DataKitchen

OCTOBER 5, 2021

DataOps enables: Rapid experimentation and innovation for the fastest delivery of new insights to customers. Many people who work with data have a narrow definition of being “done.” Definition of “done” means “it worked for me”. “I Create tests. What is DataOps. Low error rates. When is a Task “Done”. Willful blindness.

Testing 154

Testing Dashboards Measurement Experimentation 154

Occam's Razor

MAY 22, 2006

This post is a primer on the delightful world of testing and experimentation (A/B, Multivariate, and a new term from me: Experience Testing). Experimentation and testing help us figure out we are wrong, quickly and repeatedly and if you think about it that is a great thing for our customers, and for our employers.

Experimentation 103

Experimentation Testing Optimization Measurement 103

Data Science 101

SEPTEMBER 1, 2023

If I had more room for experimentation though, I’d definitely give svelte and solidjs a try. Everything related to spinning up a web server in development, writing code, hot reloading, running tests, cicd, deployments, etc. Honestly, the answer to this question changes every day for me. What more can you say about Tailwind?

Experimentation 116

Experimentation Testing Technology IT 116

Decision Management Solutions

MARCH 26, 2020

Randomly select groups of customers and use the experimental approach on them, to prevent bias, and ensure a clean test Keep information on both groups – what you would normally do and what you experimented on – so you can compare the approaches later. Invest some time learning about experimental design and run your own.

Experimentation 72

Experimentation Recreation/Entertainment Optimization Testing 72

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. That’s looking at it the wrong way round.”

Cost-Benefit 143

Cost-Benefit Metrics Insurance Measurement 143

CIO Business Intelligence

OCTOBER 24, 2024

As they look to operationalize lessons learned through experimentation, they will deliver short-term wins and successfully play the gen AI — and other emerging tech — long game,” Leaver said. Over the next 10 years, Forrester believes gen AI and AI coding assistants will change the definition of software development.

ROI 108

ROI Data-driven Enterprise Experimentation 108

CIO Business Intelligence

DECEMBER 19, 2023

If CIOs don’t improve conversions from pilot to production, they may find their investors losing patience in the process and culture of experimentation. And while static application security testing (SAST) was the top-rated tool for usefulness by 82% of respondents, only 28% claim these tools are used on at least 75% of their code base.

Digital Transformation 142

Digital Transformation Unstructured Data Machine Learning Risk Management 142

CIO Business Intelligence

NOVEMBER 13, 2023

Reimagination of business processes sits at the core of digital transformation, and so, by definition, digital transformation challenges the status quo, throwing we-have-always-done-it-this-way sentiment out of the window. Leaders must clearly define what they want to achieve through digital transformation and how they plan to do it.

Digital Transformation 143

Digital Transformation Cost-Benefit Experimentation Measurement 143

CIO Business Intelligence

JUNE 11, 2024

A 1958 Harvard Business Review article coined the term information technology, focusing their definition on rapidly processing large amounts of information, using statistical and mathematical methods in decision-making, and simulating higher order thinking through applications.

IT 135

IT Digital Transformation Broadcasting Business Objectives 135

CIO Business Intelligence

JUNE 7, 2023

From what I see across the nation, there is definitely an emphasis on STEM. KAUST Smart partners with companies and organizations to develop, test, and pilot technologies and to take advantage of our unique city environment. It is clearly recognized that these areas are the cornerstones for economic transformation.

Digital Transformation 104

Digital Transformation Experimentation Technology Testing 104

datapine

MAY 20, 2020

To put the power of CRM software (or customer relationship management dashboard software) into a living, breathing, real-world perspective, we’ll explore CRM dashboards in more detail, starting with basic definitions of such dashboards and reports while considering how you can use CRM dashboard software to your business-boosting advantage.

Dashboards 265

Dashboards Reporting KPI Visualization 265

O'Reilly on Data

OCTOBER 13, 2020

In Bringing an AI Product to Market , we distinguished the debugging phase of product development from pre-deployment evaluation and testing. This distinction assumes a slightly different definition of debugging than is often used in software development. require not only disclosure, but also monitored testing.

Management 249

Management Metrics Machine Learning Modeling 249

Domino Data Lab

AUGUST 6, 2021

The early definition now accepted as standard in the industry is: “The use of models invariably presents model risk, which is the potential for adverse consequences from decisions based on incorrect or misused model outputs and reports.” The genesis of Model Risk Management was in the banking industry. Model implementation.

Risk Management 64

Risk Management Risk Modeling Enterprise 64

Domino Data Lab

NOVEMBER 14, 2019

This Domino Data Science Field Note covers a proposed definition of interpretability and distilled overview of the PDR framework. James Murdoch, Chandan Singh, Karl Kumber, and Reza Abbasi-Asi’s recent paper, “Definitions, methods, and applications in interpretable machine learning” Introduction. Yet, Bin Yu, W.

Modeling 71

Modeling Machine Learning Data Science Experimentation 71

Data Science and Beyond

APRIL 5, 2021

Overall, 2020 was definitely a good year for my participation in RLS and I’m planning on contributing more in 2021, especially with help around organising and conducting surveys in Southeast Queensland. My main "day job" focus in 2020 was on being the tech lead for Automattic’s new experimentation platform (ExPlat).

Experimentation 61

Experimentation Testing Publishing Data Collection 61

DataRobot

JUNE 8, 2021

Because it quantitatively identifies the common attributes of members of a group, it can inspire new persona definitions. The researchers set out to test whether consumers are more resistant to healthcare delivered by AI providers because of concerns that the AI will neglect the unique characteristics of their case. It can be unstable.

Data-driven 98

Data-driven Testing Marketing Machine Learning 98

AWS Big Data

SEPTEMBER 13, 2024

Additionally, BPG has not been tested with the Volcano scheduler , and the solution is not applicable in environments using native Amazon EMR on EKS APIs. BPG parses the request, translates it into a custom resource definition (CRD), and submits the CRD to an EMR on EKS cluster according to predefined rules. For example: HTTP/1.1

Management 98

Management Snapshot Cost-Benefit Testing 98

CIO Business Intelligence

JUNE 27, 2022

I do still contribute to open-source projects and when I can I try to contribute code to Sentry, but definitely not as much as I want. We rely heavily on automated testing. A lot of the current approaches feel very experimental and are tough to see as maintainable, so there’s certainly still room for growth here.

Software 109

Software Experimentation Testing Marketing 109

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. Yet, this challenge is not insurmountable. for what is and isn’t possible) to address these challenges. Transcript.

Management 110

Management Machine Learning Experimentation Metrics 110

The Unofficial Google Data Science Blog

JANUARY 14, 2016

Unlike experimentation in some other areas, LSOS experiments present a surprising challenge to statisticians — even though we operate in the realm of “big data”, the statistical uncertainty in our experiments can be substantial. We must therefore maintain statistical rigor in quantifying experimental uncertainty.

Experimentation 41

Experimentation Statistics Metrics Measurement 41

Occam's Razor

AUGUST 22, 2011

Five Reasons And Awesome Testing Ideas. Lab Usability Testing: What, Why, How Much. Build A Great Web Experimentation & Testing Program. Experimentation and Testing: A Primer. " The Definitive Guide To (8) Competitive Intelligence Data Sources! Interviewing Tip: Stress Test Critical Thinking.

KPI 125

KPI Metrics Measurement ROI 125

Occam's Razor

APRIL 8, 2013

Sometimes, we escape the clutches of this sub optimal existence and do pick good metrics or engage in simple A/B testing. Testing out a new feature. Identify, hypothesize, test, react. But at the same time, they had to have a real test of an actual feature. You don’t need a beautiful beast to go out and test.

Metrics 157

Metrics KPI Analytics Key Performance Indicator 157

datapine

FEBRUARY 4, 2020

But first, we will start with a basic definition and some tips on creating these kinds of reports. A daily marketing report will also allow you for faster experimentation: running small operations to answer small questions. from your campaigns, various tests, and mistakes. Let’s dig deeper. Let’s take a look at an example.

Reporting 280

Reporting Marketing Advertising Metrics 280

Occam's Razor

SEPTEMBER 19, 2011

Then they isolated regions of the country (by city, zip, state, dma pick your fave) into test and control regions. People in the test regions will participate in our hypothesis testing. So for variation #3, no catalogs or email were sent to the customers in the test group. The nice thing is that you can also test that!

Measurement 120

Measurement Advertising Testing Marketing 120

Ontotext

MARCH 29, 2021

More than 10 years ago we even had experimental support of what we called triplesets , which allowed the association of metadata to sets of statements. Vassil Momtchev: We were very pleased to have a strong technical team, like the one of Synaptica, to test drive our RDF-star implementation on a serious task and provide feedback.

Metadata 59

Metadata IT Modeling Experimentation 59

AWS Big Data

MAY 24, 2023

The following examples are also available in the sample notebook in the aws-samples GitHub repo for quick experimentation. Update your-iceberg-storage-blog in the following configuration with the bucket that you created to test this example. Note the configuration parameters s3.write.tags.write-tag-name Delete the EMR cluster.

Data Lake 85

Data Lake Snapshot Metadata Optimization 85

Domino Data Lab

MAY 8, 2019

In contrast, some researchers who are exploring the definitions, possibilities, and limitations of model interpretation point toward more comprehensive views. There’s no one-size-fits-all definition of what’s required across all verticals. Let’s look at two issues, both more social than technical, that bubble to the top of the list.

Machine Learning 105

Machine Learning Data Science Modeling Visualization 105

Domino Data Lab

OCTOBER 2, 2019

As data science work is experimental and probabilistic in nature, data scientists are often faced with making inferences. The case that might be familiar to you is an AB test. You can make a change to a product and test it against the original version of the product. A complementary Domino project is available. . Introduction.

Machine Learning 68

Machine Learning Measurement Modeling Testing 68

The Unofficial Google Data Science Blog

DECEMBER 14, 2021

The DS team needed an explicit definition of video quality. They agreed to base their definition on the evaluation of trained raters. Most agreed that Like Rate of a video on the site was in fact a reasonable proxy for this definition of video content quality. Should we use a t-test or a sign test?

Uncertainty 56

Uncertainty Statistics Measurement Cost-Benefit 56

Occam's Razor

JUNE 4, 2018

Nudging has plenty of different definitions. Such is the case with A/B testing. I’m off to take a walk in the beautiful California sun, you go implement my recommendations for nudges as A/B tests—it is the only way to unlock the kind of imagination required to create profitable happy customer experiences. Welcome to Nudging.

Strategy 125

Strategy Cost-Benefit Testing Sales 125

Ontotext

APRIL 3, 2024

Nimit Mehta: I think that 2024 is going to be a buckle-down year, but, at the same time, we’ll see a rapid explosion of experimentation. ” So, maybe they are open to some testing and exploration, but when it’s prime time, larger organizations won’t run the risk of putting something untested. That will definitely stick.

Technology 59

Technology Risk Digital Transformation Measurement 59

Occam's Razor

MARCH 23, 2010

Because every tool uses its own sweet metrics definitions, cookie rules, session start and end rules and so much more. Usually at least a test. Meanwhile see if you can convince your HiPPO to run a small test while you look for a case study (and a job). ]. Likely not. Omniture cannot save you. Only you can save yourself.

Analytics 119

Analytics Consulting Metrics Experimentation 119

Alation

DECEMBER 14, 2021

These systems offer numerous web-centric features that bolster customer service and engagement, provide server scalability during periods of fluctuating traffic, and allow easy experimentation with new technologies and promotional strategies. Let’s start with some simple definitions. Cloud testing. Optimized business continuity.

Cost-Benefit 52

Cost-Benefit Data Processing Optimization Consulting 52

Occam's Razor

OCTOBER 19, 2010

Given the definition above, I am a firm believer in Multiplicity. If you have evolved to a stage that you need behavior targeting then get Omniture Test and Target or Sitespect. Experimentation and Testing Tools [The "Why" – Part 1]. If you need ideas of what to test: Experiment or Die. Second Bit Of Context.

Analytics 136

Analytics Testing Measurement Optimization 136

Occam's Razor

AUGUST 12, 2013

In a recent post, Multi-Channel Attribution: Definitions, Models and a Reality Check , I outlined three distinct attribution challenges. You only have to think about it for five seconds to realize it passes the ultimate test for everything: Common sense. Test that hypothesis using a percent of your budget and measure results.

Modeling 162

Modeling Optimization Marketing Interactive 162

Occam's Razor

JANUARY 7, 2014

Before we go too deep, let's get a couple of definitions right first. Additionally a sign of mastery of segmentation analysis (only likely if you have Analysis Ninjas, hence a good test) is if you see User, Sequence and Cohort segments/analysis , along with the normal Session and Hit level segments/analysis.

Data-driven 142

Data-driven Consulting Reporting Marketing 142

Occam's Razor

JULY 18, 2011

This should drive aggressive experimentation of email content / offers / targeting / every facet by your team. This metric helps you find opportunities for immediate improvement – such as pages and calls to action you should test, and content that fails to deliver. But why measure only 2% of the outcomes on your website?

Metrics 138

Metrics Marketing Measurement Cost-Benefit 138