Data Quality

Data Quality | News, how-tos, features, reviews, and videos

The next AI breakthrough won’t come from bigger models, but from better data

Just as with LLMs, success in other frontiers of AI will require access to large volumes of high-quality data. That will require deliberate, research-driven dataset design.

By Bobby Samuels

Jun 4, 202610 mins

Artificial IntelligenceData QualityGenerative AI

Articles

Quest Software updates erwin data modeling and data intelligence tools

The tools provide advanced data intelligence, data quality, and data modeling capabilities aimed at helping customers ensure the AI readiness of their data, the company said.

By Paul Krill

Aug 30, 2024 2 mins

Data QualityGenerative AIMachine Learning

Messy data is holding enterprises back from AI

Until CIOs are ready to confront data that is siloed, redundant, or can’t be traced through the business process, generative AI will not pay off.

By David Linthicum

Jul 19, 2024 5 mins

Artificial IntelligenceData QualityGenerative AI

Solving the data quality problem in generative AI

It’s no longer how good your model is, it’s how good your data is. Why privacy-preserving synthetic data is key to scaling AI.

By Alex Watson

Jun 11, 2024 8 mins

Data GovernanceData QualityGenerative AI

Why your generative AI systems are stupid

Generative AI systems for business are alarmingly inaccurate. Data needs some serious attention to avoid wrong info, bias, or legal trouble.

By David Linthicum

Mar 12, 2024 6 mins

Data QualityGenerative AITechnology Industry

AWS’ Entity Resolution service to help enterprises improve data quality

The machine learning-powered service, accessible via a no-code interface in the AWS Management Console, can be used to match data from multiple data lakes or AWS storage, the company said.

By Anirban Ghoshal

Jul 26, 2023 3 mins

Data ManagementData QualityMachine Learning

Data should be a first-class citizen in the cloud

Without proper data governance, interoperability, and access control, enterprises have no hope of maximizing the business value of their data.

By David Linthicum

Jul 7, 2023 4 mins

Data GovernanceData IntegrationData Quality

6 ways to avoid and reduce data debt

Data debt can be just as bad as tech debt, causing security and trust problems if it isn’t addressed throughout the data pipeline.

By Isaac Sacolick

Mar 27, 2023 7 mins

Data GovernanceData QualityData Science

Why observability in dataops?

Because building reliable data pipelines is hard, and the first step to becoming a data-driven organization is trusting your data.

By Isaac Sacolick

Feb 6, 2023 7 mins

Data IntegrationData QualityDevops

2023 is all about analytics

Getting your data to tell you what you don’t know requires analytics. And analytics requires cloud.

By Matt Asay

Jan 9, 2023 5 mins

AnalyticsCloud ComputingData Quality

MIT startup DataCebo offers tool to evaluate synthetic data

Synthetic Data Metrics is an open-source Python library for evaluating model-agnostic tabular data by pitching machine generated data sets against real data sets.

By Anirban Ghoshal

Sep 29, 2022 3 mins

Data QualityData ScienceMachine Learning

What devops needs to know about data governance

Industry leaders agree that data governance belongs to everyone in IT. Managing the privacy, security, and reliability of data impacts all aspects of the business.

By Isaac Sacolick

Sep 5, 2022 7 mins

Data GovernanceData QualityDevops

3 data quality metrics dataops should prioritize

Data-driven decisions require data that is trustworthy, available, and timely. Upping the dataops game is a worthwhile way to offer business leaders reliable insights.

By Isaac Sacolick

Jul 25, 2022 6 mins

AnalyticsData QualityData Science

View all

The next AI breakthrough won’t come from bigger models, but from better data

A data trust scoring framework for reliable and responsible AI systems

The cure for the AI hype hangover

AI-augmented data quality engineering

Before you build your first enterprise AI app

How does the metrics layer enhance the power of advanced analytics?

Informatica adds agents to automate its Intelligent Data Management Cloud

Anthropic unveils new framework to block harmful content from AI models

Why your AI models stumble before the finish line

Articles

Quest Software updates erwin data modeling and data intelligence tools

Messy data is holding enterprises back from AI

Solving the data quality problem in generative AI

Why your generative AI systems are stupid

AWS’ Entity Resolution service to help enterprises improve data quality

Data should be a first-class citizen in the cloud

6 ways to avoid and reduce data debt

Why observability in dataops?

2023 is all about analytics

MIT startup DataCebo offers tool to evaluate synthetic data

What devops needs to know about data governance

3 data quality metrics dataops should prioritize

Resources

How Motability Operations went from deploying >1x/week to 2000x/week with Atlassian DevOps tools

Atlassian named a Leader in the 2026 Gartner® Magic Quadrant™ for DevSecOps Platforms for the 4th Year

Service Management for Developers: How innovators improve developer productivity