AWS Big Data

DECEMBER 7, 2023

In this post, we outline planning a POC to measure media effectiveness in a paid advertising campaign. We chose to start this series with media measurement because “Results & Measurement” was the top ranked use case for data collaboration by customers in a recent survey the AWS Clean Rooms team conducted.

Measurement 92

Measurement Advertising Testing Data-driven 92

AWS Big Data

MARCH 11, 2024

When running Apache Flink applications on Amazon Managed Service for Apache Flink , you have the unique benefit of taking advantage of its serverless nature. This means that cost-optimization exercises can happen at any time—they no longer need to happen in the planning phase.

Management 96

Management Snapshot Metrics Cost-Benefit 96

AWS Big Data

OCTOBER 3, 2023

Systems of this nature generate a huge number of small objects and need attention to compact them to a more optimal size for faster reading, such as 128 MB, 256 MB, or 512 MB. As of this writing, only the optimize-data optimization is supported. For our testing, we generated about 58,176 small objects with total size of 2 GB.

Optimization 109

Optimization Snapshot Data Lake Metadata 109

Smart Data Collective

JANUARY 19, 2023

Reasons for Cost Optimization Cost optimization is an important part of any organization’s DevOps strategy. By optimizing costs, organizations can maximize their profits and keep up with the ever-changing business landscape. But what are some of the reasons why DevOps teams should consider cost optimization?

Optimization 113

Optimization Cost-Benefit Software Measurement 113

O'Reilly on Data

MAY 14, 2020

In our previous article, What You Need to Know About Product Management for AI , we discussed the need for an AI Product Manager. In this article, we shift our focus to the AI Product Manager’s skill set, as it is applied to day to day work in the design, development, and maintenance of AI products. The AI Product Pipeline.

Management 363

Management Experimentation B2B Machine Learning 363

AWS Big Data

SEPTEMBER 14, 2023

Unaligned checkpoints help, under specific conditions, to reduce checkpointing time for applications suffering temporary backpressure, and can be now enabled in Amazon Managed Service for Apache Flink applications running Apache Flink 1.15.2 This feature has been available since Apache Flink 1.11 and has received many improvements since then.

Snapshot 89

Snapshot Broadcasting Optimization Management 89

Smart Data Collective

FEBRUARY 9, 2022

Luckily, there are a few analytics optimization strategies you can use to make life easy on your end. Let’s dive right into how DirectX visualization can boost analytics and facilitate testing for you as an Algo-trader, quant fund manager, etc. So, how can DirectX visualization improve your analytics and testing as a trader?

Visualization 134

Visualization Optimization Analytics Testing 134

AWS Big Data

SEPTEMBER 14, 2023

Amazon Managed Service for Apache Flink , formerly known as Amazon Kinesis Data Analytics, is the AWS service offering fully managed Apache Flink. Internally, Apache Flink uses clever mechanisms to maintain exactly-once state consistency, while also optimizing for throughput and reduced latency.

Optimization 81

Optimization Snapshot Management Broadcasting 81

Cloudera

JUNE 29, 2023

To ensure the stability of the US financial system, the implementation of advanced liquidity risk models and stress testing using (MI/AI) could potentially serve as a protective measure. To improve the way they model and manage risk, institutions must modernize their data management and data governance practices.

Data Architecture 85

Data Architecture Risk Management Risk Management 85

datapine

SEPTEMBER 29, 2022

1) What Is Data Quality Management? 5) How Do You Measure Data Quality? However, with all good things comes many challenges and businesses often struggle with managing their information in the correct way. Enters data quality management. What Is Data Quality Management (DQM)? Table of Contents.

Data Quality 241

Data Quality Metrics Data-driven Management 241

datapine

MARCH 8, 2021

Your Chance: Want to test a healthcare reporting software for free? Healthcare reports, or healthcare reporting, are a data-driven means of benchmarking the performance of specific processes or functions within a healthcare institution, with the primary aim of increasing efficiency, reducing errors, and optimizing healthcare metrics.

Reporting 198

Reporting KPI Management Cost-Benefit 198

CIO Business Intelligence

JUNE 15, 2023

BCG asked 12,898 frontline employees, managers, and leaders in large organizations around the world how they felt about AI: 61% listed curiosity as one of their two strongest feelings, 52% listed optimism, 30% concern, and 26% confidence. Despite BCG’s findings of optimism in the workforce, there’s a darker side.

Management 106

Management Experimentation Optimization Enterprise 106

AWS Big Data

APRIL 28, 2023

One of the most common questions we get from customers is how to effectively monitor and optimize costs on AWS Glue for Spark. The diversity of features and pricing options for AWS Glue offers the flexibility to effectively manage the cost of your data workloads and still keep the performance and capacity as per your business needs.

Optimization 94

Optimization Metrics Interactive Data Integration 94

DataKitchen

SEPTEMBER 20, 2021

Figure 2: The DataKitchen Platform helps you reduce time spent managing errors and executing manual processes from about half to 15%. The other 78% of their time is devoted to managing errors, manually executing production pipelines and other supporting activities. Start with just a few critical tests and build gradually.

Testing 246

Testing Metrics Measurement Dashboards 246

DataKitchen

APRIL 13, 2021

Testing and Data Observability. Sandbox Creation and Management. It orchestrates complex pipelines, toolchains, and tests across teams, locations, and data centers. Apache Oozie — An open-source workflow scheduler system to manage Apache Hadoop jobs. Testing and Data Observability. Meta-Orchestration.

Testing 300

Testing Machine Learning Consulting Data Quality 300

O'Reilly on Data

JUNE 15, 2023

If we want prosocial outcomes, we need to design and report on the metrics that explicitly aim for those outcomes and measure the extent to which they have been achieved. They were not imposed from without, but were adopted because they allowed merchants to track and manage their own trading ventures.

Metrics 292

Metrics Reporting Measurement Finance 292

datapine

MAY 2, 2023

You can use big data analytics in logistics, for instance, to optimize routing, improve factory processes, and create razor-sharp efficiency across the entire supply chain. According to studies, 92% of data leaders say their businesses saw measurable value from their data and analytics investments.

Big Data 275

Big Data Cost-Benefit Internet of Things Optimization 275

IBM Big Data Hub

APRIL 9, 2024

” Watsonx.data lets organizations optimize workloads for different uses. It would be a huge challenge for a human to manage these models, so we use the autoAI feature of watsonx to help us build the right model and pick the best projection.” We also measure response time since this is a near real-time system.

Management 79

Management IT Machine Learning Metrics 79

CIO Business Intelligence

JUNE 9, 2023

It’s a time-tested truth: Getting a head start improves outcomes. Such is the case with a data management strategy. That gap is becoming increasingly apparent because of artificial intelligence’s (AI) dependence on effective data management. The benefits of data management are universal. The second best time is now.”

Strategy 107

Strategy Management Key Performance Indicator ROI 107

IBM Big Data Hub

JULY 10, 2023

Vibration analysis—a component of condition monitoring systems—utilizes vibration sensors to measure frequencies in an asset and detect abnormalities that may indicate a problem. Understanding vibrations Vibrations are multidimensional, so vibration testing requires an understanding of various parameters.

Optimization 55

Optimization IT Measurement Cost-Benefit 55

Jedox

JUNE 24, 2021

The description of the sales funnel is often used: individual stages of the sales process enable the measurement of key figures from the first contact to the conclusion with a signed contract or product purchased. Maximizing business value through improved collaboration is key to long-term optimization of marketing and sales operations.

Sales 95

Sales Marketing Optimization Metrics 95

Cloudera

JUNE 3, 2024

Cloudera’s AI Inference service uniquely streamlines the deployment and management of large-scale AI models, delivering high performance and efficiency while maintaining strict privacy and security standards. Performance optimizations: Up to 3.7x

Optimization 80

Optimization Enterprise Data Architecture Modeling 80

Smart Data Collective

JULY 26, 2023

Getting off to the right start as a data-driven business owner means setting up suitable systems to help you manage your business. Regularly test the recovery process to ensure that it works as expected. Without it, you’ll have difficulties managing your finances or knowing where your money is going.

Data-driven 75

Data-driven Management Sales Big Data 75

O'Reilly on Data

MARCH 31, 2020

If you’re already a software product manager (PM), you have a head start on becoming a PM for artificial intelligence (AI) or machine learning (ML). But there’s a host of new challenges when it comes to managing AI projects: more unknowns, non-deterministic outcomes, new infrastructures, new processes and new tools.

Management 339

Management Machine Learning Experimentation Metrics 339

O'Reilly on Data

JULY 28, 2020

The Core Responsibilities of the AI Product Manager. Product Managers are responsible for the successful development, testing, release, and adoption of a product, and for leading the team that implements those milestones. Product managers for AI must satisfy these same responsibilities, tuned for the AI lifecycle.

Marketing 363

Marketing Experimentation Metrics Testing 363

Cloudera

SEPTEMBER 2, 2021

In the cloud, with infinite potential capacity, the problem is more about creating efficiencies and managing costs while also meeting critical SLAs. We tested the scaling capabilities of CDE with the following job runs to mimic a real-world scenario: . The tests ran for 3 hours on a 1 TB TPC-DS dataset queried from Hive.

Optimization 85

Optimization Testing Cost-Benefit Measurement 85

DataKitchen

FEBRUARY 27, 2024

Your LLM Needs a Data Journey: A Comprehensive Guide for Data Engineers The rise of Large Language Models (LLMs) such as GPT-4 marks a transformative era in artificial intelligence, heralding new possibilities and challenges in equal measure. DataOps ensures that the data retrieved is relevant, high-quality, and up-to-date.

Data Quality 117

Data Quality Unstructured Data Testing Interactive 117

CIO Business Intelligence

AUGUST 28, 2023

Agile project management definition Agile project management is a methodology used primarily in software development that favors flexibility and collaboration, incorporating customer feedback throughout the project life cycle.

Management 95

Management Software Testing Risk 95

AWS Big Data

AUGUST 14, 2023

At the same time, unstructured approaches to data mesh management that don’t have a vision for what types of products should exist and how to ensure they are developed are at high risk of creating the same effect through simple neglect. How do we define “risk” and “value” in the context of data products, and how can we measure this?

Management 79

Management Risk Measurement Optimization 79

Cloudera

NOVEMBER 13, 2020

Impala Optimizations for Small Queries. We’ll discuss the various phases Impala takes a query through and how small query optimizations are incorporated into the design of each phase. Query optimization in databases is a long standing area of research, with much emphasis on finding near optimal query plans.

Optimization 143

Optimization Metadata Statistics Cost-Benefit 143

CIO Business Intelligence

MARCH 24, 2023

It encompasses the people, processes, and technologies required to manage and protect data assets. The Data Management Association (DAMA) International defines it as the “planning, oversight, and control over management of data and the use of data and data-related sources.”

Data Governance 142

Data Governance Management Metadata Data Quality 142

DataKitchen

SEPTEMBER 21, 2023

L1 is usually the raw, unprocessed data ingested directly from various sources; L2 is an intermediate layer featuring data that has undergone some form of transformation or cleaning; and L3 contains highly processed, optimized, and typically ready for analytics and decision-making processes.

Testing 169

Testing Data Quality Predictive Modeling Metrics 169

CIO Business Intelligence

JULY 17, 2023

To reduce the risk of cloud exploitation, it is crucial that businesses implement strong security measures, such as robust access controls, encryption, regular security assessments, and monitoring of cloud environments. These web application vulnerabilities can stem from codebases that use open-source code.

Management 92

Management Data Processing Risk Digital Transformation 92

IBM Big Data Hub

JUNE 20, 2023

Whether you’re a small enterprise with only a few assets or a large-scale corporation with offices spanning the globe, asset lifecycle management, or ALM, is a fundamental part of your operations. What is asset lifecycle management? Digital twins allow companies to run tests and predict performance based on simulations.

Strategy 71

Strategy Management Cost-Benefit IoT 71

CIO Business Intelligence

FEBRUARY 13, 2023

Six Sigma is a quality management methodology used to help businesses improve current processes, products, or services by discovering and eliminating defects. Six Sigma is specifically designed to help large organizations with quality management. What is Six Sigma? Six Sigma was trademarked by Motorola in 1993.

Management 74

Management Statistics Manufacturing Measurement 74

CIO Business Intelligence

MAY 31, 2022

What is business process management? Business process management (BPM) is the practice of discovering and controlling an organization’s processes to align them with business goals as the business evolves. Business process management definition. Business process management goals and benefits. The key to enterprise agility.

Enterprise 76

Enterprise Management Interactive Software 76

DataKitchen

NOVEMBER 18, 2022

As he thinks through the various journeys that data take in his company, Jason sees that his dashboard idea would require extracting or testing for events along the way. Data and tool tests. Observability users are then able to see and measure the variance between expectations and reality during and after each run.

Testing 130

Testing Statistics Measurement Metrics 130