CIO Business Intelligence

JANUARY 9, 2025

This allows companies to benefit from powerful models without having to worry about the underlying infrastructure. However, this comes at the cost of some of the advantages offered by the leading frontier models. The model retains some context as it moves through the entire document.

Software 128

Software Enterprise Key Performance Indicator Machine Learning 128

erwin

JUNE 26, 2020

Organizations with particularly deep data stores might need a data catalog with advanced capabilities, such as automated metadata harvesting to speed up the data preparation process. Three Types of Metadata in a Data Catalog. The metadata provides information about the asset that makes it easier to locate, understand and evaluate.

Metadata 132

Metadata Cost-Benefit Measurement Data-driven 132

erwin

SEPTEMBER 17, 2020

It’s paramount that organizations understand the benefits of automating end-to-end data lineage. Here are six benefits of automating end-to-end data lineage: Reduced Errors and Operational Costs. Business terms and data policies should be implemented through standardized and documented business rules.

Cost-Benefit 143

Cost-Benefit Data Governance Metadata Reporting 143

datapine

SEPTEMBER 29, 2022

Paired to this, it can also: Improved decision-making process: From customer relationship management, to supply chain management , to enterprise resource planning, the benefits of effective DQM can have a ripple impact on an organization’s performance. These processes could include reports, campaigns, or financial documentation.

Data Quality 241

Data Quality Metrics Data-driven Management 241

erwin

JANUARY 30, 2020

However, more than 50 percent say they have deployed metadata management, data analytics, and data quality solutions. erwin Named a Leader in Gartner 2019 Metadata Management Magic Quadrant. Top Five: Benefits of An Automation Framework for Data Governance. The Benefits of Data Governance Automation.

Data Governance 145

Data Governance Metadata Cost-Benefit Digital Transformation 145

Rocket-Powered Data Science

FEBRUARY 15, 2023

3) How do we get started, when, who will be involved, and what are the targeted benefits, results, outcomes, and consequences (including risks)? That is: (1) What is it you want to do and where does it fit within the context of your organization? (2) 2) Why should your organization be doing it and why should your people commit to it? (3)

Strategy 290

Strategy Experimentation Uncertainty Machine Learning 290

erwin

FEBRUARY 6, 2020

Here are our eight recommendations for how to transition from manual to automated data management: 1) Put Data Quality First: Automating and matching business terms with data assets and documenting lineage down to the column level are critical to good decision making. The Benefits of Data Management Automation.

Management 144

Management Data Governance Cost-Benefit Metadata 144

CIO Business Intelligence

SEPTEMBER 12, 2024

Recent research by Vanson Bourne for Iron Mountain found that 93% of organizations are already using genAI in some capacity, while Gartner research suggests that genAI early adopters are experiencing benefits including increases in revenue (15.8%), cost savings (15.2%) and productivity improvements (22.6%), on average.

ROI 110

ROI Cost-Benefit Unstructured Data Metadata 110

CIO Business Intelligence

MARCH 24, 2023

Several of the overall benefits of data management can only be realized after the enterprise has established systematic data governance. To counter that, BARC recommends starting with a manageable or application-specific prototype project and then expanding across the company based on lessons learned.

Data Governance 142

Data Governance Management Metadata Data Quality 142

Ontotext

AUGUST 19, 2020

Metadata used to be a secret shared between system programmers and the data. Metadata described the data in terms of cardinality, data types such as strings vs integers, and primary or foreign key relationships. Inevitably, the information that could and needed to be expressed by metadata increased in complexity.

Metadata 59

Metadata Knowledge Discovery Cost-Benefit Data Governance 59

CIO Business Intelligence

SEPTEMBER 12, 2024

Enterprises must reimagine their data and document management to meet the increasing regulatory challenges emerging as part of the digitization era. The cost of compliance These challenges are already leading to higher costs and greater operational risk for enterprises. According to figures from the Cato Institute, U.S

Data-driven 106

Data-driven Management Cost-Benefit Risk 106

AWS Big Data

APRIL 17, 2024

In order to provide these benefits, OpenSearch is designed as a high-scale distributed system with multiple independent instances indexing data and processing requests. Other customers require high durability and as a result need to maintain multiple replica copies, resulting in higher operating costs for them.

Optimization 128

Optimization Snapshot Metadata Cost-Benefit 128

erwin

AUGUST 28, 2020

What Are the Key Benefits of Data Governance? Effectively communicating the benefits of well governed data to employees – like improving the discoverability of data – is just as important as any policy or technology. What Are the Key Benefits of Data Governance? Why Is Data Governance Important?

Data Governance 145

Data Governance IT Cost-Benefit Metadata 145

erwin

SEPTEMBER 25, 2020

Understanding the benefits of data modeling is more important than ever. Data modeling is the process of creating a data model to communicate data requirements, documenting data structures and entity types. What Are the Top Six Benefits of Data Modeling? Top Six Benefits of Data Modeling. It has many benefits.

Modeling 111

Modeling Cost-Benefit Visualization Data Warehouse 111

erwin

DECEMBER 12, 2019

Metadata is an important part of data governance, and as a result, most nascent data governance programs are rife with project plans for assessing and documenting metadata. But in many scenarios, it seems that the underlying driver of metadata collection projects is that it’s just something you do for data governance.

Metadata 52

Metadata Data Governance Digital Transformation Data Quality 52

CIO Business Intelligence

JUNE 12, 2024

Most enterprise data is unstructured and semi-structured documents and code, as well as images and video. For example, gen AI can be used to extract metadata from documents, create indexes of information and knowledge graphs, and to query, summarize, and analyze this data. Plus, it costs more money.

Modeling 140

Modeling Testing Cost-Benefit Metadata 140

AWS Big Data

APRIL 2, 2024

Data consumers need detailed descriptions of the business context of a data asset and documentation about its recommended use cases to quickly identify the relevant data for their intended use case. This reduces the need for time-consuming manual documentation, making data more easily discoverable and comprehensible.

Metadata 111

Metadata Metrics Data-driven Contextual Data 111

erwin

JULY 17, 2019

It gives them the ability to identify what challenges and opportunities exist, and provides a low-cost, low-risk environment to model new options and collaborate with key stakeholders to figure out what needs to change, what shouldn’t change, and what’s the most important changes are. With automation, data quality is systemically assured.

Digital Transformation 98

Digital Transformation Strategy Metadata Data-driven 98

AWS Big Data

SEPTEMBER 26, 2024

Organizations are collecting and storing vast amounts of structured and unstructured data like reports, whitepapers, and research documents. End-users often struggle to find relevant information buried within extensive documents housed in data lakes, leading to inefficiencies and missed opportunities.

Data Lake 115

Data Lake Cost-Benefit Unstructured Data Modeling 115

AWS Big Data

APRIL 24, 2025

In addition to its support for role-based and tag-based access control, Lake Formation extends support to attribute-based access to simplify data access management for SageMaker Lakehouse, with the following benefits: Flexibility ABAC policies are flexible and can be updated to meet changing business needs.

Sales 87

Sales Data Lake Management Data-driven 87

CIO Business Intelligence

MAY 25, 2022

As part of the process, AMC turned to computer-aided design (CAD) and implemented a product data management scheme in which all drawings and documents were stored in a central database. After acquiring AMC, Chrysler implemented PLM throughout its enterprise, resulting in development costs that were half the industry average.

Management 105

Management Manufacturing Cost-Benefit IoT 105

Cloudera

NOVEMBER 13, 2020

Impala’s planner does not do exhaustive cost-based optimization. Instead, it makes cost-based decisions with more limited scope (for example when comparing join strategies) and applies rule-based and heuristic optimizations for common query patterns. Metadata Caching. More on this below. Execution Engine.

Optimization 143

Optimization Metadata Statistics Cost-Benefit 143

erwin

NOVEMBER 14, 2019

Additionally, the unprecedented industry disruption of such data-driven companies as Airbnb, Netflix and Uber demonstrates the benefits of well-governed data. But even without penalties from regulatory bodies, the cost of poor data governance is still huge. Costs have risen by 12 percent during the last five years.

Data Governance 105

Data Governance Cost-Benefit Data-driven Metadata 105

AWS Big Data

OCTOBER 1, 2024

Specifically, multi-join queries will benefit the most from AWS Glue Data Catalog column statistics because the optimizer uses statistics to choose the right join order and distribution strategy. Amazon Redshift cost-based optimizer utilizes these statistics to come up with better quality query plans.

Data Lake 115

Data Lake Statistics Broadcasting Optimization 115

erwin

JANUARY 24, 2019

With an automation framework, data professionals can meet these needs at a fraction of the cost of the traditional manual way. In data governance terms, an automation framework refers to a metadata-driven universal code generator that works hand in hand with enterprise data mapping for: Pre-ETL enterprise data mapping.

Data Governance 71

Data Governance Metadata Data-driven Cost-Benefit 71

erwin

APRIL 2, 2021

How can companies protect their enterprise data assets, while also ensuring their availability to stewards and consumers while minimizing costs and meeting data privacy requirements? Providing metadata and value-based analysis: Discovery and classification of sensitive data based on metadata and data value patterns and algorithms.

Data Governance 106

Data Governance Cost-Benefit Metadata Risk 106

AWS Big Data

AUGUST 6, 2024

This post elaborates on the drivers of the migration and its achieved benefits. At a high level, the core of Langley’s architecture is based on a set of Amazon Simple Queue Service (Amazon SQS) queues and AWS Lambda functions, and a dedicated RDS database to store ETL job data and metadata.

Cost-Benefit 111

Cost-Benefit Metadata Snapshot Metrics 111

CDW Research Hub

OCTOBER 16, 2019

The importance of metadata. Metadata is best defined as data that characterizes data. Metadata provides the who, what, where, when, why and how of that information. When companies have a properly engineered process to create, store and manage metadata, it benefits all focus areas of the business.

Metadata 40

Metadata Cost-Benefit Metrics Marketing 40

AWS Big Data

JANUARY 9, 2024

Now users seek methods that allow them to get even more relevant results through semantic understanding or even search through image visual similarities instead of textual search of metadata. Lexical search In lexical search, the search engine compares the words in the search query to the words in the documents, matching word for word.

Visualization 119

Visualization Cost-Benefit Modeling Machine Learning 119

Cloudera

OCTOBER 7, 2021

To better articulate the value proposition of that architecture, I will present the benefits that CDF delivers as an enabler of a data mesh architecture from a business case I built for a Cloudera client operating in the financial services domain. Data and Metadata: Data inputs and data outputs produced based on the application logic.

Metadata 124

Metadata Cost-Benefit Enterprise Interactive 124

AWS Big Data

MARCH 18, 2024

Additionally, we explore the use of Athena workgroups and cost allocation tags to effectively categorize and analyze the costs associated with running analytical queries. Oktank also wants to identify and analyze the costs associated with running analytics queries. Refer to the respective documentation for details.

Data Lake 130

Data Lake Analytics Cost-Benefit Management 130

IBM Big Data Hub

MAY 9, 2023

For AI to be truly transformative, as many people as possible should have access to its benefits. In a prompt lab, users can experiment with models by entering prompts for a wide range of tasks such as summarizing transcripts or performing sentiment analysis on a document. Trust is one part of the equation. The second is access.

Data Warehouse 106

Data Warehouse Machine Learning Cost-Benefit Metadata 106

Octopai

MARCH 24, 2020

Let’s start with automated tools that foster the seamless interaction of multiple metadata best practices, such as data discovery, data lineage and the use of a business glossary. Here is an overview of how automated metadata management makes your business intelligence smarter. Technology that makes Business Intelligence Intelligent.

Metadata 61

Metadata Cost-Benefit Business Intelligence Data Warehouse 61

AWS Big Data

MAY 31, 2024

This encompasses tasks such as integrating diverse data from various sources with distinct formats and structures, optimizing the user experience for performance and security, providing multilingual support, and optimizing for cost, operations, and reliability. Based on metadata, content is returned from Amazon S3 to the user.

Metadata 134

Metadata Data-driven Management Testing 134

Cloudera

APRIL 22, 2021

Collects and aggregates metadata from components and present cluster state. Metadata in cluster is disjoint across components. Cisco UCS C240 M5 Rack Servers deliver a highly dense, cost-optimized, on-premises storage with broad infrastructure flexibility for object storage, Hadoop, and Big Data analytics solutions.

Data Lake 101

Data Lake Cost-Benefit Metadata Big Data 101

AWS Big Data

JUNE 9, 2023

A modern data architecture enables companies to ingest virtually any type of data through automated pipelines into a data lake, which provides highly durable and cost-effective object storage at petabyte or exabyte scale. For updates, previous versions of the old values of a record may be retained until a similar process is run.

Data Lake 130

Data Lake Metadata Statistics Optimization 130

AWS Big Data

OCTOBER 2, 2023

The base construct to access streaming data in Amazon Redshift provides metadata from the source stream (attributes like stream timestamp, sequence numbers, refresh timestamp, and more) and the raw binary data from the stream itself. This approach requires an additional step of schema retrieval and decoding based on context.

Cost-Benefit 115

Cost-Benefit Metadata Structured Data Data-driven 115