O'Reilly on Data

MARCH 31, 2020

This means that the AI products you build align with your existing business plans and strategies (or that your products are driving change in those plans and strategies), that they are delivering value to the business, and that they are delivered on time. AI product estimation strategies.

Management 363

Management Machine Learning Experimentation Metrics 363

O'Reilly on Data

SEPTEMBER 15, 2020

Technical sophistication: Sophistication measures a team’s ability to use advanced tools and techniques (e.g., Technical competence: Competence measures a team’s ability to successfully deliver on initiatives and projects. They’re not new to the field; they’ve solved problems, and have discovered what does and doesn’t work.

Advertising 362

Advertising Cost-Benefit ROI Machine Learning 362

CIO Business Intelligence

JANUARY 10, 2025

High expectations, but ROI challenges persist Despite significant investments, only 31% of organizations expect to measure generative AIs return on investment in the next six months. The dynamic nature of AI demands new ways to measure value beyond the limits of a conventional business case, Chase said.

ROI 81

ROI Enterprise Broadcasting Metrics 81

DataKitchen

JANUARY 20, 2021

Centralizing analytics helps the organization standardize enterprise-wide measurements and metrics. Central DataOps process measurement function with reports. A COE typically has a full-time staff that focuses on delivering value for customers in an experimentation-driven, iterative, result-oriented, customer-focused way.

Metrics 243

Metrics Experimentation Measurement Testing 243

Occam's Razor

SEPTEMBER 19, 2011

This: You understand all the environmental variables currently in play, you carefully choose more than one group of "like type" subjects, you expose them to a different mix of media, measure differences in outcomes, prove / disprove your hypothesis (DO FACEBOOK NOW!!!), Measuring Incrementality: Controlled Experiments to the Rescue!

Measurement 120

Measurement Advertising Testing Marketing 120

CIO Business Intelligence

MARCH 4, 2025

This article goes behind the scenes on whats fueling Blocks investment in developer experience, key initiatives including the role of an engineering intelligence platform , and how the company measures and drives success. Leveraging AI AI sits at the cornerstone of Blocks developer experience strategy.

Experimentation 69

Experimentation Metrics Data-driven Measurement 69

Corinium

JUNE 6, 2019

Beyond that, we recommend setting up the appropriate data management and engineering framework including infrastructure, harmonization, governance, toolset strategy, automation, and operating model. It is also important to have a strong test and learn culture to encourage rapid experimentation.

Insurance 250

Insurance Analytics Forecasting Deep Learning 250

datapine

FEBRUARY 4, 2020

Let’s face it: every serious business that wants to generate leads and revenue needs to have a marketing strategy that will help them in their quest for profit. Management thinker Peter Drucker once stated, “if you can’t measure it, you can’t improve it” – and he couldn’t be more right. How To Write A Marketing Report?

Reporting 280

Reporting Marketing Advertising Metrics 280

CIO Business Intelligence

DECEMBER 11, 2024

Newly released research from SASs Data and AI Pulse Survey 2024 Asia Pacific finds that only 18% of organisations can be categorised as AI leaders, where the organisation has an AI strategy and long-term investment plans in place. These ROI expectations exist despite many surveyed organisations not having a clear AI strategy.

ROI 59

ROI Experimentation Insurance Strategy 59

The Unofficial Google Data Science Blog

APRIL 23, 2024

the weight given to Likes in our video recommendation algorithm) while $Y$ is a vector of outcome measures such as different metrics of user experience (e.g., Taking measurements at parameter settings further from control parameter settings leads to a lower variance estimate of the slope of the line relating the metric to the parameter.

Experimentation 52

Experimentation Optimization Uncertainty Metrics 52

CIO Business Intelligence

SEPTEMBER 12, 2024

A product manager is under immense pressure to deliver complex customer insights that could pivot the company’s product strategy. Integrate AI-specific security measures into existing IT frameworks to mitigate risks and safeguard against potential threats. Imagine a highly competitive market where the urgency to innovate is high.

Experimentation 111

Experimentation Risk Cost-Benefit Strategy 111

CIO Business Intelligence

AUGUST 20, 2024

This shift in focus requires teams to understand business strategy, market trends, customer needs, and value propositions. While the focus at these three levels differ, CIOs should provide a consistent definition of high performance and how it’s measured.

IT 141

IT Digital Transformation Experimentation Risk 141

CIO Business Intelligence

JANUARY 28, 2025

This transition represents more than just a shift from traditional systemsit marks a significant pivot from experimentation and proof-of-concept to scaled adoption and measurable value. Data sovereignty and local cloud infrastructure are expected to remain high on the agenda, particularly within the GCC countries.

Digital Transformation 52

Digital Transformation Data-driven Experimentation Strategy 52

CIO Business Intelligence

AUGUST 15, 2024

Generative AI has been hyped so much over the past two years that observers see an inevitable course correction ahead — one that should prompt CIOs to rethink their gen AI strategies. As the gen AI hype subsides, Stephenson sees IT leaders reevaluating their strategies in favor of other AI technologies. Wade in carefully,” he says.

ROI 143

ROI Cost-Benefit Experimentation Deep Learning 143

CIO Business Intelligence

OCTOBER 15, 2024

Multicloud architectures, applications portfolios that span from mainframes to the cloud, board pressure to accelerate AI and digital outcomes — today’s CIOs face a range of challenges that can impact their DevOps strategies.

Enterprise 143

Enterprise Testing Business Objectives Experimentation 143

CIO Business Intelligence

NOVEMBER 13, 2023

Develop a clear strategy: A clear strategy that outlines goals and objectives, timelines, and resources required is essential for digital transformation success. Foster a culture of innovation: Digital transformation requires innovation and experimentation, and thus a culture for embracing new technologies and ideas.

Digital Transformation 143

Digital Transformation Cost-Benefit Experimentation Measurement 143

Smart Data Collective

APRIL 13, 2023

IT cost reduction strategies can dramatically reduce how much money you pay for IT systems and services, especially over the long term. Avoid overcommitting to specific strategies. One of the core philosophies of resilience is free adaptability, but you can’t adapt readily if you’re overcommitted to a specific strategy.

IT 124

IT KPI Experimentation Strategy 124

The Unofficial Google Data Science Blog

JULY 22, 2020

by ALEXANDER WAKIM Ramp-up and multi-armed bandits (MAB) are common strategies in online controlled experiments (OCE). These strategies involve changing assignment weights during an experiment. The first is a strategy called ramp-up and is advised by many experts in the field [1].

Experimentation 96

Experimentation Statistics Testing Knowledge Discovery 96

DataKitchen

APRIL 13, 2021

DataOps requires that teams measure their analytic processes in order to see how they are improving over time. Comet.ML — Allows data science teams and individuals to automagically track their datasets, code changes, experimentation history and production models creating efficiency, transparency, and reproducibility. Azure DevOps.

Testing 300

Testing Machine Learning Consulting Data Science 300

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.

Risk 108

Risk Experimentation Testing Strategy 108

CIO Business Intelligence

OCTOBER 21, 2024

Slow progress frustrates teams and discourages future experimentation.” As McCormack notes, there are multiple strategies to support innovation. Clearly communicate how IT initiatives support the broader business strategy,” he says. Those, though, aren’t the only ways legacy tech can hurt innovation.

IT 137

IT Experimentation Cost-Benefit Consulting 137

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

MARCH 28, 2023

As today’s great leaders recognize, true success is not solely measured by the bottom line but also by the impact a business has on its stakeholders, including employees, partners, and the environment. Here are some ways leaders can cultivate innovation: Build a culture of experimentation. Invest in technology. Use data and metrics.

Experimentation 98

Experimentation Metrics Measurement Digital Transformation 98

CIO Business Intelligence

JULY 7, 2023

A security-by-design culture incorporates security measures deeply into the design and development of systems, rather than treating them as an afterthought. Start with technologies like single sign-on and passwordless identity management to remove friction from daily routines,” said Michael Bertha , Partner at Metis Strategy. “To

Measurement 122

Measurement Risk Experimentation Enterprise 122

CIO Business Intelligence

JULY 1, 2024

Lastly, CLTR said, capacity to monitor, investigate, and respond to incidents needs to be enhanced through measures such as the establishment of a pilot AI incident database. AI-specific reporting regulations Industry experts offered a mixed but broadly positive reaction to CLTR ‘s report.

Reporting 129

Reporting Risk Management Experimentation Risk 129

Occam's Razor

NOVEMBER 2, 2015

" The second question was never answered either, but because all businesses know is how to pimp that became their default strategy. if yes, what should your content (and marketing) strategy be. I believe the best way to measure success is to measure the above four metrics (actual interaction/action/outcome).

B2B 167

B2B Metrics Recreation/Entertainment Testing 167

CIO Business Intelligence

FEBRUARY 7, 2024

Stephen Franchetti, CIO of Samsara, a fleet management SaaS provider that went public in 2021, believes the only way to optimize your AI strategy (or any emerging technology strategy, in fact) is with a bottoms-up approach. We’ve seen an ongoing iteration of experimentation with a number of promising pilots in production,” he says.

KPI 105

KPI Measurement Experimentation Finance 105

Smart Data Collective

FEBRUARY 4, 2020

Of all clinical trial failures between 2013 and 2015, 24% of new drugs were rejected due to safety concerns and 15% were rejected due to an incompatible corporate strategy (not profitable enough, the company was acquired mid-trial or went bankrupt, etc.). AI Casts a Wider Net for Clinical Trial Participants.

Experimentation 115

Experimentation Testing Modeling Strategy 115

Occam's Razor

SEPTEMBER 30, 2013

We'll start with digital at the highest strategic level, which leads us into content marketing, from there it is a quick hop over to the challenge of metrics and silos, followed by a recommendation to optimize for the global maxima, and we end with the last two visuals that cover social investment and social content strategy.

Marketing Analytics 156

Marketing Analytics Marketing Visualization Analytics 156

CIO Business Intelligence

APRIL 18, 2022

While it’s critical for tech leaders to communicate throughout a digital project, it’s also important to communicate appropriately, says Rich Nanda, US strategy and analytics offerings leader, at Deloitte Consulting. Rich Nanda, US strategy and analytics offerings leader, Deloitte Consulting. They invest in cloud experimentation.

Digital Transformation 145

Digital Transformation Dashboards Cost-Benefit Consulting 145

CIO Business Intelligence

JUNE 15, 2023

And while 68% of leaders believe their companies have implemented adequate measures to ensure responsible use of AI, only 29% of their frontline employees feel that way. There are other ways in which employees’ concerns about AI is unevenly distributed, too. Leaders are more likely to be optimistic, and frontline workers concerned, BCG found.

Management 116

Management Experimentation Optimization Enterprise 116

Alation

DECEMBER 20, 2022

Failing to measure the impact of digital transformation against corporate strategies and OKRs. The measurement of an improvement and transformation is important,” Shaun Guthrie , senior VP of IT at Peavy Industries, points out “[It’s] Not just whether you improved revenue, efficiency, etc., are business problems.”.

Digital Transformation 96

Digital Transformation Scorecard Measurement Experimentation 96

CIO Business Intelligence

JUNE 11, 2024

Before we rebrand, we need to reposition and ensure that everybody understands that what’s changed is experimentation, innovation, and not just the technology but how it’s applied, which is actually more important than the technology itself.” Surveying employees regularly and measuring employee satisfaction (Esat) is also a best practice.

IT 136

IT Digital Transformation Broadcasting Business Objectives 136

CIO Business Intelligence

JULY 2, 2024

The rapid proliferation of connected devices and increasing reliance on digital services have underscored the need for comprehensive cybersecurity measures and industry-wide standards to mitigate risks and protect users’ data privacy.

Experimentation 105

Experimentation Digital Transformation Risk Management Risk 105

CIO Business Intelligence

APRIL 4, 2022

As the dust has settled, many tech leaders have found that changes they were forced to make to their work strategies, leadership styles, and team structures have turned out to be team-transforming epiphanies that will endure going forward. Employee crowdsourcing can yield breakthrough ideas.

Experimentation 133

Experimentation Interactive Business Objectives Manufacturing 133

CIO Business Intelligence

JULY 8, 2022

This article was co-authored by Duke Dyksterhouse , an Associate at Metis Strategy. First, it’s a straightforward proposition whose end state is relatively easy to envision and measure, making it a nice palate cleanser for those still wrapping their heads around the broader operating model shift. Disadvantages.

Cost-Benefit 122

Cost-Benefit Measurement Modeling Metrics 122

CIO Business Intelligence

OCTOBER 9, 2023

Tech leaders must focus on a business-aligned tech strategy to deliver on the competing mandates, Guarini says. “A A business-aligned technology strategy is built on architecture and agility, the ‘what’ and the ‘how’ of better alignment,’’ he explains. Innovation, IT Leadership, IT Operations, IT Strategy

Strategy 137

Strategy Technology Experimentation Testing 137