O'Reilly on Data

SEPTEMBER 15, 2020

Customer stakeholders are the people and companies that advertise on the platform, and are most concerned with ROI on their ad spend. They don’t automatically generate revenue and growth, maximize ROI, or keep users engaged and loyal. automated retirement portfolio rebalancing and maximized ROI).

Advertising 362

Advertising Cost-Benefit ROI Machine Learning 362

Dataiku

NOVEMBER 17, 2021

For many years, AI was an experimental risk for companies. Recently, Dataiku spoke with Mike Gualtieri, VP & Principal Analyst at Forrester , in “The Future of AI and ROI for the Enterprise, featuring Forrester” webinar about the current state of the market and what AI success looks like going forward.

ROI 110

ROI Enterprise Experimentation Risk 110

O'Reilly on Data

MARCH 31, 2020

Because it’s so different from traditional software development, where the risks are more or less well-known and predictable, AI rewards people and companies that are willing to take intelligent risks, and that have (or can develop) an experimental culture. What delivers the greatest ROI? How do you select what to work on?

Management 363

Management Machine Learning Experimentation Metrics 363

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! and immediately start on 1.1.

Testing 168

Testing Data-driven Software Measurement 168

CIO Business Intelligence

JULY 5, 2024

This is why many enterprises are seeing a lot of energy and excitement around use cases, yet are still struggling to realize ROI. So, to maximize the ROI of gen AI efforts and investments, it’s important to move from ad-hoc experimentation to a more purposeful strategy and systematic approach to implementation.

ROI 124

ROI Experimentation Risk Cost-Benefit 124

Corinium

JUNE 6, 2019

It is also important to have a strong test and learn culture to encourage rapid experimentation. What do you recommend to organizations to harness this but also show a solid ROI? A properly set framework will ensure quality, timeliness, scalability, consistency, and industrialization in measuring and driving the return on investment.

Insurance 250

Insurance Analytics Forecasting Deep Learning 250

CIO Business Intelligence

MAY 23, 2022

The cloud is great for experimentation when data sets are smaller and model complexity is light. Often the burden of platform development can fall on data science and developer teams who know what they need for their projects, but whose skills are better served focusing on experimentation with algorithms instead of systems development.

Experimentation 137

Experimentation Cost-Benefit Data Lake Data Science 137

CIO Business Intelligence

DECEMBER 11, 2024

Research from IDC predicts that we will move from the experimentation phase, the GenAI scramble that we saw in 2023 and 2024, and mature into the adoption phase in 2025/26 before moving into AI-fuelled businesses in 2027 and beyond. These ROI expectations exist despite many surveyed organisations not having a clear AI strategy.

ROI 59

ROI Experimentation Insurance Strategy 59

CIO Business Intelligence

AUGUST 15, 2024

Determining the ROI for “ubiquitous” gen AI uses, such as virtual assistants or intelligent chatbots , can be difficult, says Frances Karamouzis, an analyst in the Gartner AI, hyper-automation, and intelligent automation group. CIOs need to be able to articulate the business value and expected ROI of each project.

ROI 143

ROI Cost-Benefit Experimentation Deep Learning 143

Domino Data Lab

MAY 15, 2019

Pete indicates, in both his November 2018 and Strata London talks, that ML requires a more experimental approach than traditional software engineering. It is more experimental because it is “an approach that involves learning from data instead of programmatically following a set of human rules.”

Machine Learning 111

Machine Learning Management Experimentation Uncertainty 111

datapine

JANUARY 31, 2022

For example, in regards to marketing, traditional advertising methods of spending large amounts of money on TV, radio, and print ads without measuring ROI aren’t working like they used to. They’re about having the mindset of an experimenter and being willing to let data guide a company’s decision-making process.

Business Intelligence 214

Business Intelligence Analytics Cost-Benefit ROI 214

CIO Business Intelligence

JANUARY 25, 2024

For enterprise executives in 2024, that means right-sizing those expectations and getting to work: justifying the right use cases, forming teams, and tracking progress and ROI. After a year of frenzied experimentation and investment, executives will have to identify truly valid use cases (and ROI) for AI in 2024.

ROI 105

ROI Experimentation Sales Machine Learning 105

IBM Big Data Hub

JANUARY 16, 2024

You need to move beyond experimentation to scale. Begin building your blueprint to becoming a company that leads with AI for maximum ROI. You want to use AI to accelerate productivity and innovation for your business. You have to move fast. Have fun enjoying one-of-a kind Boston activities that will prove memorable and impactful.

Experimentation 96

Experimentation ROI Consulting Enterprise 96

CIO Business Intelligence

AUGUST 30, 2023

Corporate projects are classically evaluated on standard matrices such as return on investment (ROI), break-even period, and capital invested. Such a risk-based capital approach is important as it provides a new experimental push to the organization that may propel it into a new orbit,” says Rabra.

Digital Transformation 105

Digital Transformation Experimentation ROI Risk 105

CIO Business Intelligence

JULY 24, 2024

Key strategies for exploration: Experimentation: Conduct small-scale experiments. Data-driven decisions: Leverage data and analytics to assess new technologies’ potential impact and ROI. Foster adaptability through learning and integration Embrace experimentation, treating setbacks as learning opportunities to guide future investments.

Technology 98

Technology Experimentation Cost-Benefit Digital Transformation 98

CIO Business Intelligence

JULY 10, 2024

Experimente con propósito Con la IA generativa en el punto álgido de su ciclo de hype , es probable que se esté experimentando mucho sin centrarse de forma coherente en el objetivo final. Una clave para ello es proporcionar un argumento empresarial de apoyo para el uso de la tecnología y cómo calcular el retorno de la inversión (ROI).

ROI 116

ROI Experimentation Strategy IT 116

CIO Business Intelligence

FEBRUARY 16, 2024

Still, ADP’s long-term experimentation with AI also includes use of Microsoft’s OpenAI Service and Databricks’ AI platforms, Nagrath says. It is hard to have the ROI and know the efficacy of these things,” Nagrath says. “We We are so early in the game and doing a lot of experimentation.

Digital Transformation 116

Digital Transformation Experimentation Cost-Benefit Machine Learning 116

CIO Business Intelligence

MAY 1, 2024

Ready to roll It’s shorter to make a list of organizations that haven’t announced their gen AI investments, pilots, and plans, but relatively few are talking about the specifics of any productivity gains or ROI. Pilots can offer value beyond just experimentation, of course. But where am I going to make money as an organization?”

Cost-Benefit 143

Cost-Benefit Metrics Insurance Measurement 143

CIO Business Intelligence

AUGUST 14, 2024

But most licences are for trials, not large scale deployments — usually less than 20% of employees according to Gartner, with early adopters looking at the familiar cost versus ROI equation before expanding. But experimentation to achieve significant results takes time.

Enterprise 136

Enterprise Cost-Benefit Experimentation Modeling 136

Smart Data Collective

JUNE 29, 2022

In fact, a recent study by the Direct Marketing Association showed that email marketing produces an average return on investment (ROI) of $44 for every dollar spent. Email marketing is all about experimentation. Email is one of the oldest and most reliable digital marketing tools around for good reason—it works. Test, Test, Test.

B2B 124

B2B Data-driven Marketing Strategy 124

IBM Big Data Hub

MARCH 4, 2024

By becoming an AI+ enterprise, clients can realize the ROI not only for the AI use case but also for improving the related business and technical capabilities required to deliver AI use cases into production at scale. times higher ROI. times higher ROI. This culture encourages experimentation and expertise growth.

Enterprise 96

Enterprise ROI Risk Strategy 96

CIO Business Intelligence

FEBRUARY 22, 2024

With the aim to accelerate innovation and transform its digital infrastructures and services, Ferrovial created its Digital Hub to serve as a meeting point where research and experimentation with digital strategies could, for example, provide new sources of income and improve company operations.

IT 105

IT Digital Transformation IoT Cost-Benefit 105

CIO Business Intelligence

APRIL 6, 2022

While enterprises invest in innovation, key challenges such as successful sustenance, ROI realization, scaling and accelerating still remain. . They are nurturing agile and elite ecosystems in an effort to outpace the competition and deliver tangible returns on the innovation investments. . Accelerate Innovation.

Experimentation 103

Experimentation Uncertainty Data Lake Enterprise 103

DataKitchen

MARCH 8, 2023

This requires a culture of innovation, experimentation, and willingness to take risks and try new approaches. Does it have ROI? The world of business is constantly evolving, and the team must be able to respond quickly to changing circumstances. The team must be agile and flexible, able to pivot quickly and adapt to new challenges.

Analytics 130

Analytics Manufacturing Data-driven Data Analytics 130

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.

Metadata 97

Metadata Risk Management Risk Experimentation 97

CIO Business Intelligence

AUGUST 5, 2024

Incorporar a los equipos de software demasiado pronto en la fase experimental es poco práctico, y llevar las ideas demasiado lejos sin la aportación del equipo receptor puede ser ineficaz”, afirma Priori.

Experimentation 119

Experimentation Software ROI Visualization 119

FineReport

DECEMBER 11, 2019

You’ll learn about the concept of big data and how to use big data—from computing ROI and big data strategies that drive business cases to the overall development and specific projects. . – Head First Data Analysis: A learner’s guide to big numbers, statistics, and good decisions. By Michael Milton.

Big Data 98

Big Data Statistics Experimentation Data Strategy 98

CIO Business Intelligence

JANUARY 2, 2024

He plans to scale his company’s experimental generative AI initiatives “and evolve into an AI-native enterprise” in 2024. For 2024 we’re focused on delivering ROIs around efficiency — working more productively, with more user satisfaction, to have better profitability.”

IT 144

IT Cost-Benefit Statistics Consulting 144

CIO Business Intelligence

APRIL 18, 2022

They invest in cloud experimentation. The only caveat is employees have to produce a value report at the end that identifies the ROI, whether in time savings, new efficiencies, new skills they gained, or potential reuse in other areas or other projects, he says. It’s not the leader’s job to tell them what to do.”.

Digital Transformation 145

Digital Transformation Dashboards Cost-Benefit Consulting 145

CIO Business Intelligence

AUGUST 1, 2023

Improving customer support is a quick win for delivering short-term ROI from LLMs and AI search capabilities. There are three departments where CIOs must partner with their CHROs and CISOs in communicating policy and creating a governance model that supports smart experimentation.

Digital Transformation 98

Digital Transformation Unstructured Data Strategy Data Science 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.

Digital Transformation 105

Digital Transformation Cost-Benefit Informatics Data mining 105

CIO Business Intelligence

DECEMBER 29, 2023

Adaptability and useability of AI tools For CIOs, 2023 was the year of cautious experimentation for AI tools. Also, CIOs are asking what processes other people are using around determining proof of concepts, use cases, and ROI for generative AI,” he says.

Cost-Benefit 139

Cost-Benefit Digital Transformation Consulting Strategy 139

CIO Business Intelligence

JULY 17, 2023

Ultimately, all our projects are driven with business and not the IT agenda, and hence need to be backed up with robust ROI calculations. How do you foster a culture of innovation and experimentation in your team to ensure consistent learning, and achievement of your digital transformation goals?

IT 98

IT Digital Transformation IoT Internet of Things 98

datapine

FEBRUARY 4, 2020

Keep in mind that a metric like your CTR (click-through-rate) or the number of sessions should be understood in their globality, and not an absolute truth: increasing them will not systematically generate more profit or rise the ROI (return on investment) displayed on this dashboard.

Reporting 280

Reporting Marketing Advertising Metrics 280

DataRobot

JANUARY 13, 2022

Many companies find that they have a treasure trove of data but lack the expertise to use it to improve ROI. To move from experimental AI to production-level, trustworthy, and ROI-driven AI, it’s vital to align data scientists, business analysts, domain experts, and business leaders to leverage overlapping expertise from these groups.

ROI 52

ROI Machine Learning Experimentation Data Science 52

DataRobot Blog

FEBRUARY 28, 2023

Integrating different systems, data sources, and technologies within an ecosystem can be difficult and time-consuming, leading to inefficiencies, data silos, broken machine learning models, and locked ROI. They can enjoy a hosted experience with code snippets, versioning, and simple environment management for rapid AI experimentation.

Data Processing 72

Data Processing Experimentation Machine Learning Data Warehouse 72

DataRobot Blog

NOVEMBER 15, 2022

At the event, a financial services panel discussion shared why iteration and experimentation are critical in an AI-driven data science environment. Ted highlighted four key stakeholder needs: AI Innovators have a strategic lens and are looking at the overall ROI of the AI project while assessing critical elements like trust and risk.

Big Data 52

Big Data Experimentation Machine Learning Data-driven 52