O'Reilly on Data

MARCH 31, 2020

Because it’s so different from traditional software development, where the risks are more or less well-known and predictable, AI rewards people and companies that are willing to take intelligent risks, and that have (or can develop) an experimental culture. These companies eventually moved beyond using data to inform product design decisions.

Management 363

Management Machine Learning Experimentation Metrics 363

CIO Business Intelligence

JANUARY 10, 2025

As leaders work to define the right metrics, those measures must be tightly aligned with the business strategy and should account for the cost of not investing. Currently, 51% of organizations are exploring their potential to optimize administrative tasks (60%), customer service (54%), and business content creation (53%).

ROI 81

ROI Enterprise Broadcasting Metrics 81

Occam's Razor

MAY 15, 2006

There is a lot of "buzz" around "buzzy" metrics such as brand value / brand impact, blog-pulse , to name a couple. IMHO these "buzzy" metrics might be a sub optimal use of time/resources if we don't first have a hard core understanding of customer satisfaction and task completion on our websites.

Metrics 100

Metrics Experimentation Testing Interactive 100

CIO Business Intelligence

JANUARY 21, 2025

By embedding AI into data analysis frameworks, organizations can unlock unprecedented capabilities in healthcare diagnostics, manufacturing quality control, and marketing optimization, turning raw data into strategic competitive advantages, says Ashwin Rajeeva, co-founder and CTO of Acceldata.

Cost-Benefit 142

Cost-Benefit Data-driven Strategy Marketing 142

datapine

MAY 20, 2020

With a powerful dashboard maker , each point of your customer relations can be optimized to maximize your performance while bringing various additional benefits to the picture. To inspire your customer relationship management report for managing your metrics, explore our cutting-edge selection of KPI examples.

Dashboards 265

Dashboards Reporting KPI Visualization 265

Smart Data Collective

JULY 9, 2023

One benefit is that they can help with conversion rate optimization. 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.

Optimization 97

Optimization Data Analytics Analytics Data-driven 97

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

CIO Business Intelligence

MARCH 4, 2025

Through the DX platform, Block is able to provide developer experience metrics to all leaders and teams across the company. Coburns team also publishes an annual internal State of Engineering Velocity report highlighting key metrics and benchmarks captured in DX. Were very experimental and fast to fail, Coburn says.

Experimentation 69

Experimentation Metrics Data-driven Measurement 69

The Unofficial Google Data Science Blog

APRIL 23, 2024

the weight given to Likes in our video recommendation algorithm) while $Y$ is a vector of outcome measures such as different metrics of user experience (e.g., Experiments, Parameters and Models At Youtube, the relationships between system parameters and metrics often seem simple — straight-line models sometimes fit our data well.

Experimentation 52

Experimentation Optimization Uncertainty Metrics 52

DataKitchen

APRIL 13, 2021

Observe, optimize, and scale enterprise data pipelines. . A complete DataOps program will have a unified, system-wide view of process metrics using a common data store. DataMo – Datmo tools help you seamlessly deploy and manage models in a scalable, reliable, and cost-optimized way. Monte Carlo Data — Data reliability delivered.

Testing 304

Testing Machine Learning Consulting Data Science 304

AWS Big Data

JUNE 11, 2024

Core concepts Before diving into various compression algorithms that OpenSearch offers, let’s look into three standard metrics that are often used while comparing compression algorithms: Compression ratio The original size of the input compared with the compressed data, expressed as a ratio of 1.0 as experimental feature.

Optimization 94

Optimization Experimentation Cost-Benefit Software 94

AWS Big Data

JANUARY 15, 2025

For container terminal operators, data-driven decision-making and efficient data sharing are vital to optimizing operations and boosting supply chain efficiency. This post is co-written by Dr. Leonard Heilig and Meliena Zlotos from EUROGATE. Lakshmi Nair is a Senior Specialist Solutions Architect for Data Analytics at AWS.

IoT 111

IoT Machine Learning Metadata Data-driven 111

DataRobot Blog

DECEMBER 6, 2022

Other organizations are just discovering how to apply AI to accelerate experimentation time frames and find the best models to produce results. See how to use DataRobot Model Observability to track service, drift, prediction data, training data, and custom metrics in order to keep models and predictions relevant in a fast-changing world.

Experimentation 145

Experimentation Forecasting Data-driven Machine Learning 145

Occam's Razor

SEPTEMBER 30, 2013

Each of the six visuals re-frames a unique facet of the digital opportunity/challenge, and shares how to optimally take advantage of the opportunity/challenge. It is also immensely beneficial for search engine optimization (great content, delivered fresh, every day!). Then that is all they optimize for. And so on and so forth.

Marketing Analytics 156

Marketing Analytics Marketing Visualization Analytics 156

Occam's Razor

AUGUST 12, 2013

The outcome in either scenario is a restructuring of the organization that is exquisitely geared towards taking advantage of portfolio optimization. You should not treat your marketing optimization program with the same level of outcome optimization that is applied to five-year-olds. From a Venn -diagram. Who would have thunk?].

Modeling 162

Modeling Optimization Marketing Interactive 162

datapine

JANUARY 31, 2022

They’re about having the mindset of an experimenter and being willing to let data guide a company’s decision-making process. This benefit goes directly in hand with the fact that analytics provide businesses with technologies to spot trends and patterns that will lead to the optimization of resources and processes.

Business Intelligence 214

Business Intelligence Analytics Cost-Benefit ROI 214

AWS Big Data

SEPTEMBER 5, 2024

A more advanced method is to combine traditional inverted-index(BM25) based retrieval, but this approach requires spending a considerable amount of time customizing lexicons, synonym dictionaries, and stop-word dictionaries for optimization. Experimental data selection For retrieval evaluation, we used to use the datasets from BeIR.

Metrics 111

Metrics Testing Experimentation Modeling 111

CIO Business Intelligence

DECEMBER 19, 2024

While crucial, if organizations are only monitoring environmental metrics, they are missing critical pieces of a comprehensive environmental, social, and governance (ESG) program and are unable to fully understand their impacts. of survey respondents) and circular economy implementations (40.2%).

IT 52

IT IoT Machine Learning Optimization 52

DataRobot Blog

JANUARY 10, 2023

Data science teams of all sizes need a productive, collaborative method for rapid AI experimentation. By predicting which patients are at risk of readmission before they are discharged, doctors can follow appropriate medical procedures to prevent readmission, optimize costs, and enhance the quality of treatment. Auto-scale compute.

Experimentation 52

Experimentation Machine Learning Data Science Modeling 52

CIO Business Intelligence

MARCH 28, 2023

Value Stream Management (VSM) is a powerful methodology that not only streamlines value streams and optimizes processes but also promotes sustainability and creates positive impact. Here are some ways leaders can cultivate innovation: Build a culture of experimentation. Use data and metrics. Invest in technology.

Experimentation 98

Experimentation Metrics Measurement Digital Transformation 98

Occam's Razor

NOVEMBER 2, 2015

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). It can be a brand metric, say Likelihood to Recommend. It is not that hard.

B2B 167

B2B Metrics Recreation/Entertainment Testing 167

CIO Business Intelligence

MAY 1, 2024

Pilots can offer value beyond just experimentation, of course. McKinsey reports that industrial design teams using LLM-powered summaries of user research and AI-generated images for ideation and experimentation sometimes see a reduction upward of 70% in product development cycle times. Now nearly half of code suggestions are accepted.

Cost-Benefit 143

Cost-Benefit Metrics Insurance Measurement 143

Occam's Razor

NOVEMBER 5, 2007

The fact that to make optimal decisions on the web I was going to have to be comfortable with multiple sources of data, all valuable and all necessary to win. Experimentation & Testing : Google Website Optimizer, Offermatica, Optimost etc. The last one was the most interesting and delightful.

Analytics 98

Analytics Experimentation Metrics Measurement 98

IBM Big Data Hub

JUNE 10, 2024

Cloud-based XaaS offerings provide organizations with the agility to scale resources up or down based on demand, enabling optimal resource utilization and cost efficiency. XaaS models offer organizations greater predictability and transparency in cost management by providing detailed billing metrics and usage analytics.

Experimentation 62

Experimentation Optimization Risk Management Machine Learning 62

Occam's Razor

AUGUST 13, 2012

That means: All of these metrics are off. It is hard, it is time consuming, but it also allows you to test your hypotheses on possible optimal allocations, test them in the real world, find the best answers and be brilliant with your marketing spend mix. I can use that to hypothesize what an optimal budget allocation might look like.

Modeling 125

Modeling Metrics Data Quality Data-driven 125

Occam's Razor

JULY 24, 2018

work (collection, processing, reporting, analysis), processes, org structure, governance models, last-mile gaps , metrics ladders of awesomeness , and… so… much… more. Remember, tools, work, processes, org structure, governance models, last-mile gaps, metrics ladders of awesomeness, and… so… much… more. The Implications of Complexity.

Analytics 95

Analytics Metrics Strategy Measurement 95

IBM Big Data Hub

MAY 17, 2024

Organizations face increased pressure to move to the cloud in a world of real-time metrics, microservices and APIs, all of which benefit from the flexibility and scalability of cloud computing. Optimized: Cloud environments are now working efficiently and every new use case follows the same foundation set forth by the organdization.

Modeling 96

Modeling Cost-Benefit Optimization Digital Transformation 96

Occam's Razor

JANUARY 7, 2014

They are generic mash-ups that tailor to almost no one's needs, and more often than not contain awful things like nine not-really-thought out metrics for one dimension in a report. the instinctive response of the Squirrels is to go grab the most obvious metrics and start partying. " Kisses. Angels singing! Time on Site!

Data-driven 142

Data-driven Consulting Reporting Marketing 142

Cloudera

OCTOBER 8, 2024

This service supports a range of optimized AI models, enabling seamless and scalable AI inference. By 2023, the focus shifted towards experimentation. Hardware and software optimizations enable up to 36 times faster inference with NVIDIA accelerated computing and nearly four times the throughput on CPUs, accelerating decision-making.

Optimization 75

Optimization Experimentation Metrics Enterprise 75

AWS Big Data

JULY 20, 2023

Determining optimal table partitioning Determining optimal partitioning for each table is very important in order to optimize query performance and minimize the impact on teams querying the tables when partitioning changes. The following diagram illustrates the solution architecture. Orca addressed this in several ways.

Data Lake 98

Data Lake Analytics Snapshot Data Quality 98

Domino Data Lab

JUNE 23, 2019

Skomoroch proposes that managing ML projects are challenging for organizations because shipping ML projects requires an experimental culture that fundamentally changes how many companies approach building and shipping software. Another pattern that I’ve seen in good PMs is that they’re very metric-driven.

Management 110

Management Machine Learning Experimentation Metrics 110

CIO Business Intelligence

DECEMBER 14, 2023

Reining in the rugged and remote Through rapid cycles of discovery and experimentation, Mathur and De Bernardi’s cross-functional team devised a solution that leaned heavily on additive manufacturing, more commonly known as “3D printing.” These early wins are reason for optimism.

Manufacturing 100

Manufacturing Digital Transformation Experimentation Cost-Benefit 100

CIO Business Intelligence

MARCH 5, 2024

Many other platforms, such as Coveo’s Relative Generative Answering , Quickbase AI , and LaunchDarkly’s Product Experimentation , have embedded virtual assistant capabilities but don’t brand them copilots. As copilot technology capabilities are changing rapidly, leaders should frequently identify metrics and evaluate strategies.

Advertising 124

Advertising Cost-Benefit Experimentation Reporting 124

Occam's Razor

NOVEMBER 12, 2006

And no that is not Visits or Total Visitors in the denominator, for my perspective on why that is sub-optimal click here and read the part about Why use Unique Visitors.]. Focus on the Why (use Surveys or Lab Usability or Experimentation & Testing for example). Is Real Conversion Rate metric a good one? What do you think?

Measurement 99

Measurement Analytics Marketing Optimization 99

CIO Business Intelligence

AUGUST 21, 2024

Our goal is to analyze logs and metrics, connecting them with the source code to gain insights into code fixes, vulnerabilities, performance issues, and security concerns,” he says. These projects include those that simplify customer service and optimize employee workflows. Plus, each agent can be optimized for its specific tasks.

Risk 136

Risk Insurance Cost-Benefit Software 136

AWS Big Data

NOVEMBER 2, 2023

Solution overview GoDaddy’s intelligent compute platform envisions simplification of compute operations for all personas, without limiting power users, to ensure out-of-box cost and performance optimization for data and ML workloads. Gather relevant metrics from the tests. Analyze results to draw insights and conclusions. HCatalog 3.1.3

Cost-Benefit 111

Cost-Benefit Big Data Testing Optimization 111

The Unofficial Google Data Science Blog

OCTOBER 7, 2015

Nevertheless, A/B testing has challenges and blind spots, such as: the difficulty of identifying suitable metrics that give "works well" a measurable meaning. This is essentially the same as finding a truly useful objective to optimize. accounting for effects "orthogonal" to the randomization used in experimentation.

Modeling 63

Modeling Experimentation Knowledge Discovery KDD 63