CIO Business Intelligence

NOVEMBER 19, 2024

However, as model training becomes more advanced and the need increases for ever more data to train, these problems will be magnified. As the next generation of AI training and fine-tuning workloads takes shape, limits to existing infrastructure will risk slowing innovation. What does the next generation of AI workloads need?

Management 116

Management Unstructured Data Deep Learning Metadata 116

O'Reilly on Data

MARCH 25, 2025

Two big things: They bring the messiness of the real world into your system through unstructured data. The coordination tax: LLM outputs are often evaluated by nontechnical stakeholders (legal, brand, support) not just for functionality, but for tone, appropriateness, and risk. What makes LLM applications so different?

Testing 174

Testing Data-driven Software Measurement 174

CIO Business Intelligence

JANUARY 24, 2024

At Vanguard, “data and analytics enable us to fulfill on our mission to provide investors with the best chance for investment success by enabling us to glean actionable insights to drive personalized client experiences, scale advice, optimize investment and business operations, and reduce risk,” Swann says.

Data Strategy 136

Data Strategy Strategy Unstructured Data Data Governance 136

IBM Big Data Hub

AUGUST 9, 2019

Introducing IBM StoredIQ Instascan for accelerated compliance and risk assessments. Read to learn more.

Unstructured Data 76

Unstructured Data Management Risk 76

IBM Big Data Hub

SEPTEMBER 6, 2019

The initial goal of sampling is to assess where the highest compliance risk areas are within your enterprise. Read blog to learn how IBM StoredIQ InstaScan accelerates this.

Unstructured Data 71

Unstructured Data Risk Enterprise 71

CIO Business Intelligence

DECEMBER 19, 2023

Improving search capabilities and addressing unstructured data processing challenges are key gaps for CIOs who want to deliver generative AI capabilities. But 99% also report technical challenges, listing integration (68%), data volume and cleansing (59%), and managing unstructured data (55% ) as the top three.

Digital Transformation 143

Digital Transformation Unstructured Data Machine Learning Risk Management 143

Cloudera

JANUARY 7, 2025

This transition streamlined data analytics workflows to accommodate significant growth in data volumes. By leveraging the Open Data Lakehouse’s ability to unify structured and unstructured data with built-in governance and security, the organization tripled its analyzed data volume within a year, boosting operational efficiency.

Cost-Benefit 82

Cost-Benefit Optimization Strategy Data-driven 82

Smart Data Collective

SEPTEMBER 16, 2022

Big Data in finance refers to huge arrays of structured and unstructured data that can be used by banks and financial institutions to predict consumer behavior and develop strategies. Fintech in particular is being heavily affected by big data. Among them are distinguished: Structured data. Unstructured data.

Finance 130

Finance Unstructured Data Cost-Benefit Big Data 130

CIO Business Intelligence

OCTOBER 9, 2024

However, this enthusiasm may be tempered by a host of challenges and risks stemming from scaling GenAI. As the technology subsists on data, customer trust and their confidential information are at stake—and enterprises cannot afford to overlook its pitfalls. This is where data solutions like Dell AI-Ready Data Platform come in handy.

Strategy 143

Strategy Modeling Management Data Lake 143

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

CIO Business Intelligence

SEPTEMBER 7, 2023

Organizations need novel storage capabilities to handle the massive, real-time, unstructured data required to build, train and use generative AI. The second challenge is managing new risks, which stem primarily from the threat of misinformation. more about this in my article about accelerating generative AI here ).

Unstructured Data 119

Unstructured Data Cost-Benefit Risk Data-driven 119

CIO Business Intelligence

DECEMBER 14, 2023

Risk management Manufacturing operations are inherently prone to risks and disruptions, such as cyber vulnerabilities, operational safety, and others. Generative AI can help mitigate these often serious risks. Learn more about unstructured data storage solutions and how they can enable AI technology.

Manufacturing 143

Manufacturing Cost-Benefit Unstructured Data Optimization 143

Smart Data Collective

FEBRUARY 3, 2021

As time goes by, the benefits of big data will be largely impactful as business activities continue to pose a huge environmental risk and many people begin investing dependent on the impact of these businesses. How Big Data Is Changing the Type Of Information Under Analysis of the Financial Markets.

Big Data 140

Big Data Marketing Data Analytics Analytics 140

CIO Business Intelligence

JANUARY 30, 2024

There is also the inherent risk of technology outages, data breaches, and a lack of human emotion and empathy when technology teaches students. Other risks, often unintentional, include plagiarism, bias, and misinformation. AI-capable data storage is a foundational element to moving forward and there is no shortcut.

Unstructured Data 114

Unstructured Data Data-driven Risk Technology 114

O'Reilly on Data

SEPTEMBER 19, 2023

While data scientists were no longer handling Hadoop-sized workloads, they were trying to build predictive models on a different kind of “large” dataset: so-called “unstructured data.” “Here’s our risk model. A single document may represent thousands of features.

Machine Learning 339

Machine Learning Testing Modeling Cost-Benefit 339

CIO Business Intelligence

SEPTEMBER 29, 2023

Financial organizations want to capture generative AI’s tremendous potential while mitigating its risks. Most predominantly, these organizations talk about the risks that are an intrinsic part of generative AI technology. At the top of that list are data privacy and security as well as output accuracy. Automation.

Finance 133

Finance Unstructured Data Risk Cost-Benefit 133

CIO Business Intelligence

NOVEMBER 21, 2022

In our most recent Rocket survey, 46% of IT professionals indicate that at least half of their content is “dark data”— meaning it’s processed but never used. A big reason for the proliferation of dark data is the amount of unstructured data within business operations.

Software 98

Software Management Unstructured Data Data Governance 98

AWS Big Data

FEBRUARY 29, 2024

Data governance is a critical building block across all these approaches, and we see two emerging areas of focus. First, many LLM use cases rely on enterprise knowledge that needs to be drawn from unstructured data such as documents, transcripts, and images, in addition to structured data from data warehouses.

Data Governance 122

Data Governance Unstructured Data Metadata Data Lake 122

CIO Business Intelligence

OCTOBER 16, 2024

Explaining further, Salesforce said that the Financial Services Cloud uses Data Cloud to combine an insurance brokerage’s structured and unstructured data, such as policy details, claims history, and real-time client interactions into one platform.

Insurance 119

Insurance Unstructured Data Finance Machine Learning 119

CIO Business Intelligence

MARCH 9, 2022

As a result, users can easily find what they need, and organizations avoid the operational and cost burdens of storing unneeded or duplicate data copies. Newer data lakes are highly scalable and can ingest structured and semi-structured data along with unstructured data like text, images, video, and audio.

Data Lake 119

Data Lake Unstructured Data Data Warehouse Big Data 119

CIO Business Intelligence

OCTOBER 2, 2024

This is especially important to companies whose bottom lines depend on having robust, real-time pictures of their customers and prospects – any organization dealing with risk assessment, fraud prevention and detection, or marketing. Will it provide the flexibility needed to work with that variety of data in any required or desired way?

Analytics 115

Analytics Unstructured Data Interactive Data Governance 115

Smart Data Collective

NOVEMBER 16, 2021

Text mining and text analysis are relatively recent additions to the data science world, but they already have an incredible impact on the corporate world. As businesses collect increasing amounts of often unstructured data, these techniques enable them to efficiently turn the information they store into relevant, actionable resources.

Analytics 133

Analytics Unstructured Data Data Collection Software 133

Smart Data Collective

SEPTEMBER 27, 2023

Big data and AI are remarkable technologies transforming the face of industries, setting a new benchmark in efficiency, accuracy, and productivity. However, like all technologies, they also come with their own set of challenges and risks. One such critical area pertains to Intellectual Property (IP) laws.

Big Data 126

Big Data Unstructured Data Predictive Analytics Risk 126

CIO Business Intelligence

OCTOBER 11, 2023

AI can help by proactively monitoring operations and flagging when an organization is at risk for non-compliance. AI models can also help evaluate risks, and generative AI can offer suggestions for mitigating those risks. Read about unstructured data storage solutions and find out how they can enable AI technology.

Unstructured Data 137

Unstructured Data Uncertainty Risk Data Processing 137

Smart Data Collective

APRIL 5, 2021

Big data has become the lifeblood of small and large businesses alike, and it is influencing every aspect of digital innovation, including web development. What is Big Data? Big data can be defined as the large volume of structured or unstructured data that requires processing and analytics beyond traditional methods.

Big Data 137

Big Data Data-driven IT Sales 137

CIO Business Intelligence

FEBRUARY 20, 2024

Data remains siloed in facilities, departments, and systems –and between IT and OT networks (according to a report by The Manufacturer , just 23% of businesses have achieved more than a basic level of IT and OT convergence). Denso uses AI to verify the structuring of unstructured data from across its organisation.

Data Architecture 98

Data Architecture Unstructured Data Manufacturing IT 98

Smart Data Collective

DECEMBER 21, 2020

Key benefits of AI include recognizing speech, identifying objects in an image, and analyzing natural or unstructured data forms. Insurers are already using AI to select rates for customers and measure the risk they may pose, but how will it directly be of use in claims processing? More accurate policy pricing.

Insurance 142

Insurance Cost-Benefit Big Data Unstructured Data 142

CIO Business Intelligence

JULY 23, 2023

More than 60% of corporate data is unstructured, according to AIIM , and a significant amount of this unstructured data is in the form of non-traditional “records,” like text and social media messages, audio files, video, and images.

Data Governance 98

Data Governance Unstructured Data Cost-Benefit Machine Learning 98

erwin

JANUARY 9, 2020

They also face increasing regulatory pressure because of global data regulations , such as the European Union’s General Data Protection Regulation (GDPR) and the new California Consumer Privacy Act (CCPA), that went into effect last week on Jan. Today’s data modeling is not your father’s data modeling software.

Data Governance 144

Data Governance Modeling Metadata Unstructured Data 144

Smart Data Collective

JULY 4, 2021

Researching, collecting data, and processing everything they find can be labor-intensive. Partnered with natural language processing (NLP), AI software can pull relevant information from sets of unstructured data. Risk Management.

Machine Learning 143

Machine Learning Management B2B Unstructured Data 143

CIO Business Intelligence

FEBRUARY 29, 2024

Using Microsoft Copilot, workers can also better avoid quality issues that in can cause safety issues and put lives at risk. Ask-an-expert tools can help through real-time insights on safety standards and potential defects, operators proactively identify and mitigate risks before a product gets to market. This can be a major challenge.

Manufacturing 115

Manufacturing Unstructured Data Cost-Benefit Risk 115

CIO Business Intelligence

JUNE 21, 2022

Governance should be designed with adaptability in mind to ensure IT remains in alignment with business objectives, continually providing value while effectively safeguarding the organization against potential risks, Bales says. Poor risk planning. Insufficient operational visibility.

IT 116

IT Risk Measurement Risk Management 116

CIO Business Intelligence

AUGUST 21, 2024

Add context to unstructured content With the help of IDP, modern ECM tools can extract contextual information from unstructured data and use it to generate new metadata and metadata fields. In this piece, we’ll look at five examples of benefits modern ECM systems can bring to companies across several vertical industries.

Insurance 116

Insurance Management Metadata Unstructured Data 116

Cloudera

DECEMBER 11, 2020

These include the use of more data sources to gain insights and how cloud technologies can assist with digital transformation goals to be more agile and achieve objectives more quickly. Data Variety. Insurance and finance are two industries that rely on measuring risk with historical data models.

Insurance 95

Insurance Digital Transformation Unstructured Data Machine Learning 95

bridgei2i

APRIL 23, 2020

The banking sector globally is definitely going to see impact, some more grave than the others and most of them are announcing short to mid term measure both from a customer and business risk mitigation standpoint. Europe is in worse shape than America, with banks in UK, Italy and Germany in the risk of being in red.

Risk 52

Risk Management Scorecard Forecasting 52

Smart Data Collective

NOVEMBER 25, 2019

Just as companies are becoming more aware of the value of data, so are hackers — and as a result, the frequency and cost of data breaches are beginning to skyrocket. In the future, companies that come to rely on these new data sources will also need to protect that data — or risk the consequences.

Business Intelligence 132

Business Intelligence Predictive Analytics Data Collection Internet of Things 132

CIO Business Intelligence

SEPTEMBER 12, 2024

Data can live on forever, and spend years being fed into genAI tools, so it’s vital to track where it becomes redundant or irrelevant, or risk poor quality results. It’s critical to take a unified approach that covers both structured and unstructured data. Basic errors However, there are pitfalls that can spoil success.

Unstructured Data 111

Unstructured Data Data Quality Enterprise Data Governance 111