CIO Business Intelligence

FEBRUARY 7, 2024

Key AI companies have told the UK government to speed up its safety testing for their systems, raising questions about future government initiatives that too may hinge on technology providers opening up generative AI models to tests before new releases hit the public.

Testing 124

Testing Reporting Risk Publishing 124

AWS Big Data

DECEMBER 5, 2024

Hydro is powered by Amazon MSK and other tools with which teams can move, transform, and publish data at low latency using event-driven architectures. Solution overview The MSK clusters in Hydro are configured with a PER_TOPIC_PER_BROKER level of monitoring, which provides metrics at the broker and topic levels.

Metrics 79

Metrics Dashboards Testing Optimization 79

DataKitchen

MARCH 16, 2023

But wait, she asks you for your team metrics. Where is your metrics report? What are the metrics that matter? Gartner attempted to list every metric under the sun in their recent report , “T oolkit: Delivery Metrics for DataOps, Self-Service Analytics, ModelOps, and MLOps, ” published February 7, 2023.

Metrics 130

Metrics Data Analytics Analytics Measurement 130

DataKitchen

NOVEMBER 29, 2021

From our unique vantage point in the evolution toward DataOps automation, we publish an annual prediction of trends that most deeply impact the DataOps enterprise software industry as a whole. Model developers will test for AI bias as part of their pre-deployment testing. Companies Commit to Remote.

Testing 245

Testing Data Lake Data Architecture Manufacturing 245

DataKitchen

APRIL 26, 2021

GSK had been pursuing DataOps capabilities such as automation, containerization, automated testing and monitoring, and reusability, for several years. DataOps provides the “continuous delivery equivalent for Machine Learning and enables teams to manage the complexities around continuous training, A/B testing, and deploying without downtime.

Measurement 246

Measurement Metrics Data-driven Dashboards 246

O'Reilly on Data

MARCH 31, 2020

This has serious implications for software testing, versioning, deployment, and other core development processes. You might establish a baseline by replicating collaborative filtering models published by teams that built recommenders for MovieLens, Netflix, and Amazon. But this is a best-case scenario, and it’s not typical.

Management 363

Management Machine Learning Experimentation Metrics 363

AWS Big Data

AUGUST 21, 2023

In this post, we explore how to deploy Amazon CloudWatch metrics using an AWS CloudFormation template to monitor an OpenSearch Service domain’s storage and shard skew. This allows write access to CloudWatch metrics and access to the CloudWatch log group and OpenSearch APIs. In the Code section, choose Test. Choose Next.

Metrics 96

Metrics Testing Strategy Metadata 96

AWS Big Data

MARCH 25, 2025

Configure the MSK client for the primary cluster Complete the following steps to configure the MSK client: On the Amazon EC2 console, navigate to the EC2 instance of the primary Region ( us-east-1 ) and connect to the EC2 instance dr-test-primary-KafkaClientInstance1 using Session Manager , a capability of AWS Systems Manager.

Metrics 85

Metrics Testing Management Risk 85

datapine

SEPTEMBER 16, 2022

Now that you’re sold on the power of data analytics in addition to data-driven BI, it’s time to take your journey a step further by exploring how to effectively communicate vital metrics and insights in a concise, inspiring, and accessible format through the power of visualization. back on every dollar spent. click for book source**.

Visualization 304

Visualization Dashboards Data-driven Statistics 304

DataKitchen

OCTOBER 28, 2021

This article was originally published in Forbes. Authors of an article published by McKinsey Global Institute assert that “more human vigilance is needed to critically analyze the unfair biases that can become baked in and scaled by AI systems.” Data teams should formulate equity metrics in partnership with stakeholders.

Testing 130

Testing IT Manufacturing Machine Learning 130

datapine

APRIL 15, 2020

Your Chance: Want to test an agile business intelligence solution? Business intelligence is moving away from the traditional engineering model: analysis, design, construction, testing, and implementation. Test BI in a small group and deploy the software internally. Finalize testing. Test throughout the lifecycle.

Business Intelligence 276

Business Intelligence Analytics Testing Dashboards 276

Cloudera

JULY 21, 2022

Cloudera has partnered with Rill Data, an expert in metrics at any scale, as Cloudera’s preferred ISV partner to provide technical expertise and support services for Apache Druid customers. Deploying metrics shouldn’t be so hard. Intuitive metrics, simple design. Co-author: Mike Godwin, Head of Marketing, Rill Data.

Metrics 87

Metrics Slice and Dice Data Warehouse Dashboards 87

datapine

FEBRUARY 9, 2024

An even more interesting fact: The blogs we read regularly are not only influenced by KPI management but also concerning content, style, and flow; they’re often molded by the suggestions of these goal-driven metrics. For example, customer satisfaction metrics are used to drive a better customer experience. What Are KPI Best Practices?

KPI 221

KPI Management Key Performance Indicator Measurement 221

Occam's Razor

NOVEMBER 2, 2015

Higher Order Bits: Human vs. Business, Success KPIs, S-T-D-C Framework, MoR Test. Success Metrics. In my Oct 2011 post, Best Social Media Metrics , I'd created four metrics to quantify this value. I believe the best way to measure success is to measure the above four metrics (actual interaction/action/outcome).

B2B 167

B2B Metrics Recreation/Entertainment Testing 167

O'Reilly on Data

APRIL 2, 2019

A few years ago, we started publishing articles (see “Related resources” at the end of this post) on the challenges facing data teams as they start taking on more machine learning (ML) projects. A catalog or a database that lists models, including when they were tested, trained, and deployed.

Machine Learning 269

Machine Learning Modeling Data Science Software 269

datapine

FEBRUARY 4, 2020

Structure your metrics. As with any report you might need to create, structuring and implementing metrics that will tell an interesting and educational data-story is crucial in our digital age. That way you can choose the best possible metrics for your case. Regularly monitor your data. 1) Marketing CMO report.

Reporting 280

Reporting Marketing Advertising Metrics 280

DataKitchen

OCTOBER 11, 2021

There are no automated tests , so errors frequently pass through the pipeline. There is no process to spin up an isolated dev environment to quickly add a feature, test it with actual data and deploy it to production. The automated orchestration published the data to an AWS S3 Data Lake. Adding Tests to Reduce Stress.

Testing 152

Testing Metadata Dashboards Statistics 152

datapine

JANUARY 18, 2023

Your Chance: Want to test a modern reporting software for free? This insightful report displays relevant metrics such as the top-performing agents, net promoter score, and first contact resolution rate, among others. It serves up a balanced blend of metrics that will empower you to boost engagement as well as retention rates.

Reporting 201

Reporting Metrics Dashboards Visualization 201

AWS Big Data

JUNE 3, 2024

Imagine you have a fleet of web servers logging performance metrics for each web request served into a Kinesis data stream with two shards and you used a request URL as the partition key. You can use the WriteProvisionedThrougputExceeded metric in Amazon CloudWatch in this case. and 120,000 as upper limits).

Optimization 118

Optimization Metrics Data Processing Testing 118

DataKitchen

NOVEMBER 18, 2021

Write tests that catch data errors. The system creates on-demand development environments, performs automated impact reviews, tests/validates new analytics, deploys with a click, automates orchestrations, and monitors data pipelines 24×7 for errors and drift. Automate manual processes. Implement DataOps methods.

Testing 246

Testing Data Governance Measurement Software 246

AWS Big Data

JUNE 19, 2023

To be clear, Hadoop code will display lots of exceptions in debug mode because it tests environment settings and looks for things that aren’t provisioned in your Lambda environment, like a Hadoop metrics collector. Your JAR file options are: Info-level settings for the Lambda code (default deployment) – lambda-s3-objecthandler-0.2.8.jar

Publishing 96

Publishing Dashboards Visualization Management 96

CIO Business Intelligence

MARCH 19, 2025

Developers, data architects and data engineers can initiate change at the grassroots level from integrating sustainability metrics into data models to ensuring ESG data integrity and fostering collaboration with sustainability teams. However, embedding ESG into an enterprise data strategy doesnt have to start as a C-suite directive.

IT 59

IT Data Governance Data-driven Metrics 59

CIO Business Intelligence

APRIL 8, 2025

Publish metadata, documentation and use guidelines. Regularly reviewing these metrics, publishing dashboards and iterating in sprints allows organizations to gauge progress, identify emerging issues and refine strategies accordingly. Define quality SLAs and version control. Measure and improve. Scale governance. Synthetic data.

Data Quality 102

Data Quality Data-driven Key Performance Indicator Metadata 102

datapine

SEPTEMBER 6, 2022

A content dashboard is an analytical tool that contains critical performance metrics to assess the success of all content-related initiatives. This most insightful of Google Analytics dashboards provide the perfect mix between overview metrics and more detailed insights. Let’s look at some of these metrics in more detail below.

Dashboards 179

Dashboards Reporting ROI Metrics 179

DataKitchen

DECEMBER 6, 2022

Observability : Monitoring live/historic workflows, insights into workflow performance, and cost metrics impact analysis. T est Automation : Business rules validation, test scripts management, test data management. Deployment Automation : Version control, release pipelines, approvals, rollback, and recovery.

Software 130

Software Marketing Data Lake Testing 130

DataRobot

FEBRUARY 10, 2021

Along the way, I have uncovered cases where the research was published with faulty methodologies. Their code attempted to create a validation test set based on a prediction point of November 1, 2011. The performance of the model is then analyzed on a test set, which is located after the prediction point. Do you see it?

Modeling 98

Modeling Deep Learning Machine Learning Metrics 98

Smart Data Collective

JANUARY 4, 2023

According to a study published in the Journal of the American Medical Association, electronic health records (EHRs) and other data-tracking systems can help reduce billing errors by up to 50%. These insights can help hospitalists track claim rejections, accounts receivable aging, and other metrics to create measurable improvement goals.

Technology 128

Technology Big Data Metrics Data-driven 128

CIO Business Intelligence

SEPTEMBER 26, 2024

The amount of working time spent outside of standard hours decreased for both the control group and the test group using the coding tool, but it decreased more when the developers weren’t using Copilot. A GitHub survey published in August found that 97% of software engineers, developers, and programmers reported using AI coding assistants.

Measurement 145

Measurement Software Testing Data-driven 145

Smart Data Collective

SEPTEMBER 23, 2020

Essentially, you’ll want to assign a specific lead generation or conversion metric to SEO. The metric itself will depend upon your site’s goals. You should also have metrics that tell you whether your content is achieving those goals or not. For example, if listicles are doing well for you, then publish more of them.

Strategy 135

Strategy Analytics Metrics Measurement 135

Occam's Razor

AUGUST 22, 2022

The post-campaign analysis that compares performance across Test & Control cells shows that Trust did not move at all. Suspiciously, there are indications that in a handful of Test DMAs it might have gone down!). You can measure seven additional metrics – say for diagnostic purposes -, but there has to be just one Success KPI.

KPI 107

KPI Metrics Measurement Marketing 107

Smart Data Collective

MARCH 5, 2021

Digital marketing is getting more competitive with each passing day, but small businesses can still rely on a time-tested channel: email marketing. As a small business, it is natural to make accounts on social media and publish a couple of posts, but such efforts hardly get any results. Leveraging Personalization and Segmentation.

Marketing 144

Marketing Data Analytics Analytics ROI 144

Smart Data Collective

JULY 9, 2023

Understanding E-commerce Conversion Rates There are a number of metrics that data-driven e-commerce companies need to focus on. It is a crucial metric that provides priceless information about your website’s ability to transform visitors into paying customers. Some of the most important is conversion rates.

Optimization 97

Optimization Data Analytics Analytics Data-driven 97

AWS Big Data

APRIL 28, 2023

For example, you can configure an Amazon EventBridge rule to invoke an AWS Lambda function to publish CloudWatch metrics every time AWS Glue jobs finish. Each datapoint represents DPUHours per individual job run, so valid statistics for the CloudWatch metrics is SUM. You can review and customize it to suit your needs.

Optimization 109

Optimization Metrics Interactive Data Integration 109

Cloudera

MARCH 14, 2023

Allows them to iteratively develop processing logic and test with as little overhead as possible. With the general availability of DataFlow Designer, developers can now implement their data pipelines by building, testing, deploying, and monitoring data flows in one unified user interface that meets all their requirements.

Testing 84

Testing Publishing Metadata Interactive 84

AWS Big Data

NOVEMBER 29, 2023

In 2022, AWS published a dbt adapter called dbt-glue —the open source, battle-tested dbt AWS Glue adapter that allows data engineers to use dbt for cloud-based data lakes along with data warehouses and databases, paying for just the compute they need.

Data Lake 117

Data Lake Management Metrics Data Warehouse 117

AWS Big Data

JANUARY 16, 2024

Detect disasters in the primary environment: Proactive monitoring through metrics and alarms Prompt detection of disasters in the primary environment is crucial for timely disaster recovery. Monitoring the Amazon CloudWatch SchedulerHeartbeat metric provides insights into Airflow health of an active Amazon MWAA environment.

Strategy 110

Strategy Metadata Metrics Dashboards 110

CIO Business Intelligence

JANUARY 7, 2025

At this point in the journey, the timing is right to set up a cloud Center of Excellence (CoE) practice, join hands with cloud engineers, architects and the DevSecOps community and publish the customized version of a well-architected framework that fits the individual company needs and establishes a standard artifact.

Optimization 98

Optimization Strategy Cost-Benefit Enterprise 98