CIO Business Intelligence

SEPTEMBER 12, 2024

Now that AI can unravel the secrets inside a charred, brittle, ancient scroll buried under lava over 2,000 years ago, imagine what it can reveal in your unstructured data–and how that can reshape your work, thoughts, and actions. Unstructured data has been integral to human society for over 50,000 years.

Unstructured Data 112

Unstructured Data Deep Learning Metadata Structured Data 112

CIO Business Intelligence

AUGUST 21, 2024

Intelligent document processing (IDP) is changing the dynamic of a longstanding enterprise content management problem: dealing with unstructured content. Gartner estimates unstructured content makes up 80% to 90% of all new data and is growing three times faster than structured data 1.

Insurance 122

Insurance Unstructured Data Structured Data Enterprise 122

CIO Business Intelligence

AUGUST 21, 2024

As explained in a previous post , with the advent of AI-based tools and intelligent document processing (IDP) systems, ECM tools can now go further by automating many processes that were once completely manual. That relieves users from having to fill out such fields themselves to classify documents, which they often don’t do well, if at all.

Insurance 116

Insurance Management Metadata Unstructured Data 116

CIO Business Intelligence

DECEMBER 13, 2023

When I think about unstructured data, I see my colleague Rob Gerbrandt (an information governance genius) walking into a customer’s conference room where tubes of core samples line three walls. While most of us would see dirt and rock, Rob sees unstructured data. have encouraged the creation of unstructured data.

Unstructured Data 98

Unstructured Data IoT Metadata Manufacturing 98

Cloudera

NOVEMBER 15, 2021

Approximately 30% of that data will be stored in internal data centres, 22% in cloud repositories, 20% in third party data centres, 19% will be at edge and remote locations, and the remaining 9% at other locations. So data is big and growing. Here we mostly focus on structured vs unstructured data.

Unstructured Data 90

Unstructured Data Recreation/Entertainment Structured Data Reporting 90

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 first property is something we saw with data and ML-powered software. It also meant three things: Software was now exposed to a potentially large amount of messy real-world data.

Testing 174

Testing Data-driven Software Measurement 174

Rocket-Powered Data Science

MAY 21, 2024

I believe that the time, place, and season for artificial intelligence (AI) data platforms have arrived. To see this, look no further than Pure Storage , whose core mission is to “ empower innovators by simplifying how people consume and interact with data.”

Cost-Benefit 239

Cost-Benefit Unstructured Data Enterprise Technology 239

AWS Big Data

FEBRUARY 26, 2025

Discover, prepare, and integrate all your data at any scale AWS Glue is a fully managed, serverless data integration service that simplifies data preparation and transformation across diverse data sources. as part of a larger research document and should be evaluated in the context of the entire document.

Data Integration 103

Data Integration Data Lake Data Warehouse Unstructured Data 103

CIO Business Intelligence

JANUARY 9, 2025

In many cases, this eliminates the need for specialized teams, extensive data labeling, and complex machine-learning pipelines. The extensive pre-trained knowledge of the LLMs enables them to effectively process and interpret even unstructured data. Lets look at some specific examples.

Software 128

Software Enterprise Key Performance Indicator Machine Learning 128

Analytics Vidhya

DECEMBER 1, 2023

Many tools and applications are being built around this concept, like vector stores, retrieval frameworks, and LLMs, making it convenient to work with custom documents, especially Semi-structured Data with Langchain. Introduction Retrieval Augmented Generation has been here for a while.

Structured Data 316

Structured Data Analytics Unstructured Data IT 316

David Menninger's Analyst Perspectives

APRIL 24, 2025

As was explained in ISGs State of Generative AI Market Report , AI requires data that is clean, well-organized and compliant with regulatory standards. It was evaluated in the 2024 ISG Buyers Guides for Data Platforms , Analytic Data Platforms and Operational Data Platforms , with Progress rated as a Provider of Merit in all three reports.

Unstructured Data 130

Unstructured Data Machine Learning Software Data Processing 130

O'Reilly on Data

NOVEMBER 18, 2019

Highlights from the interview include: The biggest hurdle businesses face when implementing machine learning or AI solutions is cleaning and preparing unstructured data that exists across silos. Open source data and transfer learning are also enabling businesses to more easily move models into production and to achieve an ROI.

ROI 167

ROI Unstructured Data Machine Learning Modeling 167

CIO Business Intelligence

AUGUST 21, 2024

A number of issues contribute to the problem, including a highly distributed workforce, siloed technology systems, the massive growth in data, and more. Importantly, such tools can extract relevant data even from unstructured data – including PDFs, email, and even images – and accurately classify it, making it easy to find and use.

Management 134

Management Enterprise Unstructured Data Deep Learning 134

Rocket-Powered Data Science

MARCH 20, 2023

Data collections are the ones and zeroes that encode the actionable insights (patterns, trends, relationships) that we seek to extract from our data through machine learning and data science. Instead, what we really need is for our business to run at the speed of data. Datasphere is not just for data managers.

Data Warehouse 325

Data Warehouse Metadata Digital Transformation Machine Learning 325

CIO Business Intelligence

MARCH 7, 2023

Vince Kellen understands the well-documented limitations of ChatGPT, DALL-E and other generative AI technologies — that answers may not be truthful, generated images may lack compositional integrity, and outputs may be biased — but he’s moving ahead anyway. You can then move on to editing very quickly, looking for errors and confabulations.”

Enterprise 116

Enterprise IT Unstructured Data Experimentation 116

Sisense

APRIL 26, 2020

We live in a world of data: there’s more of it than ever before, in a ceaselessly expanding array of forms and locations. Dealing with Data is your window into the ways Data Teams are tackling the challenges of this new world to help their companies and their customers thrive. Structured vs unstructured data.

Unstructured Data 52

Unstructured Data Data Warehouse Structured Data Data mining 52

CIO Business Intelligence

SEPTEMBER 12, 2024

Organizational data is diverse, massive in size, and exists in multiple formats (paper, images, audio, video, emails, and other types of unstructured data, as well as structured data) sprawled across locations and silos. Every AI journey begins with the right data foundation—arguably the most challenging step.

Unstructured Data 120

Unstructured Data Data Quality Structured Data Machine Learning 120

CIO Business Intelligence

JULY 16, 2024

Often the data resides in different databases, in diverse data centers, or in different clouds. Migrating the data into similar databases, and replicating data across multiple locations, provides the availability and speed required for AI applications. As much as 90% of an organization’s data is unstructured.

Unstructured Data 106

Unstructured Data Structured Data Machine Learning Enterprise 106

CIO Business Intelligence

FEBRUARY 23, 2024

The digital reinvention of American Honda Motor Co. may not seem as dramatic as its transformation to fully electric vehicles, but it provides the company’s 30,000-plus employees the engine necessary to help fuel the automaker’s ingenuity. The Torrance, Calif.-based

IT 122

IT Manufacturing Unstructured Data Strategy 122

AWS Big Data

MAY 28, 2024

Large language models (LLMs) such as Anthropic Claude and Amazon Titan have the potential to drive automation across various business processes by processing both structured and unstructured data. This would allow analysts to process the documents to develop investment recommendations faster and more efficiently.

Unstructured Data 118

Unstructured Data Data Warehouse Structured Data Testing 118

CIO Business Intelligence

OCTOBER 8, 2024

That’s partly because of an underlying structural tension between the traditional data science mission of turning “data into insights” versus the on-the-ground game of turning “context into action.” And some of the biggest challenges to making the most of it are well-suited to the skills and mindset of data scientists.

Unstructured Data 118

Unstructured Data Data Science Uncertainty Sales 118

Smart Data Collective

MAY 1, 2022

This problem will not stop as more documents and other types of information are collected and stored. This will eventually lead you to situations where you know that valuable data is inside these documents, but you cannot extract them. . If data had to be sorted manually, it would easily take months or even years to do it.

Unstructured Data 132

Unstructured Data Cost-Benefit Machine Learning Marketing 132

Cloudera

JUNE 11, 2024

By leveraging an organization’s proprietary data, GenAI models can produce highly relevant and customized outputs that align with the business’s specific needs and objectives. Structured data is highly organized and formatted in a way that makes it easily searchable in databases and data warehouses.

Enterprise 93

Enterprise Unstructured Data Contextual Data Data-driven 93

AWS Big Data

SEPTEMBER 12, 2024

In this blog post, we will highlight how ZS Associates used multiple AWS services to build a highly scalable, highly performant, clinical document search platform. We use leading-edge analytics, data, and science to help clients make intelligent decisions. Evidence generation is rife with knowledge management challenges.

Unstructured Data 110

Unstructured Data Metadata Machine Learning Consulting 110

CIO Business Intelligence

APRIL 8, 2025

Data quality is no longer a back-office concern. As a leader, your commitment to data quality sets the tone for the entire organization, inspiring others to prioritize this crucial aspect of digital transformation. However, even the most sophisticated models and platforms can be undone by a single point of failure: poor data quality.

Data Quality 102

Data Quality Data-driven Key Performance Indicator Metadata 102

O'Reilly on Data

SEPTEMBER 19, 2023

” They weren’t quite sure what this “data” substance was, but they’d convinced themselves that they had tons of it that they could monetize. In short order, it was tough to get a data job if you didn’t have some Hadoop behind your name. Cloud computing? And Hadoop rolled in. Until it wasn’t.

Machine Learning 339

Machine Learning Testing Modeling Cost-Benefit 339

CIO Business Intelligence

MAY 8, 2024

The.NET application brings it all together and does the final computation to present that data in an easy-to-digest manner as well as provide a printout to our end customers,” Kumar says. And with just six underwriters on staff, Expion could respond to only about 200 RFPs per year, limiting the company’s ability to bring in new business.

Insurance 111

Insurance IT Cost-Benefit Unstructured Data 111

Smart Data Collective

SEPTEMBER 26, 2021

Data mining and knowledge go hand in hand, providing insightful information to create applications that can make predictions, identify patterns, and, last but not least, facilitate decision-making. Working with massive structured and unstructured data sets can turn out to be complicated. A document is susceptible to change.

Metadata 130

Metadata Visualization Unstructured Data Data mining 130

CIO Business Intelligence

DECEMBER 19, 2023

As every CIO can attest, the aggregate demand for IT and data capabilities is straining their IT leadership teams. Create these six generative AI workstreams CIOs should document their AI strategy for delivering short-term productivity improvements while planning visionary impacts. Luckily, many are expanding budgets to do so. “94%

Digital Transformation 143

Digital Transformation Unstructured Data Machine Learning Risk Management 143

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 123

Data Governance Unstructured Data Metadata Data Lake 123

CIO Business Intelligence

SEPTEMBER 12, 2024

The first and most important step is to take a strategic approach, which means identifying the data being collected and stored while understanding how it ties into existing operations. This needs to work across both structured and unstructured data, including data held in physical documents.

ROI 111

ROI Cost-Benefit Unstructured Data Metadata 111

CIO Business Intelligence

FEBRUARY 6, 2024

The remaining 80% is unstructured: emails, documents, presentations, spreadsheets, voicemails, and so on. Moreover, to better handle unstructured data, application vendors bifurcated their wares, with one group focused on unstructured data in its purest form, leaving the other group to manage documents.

Unstructured Data 98

Unstructured Data Advertising Metadata Software 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. AI has the potential to be a major gamechanger in insurance because the industry has to process vast amounts of data, which it is adept at managing. Capturing data from documents.

Insurance 142

Insurance Cost-Benefit Big Data Unstructured Data 142

CIO Business Intelligence

SEPTEMBER 19, 2024

Data intelligence platform vendor Alation has partnered with Salesforce to deliver trusted, governed data across the enterprise. It will do this, it said, with bidirectional integration between its platform and Salesforce’s to seamlessly delivers data governance and end-to-end lineage within Salesforce Data Cloud.

Data Governance 123

Data Governance Metadata Unstructured Data Structured Data 123

CIO Business Intelligence

AUGUST 11, 2023

How natural language processing works NLP leverages machine learning (ML) algorithms trained on unstructured data, typically text, to analyze how elements of human language are structured together to impart meaning. NLP applications Machine translation is a powerful NLP application, but search is the most used.

Unstructured Data 142

Unstructured Data Machine Learning Data Science Data mining 142

CIO Business Intelligence

SEPTEMBER 12, 2024

The problem is that many businesses are unclear about how they should prepare their data. They’re concerned it will be onerous, particularly for organizations without in-house data or AI expertise. Step one, then, is to create a comprehensive inventory, cataloging all your data, where it’s located, and how it’s formatted.

Unstructured Data 111

Unstructured Data Data Quality Enterprise Data Governance 111

datapine

NOVEMBER 19, 2019

It also includes the skill to generate and share reports and data without the help of data scientists or any staff from the IT department. It also includes the skill to generate and share reports and data without the help of data scientists or any staff from the IT department. EXPERT OPINION].

Business Intelligence 146

Business Intelligence Knowledge Discovery Dashboards Unstructured Data 146