Occam's Razor

MARCH 18, 2013

Today's post is about a new problem I'm starting to notice, which only exists because our tools have become so much cooler and handed us so much power: constant mismatching of hit- and session-level metrics and dimensions. It will be critical that you are familiar with what a metric is and what a dimension is. Use Goal Value.

Metrics 146

Metrics Analytics Measurement Reporting 146

DataKitchen

NOVEMBER 5, 2024

For instance, records may be cleaned up to create unique, non-duplicated transaction logs, master customer records, and cross-reference tables. Similarly, downstream business metrics in the Gold layer may appear skewed due to missing segments, which can impact high-stakes decisions.

Data Quality 195

Data Quality Testing Metrics Reporting 195

O'Reilly on Data

MARCH 25, 2025

What this meant was the emergence of a new stack for ML-powered app development, often referred to as MLOps. Business value : Once we have a rubric for evaluating our systems, how do we tie our macro-level business value metrics to our micro-level LLM evaluations? How will you measure success? How do we do so?

Testing 174

Testing Data-driven Software Measurement 174

Occam's Razor

SEPTEMBER 24, 2012

A Facebook employee (FBe) gave a talk about measuring ROI/Value of Facebook campaigns. FBe's recommendation was (paraphrasing a 35 min talk): Don't invent new metrics, use online versions of Reach and GRPs to measure success. Why is it so hard to measure the value of Facebook? Metrics are a problem.

Advertising 165

Advertising ROI Metrics Marketing 165

datapine

AUGUST 14, 2020

A customer retention dashboard and metrics depicted in a neat visual will help you in monitoring, analyzing, and managing multiple customer-centric points and how they echo in your business. But first, let’s start with a basic definition. Your Chance: Want to build a dashboard for customer retention?

Dashboards 176

Dashboards Metrics B2B Visualization 176

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 157

Metrics KPI Analytics Key Performance Indicator 157

datapine

NOVEMBER 15, 2022

1) What Are Product Metrics? 2) Types Of Product Metrics. 3) Product Metrics Examples You Can Use. 4) Product Metrics Framework. The right product performance metrics will give you invaluable insights into its health, strength and weaknesses, potential issues or bottlenecks, and let you improve it greatly.

Metrics 141

Metrics KPI Measurement Dashboards 141

Occam's Razor

DECEMBER 12, 2011

I am going to attempt to significantly simply your life by recommending the critical few metrics you should use to analyze performance of your digital marketing campaigns and website. Recommend metrics / KPIs you can use based on the size of your company. Best Metrics / KPIs for Small Business Websites. Obsess about this metric.

Metrics 153

Metrics Key Performance Indicator Measurement Optimization 153

O'Reilly on Data

NOVEMBER 19, 2024

While RAG leverages nearest neighbor metrics based on the relative similarity of texts, graphs allow for better recall of less intuitive connections. presented the TRACE framework for measuring results, which showed how GraphRAG achieves an average performance improvement of up to 14.03%.

Unstructured Data 318

Unstructured Data Structured Data Statistics Modeling 318

CIO Business Intelligence

NOVEMBER 20, 2023

Measuring developer productivity has long been a Holy Grail of business. In addition, system, team, and individual productivity all need to be measured. Well-known metrics, such as deployment frequency, are useful when it comes to tracking teams but not individuals. This refers to assessing contributions to a team’s backlog.

Measurement 126

Measurement Metrics Testing Software 126

datapine

JULY 11, 2019

At this point, you have already tackled the biggest chunk of the work – collecting data, cleaning it, consolidating different data sources, and creating a mix of useful metrics. Operational: A business intelligence tool that exists to monitor, measure and manage processes or operations with a shorter or more immediate time scale.

Dashboards 319

Dashboards Metrics Visualization Key Performance Indicator 319

datapine

JUNE 18, 2019

A data-driven finance report is also an effective means of remaining updated with any significant progress or changes in the status of your finances, and help you measure your financial results, cash flow, and financial position. Work Quality: These metrics help companies determine the quality level of their employees’ work performance.

Reporting 251

Reporting Metrics KPI Finance 251

DataKitchen

MARCH 16, 2023

How to measure your data analytics team? But wait, she asks you for your team metrics. Where is your metrics report? It lists forty-five metrics to track across their Operational categories: DataOps, Self-Service, ModelOps, and MLOps. Forty-five metrics! Introduction. You’ve got a new boss. What should I track?

Metrics 130

Metrics Data Analytics Analytics Measurement 130

datapine

MARCH 22, 2019

Read here how these metrics can drive your customers’ satisfaction up! Customer satisfaction metrics evaluate how the products or services supplied by a company meet or surpass a customer’s expectations. How To Measure Customer Satisfaction? How To Measure Customer Satisfaction?

Metrics 134

Metrics Dashboards Measurement Interactive 134

DataKitchen

SEPTEMBER 20, 2021

The DataKitchen Platform automatically updates the embedded references from one toolchain instance to the other. Meta-orchestration refers to the integration of observability into a hierarchy of orchestrations. Measurement DataOps. Productivity – Measure team productivity by the number of tests and analytics created.

Testing 246

Testing Metrics Measurement Dashboards 246

Andrew White

JUNE 9, 2019

Hong Kong is frequently references in the series to explore and explain the merits of an economy that is more free-market than what we in the West are familiar with today. If bureaucrats start to measure something, it won’t be long before they start to meddle in it. Measures in fact end up creating new work – to manage the measure!

Measurement 74

Measurement Metrics Marketing Data-driven 74

AWS Big Data

NOVEMBER 3, 2023

In this post, we explore how to combine AWS Glue usage information and metrics with centralized reporting and visualization using QuickSight. You have metrics available per job run within the AWS Glue console, but they don’t cover all available AWS Glue job metrics, and the visuals aren’t as interactive compared to the QuickSight dashboard.

Metrics 114

Metrics Dashboards Metadata Visualization 114

O'Reilly on Data

MARCH 31, 2020

There may even be someone on your team who built a personalized video recommender before and can help scope and estimate the project requirements using that past experience as a point of reference. Measurement, tracking, and logging is less of a priority in enterprise software.

Management 363

Management Machine Learning Experimentation Metrics 363

Jedox

JULY 6, 2021

This is done by calculating suitable error metrics. An error metric is a way to quantify the performance of a model and provides a way for the forecaster to quantitatively compare different models 1. A friendly warning: This involves some math, which is necessary to explain how these metrics work. Mean Absolute Error (MAE).

Forecasting 104

Forecasting Metrics Testing Modeling 104

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. The process helps businesses and decision-makers measure the success of their strategies toward achieving company goals.

KPI 221

KPI Management Key Performance Indicator Measurement 221

datapine

JUNE 13, 2019

They can be of various forms: a daily sales report format will track sales metrics that are relevant on a daily basis: the number of phone calls or meetings set up by a rep, number of leads created. So here’s what you should additionally consider when writing to your boss: Focus on what matters to your boss: choose the right metrics.

Sales 264

Sales Reporting KPI B2B 264

datapine

APRIL 12, 2023

Here we explore the meaning and value of incremental sales in the world of business, as well as the additional KPI examples and metrics you should track to ensure ongoing success. To ensure you yield the results you desire, first establish your goals, then decide on the metrics that you will need to track to measure your performance.

Sales 176

Sales KPI Metrics Cost-Benefit 176

IBM Big Data Hub

MARCH 14, 2024

One key advantage of opting for managed Kafka services is the delegation of responsibility for broker and operational metrics, allowing users to focus solely on metrics specific to applications. With Kafka, monitoring typically involves various metrics that are related to topics, partitions, brokers and consumer groups.

Metrics 83

Metrics Measurement Optimization Management 83

Jet Global

JUNE 24, 2020

An engineering Key Performance Indicator (KPI) or metric is a clearly defined quantifiable measure that an engineering firm uses to gauge its success over time. With engineering being a very broad field, KPIs are employed in a variety of ways, ranging from company-wide analysis to project specific performance metrics.

Metrics 98

Metrics Reporting KPI Key Performance Indicator 98

Jet Global

AUGUST 17, 2020

A finance department Key Performance Indicator (KPI) or metric is a clearly defined quantifiable measure used to evaluate a company’s financial performance. Internally, companies use financial metrics to evaluate prospective investments and track internal performance from a financial perspective.

Finance 98

Finance Metrics Key Performance Indicator KPI 98

datapine

APRIL 2, 2020

Here, we will consider what it takes to track KPI metrics, explore the dynamics or a contemporary KPI tracker, and look at how to track KPIs. By measuring KPIs regularly and automatically, you can increase productivity and decrease costs. . But first, let’s ask ourselves the question, ‘ What is KPI tracking?’. What Is KPI Tracking?

KPI 195

KPI Key Performance Indicator Software Dashboards 195

AWS Big Data

JUNE 6, 2023

AWS Glue Data Quality allows you to measure and monitor the quality of data in your data repositories. It’s important for business users to be able to see quality scores and metrics to make confident business decisions and debug data quality issues. We can analyze the data quality score and metrics using Athena SQL queries.

Data Quality 95

Data Quality Metrics Visualization Dashboards 95

Jet Global

MAY 15, 2020

A financial Key Performance Indicator (KPI) or metric is a quantifiable measure that a company uses to gauge its financial performance over time. These three statements are data rich and full of financial metrics. The Fundamental Finance KPIs and Metrics – Cash Flow. What is a Financial KPI? Current Ratio.

Metrics 98

Metrics Finance Reporting KPI 98

Jet Global

JANUARY 11, 2021

A real estate Key Performance Indicator (KPI) or metric is a quantifiable measure used to assess the performance of a business in the real estate industry. These performance metrics can be used to analyze several different business segments from individual realtor performance to investment property potential.

Metrics 98

Metrics Reporting KPI Key Performance Indicator 98

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. and CTV.Co

Measurement 115

Measurement Advertising Testing Data-driven 115

AWS Big Data

MARCH 12, 2024

AWS Glue Data Quality is built on DeeQu , an open source tool developed and used at Amazon to calculate data quality metrics and verify data quality constraints and changes in the data distribution so you can focus on describing how data should look instead of implementing algorithms. For instructions, refer to Adding an AWS Glue Crawler.

Data Quality 115

Data Quality Measurement Testing Visualization 115

Occam's Razor

JANUARY 4, 2016

The specific metric I've been mad about since day one of this blog ( May 14th, 2006! ) It is measured as Orders/Visits. [Or, Metrics create incentives, bad metrics create bad incentives. While this is a great lesson in the power of defining metrics optimally, why bring this up, one more time, today?

Metrics 89

Metrics Analytics Cost-Benefit Key Performance Indicator 89

datapine

SEPTEMBER 6, 2022

That said, measuring the success of your those efforts is another great part of the job, and on many occasions, it can prove to be overwhelming as you need to use multiple tools to gather the data. A content dashboard is an analytical tool that contains critical performance metrics to assess the success of all content-related initiatives.

Dashboards 179

Dashboards Reporting ROI Metrics 179

datapine

APRIL 12, 2019

In essence, a project management dashboard is a data-driven platform that displays metrics, stats, and insights that are specific to a particular project or strategy by presenting a tailored mix of key performance indicators (KPIs) in one central location. Download right here our free guide and get started with dashboards!

Dashboards 233

Dashboards Management KPI Cost-Benefit 233

datapine

MARCH 25, 2019

Data analysis method focuses on strategic approaches to taking raw data, mining for insights that are relevant to the business’s primary goals, and drilling down into this information to transform metrics, facts, and figures into initiatives that benefit improvement. Visualize your data.

Key Performance Indicator 217

Key Performance Indicator Statistics Big Data Visualization 217

AWS Big Data

MARCH 10, 2025

Amazon Redshift Serverless automatically scales compute capacity to match workload demands, measuring this capacity in Redshift Processing Units (RPUs). We encourage you to measure your current price-performance by using sys_query_history to calculate the total elapsed time of your workload and note the start time and end time.

Optimization 72

Optimization Data Warehouse Data-driven Testing 72

Smart Data Collective

NOVEMBER 26, 2021

Data analytics refers to the systematic computational analysis of statistics or data. Data analytics make up the relevant key performance indicators ( KPIs ) or metrics necessary for a business to create various sales and marketing strategies. Consequently, you can make smarter decisions and hit your metrics and overall business goals.

Marketing 131

Marketing Data Analytics Key Performance Indicator Analytics 131