David Menninger's Analyst Perspectives

APRIL 30, 2025

Contact centers are very good at measuring the speed and volume of interactions, using legacy key performance indicators like handle time, speed of answer, hold time and first-contact resolution. Even measuring satisfaction is ambiguous. That difference is in metrics and, by extension, how we define success.

Measurement 130

Measurement Cost-Benefit Key Performance Indicator Metrics 130

CIO Business Intelligence

JANUARY 23, 2024

Regardless of where organizations are in their digital transformation, CIOs must provide their board of directors, executive committees, and employees definitions of successful outcomes and measurable key performance indicators (KPIs). He suggests, “Choose what you measure carefully to achieve the desired results.

Measurement 141

Measurement Digital Transformation KPI Metrics 141

Smart Data Collective

JULY 26, 2020

And how can you measure or improve employee engagement in your organization? Employee engagement is a nebulous term, so you might get a different definition for it depending on who you ask. How to Measure Employee Engagement. The post How Can You Use Analytics to Measure Employee Engagement? What Is Employee Engagement?

Measurement 140

Measurement Analytics Metrics Strategy 140

CIO Business Intelligence

APRIL 5, 2023

In a joint study with Markus Westner and Tobias Held from the department of computer science and mathematics at the University of Regensburg, the 4C experts examined the topic by focusing on how the IT value proposition is measured, made visible, and communicated. This serves as a starting point for measuring IT value proposition.

Measurement 133

Measurement IT Metrics Consulting 133

CIO Business Intelligence

JANUARY 14, 2025

By articulating fitness functions automated tests tied to specific quality attributes like reliability, security or performance teams can visualize and measure system qualities that align with business goals. But this definition misses the essence of modern enterprise architecture.

Enterprise 119

Enterprise Technology Metrics Measurement 119

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. The results are not definitive, but they are promising. Moreover, we don’t accept that software engineering is so complicated or mystical that it defies measurement.

Measurement 126

Measurement Metrics Testing Software 126

CIO Business Intelligence

APRIL 8, 2025

Fragmented systems, inconsistent definitions, legacy infrastructure and manual workarounds introduce critical risks. Fragmented systems, inconsistent definitions, outdated architecture and manual processes contribute to a silent erosion of trust in data. Inconsistent business definitions are equally problematic.

Data Quality 102

Data Quality Data-driven Key Performance Indicator Metadata 102

CIO Business Intelligence

DECEMBER 20, 2023

This has spurred interest around understanding and measuring developer productivity, says Keith Mann, senior director, analyst, at Gartner. Therefore, engineering leadership should measure software developer productivity, says Mann, but also understand how to do so effectively and be wary of pitfalls.

Measurement 124

Measurement Software IT Metrics 124

David Menninger's Analyst Perspectives

MAY 15, 2025

While there is no definitive date set for Q-Day, we are approaching a critical juncture where traditional cryptographic techniques may no longer suffice to protect sensitive data, digital communications and transactions. Proactive measures are essential for enterprises aiming to safeguard against the impending Q-Day risks.

Enterprise 130

Enterprise Risk Measurement Risk Management 130

CIO Business Intelligence

DECEMBER 20, 2024

Data architecture definition Data architecture describes the structure of an organizations logical and physical data assets, and data management resources, according to The Open Group Architecture Framework (TOGAF). Curate the data. Optimize data flows for agility. DAMA-DMBOK 2. Zachman Framework for Enterprise Architecture.

Data Architecture 122

Data Architecture Management Consulting Internet of Things 122

Depict Data Studio

JANUARY 31, 2022

Lea Pica’s Present Beyond Measure Podcast. I recently had the chance to be on the Present Beyond Measure podcast, hosted by Lea Pica. I asked Lea to give her definition of a dashboard (hint: there’s a million correct answers!). Every workplace has a slightly different definition. Defining the Term “Dashboard”.

Dashboards 124

Dashboards Measurement Interactive Key Performance Indicator 124

AWS Big Data

MARCH 12, 2024

As part of the results, we show how AWS Glue Data Quality provides information about the runtime of extract, transform, and load (ETL) jobs, the resources measured in terms of data processing units (DPUs), and how you can track the cost of running AWS Glue Data Quality for ETL pipelines by defining custom cost reporting in AWS Cost Explorer.

Data Quality 115

Data Quality Measurement Testing Visualization 115

FineReport

OCTOBER 25, 2021

–Definition. The power of BI insight enables any group or organization’s processes, initiatives, and projects to be well shown and measured. Definition, Examples & More shows at FineReport first. What is Data Dashboard?–Definition. Data Dashboard Tool. Why Data Dashboard? KPI Data Dashboard. Free Download.

Dashboards 98

Dashboards KPI Visualization Key Performance Indicator 98

CIO Business Intelligence

FEBRUARY 20, 2025

Solid reporting provides transparent, consistent and combined HR metrics essential for strategic planning, risk management and the management of HR measures. A clear definition of these goals makes it possible to develop targeted HR strategies that support the corporate vision. What growth targets has the company set?

Big Data 84

Big Data Measurement Visualization Machine Learning 84

O'Reilly on Data

JUNE 24, 2020

You can’t control for, or even measure, several of these factors. Wearing masks as a prophylactic measure isn’t the big cultural leap that it has been in the United States. We don’t need definitive answers before taking steps. We can think of these factors as randomly distributed, although they may not be in reality.

Measurement 335

Measurement Testing Interactive Modeling 335

datapine

OCTOBER 7, 2020

What gets measured gets done.” – Peter Drucker. By setting operational performance measures, you will know what is happening at every stage of your business. We have expounded on the metrics meaning, but let’s examine this last notion in more detail through the operational metrics definition, examples, and key takeaways.

KPI 269

KPI Metrics Sales Visualization 269

datapine

SEPTEMBER 29, 2022

5) How Do You Measure Data Quality? In this article, we will detail everything which is at stake when we talk about DQM: why it is essential, how to measure data quality, the pillars of good quality management, and some data quality control techniques. What is the definition of data quality? How Do You Measure Data Quality?

Data Quality 241

Data Quality Metrics Data-driven Management 241

datapine

APRIL 2, 2019

Let’s start with a simple definition. A KPI scorecard is a term used to describe a statistical record that measures progress or achievement towards a set performance indicator. It includes top indicators per perspective (usually the most measurable KPIs). Exclusive Bonus Content: Get Started With Scores And Business KPIs!

Scorecard 226

Scorecard KPI Dashboards Reporting 226

AWS Big Data

NOVEMBER 7, 2024

Generative SQL uses query history for better accuracy, and you can further improve accuracy through custom context, such as table descriptions, column descriptions, foreign key and primary key definitions, and sample queries. Let’s ask Amazon Q to “Show me the unconverted mana cost and name for all the cards created by Rob Alexander.”

Metadata 105

Metadata Sales Data Warehouse Optimization 105

datapine

FEBRUARY 3, 2022

Let’s quick it off with the definition of metrics and KPIs! Essentially, Key Performance Indicators or KPIs measure performance or progress based on specific business goals and objectives. Companies usually visualize these measurements together with the help of interactive KPI reports. What Are KPIs? What Are Metrics?

Metrics 189

Metrics KPI Key Performance Indicator Sales 189

datapine

OCTOBER 11, 2023

Keep on reading to learn a definition, benefits, and a warehouse KPI list with the most prominent examples any manager should be tracking to achieve operational success. Let’s dive in with the definition. These powerful measurements will allow you to track all activities in real-time to ensure everything runs smoothly and safely.

Metrics 217

Metrics KPI Management Cost-Benefit 217

DataKitchen

APRIL 26, 2021

Workiva uses a broad range of metrics to measure success. The organization had already established a good baseline of data on metrics, such as outages, and development and deployment time prior to implementing DataOps, so will be able to measure efficiency gains. Measure, measure, measure is really a critical piece.

Measurement 246

Measurement Metrics Data-driven Dashboards 246

O'Reilly on Data

APRIL 5, 2023

There is really no mathematical definition for fairness,” Stoyanovich says. Any definitions of bias and fairness should be grounded in a particular domain. “Instead of making assumptions, we should find ways to measure and correct for bias. Things that we talk about in general may or may not apply in practice.

Cost-Benefit 309

Cost-Benefit Data-driven Measurement Visualization 309

datapine

FEBRUARY 9, 2024

But first, let’s start with a simple definition. The process helps businesses and decision-makers measure the success of their strategies toward achieving company goals. How does Company A measure the success of each individual effort so that it can isolate strengths and weaknesses? What Is KPI Management?

KPI 221

KPI Management Key Performance Indicator Measurement 221

datapine

JULY 31, 2019

Exclusive Bonus Content: Your Definitive Guide to Salesforce Reports! A KPI software will help you track, measure, and analyze specific pockets of data. . 4) Track, measure, refine, repeat. Exclusive Bonus Content: Your Definitive Guide to Salesforce Reports! Definitive Salesforce Report Examples And Templates.

Reporting 160

Reporting Dashboards KPI Sales 160

datapine

JANUARY 6, 2022

First of all, let’s find a definition to understand what lies behind data interpretation meaning. Yet, before any serious data interpretation inquiry can begin, it should be understood that visual presentations of data findings are irrelevant unless a sound decision is made regarding scales of measurement. good, very good, fair, etc.,

Visualization 246

Visualization Dashboards Cost-Benefit Measurement 246

O'Reilly on Data

NOVEMBER 13, 2018

We’re starting to see tools that allow you to build models while guaranteeing differential privacy , one of the most popular and powerful definitions of privacy. Classification parity means that one or more of the standard performance measures (e.g.,

Machine Learning 277

Machine Learning Risk Management Statistics 277

AWS Big Data

DECEMBER 5, 2023

For the files with unknown structures, AWS Glue crawlers are used to extract metadata and create table definitions in the Data Catalog. These table definitions are used as the metadata repository for external tables in Amazon Redshift.

Measurement 105

Measurement Dashboards Data Warehouse Analytics 105

datapine

APRIL 12, 2023

Without further ado, let’s get started, first with the incremental sales definition. Incremental Sales Calculation As mentioned, incremental sales are used by businesses as a key performance indicator to measure the financial success of their promotional efforts. What Are Incremental Sales? Keep reading to find out!

Sales 176

Sales KPI Metrics Cost-Benefit 176

O'Reilly on Data

OCTOBER 13, 2020

This distinction assumes a slightly different definition of debugging than is often used in software development. Emmanuel Ameisen once again provides a useful and concise definition of model monitoring as a way to “track the health of a system. While useful, these constructs are not beyond criticism.

Management 314

Management Machine Learning Metrics Modeling 314

datapine

JULY 3, 2019

In a hyper-connected digital world driven by data, there has never been a better time for businesses to gather meaningful insights on their target prospects, in addition to measuring ongoing levels of commercial growth and performance. Social media KPIs are values that measure the performance of social media marketing (SMM) campaigns.

Metrics 219

Metrics KPI Strategy ROI 219

DataKitchen

JUNE 24, 2021

Chapin also mentioned that measuring cycle time and benchmarking metrics upfront was absolutely critical. “It It takes them out of the craft world of people talking to people and praying, to one where there’s constant monitoring, constant measuring against baseline. [It Design for measurability. DataOps Maximizes Your ROI.

Metrics 211

Metrics ROI Measurement Cost-Benefit 211

datapine

FEBRUARY 4, 2020

Management thinker Peter Drucker once stated, “if you can’t measure it, you can’t improve it” – and he couldn’t be more right. But first, we will start with a basic definition and some tips on creating these kinds of reports. To know if you are successful, you first need to define success and track it. Let’s dig deeper.

Reporting 280

Reporting Marketing Advertising Metrics 280

O'Reilly on Data

MAY 14, 2020

In addition, the Research PM defines and measures the lifecycle of each research product that they support. Lack of a specific role definition doesn’t prevent success, but it does introduce the risk that technical debt will accumulate as the business scales.

Management 364

Management Experimentation B2B Machine Learning 364

erwin

JUNE 26, 2020

Data catalogs combine physical system catalogs, critical data elements, and key performance measures with clearly defined product and sales goals in certain circumstances. You also can manage the effectiveness of your business and ensure you understand what critical systems are for business continuity and measuring corporate performance.

Metadata 132

Metadata Cost-Benefit Measurement Data-driven 132

O'Reilly on Data

OCTOBER 19, 2021

While there isn’t an authoritative definition for the term, it shares its ethos with its predecessor, the DevOps movement in software engineering: by adopting well-defined processes, modern tooling, and automated workflows, we can streamline the process of moving from development to robust production deployments.

IT 364

IT Testing Experimentation Software 364