Occam's Razor

APRIL 8, 2013

To win in business you need to follow this process: Metrics > Hypothesis > Experiment > Act. We are far too enamored with data collection and reporting the standard metrics we love because others love them because someone else said they were nice so many years ago. That metric is tied to a KPI.

Metrics 156

Metrics KPI Analytics Key Performance Indicator 156

DataRobot Blog

SEPTEMBER 1, 2022

This also shows how the models compare on standard performance metrics and informative visualizations like Dual Lift. With DataRobot AI Cloud, you can see predicted values and accuracy for various metrics for the Champion as well as any Challenger models.]. Model Observability with Custom Metrics.

Metrics 145

Metrics Statistics Modeling Data Science 145

AWS Big Data

MARCH 7, 2023

It covers how to use a conceptual, logical architecture for some of the most popular gaming industry use cases like event analysis, in-game purchase recommendations, measuring player satisfaction, telemetry data analysis, and more. Along with metadata management, data quality is important to increase confidence for consumers.

Analytics 74

Analytics Data Warehouse Data Lake Metadata 74

O'Reilly on Data

MARCH 31, 2020

You might have millions of short videos , with user ratings and limited metadata about the creators or content. Job postings have a much shorter relevant lifetime than movies, so content-based features and metadata about the company, skills, and education requirements will be more important in this case.

Management 327

Management Machine Learning Experimentation Metrics 327

AWS Big Data

APRIL 3, 2024

Many organizations already use AWS Glue Data Quality to define and enforce data quality rules on their data, validate data against predefined rules , track data quality metrics, and monitor data quality over time using artificial intelligence (AI). We use this data source to import metadata information related to our datasets.

Data Quality 91

Data Quality Visualization Metadata Metrics 91

AWS Big Data

JANUARY 10, 2024

In an OpenSearch Service cluster, the active and standby zones can be checked at any time using Availability Zone rotation metrics, as shown in the following screenshot. OpenSearch Service utilizes an internal node-to-node communication protocol for replicating write traffic and coordinating metadata updates through an elected leader.

Metadata 98

Metadata Broadcasting Data Processing Modeling 98

AWS Big Data

MAY 28, 2024

Amazon Managed Service for Prometheus is deployed automatically, if enabled while installing the Flink operator, and it helps analyze Prometheus metrics emitted for the Flink operator, job, and TaskManager. and higher support using the Data Catalog as a metadata store for streaming and batch SQL workflows.

Data Processing 66

Data Processing Cost-Benefit Metadata Optimization 66

AWS Big Data

FEBRUARY 29, 2024

For users to be able to discover and comprehend the data, the first step is to build a comprehensive catalog using the metadata that is generated and captured in the source systems. From here, object metadata (such as file owner, creation date, and confidentiality level) is extracted and queried using Amazon S3 capabilities.

Data Governance 98

Data Governance Unstructured Data Metadata Data Lake 98

Alation

MAY 12, 2023

At Alation, one of our core values is to measure success through customer impact. It ties all the metadata together beautifully and helps give deeper insights into the data stories we are telling and how they are built,” writes Harrington. I am using Alation to aid in our data governance efforts.

Metadata 52

Metadata Data Governance Data-driven Sales 52

CIO Business Intelligence

NOVEMBER 22, 2022

While the need for data access internally is rising, [CIOs] also have to keep pace with rapidly evolving regulatory and compliance measures, like the EU Artificial Intelligence Act and the newly released White House Blueprint for an AI Bill of Rights,” Nirmal says.

Data Strategy 145

Data Strategy Strategy Enterprise Consulting 145

IBM Big Data Hub

JULY 25, 2022

Gartner predicts that by 2023, organizations that promote data sharing will outperform their peers in most business metrics. Enterprises want a platform where data providers and consumers can exchange data as a commodity using a common and consistent set of metadata. Why is marketplace the centerpiece of data fabric?

Metadata 69

Metadata Enterprise Consulting Publishing 69

Alation

OCTOBER 5, 2021

What is data governance and how do you measure success? These goals must also be SMART— Specific, Measurable, Attainable, Relevant, and Time-based. To measure failure vs. success, governance leaders must actively monitor all governance efforts. Data governance is a system for answering core questions about data.

Data Governance 96

Data Governance Strategy Data Quality Metrics 96

erwin

JANUARY 31, 2019

Organizations with GDPR-compliant security measures are not only less likely to suffer a breach (74 percent vs. 89 percent), but the breaches suffered are less costly too, with fewer records affected. Although data security cannot be wholly guaranteed, these measures can help identify and contain breaches to minimize the fallout.

Data Governance 72

Data Governance Metadata Cost-Benefit Enterprise 72

IBM Big Data Hub

APRIL 13, 2023

Here are some of the key tables: FLIGHT_DECTREE_MODEL: this table contains metadata about the model. Examples of metadata include depth of the tree, strategy for handling missing values, and the number of leaf nodes in the tree. I use these counts to compute a few evaluation metrics for the model. The count is 4981.

Modeling 86

Modeling Statistics Machine Learning Testing 86

Alation

MAY 12, 2023

At Alation, one of our core values is to measure success through customer impact. It ties all the metadata together beautifully and helps give deeper insights into the data stories we are telling and how they are built,” writes Harrington. I am using Alation to aid in our data governance efforts.

Metadata 40

Metadata Data Governance Data-driven Sales 40

AWS Big Data

MARCH 26, 2024

The following figure shows some of the metrics derived from the study. Profile aggregation – When you’ve uniquely identified a customer, you can build applications in Managed Service for Apache Flink to consolidate all their metadata, from name to interaction history. Organizations using C360 achieved 43.9%

Data Strategy 70

Data Strategy Strategy Data Warehouse Prescriptive Analytics 70

AWS Big Data

AUGUST 14, 2023

How do we define “risk” and “value” in the context of data products, and how can we measure this? Earlier in their lifecycle, data products may be measured by alternative metrics, including adoption (number of consumers) and level of activity (releases, interaction with consumers, and so on). Measurement and Reporting X X.

Management 82

Management Risk Measurement Optimization 82

AWS Big Data

MAY 16, 2024

With the new REST API, you can now invoke DAG runs, manage datasets, or get the status of Airflow’s metadata database, trigger, and scheduler—all without relying on the Airflow web UI or CLI. The introduction of REST API support in Amazon MWAA addresses this need, providing a standardized way to access and manage your Airflow environment.

Testing 92

Testing Interactive Metrics Management 92

AWS Big Data

JULY 26, 2023

This enables you to process a user’s query to find the closest vectors and combine them with additional metadata without relying on external data sources or additional application code to integrate the results. The vector engine’s compute capacity used for data ingestion, and search and query are measured in OpenSearch Compute Units (OCUs).

Metadata 52

Metadata Cost-Benefit Testing Metrics 52

Octopai

JULY 9, 2020

By adopting automated data lineage and automated metadata tagging, companies have the opportunity to increase their data processing speed. Not only did the banks need to implement these risk-measurement systems (which depend on metrics arriving from distinct data dictionary tools), they also needed to produce reports documenting their use.

Insurance 86

Insurance Risk Management Machine Learning Metadata 86

Insight

MARCH 12, 2020

Data Collection The AIgent leverages book synopses and book metadata. To my knowledge, the most extensive repository of synopses and metadata is Goodreads. To collect these genre tags and other metadata, I took advantage of the well-documented Goodreads API. features) and metadata (i.e. In other words, if 0.1%

Modeling 59

Modeling Metadata Publishing Sales 59

CIO Business Intelligence

NOVEMBER 15, 2023

Second, it should articulate IT’s vision and its plan to achieve it while still creating measurable value in the present. And don’t just rattle off project metadata. Few metrics provide a fairer judgment of IT, given how inseparable its contributions are from the unnumbered activities of other departments. What time did it save?

Publishing 122

Publishing Reporting IT Finance 122

AWS Big Data

FEBRUARY 22, 2023

The AWS Glue Data Catalog stores the metadata, and Amazon Athena (a serverless query engine) is used to query data in Amazon S3. Even the weekly reports couldn’t cover all important metrics, because some metrics were only available in monthly reports.

Data Lake 52

Data Lake Dashboards Cost-Benefit Metadata 52

Grooper

OCTOBER 23, 2019

By measuring performance, they drive improvements through necessary process and workflow changes. It simply takes the right resources and a measured approach to get there. As Peter Drucker so famously said, “If you can’t measure it, you can’t improve it.” You must be able to measure your performance. They are: Vision.

Metrics 59

Metrics Measurement Strategy Optimization 59

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. It similarly codes the query as a vector and then uses a distance metric to find nearby vectors in the multi-dimensional space to find matches.

Cost-Benefit 95

Cost-Benefit Visualization Modeling Machine Learning 95

CDW Research Hub

MAY 29, 2019

Identify where your company currently stands in data governance, while keeping in mind your master data management plan, data quality goals, data stewardship, data lineage, and metadata. Execute your first project, measure the impact, and tell the story to business stakeholders. Then, prioritize where you want to be.

Data Governance 40

Data Governance Data Quality ROI Metadata 40

Octopai

AUGUST 30, 2020

Manually add objects and or links to represent metadata that wasn’t included in the extraction and document descriptions for user visualization. Microstrategy coverage enhancements: Reports Data sets Metrics Filters Facts Attributes Schemas Dossiers. We call this feature: Expand. Column-to-column lineage. What else, you ask?

OLAP 58

OLAP Metadata Visualization Data Processing 58

Smart Data Collective

JANUARY 5, 2021

But the question that matters is, how can you measure and analyze the true impact of social activity on your sales funnel? Specific metrics can vary from platform to platform. Click metadata can tell you what kinds of things they would like to see more. What is Social Media Data?

B2B 126

B2B Sales Marketing Big Data 126

AWS Big Data

JANUARY 22, 2024

They classified the metrics and indicators in the following categories: Data usage – A clear understanding of who is consuming what data source, materialized with a mapping of consumers and producers. The success of the implementation meant assessing various aspects of the data infrastructure, data management, and business outcomes.

Data-driven 88

Data-driven Advertising Metadata Data Architecture 88

Cloudera

FEBRUARY 16, 2022

blueberry spacing) is a measure of the model’s interpretability. SDX provides open metadata management and governance across each deployed environment by allowing organisations to catalogue, classify as well as control access to and manage all data assets. Model interpretability is one of five main components of model governance.

Machine Learning 83

Machine Learning Modeling Metadata Recreation/Entertainment 83

AWS Big Data

JUNE 15, 2023

For example, the AWS Analytics sales leadership team uses QuickSight and Q to track key metrics for their region as part of their monthly business review. Q can aggregate metrics using natural language, like simply asking “year over year sales” or “top customers by sales” or “average product discount,” as you can see in Figure 1.

Sales 70

Sales Dashboards Visualization Testing 70

AWS Big Data

NOVEMBER 16, 2023

Redshift provisioned clusters also support query monitoring rules to define metrics-based performance boundaries for workload management queues and the action that should be taken when a query goes beyond those boundaries. A predicate consists of a metric, a comparison condition (=, ), and a value.

Enterprise 87

Enterprise Data Warehouse Snapshot Cost-Benefit 87

AWS Big Data

JANUARY 8, 2024

Real-time analytics architecture for time series Time series data is a sequence of data points recorded over a time interval for measuring events that change over time. The destination can be an event-driven application for real-time dashboards, automatic decisions based on processed streaming data, real-time altering, and more.

Analytics 115

Analytics IoT Data-driven Snapshot 115

Alation

APRIL 25, 2023

In this way, data governance has implications for a wide range of data management disciplines, including data architecture, quality, security, metadata, and more. But remember to set achievable and measurable goals along the way. If your infrastructure doesn’t measure up, consider upgrading or replacing it.

Data Governance 52

Data Governance Marketing Machine Learning Sales 52

AWS Big Data

JANUARY 25, 2023

The compute capacity used for data ingestion, and search and query is measured in OpenSearch Compute Units (OCUs). For data older than 24 hours, OpenSearch Serverless only caches metadata and fetches the necessary data blocks from Amazon S3 based on query access. This model also helps pack more data while controlling the costs.

Management 111

Management Dashboards Metadata Modeling 111

IBM Big Data Hub

MARCH 29, 2024

OpenTelemetry and Prometheus enable the collection and transformation of metrics, which allows DevOps and IT teams to generate and act on performance insights. These APIs play a key role in standardizing the collection of OpenTelemetry metrics. Metrics: Metrics define a high-level overview of system performance and health.

Metrics 79

Metrics Visualization Measurement Optimization 79

Alation

APRIL 25, 2023

In this way, data governance has implications for a wide range of data management disciplines, including data architecture, quality, security, metadata, and more. But remember to set achievable and measurable goals along the way. If your infrastructure doesn’t measure up, consider upgrading or replacing it.

Data Governance 40

Data Governance Marketing Machine Learning Sales 40