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 126

Experimentation Strategy Machine Learning Interactive 126

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.

Cost-Benefit 293

Cost-Benefit Advertising ROI Machine Learning 293

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 122

Technology Cost-Benefit Experimentation Machine Learning 122

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 142

Digital Transformation Cost-Benefit Experimentation Measurement 142

Corinium

JUNE 6, 2019

Regulations and compliance requirements, especially around pricing, risk selection, etc., For instance, for a variety of reasons, in the short term, CDAOS are challenged with quantifying the benefits of analytics’ investments. It is also important to have a strong test and learn culture to encourage rapid experimentation.

Insurance 250

Insurance Analytics Forecasting Deep Learning 250

CIO Business Intelligence

AUGUST 17, 2023

But, as with any big new wave, there is a risk of once-promising projects being washed up and there are clear and obvious concerns over governance, quality and security. We ran workshops with every division of our business, educating them on the accelerating innovation in this area, brainstorming opportunities and risks.

Risk 96

Risk Cost-Benefit Strategy Experimentation 96

IBM Big Data Hub

APRIL 18, 2024

While leaders have some reservations about the benefits of current AI, organizations are actively investing in gen AI deployment, significantly increasing budgets, expanding use cases, and transitioning projects from experimentation to production. 46% of survey respondents in 2024 showed a preference for open source models.

Cost-Benefit 97

Cost-Benefit Modeling Manufacturing Interactive 97

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 74

Optimization Data Analytics Analytics Data-driven 74

CIO Business Intelligence

JULY 31, 2023

As vendors add generative AI to their enterprise software offerings, and as employees test out the tech, CIOs must advise their colleagues on the pros and cons of gen AI’s use as well as the potential consequences of banning or limiting it. The CIO’s job is to ask questions about potential scenarios. This is an issue for CIOs.

Strategy 98

Strategy Risk Enterprise Risk Management 98

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 142

Cost-Benefit Metrics Insurance Measurement 142

The Unofficial Google Data Science Blog

OCTOBER 12, 2017

Yet when we use these tools to explore data and look for anomalies or interesting features, we are implicitly formulating and testing hypotheses after we have observed the outcomes. We must correct for multiple hypothesis tests. Make experimentation cheap and understand the cost of bad decisions.

Experimentation 61

Experimentation Testing Statistics Metrics 61

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 127

Sales Finance Experimentation Cost-Benefit 127

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. Yet, this challenge is not insurmountable. for what is and isn’t possible) to address these challenges. Transcript.

Management 110

Management Machine Learning Experimentation Metrics 110

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.

Cost-Benefit 120

Cost-Benefit Advertising Experimentation Software 120

Occam's Razor

JULY 6, 2016

Lab usability testing and online surveys both provide great strategies to obsess about user centric design. My love for heuristic evaluations is sourced in the fact that they are relatively straightforward, require the best possible cost – almost free -, and rely on you and your team. Testing Kills/Delays Good Ideas.

Testing 86

Testing Marketing Experimentation Cost-Benefit 86

Occam's Razor

JUNE 4, 2018

Present a yummy spreadsheet that quantifies the cost of inaction , how much money you’ll lose by not delivering a 25% improvement every week. Yet, this incredible benefit was not a part of YouTube TV’s merchandizing strategy from day one. Not wanting to risk it, I click on the Find in Store link you see at the bottom of the page.

Strategy 124

Strategy Cost-Benefit Testing Sales 124

Domino Data Lab

AUGUST 26, 2019

This control prevents overfitting and reduction in predictive accuracy on new test data. If we don’t like the result of testing after training, we can also select an entirely different learning machine with different internals. The major benefit comes when we start trying to deal with more than one hyperparameter.

Testing 79

Testing Modeling Machine Learning Metrics 79

Domino Data Lab

JULY 2, 2019

Moreover, they can be replaced with machine learning models to improve performance dramatically: “We have demonstrated that machine learned models have the potential to provide significant benefits over state-of-the-art indexes, and we believe this is a fruitful direction for future research.” That represents runtime overhead.

Metadata 105

Metadata Machine Learning Data Science Data-driven 105

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

CIO Business Intelligence

APRIL 5, 2023

Midjourney, ChatGPT, Bing AI Chat, and other AI tools that make generative AI accessible have unleashed a flood of ideas, experimentation and creativity. Testing is another area that tends to get neglected, so automated unit test generation will help you get much broader test coverage.

Modeling 103

Modeling Testing Cost-Benefit Experimentation 103

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

Occam's Razor

OCTOBER 23, 2006

. ‡ Never start with clickstream, it becomes “old” quickly ‡ People care about their paychecks ‡ Execution strategy: ~ Identify Senior Management hot buttons ~ Exhibit daily that you can • increase revenue • trim costs • improve customer satisfaction. 4 Proactive insights rather than reactive.

Data-driven 117

Data-driven Metrics KPI Reporting 117

The Unofficial Google Data Science Blog

JUNE 30, 2016

In an ideal world, experimentation through randomization of the treatment assignment allows the identification and consistent estimation of causal effects. Other estimators, such as those based on matching and subclassification, may benefit from the balancing property, but the discussion of those estimators is postponed to a later post.

Statistics 44

Statistics Optimization Modeling Experimentation 44

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

IBM Big Data Hub

SEPTEMBER 25, 2023

Presto’s cost-based query optimizer, dynamic filtering and extensibility through user-defined functions make it a versatile tool in Uber’s analytics arsenal. The cost and constraints of traditional analytics soon reached their limit, forcing Uber to look elsewhere for a solution. This way, the queries run much faster.

OLAP 94

OLAP Data Lake Data-driven Snapshot 94