O'Reilly on Data

MARCH 31, 2020

Machine learning adds uncertainty. This has serious implications for software testing, versioning, deployment, and other core development processes. Underneath this uncertainty lies further uncertainty in the development process itself. Models within AI products change the same world they try to predict.

Management 363

Management Machine Learning Experimentation Metrics 363

CIO Business Intelligence

AUGUST 15, 2024

The next generation of M&A strategy brings emerging digital capabilities to the forefront in support of both opportunities and risk mitigation. Use valuation and diligence activities to establish governance and capture all risk elements even if they appear to be mitigated.

Uncertainty 111

Uncertainty Risk Strategy Cost-Benefit 111

CIO Business Intelligence

FEBRUARY 20, 2025

This is due, on the one hand, to the uncertainty associated with handling confidential, sensitive data and, on the other hand, to a number of structural problems. If a database already exists, the available data must be tested and corrected. Aspects such as employee satisfaction and talent development are often neglected.

Big Data 84

Big Data Measurement Visualization Reporting 84

DataKitchen

SEPTEMBER 21, 2023

The uncertainty of not knowing where data issues will crop up next and the tiresome game of ‘who’s to blame’ when pinpointing the failure. In the context of Data in Place, validating data quality automatically with Business Domain Tests is imperative for ensuring the trustworthiness of your data assets.

Testing 169

Testing Data Quality Predictive Modeling Metrics 169

CIO Business Intelligence

JUNE 22, 2022

Unfortunately, many organizations find themselves susceptible to the tactics used by consultants to manage their risk and optimize a commercial arrangement to their benefit. For example, the consultant will seek to test the strength of their relationship with executive leadership against the strength of the program leadership team.

Consulting 128

Consulting Uncertainty Cost-Benefit Risk 128

CIO Business Intelligence

AUGUST 1, 2024

The implementation must not become a stalemate for companies: Long legal uncertainty , unclear responsibilities and complex bureaucratic processes in the implementation of the AI Act would hinder European AI innovation. From 2027, the requirements for AI in products subject to third-party testing will come into force.

Risk 119

Risk Uncertainty Testing Digital Transformation 119

CIO Business Intelligence

JANUARY 11, 2024

CIOs are under increasing pressure to deliver AI across their enterprises – a new reality that, despite the hype, requires pragmatic approaches to testing, deploying, and managing the technologies responsibly to help their organizations work faster and smarter. The top brass is paying close attention.

Enterprise 128

Enterprise Uncertainty Reporting Risk Management 128

CIO Business Intelligence

JUNE 19, 2024

Everyone remembers the guesswork and uncertainty of the pandemic. Underpinning all this is data, the element that fuels AI but also threatens it if security and privacy of patient records are put at risk in any way. Meanwhile, the huge bureaucracy associated with patient care and medical records will be automated by machines.

Uncertainty 145

Uncertainty Insurance Cost-Benefit Data-driven 145

CIO Business Intelligence

SEPTEMBER 22, 2022

Two years on since the start of the pandemic, stress levels of tech and security executives are still elevated as global skills shortages, budget limitations and an ever faster and expanding security threat landscape test resilience. “In I realised this when I failed one of our internal phishing simulation tests,” she says. “I

Management 124

Management Uncertainty Testing Data Processing 124

CIO Business Intelligence

JUNE 8, 2022

Digital disruption, global pandemic, geopolitical crises, economic uncertainty — volatility has thrown into question time-honored beliefs about how best to lead IT. If people need to go through multiple layers of approvals, they run the risk of building a very inefficient system. Tumultuous times redefine what constitutes success.

IT 133

IT Cost-Benefit Uncertainty Digital Transformation 133

CIO Business Intelligence

SEPTEMBER 6, 2023

While the potential of Generative AI in software development is exciting, there are still risks and guardrails that need to be considered. Risks of AI in software development Despite Generative AI’s ability to make developers more efficient, it is not error free. To learn more, visit us here. Artificial Intelligence, Machine Learning

Software 119

Software Risk Experimentation Uncertainty 119

CIO Business Intelligence

FEBRUARY 12, 2024

As genAI caught fire in 2023, many organizations rushed to test and learn from the technology and harness it to grow productivity and improve processes. 4 Additionally, while 63% have guardrails in place to use AI safely, these organizations worry about its role in misinformation, ethical bias and job loss among other risks, Wavestone found.

IT 137

IT Consulting Cost-Benefit Uncertainty 137

Smart Data Collective

SEPTEMBER 7, 2021

Data-based insights can help make the right decisions, keep up with market trends and navigate the uncertainty. Retailers can conduct A/B testing to find out which prices work the best. Thus, Starbuck defines areas that potentially will be successful and mitigate risks of opening in unprofitable ones. Setting the optimal prices.

Big Data 145

Big Data Technology Predictive Analytics Cost-Benefit 145

CIO Business Intelligence

AUGUST 26, 2024

In today’s IT landscape, organizations are confronted with the daunting task of managing complex and isolated multicloud infrastructures while being mindful of budget constraints and the need for rapid deployment—all against a backdrop of economic uncertainty and skills shortages.

Management 111

Management Uncertainty Data-driven Software 111

Cloudera

DECEMBER 3, 2021

Surely there are ways to comb through the data to minimise the risks from spiralling out of control. Systems should be designed with bias, causality and uncertainty in mind. Uncertainty is a measure of our confidence in the predictions made by a system. We need to get to the root of the problem. System Design.

Uncertainty 102

Uncertainty Measurement Metrics Risk 102

CIO Business Intelligence

SEPTEMBER 19, 2023

How can enterprises attain these in the face of uncertainty? Rogers: This is one of two fundamental challenges of corporate innovation — managing innovation under high uncertainty and managing innovation far from the core — that I have studied in my work advising companies and try to tackle in my new book The Digital Transformation Roadmap.

Digital Transformation 130

Digital Transformation Uncertainty Testing Enterprise 130

The Unofficial Google Data Science Blog

DECEMBER 4, 2019

This classification is based on the purpose, horizon, update frequency and uncertainty of the forecast. A single model may also not shed light on the uncertainty range we actually face. For example, we may prefer one model to generate a range, but use a second scenario-based model to “stress test” the range.

Forecasting 115

Forecasting Data Science Statistics Uncertainty 115

Jet Global

MAY 19, 2020

However, even amid all the uncertainty of the pandemic, change is not a novel concept for successful businesses. Industry-leading CFOs shared their ideas on April 16, 2020, during insightsoftware’s webinar, How to Navigate Your Business Through This Uncertainty. Throughout history, companies have had to transform to thrive.

Uncertainty 98

Uncertainty Risk Management Reporting 98

CIO Business Intelligence

OCTOBER 8, 2024

There’s a constant risk of data science projects failing by (for example) arriving at an insight that managers already figured out by hook or by crook—or correctly finding an insight that isn’t a business priority. But this makes the process much slower by comparison.

Unstructured Data 117

Unstructured Data Data Science Uncertainty Sales 117

Jedox

SEPTEMBER 3, 2020

The new normal introduced new risks from employee health and safety, supply chain stress and government mandates – all with working capital implications. The unprecedented uncertainty forced companies to make critical decisions within compressed time frames. This placed an acute spotlight on planning agility. Conclusion.

Uncertainty 81

Uncertainty Forecasting Digital Transformation Risk 81

Domino Data Lab

MAY 15, 2019

He also recommends that PMs refrain from “endless UI changes” on ML projects before the product is put before users because “seemingly small UI changes may result in significant back end ML engineering work” that may put the overall project at risk. Addressing the Uncertainty that ML Adds to Product Roadmaps.

Machine Learning 111

Machine Learning Management Experimentation Uncertainty 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 That, in turn, led to a slew of manual processes to make descriptive analysis of the test results. The team leaned on data scientists and bio scientists for expert support.

Digital Transformation 105

Digital Transformation Cost-Benefit Informatics Data mining 105

CIO Business Intelligence

MARCH 23, 2022

An indispensable leader is forward-looking, eager to evaluate technologies that can be deployed today, innovations that may be ready in a few years, and systems that should be piloted and tested. By helping to navigate people through times of uncertainty, leaders must put relentless optimism into practice.”.

IT 133

IT Optimization Uncertainty Testing 133

Mark Raskino

AUGUST 30, 2017

He was talking about something we call the ‘compound uncertainty’ that must be navigated when we want to test and introduce a real breakthrough digital business idea. You can connect social groups, economic groups and communities, which would be extraordinarily cumbersome and time-consuming in bigger societies”.

Testing 53

Testing Experimentation Uncertainty Risk 53

CIO Business Intelligence

JANUARY 11, 2023

New products and ideas are tested every day, just as new opportunities are ignored. Fear of uncertainty: Business leaders need a certain amount of tolerance toward unpredictability (as evidenced by the recent global health crisis). Innovation is crucial to the continuing success of any business, especially well-established enterprises.

Enterprise 105

Enterprise Uncertainty Consulting Sales 105

CIO Business Intelligence

JULY 17, 2023

Imagine production steps, test results, and assembly component records documented with lots and lots of paper. It produces and distributes documentation digitally, eliminating legal risks connected to archiving paper-based records. Both were managed through a paper-based process. Reams of it, in fact.

Manufacturing 98

Manufacturing Snapshot Uncertainty Digital Transformation 98

Smart Data Collective

SEPTEMBER 30, 2022

In the absence of regulation, many blockchain pilot projects were at risk of ending up absolutely impractical. To better understand market readiness and realize how blockchain works in the real world, the IAB Tech Lab started a blockchain pilot program that will deliver real-world algorithm for testing blockchain-based services and products.

Advertising 145

Advertising Marketing Technology Uncertainty 145

CIO Business Intelligence

OCTOBER 18, 2023

If anything, 2023 has proved to be a year of reckoning for businesses, and IT leaders in particular, as they attempt to come to grips with the disruptive potential of this technology — just as debates over the best path forward for AI have accelerated and regulatory uncertainty has cast a longer shadow over its outlook in the wake of these events.

Risk 141

Risk Manufacturing Enterprise Technology 141

Cloudera

DECEMBER 11, 2020

Insurance and finance are two industries that rely on measuring risk with historical data models. To facilitate risk modeling in this new normal, agility and flexibility is required. Data Variety. This will only become more important as we move into 2021 and a post-pandemic new normal.

Insurance 95

Insurance Digital Transformation Unstructured Data Machine Learning 95

IBM Big Data Hub

SEPTEMBER 28, 2023

This process is designed to help mitigate risks so that model outputs can be deployed responsibly with the assistance of watsonx.data and watsonx.governance (coming soon). Building transparency into IBM-developed AI models To date, many available AI models lack information about data provenance, testing and safety or performance parameters.

Testing 87

Testing Finance Enterprise Modeling 87

CIO Business Intelligence

MAY 24, 2024

Developers can use Azure AI Studio to explore the latest AI tools, orchestrate multiple interoperating APIs and models, ground models on their protected data, test and evaluate their AI innovations for performance and safety, and deploy at scale and with continuous monitoring in production,” Jyoti added.

Uncertainty 111

Uncertainty Enterprise Modeling Software 111

Smart Data Collective

APRIL 30, 2020

At this stage there is an insufficient amount of data concerning the health risks, so we must all take the same precautions for our own safety and for the safety of others around us. To minimise the risks that every organisation is vulnerable to, decision makers should seek expert assistance as an essential precaution.

Measurement 91

Measurement Uncertainty Risk Testing 91

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.

Strategy 98

Strategy Risk Enterprise Risk Management 98

Jet Global

NOVEMBER 4, 2020

Although the OECD guidelines are aimed at making it harder for multinational corporations to manipulate their finances through these practices, they also offer a blueprint for how to manage intangible transfer pricing without increasing your risk of regulatory scrutiny.

Risk 98

Risk Uncertainty Sales Strategy 98

DataKitchen

OCTOBER 2, 2023

Data Journeys track and monitor all levels of the data stack, from data to tools to code to tests across all critical dimensions. A Data Journey supplies real-time statuses and alerts on start times, processing durations, test results, and infrastructure events, among other metrics. .’ What’s a Data Journey?

Data Quality 100

Data Quality Testing Uncertainty Data Enablement 100

Domino Data Lab

FEBRUARY 20, 2019

“The last company I worked for was a very interesting story as well, because I joined the company that had a very good established culture of software development…with tests, with CI/CD, experienced engineers, experienced engineering management, and product management. But not much experience in building data products.

Data Science 76

Data Science Testing Software Uncertainty 76

DataRobot

JULY 16, 2021

Testing your model to assess its reproducibility, stability, and robustness forms an essential part of its overall evaluation. Recognizing and admitting uncertainty is a major step in establishing trust. All of these variables play a role in determining the prioritization of speed and accuracy. Operations.

Machine Learning 98

Machine Learning Uncertainty Modeling Measurement 98