David Menninger's Analyst Perspectives

NOVEMBER 19, 2024

To improve data reliability, enterprises were largely dependent on data-quality tools that required manual effort by data engineers, data architects, data scientists and data analysts.  With the aim of rectifying that situation, Bigeye’s founders set out to build a business around data observability.

Data Quality 130

Data Quality Dashboards Data-driven Software 130

CIO Business Intelligence

DECEMBER 11, 2024

In late 2023, a report from ISACA suggested that up to two-thirds of workers are using unsanctioned AI tools, despite only 11% organisations having a formal policy permitting its use. AI thrives on clean, contextualised, and accessible data.

Risk 111

Risk Data Strategy Strategy Data Governance 111

CIO Business Intelligence

NOVEMBER 4, 2024

The Nutanix State of Enterprise AI Report highlights AI adoption, challenges, and the future of this transformative technology. Survey respondents ranked ESG reporting as a top area needing AI skills development, even above R&D and product development. AI applications rely heavily on secure data, models, and infrastructure.

Marketing 128

Marketing Data Quality Data Governance Digital Transformation 128

datapine

DECEMBER 17, 2019

As in many other industries, the information technology sector faces the age-old issue of producing IT reports that boost success by helping to maximize value from a tidal wave of digital data. Get our summary to learn the key elements and benefits of IT reporting! What Are IT Reports? Why Do You Need An IT Report?

Reporting 173

Reporting IT Key Performance Indicator Dashboards 173

datapine

NOVEMBER 27, 2019

Companies are no longer wondering if data visualizations improve analyses but what is the best way to tell each data-story. 2020 will be the year of data quality management and data discovery: clean and secure data combined with a simple and powerful presentation. 1) Data Quality Management (DQM).

Business Intelligence 361

Business Intelligence Analytics Prescriptive Analytics Data Quality 361

DataKitchen

JUNE 21, 2024

Navigating the Storm: How Data Engineering Teams Can Overcome a Data Quality Crisis Ah, the data quality crisis. It’s that moment when your carefully crafted data pipelines start spewing out numbers that make as much sense as a cat trying to bark. You’ve got yourself a recipe for data disaster.

Data Quality 130

Data Quality Measurement Metrics Data Collection 130

CIO Business Intelligence

DECEMBER 10, 2024

According to AI at Wartons report on navigating gen AIs early years, 72% of enterprises predict gen AI budget growth over the next 12 months but slower increases over the next two to five years. A second area is improving data quality and integrating systems for marketing departments, then tracking how these changes impact marketing metrics.

Sales 143

Sales Metrics Data-driven Unstructured Data 143

AWS Big Data

APRIL 3, 2024

Today, we are pleased to announce that Amazon DataZone is now able to present data quality information for data assets. Other organizations monitor the quality of their data through third-party solutions. Additionally, Amazon DataZone now offers APIs for importing data quality scores from external systems.

Data Quality 103

Data Quality Visualization Metadata Metrics 103

CIO Business Intelligence

MARCH 25, 2025

Forrester reports that 30% of IT leaders struggle with high or critical debt, while 49% more face moderate levels. Accenture reports that the top three sources of technical debt are enterprise applications, AI, and enterprise architecture.

Risk 140

Risk Cost-Benefit Data-driven Digital Transformation 140

AWS Big Data

MARCH 12, 2024

In recent years, data lakes have become a mainstream architecture, and data quality validation is a critical factor to improve the reusability and consistency of the data. In this post, we provide benchmark results of running increasingly complex data quality rulesets over a predefined test dataset.

Data Quality 103

Data Quality Measurement Testing Visualization 103

Alation

MAY 24, 2022

generally available on May 24, Alation introduces the Open Data Quality Initiative for the modern data stack, giving customers the freedom to choose the data quality vendor that’s best for them with the added confidence that those tools will integrate seamlessly with Alation’s Data Catalog and Data Governance application.

Data Quality 98

Data Quality Data Governance Metadata Metrics 98

AWS Big Data

MAY 23, 2024

They establish data quality rules to ensure the extracted data is of high quality for accurate business decisions. These rules assess the data based on fixed criteria reflecting current business states. We are excited to talk about how to use dynamic rules , a new capability of AWS Glue Data Quality.

Data Quality 100

Data Quality Metrics Data Lake Sales 100

Octopai

JULY 11, 2022

And when business users don’t complain, but you know the data isn’t good enough to make these types of calls wisely, that’s an even bigger problem. How are you, as a data quality evangelist (if you’re reading this post, that must describe you at least somewhat, right?), Tie data quality directly to business objectives.

Data Quality 98

Data Quality Strategy Business Objectives Sales 98

CIO Business Intelligence

JANUARY 7, 2025

Gartner recently suggested AI is heading for the trough of disillusionment , and two reports imply the AI honeymoon is ending: Deloittes State of Generative AI in the Enterprise reports that nearly 70% of respondents said their organization had moved 30% or fewer of their gen AI experiments into production.

Digital Transformation 143

Digital Transformation Experimentation Cost-Benefit Strategy 143

CIO Business Intelligence

JANUARY 30, 2024

Corporate ESG reporting is getting real for companies around the globe. Enacted and proposed regulations in the EU, US, and beyond are deepening reporting requirements in an effort to change business behavior. The foundation for ESG reporting, of course, is data. The foundation for ESG reporting, of course, is data.

Reporting 115

Reporting Data Quality Strategy Data-driven 115

Smarten

DECEMBER 17, 2024

Choose a BI Reporting Tool that Tells You What You Need to Know! The ideal business intelligence and analytics solution includes traditional BI features, modern BI and analytics components and a full suite of reporting capabilities that are easy for your team to use, and will produce clear, concise results for fact-based decision-making.

Reporting 52

Reporting Key Performance Indicator KPI Business Intelligence 52

O'Reilly on Data

NOVEMBER 19, 2024

at Emory reported that their graph-based approach “significantly outperforms current state-of-the-art RAG methods while effectively mitigating hallucinations.” reported that GraphRAG in LinkedIn customer service reduced median per-issue resolution time by 28.6%. How much do GraphRAG approaches improve over RAG?

Unstructured Data 312

Unstructured Data Structured Data Statistics Modeling 312

Octopai

MARCH 23, 2022

Data lineage tools give you exactly that kind of transparent, x-ray vision into your data quality. Data Supervision. This is why effective data management and governance requires actually appointing people to be data owners and data stewards. Everyone agrees that data quality is important.

Data Quality 98

Data Quality Reporting Modeling Interactive 98

David Menninger's Analyst Perspectives

MARCH 17, 2022

Organizations face various challenges with analytics and business intelligence processes, including data curation and modeling across disparate sources and data warehouses, maintaining data quality and ensuring security and governance.

Business Intelligence 207

Business Intelligence Data Warehouse Data Quality Dashboards 207

CIO Business Intelligence

DECEMBER 11, 2024

This approach is repeatable, minimizes dependence on manual controls, harnesses technology and AI for data management and integrates seamlessly into the digital product development process. The data platform function will set up the reporting and visualization tools, while the data engineering function will centralize the curated data.

Management 111

Management Data Governance Data Science Reporting 111

datapine

MAY 28, 2019

It is often hard to evaluate and quantify the level of success of utilizing a BI solution, but a simple calculator as shown below can provide you with an idea of how much you can save each year: To see the full scope of the calculation, you can visit our business reporting page. Maximum security and data privacy. Fast implementation.

Business Intelligence 317

Business Intelligence KPI Dashboards Reporting 317

AWS Big Data

DECEMBER 4, 2024

Our customers are telling us that they are seeing their analytics and AI workloads increasingly converge around a lot of the same data, and this is changing how they are using analytics tools with their data. Introducing the next generation of SageMaker The rise of generative AI is changing how data and AI teams work together.

Data Analytics 85

Data Analytics Analytics Data Lake Data Quality 85

Alation

MARCH 24, 2021

The third installment of the quarterly Alation State of Data Culture Report was recently released, highlighting the data challenges enterprises face as they continue investing in artificial intelligence (AI). AI fails when it’s fed bad data, resulting in inaccurate or unfair results.

Reporting 105

Reporting Data Quality Business Driver Enterprise 105

CIO Business Intelligence

NOVEMBER 13, 2024

According to a new IDC report , 98% of business leaders view AI as a priority for their organization and the research firm expects AI to add $20 trillion to the global economy through 2030. At the moment it’s being deployed to 140,000 employees to help them do their jobs.” He’s not the only one who’s bullish on gen AI.

IT 141

IT Consulting ROI Cost-Benefit 141

O'Reilly on Data

MARCH 24, 2020

” One of his more egregious errors was to continually test already collected data for new hypotheses until one stuck, after his initial hypothesis failed [4]. You may picture data scientists building machine learning models all day, but the common trope that they spend 80% of their time on data preparation is closer to the truth.

Machine Learning 364

Machine Learning Statistics Data Quality Data Collection 364

datapine

JANUARY 24, 2021

This can include a multitude of processes, like data profiling, data quality management, or data cleaning, but we will focus on tips and questions to ask when analyzing data to gain the most cost-effective solution for an effective business strategy. 4) How can you ensure data quality? Who are they?

IT 317

IT Statistics KPI Data-driven 317

CIO Business Intelligence

MAY 3, 2022

On creating a data hub: We began looking at the need for a new approach into data quality and data governance for the company in late 2020. Instead of having someone work over a weekend to check the data during a ‘go-live’, in the future, we can provide a report that points out a few anomalies to validate.

Data Quality 96

Data Quality Machine Learning Business Objectives Business Intelligence 96

O'Reilly on Data

NOVEMBER 28, 2023

As of November 2023: Two-thirds (67%) of our survey respondents report that their companies are using generative AI. AI users say that AI programming (66%) and data analysis (59%) are the most needed skills. Two-thirds of our survey’s respondents (67%) report that their companies are using generative AI. of nonusers, 5.4%

Enterprise 339

Enterprise Testing Modeling Reporting 339

DataKitchen

MAY 10, 2021

No, it could be the effect of an intentional change upstream, but the test gives the data team a chance to investigate and inform users if a change impacts analytics. Tests and alerts enable proactive communication with users that builds data team credibility. It’s not about data quality . It’s not only about the data.

Testing 214

Testing Manufacturing Data Quality Statistics 214

CIO Business Intelligence

NOVEMBER 5, 2024

Here are some of the challenges left to resolve in the area of environmental sustainability: Collecting, sharing, and reporting on environmental data: For many organizations, identifying and collecting sustainability data across operations is still a challenge. The key is good data quality.

Uncertainty 98

Uncertainty Measurement ROI Reporting 98

Ontotext

NOVEMBER 16, 2023

In the first part of this series of technological posts, we talked about what SHACL is and how you can set up validation for your data. Now, we are diving into the more exciting part — actually putting the theory into practice and seeing the fruits of our labors in a validation report. The output will be a validation report.

Data Quality 69

Data Quality Reporting Testing Technology 69

CIO Business Intelligence

OCTOBER 23, 2024

Our legacy architecture consisted of multiple standalone, on-prem data marts intended to integrate transactional data from roughly 30 electronic health record systems to deliver a reporting capability. But because of the infrastructure, employees spent hours on manual data analysis and spreadsheet jockeying.

Enterprise 119

Enterprise Dashboards KPI Data Lake 119

datapine

APRIL 16, 2019

By implementing the right reporting tools and understanding how to analyze as well as to measure your data accurately, you will be able to make the kind of data driven decisions that will drive your business forward. Exclusive Bonus Content: How to be data driven in decision making?

Data-driven 287

Data-driven Dashboards Visualization Cost-Benefit 287

O'Reilly on Data

JULY 15, 2019

Regulators behind SR 11-7 also emphasize the importance of data—specifically data quality , relevance , and documentation. While models garner the most press coverage, the reality is that data remains the main bottleneck in most ML projects. Model monitoring.

Machine Learning 52

Machine Learning Management Enterprise Risk Management 52