CIO Business Intelligence

JANUARY 21, 2025

The World Economic Forum shares some risks with AI agents , including improving transparency, establishing ethical guidelines, prioritizing data governance, improving security, and increasing education. CIOs were given significant budgets to improve productivity, cost savings, and competitive advantages with gen AI.

Cost-Benefit 142

Cost-Benefit Data-driven Strategy Marketing 142

O'Reilly on Data

DECEMBER 19, 2018

Humans no longer implement code that solves business problems; instead, they define desired behaviors and train algorithms to solve their problems. As he writes, “a neural network is a better piece of code than anything you or I can come up with in a large fraction of valuable verticals.” Developers of Software 1.0

Machine Learning 279

Machine Learning Software Metadata Testing 279

O'Reilly on Data

DECEMBER 10, 2019

AutoML Vision allows you to build models without having to code; we’re also seeing code-free model building from startups like MLJAR and Lobe , and tools focused on computer vision, such as Platform.ai In that article, we talked about Andrej Karpathy’s concept of Software 2.0. Instead, we can program by example. and Matroid.

Software 337

Software Machine Learning Risk Data-driven 337

O'Reilly on Data

JANUARY 28, 2019

Consent is the first step toward the ethical use of data, but it's not the last. Informed consent is part of the bedrock of data ethics. It's rightfully part of every code of data ethics I've seen. DJ Patil, Hilary Mason, and I have written about it , as have many others. But what about the insurance companies?

Insurance 242

Insurance Metadata Data Collection Marketing 242

O'Reilly on Data

MARCH 31, 2020

Instead of writing code with hard-coded algorithms and rules that always behave in a predictable manner, ML engineers collect a large number of examples of input and output pairs and use them as training data for their models. A lot to learn, but worthwhile to access the unique and special value AI can create in the product space.

Management 363

Management Machine Learning Experimentation Metrics 363

CIO Business Intelligence

NOVEMBER 6, 2024

Whether summarizing notes or helping with coding, people in disparate organizations use gen AI to reduce the bind associated with repetitive tasks, and increase the time for value-acting activities. Many factors, including governance, security, ethics, and funding, are important, and it’s hard to establish ground rules.

Forecasting 133

Forecasting Risk Technology Strategy 133

CIO Business Intelligence

DECEMBER 30, 2024

That means companies can use it on tough code problems, or large-scale project planning where risks have to be compared against each other. Weve also seen the emergence of agentic AI, multi-modal AI, reasoning AI, and open-source AI projects that rival those of the biggest commercial vendors.

Software 141

Software ROI Modeling Interactive 141

O'Reilly on Data

JULY 18, 2023

We wanted to know: How are computing instructors planning to adapt their courses as more and more students start using AI coding assistance tools such as ChatGPT and GitHub Copilot? One day, a colleague tells you about an AI tool called ChatGPT.

Snapshot 189

Snapshot Strategy Modeling IT 189

O'Reilly on Data

DECEMBER 12, 2019

Model debugging attempts to test ML models like code (because they are usually code) and to probe sophisticated ML response functions and decision boundaries to detect and correct accuracy, fairness, security, and other problems in ML systems. [6] Not least is the broadening realization that ML models can fail. What is model debugging?

Machine Learning 276

Machine Learning Modeling Testing Risk Management 276

CIO Business Intelligence

MARCH 4, 2025

With AI agents poised to take over significant portions of enterprise workflows, IT leaders will be faced with an increasingly complex challenge: managing them. Analysts say the big three hyperscalers and cloud management vendors are aware of the gap and are working on it.

Management 119

Management IT Cost-Benefit Enterprise 119

Rocket-Powered Data Science

MARCH 19, 2021

How to make smarter data-driven decisions at scale : [link]. The determination of winners and losers in the data analytics space is a much more dynamic proposition than it ever has been. One CIO said it this way , “If CIOs invested in machine learning three years ago, they would have wasted their money. trillion by 2030. trillion by 2030.

Internet of Things 259

Internet of Things Analytics IoT Prescriptive Analytics 259

CIO Business Intelligence

OCTOBER 31, 2023

This year’s spotlight on generative AI has been one of several factors increasingly placing corporate ethics in the crosshairs. Important today, ethics will soon become foundational and existential for business. Ethics are — note the use of the plural here — among those disciplines that are much discussed but poorly understood.

IT 132

IT Digital Transformation Forecasting Publishing 132

O'Reilly on Data

MAY 9, 2023

It’s hard to ignore the discussion around the Open Letter arguing for a pause in the development of advanced AI systems. Are they dangerous? Will they destroy humanity? Will they condemn all but a few of us to boring, impoverished lives? It’s easier to ignore the voices arguing for the responsible use of AI.

Modeling 297

Modeling Reporting Data Governance Software 297

CIO Business Intelligence

DECEMBER 18, 2024

Its a CIOs job to prioritize data privacy and ethical use, and ensure innovation doesnt outpace safeguards, he says. These risks primarily stem from vulnerable code and outages originating from third-party dependencies. In todays uncertain climate, all businesses, regardless of size, are prone to disruption.

Risk 106

Risk Risk Management Cost-Benefit Measurement 106

CIO Business Intelligence

DECEMBER 11, 2023

As AI pilots move toward production, discussions about the need for ethical AI are growing, along with terms like “fairness,” “privacy,” “transparency,” “accountability,” and the big one —”bias.” The real ethical concern lies in how companies safeguard against misinformation.

Modeling 131

Modeling Risk Strategy Software 131

CIO Business Intelligence

OCTOBER 13, 2023

The arrival of powerful technology like AI, particularly GenAI, comes with great responsibility and the need for highest ethical standards. Customers need to trust in a vendor’s ability to build, deploy, and use AI in a responsible and ethical way. However, we at SAP are not entering this race as newcomers.

Contextual Data 139

Contextual Data Optimization Sales Publishing 139

CIO Business Intelligence

OCTOBER 16, 2023

It thrust into the spotlight the potential of generative AI to revolutionize customer interactions, generate images from text input , and even automate software coding. It thrust into the spotlight the potential of generative AI to revolutionize customer interactions, generate images from text input , and even automate software coding.

Data-driven 143

Data-driven Software Interactive Technology 143

CIO Business Intelligence

SEPTEMBER 12, 2024

If not properly trained, these models can replicate code that may violate licensing terms. If the code isn’t appropriately tested and validated, the software in which it’s embedded may be unstable or error-prone, presenting long-term maintenance issues and costs. The accolades are short-lived.

Experimentation 112

Experimentation Risk Cost-Benefit Strategy 112

O'Reilly on Data

NOVEMBER 28, 2023

Generative AI has been the biggest technology story of 2023. Almost everybody’s played with ChatGPT, Stable Diffusion, GitHub Copilot, or Midjourney. A few have even tried out Bard or Claude, or run LLaMA 1 on their laptop. What’s the reality? We wanted to find out what people are actually doing, so in September we surveyed O’Reilly’s users.

Enterprise 339

Enterprise Modeling Testing Reporting 339

CIO Business Intelligence

OCTOBER 1, 2024

These working groups are tasked with drafting the EU AI Act’s “code of practice,” which is expected to be introduced in 2024. The code will outline exactly how companies can comply with the broad set of regulations. As the EU delves deeper into developing the code of conduct, worries about overregulation are likely to grow.

Risk 136

Risk Risk Management Interactive Enterprise 136

CIO Business Intelligence

SEPTEMBER 3, 2024

This can be an ethical dilemma because on one hand the organization simply wants to get back online, back to business as soon as possible by paying the ransom, and on the other hand paying anonymous criminals with a minimal chance of protecting your data seems like an unnecessary capitulation. Cyberattacks challenge all organizations.

Consulting 128

Consulting Cost-Benefit Marketing Management 128

CIO Business Intelligence

MAY 24, 2024

GRC certifications validate the skills, knowledge, and abilities IT professionals have to manage governance, risk, and compliance (GRC) in the enterprise. With companies increasingly operating on a global scale, it can require entire teams to stay on top of all the regulations and compliance standards arising today. Is GRC certification worth it?

Risk 120

Risk Risk Management Management Enterprise 120

CIO Business Intelligence

SEPTEMBER 17, 2024

Delivery leader for extendable platforms Should every devops team build their own CI/CD pipelines, configure their own infrastructure as code, and have a uniquely configured developer stack? The sponsor’s primary responsibility is to secure funding and justify the business value of the investment.

Enterprise 145

Enterprise Digital Transformation Cost-Benefit Risk 145

CIO Business Intelligence

JANUARY 19, 2024

Often, compliance frameworks delineate the legal and ethical boundaries governing organizations’ management of this sensitive data. These regulations serve the dual purpose of protecting individuals’ privacy and security while establishing ethical standards for responsible data handling.

IT 120

IT Insurance Data Governance Measurement 120

CIO Business Intelligence

SEPTEMBER 26, 2024

In her address to members of the Society of Corporate Compliance and Ethics (SCCE), Argentieri focused on the ECCP update , and said it “includes an evaluation of how companies are assessing and managing risk related to the use of new technology such as artificial intelligence, both in their business and in their compliance programs.”

Risk 120

Risk Technology Management Risk Management 120

O'Reilly on Data

JULY 28, 2020

PULSE could be used for applications like upsampling video for 8K ultra high-definition, but I’m less interested in the algorithm and its applications than in the discussion about ethics that it provoked. A recent article in The Verge discussed PULSE , an algorithm for “upsampling” digital images. It’s an issue of harms and of power.

Testing 160

Testing Statistics Recreation/Entertainment Software 160

CIO Business Intelligence

MARCH 6, 2023

Generative AI has become a top priority among businesses even though IT leaders are expressing concerns about potential ethical issues posed by the technology, according to a new Salesforce survey. Various forms of AI have been used by businesses for decades. Generative AI is the latest major development in the field.

Reporting 106

Reporting IT Risk Technology 106

CIO Business Intelligence

JUNE 22, 2023

It’s also sparked conversations around ethics, compliance, and governance issues, with many companies taking a cautious approach to adopting AI technologies and IT leaders debating the best path forward. AI is quickly becoming an essential part of daily work.

IT 106

IT Machine Learning Deep Learning Technology 106

BA Learnings

JANUARY 3, 2018

Be ethical: No one likes being proven wrong, especially when the cost of being wrong is high. When we come across contrary evidence, our default behaviour is to ignore it, diminish it or in some cases, conclude that it’s wrong prematurely without exploring its merits. This behaviour is due to a cognitive bias known as confirmation bias.

Cost-Benefit 167

Cost-Benefit Software Testing Interactive 167

CIO Business Intelligence

OCTOBER 11, 2023

As for software development, where gen AI is expected to have an impact via prompt engineering, among other uses, 21% are using it in conjunction with code development and 41% expect to within a year. Top of those AI priorities for now is generative AI, with 56% of respondents eager to learn more about it.

IT 132

IT Software Testing Manufacturing 132

CIO Business Intelligence

OCTOBER 1, 2024

Source code analysis tools Static application security testing (SAST) is one of the most widely used cybersecurity tools worldwide. This is primarily due to factors such as: Lack of real-life data The source code of most organizations is proprietary, and the tool itself is not allowed to collect any insights from it.

Testing 129

Testing Modeling Software IoT 129

CIO Business Intelligence

JULY 19, 2022

With the authentic leadership model, the focus is on people, values, and ethics first, with productivity and profits subsequently promoted by fostering an inclusive and welcoming environment where everyone feels heard. But ultimately, authentic leadership can be viewed as the opposite of traditional leadership in many ways.

Modeling 130

Modeling Publishing Management IT 130

CIO Business Intelligence

SEPTEMBER 6, 2023

It helps increase developer productivity and efficiency by helping developers shortcut building code. Solutions, like the ChatGPT chatbot, along with tools such as Github Co-Pilot, can help developers focus on generating value instead of writing boilerplate code.

Software 120

Software Risk Experimentation Data Lake 120

DataRobot

OCTOBER 7, 2021

For AI, this example seems like a good option for business, but by applying empathy, it is possible to see that this is not the most ethical option. 1 Finding the most ethical option is the key to understanding this concept of Empathetic AI. 1 Finding the most ethical option is the key to understanding this concept of Empathetic AI.

Dashboards 98

Dashboards Interactive Modeling Software 98

CIO Business Intelligence

OCTOBER 24, 2023

Understanding GenAI and security GenAI refers to the next evolution of AI technologies: ones that learn from massive amounts of data how to generate new code, text, and images from conversational interfaces. This raises legal and ethical implications. It also raises ethical questions about the right to privacy in the digital age.

Risk 126

Risk Recreation/Entertainment Data Collection Data Processing 126

CIO Business Intelligence

APRIL 29, 2022

where applications have been based on hard-coded rules has begun and the ‘Software 2.0’ As someone who is passionate about the transformative power of technology, it is fascinating to see intelligent computing – in all its various guises – bridge the schism between fantasy and reality. The excitement is palpable. era is upon us.

Data Governance 145

Data Governance IT Data Lake Risk 145

CIO Business Intelligence

SEPTEMBER 26, 2023

Code change management processes One rule that can occasionally be broken without outside repercussions is sending new code or a new capability into production without first following a required change management process, Chowning says. Both options represent some level of financial, regulatory, or performance risk.”

IT 141

IT Risk Cost-Benefit Consulting 141