O'Reilly on Data

MARCH 31, 2020

Machine learning adds uncertainty. Underneath this uncertainty lies further uncertainty in the development process itself. There are strategies for dealing with all of this uncertainty–starting with the proverb from the early days of Agile: “ do the simplest thing that could possibly work.” What delivers the greatest ROI?

Management 332

Management Machine Learning Experimentation Metrics 332

CIO Business Intelligence

JANUARY 9, 2023

Economic uncertainty Organizations are concerned about multiple economic forces that are all causing uncertainty, says Srinivas Mukkamala, chief product officer at Ivanti. How do you future-proof your business in the face of so much uncertainty?

IT 145

IT Uncertainty Cost-Benefit Digital Transformation 145

CIO Business Intelligence

FEBRUARY 28, 2023

The world is experiencing an onslaught of economic uncertainty, and the IT industry is facing headwinds just like any other. In other words, businesses are paying an invisible “tool sprawl tax,” which is adding to the TCO and cutting into businesses’ ROI. in 2023 on average – lower than the projected 6.5% global inflation rate.

IT 98

IT Uncertainty ROI Data Processing 98

CIO Business Intelligence

DECEMBER 5, 2023

Economic uncertainty, increased competition, sustainability concerns, shareholder expectations, and regulatory challenges are also top of mind. CIOs should also periodically review projects in play to reprioritize them based on anticipated ROI and feasibility, says 11:11’s Pratt. But it’s not the only one.

IT 138

IT Cost-Benefit Digital Transformation ROI 138

Domino Data Lab

MAY 15, 2019

Pete recommends bringing in ML experts and data scientists early in the process as well as “creating a chart of impact and ease, then ranking projects by ROI” when iterating on which features or projects to prioritize. Addressing the Uncertainty that ML Adds to Product Roadmaps.

Machine Learning 111

Machine Learning Management Experimentation Uncertainty 111

Andrew White

DECEMBER 16, 2019

As such an ROI would have been impossible. In summary therefore we could say that half of IT investments might be ROI based; the other half are justified using things like faith, hope, and charity. The article notes this as cognitive uncertainty. See Data and Analytics Strategies Need More-Concrete Metrics of Success.

Uncertainty 40

Uncertainty ROI Metrics Strategy 40

erwin

AUGUST 13, 2020

managing risk vs ROI and emerging countries)? Compliance and Legislation : How do we manage uncertainty around legislative change (e.g., Here are some of the issues and questions being raised: Growth : How do we define growth strategies (e.g., M&A, new markets, products and businesses). big data, analytics and insights)?

Enterprise 143

Enterprise Cost-Benefit Uncertainty ROI 143

CIO Business Intelligence

APRIL 11, 2023

A lot of IT organizations are being asked to minimize risk and focus on projects that deliver a definable and maximum ROI. Betadam: I think there is definitely a slowdown in innovation activities, especially during times of economic uncertainty. Do you see this as impacting your innovation initiatives in any way?

Modeling 98

Modeling IT Strategy Uncertainty 98

CIO Business Intelligence

AUGUST 21, 2023

There’s more likely to be a J-curve to ROI as a firm incurs expenses acquiring the technology and spends on cloud services to support it. There’s even more uncertainty on when, and whether, quantum computing would become available for anyone outside the small circle of players already in the space today.

Technology 145

Technology IT Uncertainty Reporting 145

Timo Elliott

MARCH 6, 2023

He explains that automation and innovation have become critical as the world experiences supply chain disruptions, inflation, extreme weather events, worker shortages, and uncertainty. The tool can help organizations track variables that need improvement and create an ROI case for innovation.

Machine Learning 111

Machine Learning Cost-Benefit Uncertainty Digital Transformation 111

CIO Business Intelligence

JUNE 28, 2023

These circumstances have induced uncertainty across our entire business value chain,” says Venkat Gopalan, chief digital, data and technology officer, Belcorp. “As To address the challenges, the company has leveraged a combination of computer vision, neural networks, NLP, and fuzzy logic.

Digital Transformation 105

Digital Transformation Cost-Benefit Informatics Data mining 105

CIO Business Intelligence

JANUARY 2, 2024

CIOs are readying for another demanding year, anticipating that artificial intelligence, economic uncertainty, business demands, and expectations for ever-increasing levels of speed will all be in play for 2024. Yet, CIOs remain both undaunted by that list and expectant about what they can achieve.

IT 144

IT Cost-Benefit Statistics Consulting 144

CIO Business Intelligence

APRIL 6, 2022

If anything, the past few years have shown us the levels of uncertainty we are facing. While enterprises invest in innovation, key challenges such as successful sustenance, ROI realization, scaling and accelerating still remain. . Accelerate Innovation.

Experimentation 103

Experimentation Data Lake Uncertainty Enterprise 103

IBM Big Data Hub

OCTOBER 18, 2022

Most admit uncertainty around ROI and nearly half struggle with adequate insights from their data. Nearly half of CEOs think that sustainability will accelerate business growth. But CEOs, particularly those most invested in sustainability, are also clear-eyed about the challenges.

Uncertainty 52

Uncertainty Strategy Measurement Digital Transformation 52

IBM Big Data Hub

APRIL 18, 2024

Beyond cost savings, organizations seek tangible ways to measure gen AI’s return on investment (ROI), focusing on factors like revenue generation, cost savings, efficiency gains and accuracy improvements, depending on the use case. The AGI would need to handle uncertainty and make decisions with incomplete information.

Cost-Benefit 99

Cost-Benefit Modeling Manufacturing Interactive 99

Jet Global

OCTOBER 17, 2020

There is uncertainty, too, around the business climate in many urban areas of the US in the wake of the damage done by rioters and looters. Finance plays a key role in assessing the ROI of new initiatives. The fallout from COVID-related shutdowns is less certain.

Reporting 98

Reporting Finance Digital Transformation Uncertainty 98

bridgei2i

MAY 18, 2020

The current COVID-19 pandemic has spread waves of uncertainty across businesses and their customer base. These could also be analyzing projected RoI vs Alignment of these initiatives to operational and strategic objectives or zero-based budgeting. Integrated Customer Engagement: The Need of the Hour!

B2B 52

B2B Sales ROI Marketing 52

CIO Business Intelligence

JANUARY 4, 2023

Though composable infrastructure may remove the restrictions of traditional architectures, there’s debate [3] about whether it can scale and whether the ROI would be reached by increased flexibility and utilization. Yes, specific AI workflows require special hardware configurations.

Cost-Benefit 59

Cost-Benefit Machine Learning Modeling Uncertainty 59

CIO Business Intelligence

MARCH 9, 2022

Add a pandemic to the mix, with so much disruption and uncertainty, and you can understand why investors would default to what they know, Pandor says. If we add more female entrepreneurs to the African ecosystem we could see a 5% uplift in GDP by leveraging the 35% higher ROI that we typically see in diverse teams over all male teams.”.

Uncertainty 111

Uncertainty Technology ROI Manufacturing 111

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. Technical competence results in reduced risk and uncertainty. They don’t automatically generate revenue and growth, maximize ROI, or keep users engaged and loyal. characters, words, or sentences).

Cost-Benefit 293

Cost-Benefit Advertising ROI Machine Learning 293

CIO Business Intelligence

MARCH 10, 2023

As organizations emerge post-pandemic, many of the risks and uncertainties manifested during that period will persist, including the hybrid workforce, supply chain risk, and other cybersecurity challenges. It also enables a greater ROI on your current tools and technology, bringing them into play as part of the orchestration process.

Digital Transformation 143

Digital Transformation Cost-Benefit ROI Risk 143

IBM Big Data Hub

SEPTEMBER 11, 2023

Government executives face several uncertainties as they embark on their journeys of modernization. Each recommendation was grounded in the user research conducted and validated to render significant return on investment (ROI) to the business mission of AZDCS.

Data-driven 92

Data-driven IT Measurement Cost-Benefit 92

bridgei2i

JUNE 24, 2020

In this episode of AI to Impact, Jitendra Jethanandani, Director, Enterprise Tech at BRIDGEi2i, discusses how the current COVID-19 pandemic spreads waves of uncertainty across businesses and their customer base requiring a renewed focus required on customer engagement. COVID-19 and Changing Facets of Customer Engagement. JJ: Yes, Anushruti.

B2B 117

B2B Enterprise Sales Digital Transformation 117

datapine

MAY 31, 2022

In both cases, the return on investment (ROI) is healthy. To mitigate the various risks and uncertainties in transitioning to the cloud, IT must adapt its traditional IT control processes to include the cloud. As such, we expect to see an increase in adoption in the near future. Lack of resources/expertise.

Risk 237

Risk Cost-Benefit Business Intelligence Data-driven 237

O'Reilly on Data

FEBRUARY 11, 2020

The responses show a surfeit of concerns around data quality and some uncertainty about how best to address those concerns. To increase the focus on resolving data issues requires carefully scrutinizing the ROI of data conditioning efforts to focus on the most worthwhile, productive, and effective efforts.

Data Quality 304

Data Quality Metadata Data Governance Publishing 304

The Unofficial Google Data Science Blog

DECEMBER 4, 2019

This classification is based on the purpose, horizon, update frequency and uncertainty of the forecast. The ROI of human involvement When it comes to human involvement, the key difference is in the magnitude of costs associated with any one forecast cycle. This defines the ROI on the investment of human time.

Forecasting 113

Forecasting Data Science Statistics Uncertainty 113

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. While this can be challenging, I do believe that’s the way to guide them, as that makes them well-equipped to manage the uncertainties that come with this mantle. Digital Transformation

IT 98

IT Digital Transformation IoT Internet of Things 98

IBM Big Data Hub

MAY 10, 2023

There’s a great deal of uncertainty throughout the business world, but we believe IBM Think offers a moment for our collective industries to come together and discuss solutions. The potential to realize up to 470% ROI over three years is possible. Another client saw a 250% increase in transactions lending volume over three years.

Enterprise 91

Enterprise Uncertainty Digital Transformation ROI 91

Insight

FEBRUARY 19, 2020

Building Models to Predict Movie Profitability Here I use profitability as the metric of success for a film and define profitability as the return on investment (ROI). The ROI is simply the fraction of the budget that the movie makes back at the box office (i.e., ROI = Profit/Budget). 158% (median ROI of 82%)!

Risk 67

Risk ROI Modeling Metrics 67

Domino Data Lab

JUNE 23, 2019

And then you’ll do a lot of work to get it out and then there’ll be no ROI at the end. This really rewards companies with an experimental culture where they can take intelligent risks and they’re comfortable with those uncertainties. People want to just dip their toes in and do a small sample project.

Management 110

Management Machine Learning Experimentation Metrics 110

Smart Data Collective

FEBRUARY 14, 2023

The good news is that predictive analytics technology is making it easier for people to boost their ROI and tweak their portfolios to align with their investment goals. Investing is a venture that comes with a degree of uncertainty, but asset allocation can help you better understand how to take calculated risks.

Predictive Analytics 107

Predictive Analytics Management Analytics Risk 107