marketing Interactive 162

CIO Business Intelligence

MAY 9, 2024

And because generative AI (genAI) is interactive and dialogue-based, it can help you get into a state of flow. Experimentation drives momentum: How do we maximize the value of a given technology? Via experimentation. AI changes the game. If the C-suite’s role is to lead by influence, the SWAT team’s role is to lead by execution.

Enterprise 122

Enterprise Experimentation Sales Manufacturing 122

CIO Business Intelligence

AUGUST 20, 2024

Drive culture by example: Customer centricity, diverse hiring, experimentation “The best CIOs are the change agents in their organizations and encourage their teams to explore new ways of doing things,” says Gal Shaul, chief product and technology officer and co-founder at Augury.

IT 141

IT Digital Transformation Experimentation Risk 141

CIO Business Intelligence

MAY 21, 2025

It can even be used for controlled experimentation, assuming you can make it accurate enough. Synthetic data ought to help preserve privacy, speed up development, and be more cost effective for long-tail scenarios enterprises couldnt otherwise tackle, she adds. More immediate uses for synthetic data may be more prosaic.

Statistics 104

Statistics Testing Modeling Risk 104

CIO Business Intelligence

APRIL 4, 2022

The early days of the pandemic taught organizations like Avery Dennison the power of agility and experimentation. He quickly determined that in this environment, he had to be intentional and make those interactions happen. “I Teams require some face-to-face interaction. Employee crowdsourcing can yield breakthrough ideas.

Experimentation 133

Experimentation Interactive Business Objectives Manufacturing 133

CIO Business Intelligence

NOVEMBER 9, 2023

Every customer will know generative AI from the productivity apps or the browser they use at school or work (and from support chats with just about every company they interact with). The pattern for success at learning how to create value safely and responsibly is a mindful culture of experimentation and thoughtful “learning by doing.”

Experimentation 134

Experimentation Uncertainty Strategy Machine Learning 134

Smart Data Collective

OCTOBER 13, 2021

AI technology moves innovation forward by boosting tinkering and experimentation, accelerating the innovation process. User experience plays a crucial role in determining how customers interact with your product or service. As technology improves, the need for businesses to compete increases. Leverage innovation.

Technology 133

Technology Cost-Benefit Experimentation Machine Learning 133

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

DataRobot

MARCH 10, 2021

In this blog post, I will focus on the use of the word autonomous , the dangers of using it with stakeholders, and, in the context of customer experience, the inaccurate perception that all things can be automated, eliminating the need for interactions between employees and customers.

Machine Learning 145

Machine Learning Experimentation Key Performance Indicator Reporting 145

CIO Business Intelligence

SEPTEMBER 12, 2024

Ultimately, mismanaged AI interactions, especially in customer-facing applications, can lead to regulatory and public relations issues if they violate laws or lead to poor customer experiences or ethical concerns, such as when bias taints AI outputs. Establish continuous training emphasizing ethical considerations and potential risks.

Experimentation 111

Experimentation Risk Cost-Benefit Strategy 111

Occam's Razor

MAY 15, 2006

While there are many options for qualitative analysis, perhaps the most important qualitative data point is how Customers/Visitors interact with your “web presence.� Visitor interaction can lead to actionable insights faster while having a richer impact on your decision making. Surveying (the grand daddy of them all).

Metrics 100

Metrics Experimentation Testing Interactive 100

CIO Business Intelligence

JUNE 15, 2023

It’s important folks get a chance to interact with these technologies and use them; stopping experimentation is not the answer,” Mills said, noting that it’s also not practical. “AI With familiarity with generative AI being a key factor for its successful adoption, employees must get a chance to test it themselves.

Management 116

Management Experimentation Optimization Enterprise 116

CIO Business Intelligence

FEBRUARY 1, 2024

These include capturing clinical encounters and summarising interactions such as past medical histories and health recommendations, providing patients with tailored educational materials and follow-up care recommendations, and reducing wait times by identifying patients most in need of care and targeting them with personalised coaching.

Experimentation 115

Experimentation Forecasting Measurement Cost-Benefit 115

CIO Business Intelligence

MAY 31, 2022

A more recent phenomenon, the metaverse, will transform how businesses interact with customers, how work is done, what products and services companies offer, how they make and distribute them, and how they operate their organizations. We need to learn to interact in a way that promotes trust, specifically in the metaverse.

Technology 116

Technology Interactive Experimentation IoT 116

CIO Business Intelligence

JULY 31, 2024

Marketing teams can use the Einstein 1 Copilot to create personalized marketing campaigns based on all past interactions detailed in their data lake. Salesforce is pushing the idea that Einstein 1 is a vehicle for experimentation and iteration. Einstein 1’s latest additions are meant to create a place for experimentation and iteration.

Data Lake 119

Data Lake IT Sales Experimentation 119

The Data Visualisation Catalogue

DECEMBER 13, 2021

User Modeling and User-Adapted Interaction , 16(1), 1–30. Journal of Experimental Psychology: Applied, 4 (2), 119–138. Bars and lines: A study of graphic communication. Zacks, J., & Tversky, B. Memory & Cognition, 27 (6), 1073–1079. Reading bar graphs: Effects of extraneous depth cues and graphical context.

Visualization 121

Visualization Experimentation Publishing Interactive 121

CIO Business Intelligence

OCTOBER 4, 2022

Customers gravitate to personalized interactions and show a preference for companies that anticipate and cater to their unmet needs. The ability to delight customers is not just enabled through technology – it also falls to the front-line employees who interact directly with those customers.

Data-driven 111

Data-driven Machine Learning Interactive Predictive Analytics 111

Occam's Razor

APRIL 8, 2013

It essentially allowed you to create a group of friends who could interact and share content, much as people do today with Google+, before such features were part of Facebook. Because they find interaction with others rewarding and compelling. Case Study 2: Circle of Friends. Step 1: Figure out what metric to improve.

Metrics 157

Metrics KPI Analytics Key Performance Indicator 157

CIO Business Intelligence

OCTOBER 26, 2022

Walker believes that CIOs should become more political in their management team interactions by gathering supporters and forming alliances. They need to become more creative in their delegation of responsibilities so that more time can be devoted to pushing experimentation,” Mains advises.

IT 141

IT Consulting Experimentation Business Objectives 141

CIO Business Intelligence

JUNE 1, 2023

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. Perhaps most tellingly, nearly 2 in 5 had redistributed funds from metaverse projects to AI-related ones.

Marketing 98

Marketing B2B Experimentation Cost-Benefit 98

The Unofficial Google Data Science Blog

OCTOBER 7, 2015

accounting for effects "orthogonal" to the randomization used in experimentation. For example in ads, experiments using cookies (users) as experimental units are not suited to capture the impact of a treatment on advertisers or publishers nor their reaction to it. To see this, imagine you want to study long-term effects in an A/B test.

Modeling 63

Modeling Experimentation Knowledge Discovery KDD 63

Cloudera

AUGUST 20, 2020

Through its Enterprise AI and Data Science (EAI) and Digital Bank Engagement Labs (eLabs) UOB collabora ted to implement AI and data science solutions to understand customer behaviours and characteristics from transaction and interaction data. So, the business has to accept and be willing to fail at it. That’s really important.

Enterprise 121

Enterprise Experimentation Uncertainty Deep Learning 121