---
title: IData Insights Blog | quality
description: quality | IData, Insights, Blog, HE, Higher, Education, Data, Management, Governance, Integration, Technology, Services, Consulting, IDataHub, Data, Cookbook
---

[![iData_notag_tm](https://blog.idatainc.com/hs-fs/hubfs/iData_notag_tm.png?width=184&name=iData_notag_tm.png)](http://www.idatainc.com)

# Tag Archives: quality

## [Why Data Governance Matters For Research Organizations](https://blog.idatainc.com/why-dg-matters-research-organizations)

[September 17, 2026](https://blog.idatainc.com/archive/2026/09) By  [Jim Walery](https://blog.idatainc.com/author/jim-walery)  In [data](https://blog.idatainc.com/tag/data), [governance](https://blog.idatainc.com/tag/governance), [trust](https://blog.idatainc.com/tag/trust), [Data Cookbook](https://blog.idatainc.com/tag/data-cookbook), [quality](https://blog.idatainc.com/tag/quality), [intelligence](https://blog.idatainc.com/tag/intelligence), [research](https://blog.idatainc.com/tag/research), [organizations](https://blog.idatainc.com/tag/organizations), [artificial](https://blog.idatainc.com/tag/artificial)

Research organizations generate vast amounts of valuable data daily, yet without proper data governance frameworks, this critical asset remains underutilized, inconsistent, and vulnerable to...

[Learn More](https://blog.idatainc.com/why-dg-matters-research-organizations)

## [Tacit Knowledge, Data Governance, and Better Decisions](https://blog.idatainc.com/tacit-knowledge-dg-better-decisions)

[August 18, 2026](https://blog.idatainc.com/archive/2026/08) By  [Aaron Walker](https://blog.idatainc.com/author/aaron-walker)  In [cookbook](https://blog.idatainc.com/tag/cookbook), [data](https://blog.idatainc.com/tag/data), [governance](https://blog.idatainc.com/tag/governance), [Knowledge](https://blog.idatainc.com/tag/knowledge), [quality](https://blog.idatainc.com/tag/quality), [knowledgebase](https://blog.idatainc.com/tag/knowledgebase), [intelligence](https://blog.idatainc.com/tag/intelligence), [catalog](https://blog.idatainc.com/tag/catalog), [decision](https://blog.idatainc.com/tag/decision), [tacit](https://blog.idatainc.com/tag/tacit)

It seems to go without saying today that data has utility, if not value. Our impression from clients and potential clients is that while they capture and use a lot of data, they belive they could...

[Learn More](https://blog.idatainc.com/tacit-knowledge-dg-better-decisions)

## [Why Data Governance Matters for Healthcare Organizations](https://blog.idatainc.com/why-dg-matters-healthcare-organizations)

[July 29, 2026](https://blog.idatainc.com/archive/2026/07) By  [Jim Walery](https://blog.idatainc.com/author/jim-walery)  In [data](https://blog.idatainc.com/tag/data), [governance](https://blog.idatainc.com/tag/governance), [Data Cookbook](https://blog.idatainc.com/tag/data-cookbook), [quality](https://blog.idatainc.com/tag/quality), [intelligence](https://blog.idatainc.com/tag/intelligence), [artificial](https://blog.idatainc.com/tag/artificial), [ai](https://blog.idatainc.com/tag/ai), [healthcare](https://blog.idatainc.com/tag/healthcare)

Effective data governance and data intelligence transforms healthcare organizations by ensuring data quality, regulatory compliance, and operational excellence while protecting patient privacy and...

[Learn More](https://blog.idatainc.com/why-dg-matters-healthcare-organizations)

## [Why Data Governance Matters For K-12](https://blog.idatainc.com/why-data-governance-matters-for-k-12)

[June 25, 2026](https://blog.idatainc.com/archive/2026/06) By  [Jim Walery](https://blog.idatainc.com/author/jim-walery)  In [data](https://blog.idatainc.com/tag/data), [education](https://blog.idatainc.com/tag/education), [governance](https://blog.idatainc.com/tag/governance), [trust](https://blog.idatainc.com/tag/trust), [Data Cookbook](https://blog.idatainc.com/tag/data-cookbook), [quality](https://blog.idatainc.com/tag/quality), [intelligence](https://blog.idatainc.com/tag/intelligence), [artificial](https://blog.idatainc.com/tag/artificial), [ai](https://blog.idatainc.com/tag/ai), [K-12](https://blog.idatainc.com/tag/k-12)

In the United States, K-12 institutions handle massive volumes of student data daily, making robust data governance essential for protecting privacy, ensuring accuracy, and enabling informed...

[Learn More](https://blog.idatainc.com/why-data-governance-matters-for-k-12)

## [Why Data Governance Matters For Corporations](https://blog.idatainc.com/why-data-governance-matters-for-corporations)

[May 27, 2026](https://blog.idatainc.com/archive/2026/05) By  [Jim Walery](https://blog.idatainc.com/author/jim-walery)  In [data](https://blog.idatainc.com/tag/data), [governance](https://blog.idatainc.com/tag/governance), [stewardship](https://blog.idatainc.com/tag/stewardship), [trust](https://blog.idatainc.com/tag/trust), [quality](https://blog.idatainc.com/tag/quality), [culture](https://blog.idatainc.com/tag/culture), [intelligence](https://blog.idatainc.com/tag/intelligence), [solution](https://blog.idatainc.com/tag/solution), [service](https://blog.idatainc.com/tag/service), [artificial](https://blog.idatainc.com/tag/artificial), [ai](https://blog.idatainc.com/tag/ai), [corporation](https://blog.idatainc.com/tag/corporation), [distribution](https://blog.idatainc.com/tag/distribution), [manufacturing](https://blog.idatainc.com/tag/manufacturing)

In this blog post, discover how data governance and data intelligence transforms corporate (including manufacturing, distribution, and service companies) operations by ensuring data quality,...

[Learn More](https://blog.idatainc.com/why-data-governance-matters-for-corporations)

## [Why Data Governance Matters For Higher Education Institutions](https://blog.idatainc.com/why-dg-matters-higher-education-institutions)

[April 29, 2026](https://blog.idatainc.com/archive/2026/04) By  [Jim Walery](https://blog.idatainc.com/author/jim-walery)  In [cookbook](https://blog.idatainc.com/tag/cookbook), [data](https://blog.idatainc.com/tag/data), [education](https://blog.idatainc.com/tag/education), [governance](https://blog.idatainc.com/tag/governance), [higher](https://blog.idatainc.com/tag/higher), [trust](https://blog.idatainc.com/tag/trust), [quality](https://blog.idatainc.com/tag/quality), [intelligence](https://blog.idatainc.com/tag/intelligence), [importance](https://blog.idatainc.com/tag/importance), [artificial](https://blog.idatainc.com/tag/artificial), [ai](https://blog.idatainc.com/tag/ai)

Effective data governance and data intelligence transforms how higher education institutions (colleges and universities) manage their most valuable asset—institutional data—enabling better decisions,...

[Learn More](https://blog.idatainc.com/why-dg-matters-higher-education-institutions)

## [How Data Governance and a Data Catalog Can Help Your AI Data Analysis](https://blog.idatainc.com/how-dg-help-ai-data-analysis)

[February 19, 2026](https://blog.idatainc.com/archive/2026/02) By  [Jim Walery](https://blog.idatainc.com/author/jim-walery)  In [content](https://blog.idatainc.com/tag/content), [data](https://blog.idatainc.com/tag/data), [governance](https://blog.idatainc.com/tag/governance), [idata](https://blog.idatainc.com/tag/idata), [Data Cookbook](https://blog.idatainc.com/tag/data-cookbook), [quality](https://blog.idatainc.com/tag/quality), [success](https://blog.idatainc.com/tag/success), [glossary](https://blog.idatainc.com/tag/glossary), [business](https://blog.idatainc.com/tag/business), [intelligence](https://blog.idatainc.com/tag/intelligence), [artificial](https://blog.idatainc.com/tag/artificial), [ai](https://blog.idatainc.com/tag/ai)

After reviewing our recent blog posts, I realized that Aaron Walker has written several (6 in fact) around the topic of artificial intelligence (AI). And I want in on the conversation. In my opinion,...

[Learn More](https://blog.idatainc.com/how-dg-help-ai-data-analysis)

## [More Thoughts on Analytics, AI, and Data Quality](https://blog.idatainc.com/more-thoughts-on-analytics-ai-and-data-quality)

[July 10, 2025](https://blog.idatainc.com/archive/2025/07) By  [Aaron Walker](https://blog.idatainc.com/author/aaron-walker)  In [data](https://blog.idatainc.com/tag/data), [governance](https://blog.idatainc.com/tag/governance), [quality](https://blog.idatainc.com/tag/quality), [analytics](https://blog.idatainc.com/tag/analytics), [management](https://blog.idatainc.com/tag/management), [shadow](https://blog.idatainc.com/tag/shadow), [intelligence](https://blog.idatainc.com/tag/intelligence), [ai](https://blog.idatainc.com/tag/ai)

We return to a topic that has interested us lately, which is how organizations might be able to use generative artificial intelligence, or GenAI, to supplement their analytics efforts. Particularly...

[Learn More](https://blog.idatainc.com/more-thoughts-on-analytics-ai-and-data-quality)

## [Return on Investment Case for Data Governance and Data Intelligence](https://blog.idatainc.com/dg-di-roi)

[May 21, 2025](https://blog.idatainc.com/archive/2025/05) By  [Jim Walery](https://blog.idatainc.com/author/jim-walery)  In [data](https://blog.idatainc.com/tag/data), [governance](https://blog.idatainc.com/tag/governance), [inventory](https://blog.idatainc.com/tag/inventory), [request](https://blog.idatainc.com/tag/request), [stewardship](https://blog.idatainc.com/tag/stewardship), [Data Cookbook](https://blog.idatainc.com/tag/data-cookbook), [quality](https://blog.idatainc.com/tag/quality), [system](https://blog.idatainc.com/tag/system), [ROI](https://blog.idatainc.com/tag/roi), [communication](https://blog.idatainc.com/tag/communication), [policies](https://blog.idatainc.com/tag/policies), [lineage](https://blog.idatainc.com/tag/lineage), [training](https://blog.idatainc.com/tag/training), [intelligence](https://blog.idatainc.com/tag/intelligence), [reference](https://blog.idatainc.com/tag/reference), [roadmap](https://blog.idatainc.com/tag/roadmap)

Is the effort to implement data governance and data intelligence worth it? The answer to this question is yes. With the implementation of data governance and data intelligence, the organization will...

[Learn More](https://blog.idatainc.com/dg-di-roi)

## [Your Data Is Not Yet Ready for AI. Is Your Data Governance?](https://blog.idatainc.com/your-data-is-not-yet-ready-for-ai)

[May 12, 2025](https://blog.idatainc.com/archive/2025/05) By  [Aaron Walker](https://blog.idatainc.com/author/aaron-walker)  In [data](https://blog.idatainc.com/tag/data), [governance](https://blog.idatainc.com/tag/governance), [quality](https://blog.idatainc.com/tag/quality), [analytics](https://blog.idatainc.com/tag/analytics), [intelligence](https://blog.idatainc.com/tag/intelligence), [warehouse](https://blog.idatainc.com/tag/warehouse), [curated](https://blog.idatainc.com/tag/curated), [artificial](https://blog.idatainc.com/tag/artificial)

In recent months we have read a number of articles and blog posts arguing that organizations really need to get their data quality in order prior to exposing data to generative artificial...

[Learn More](https://blog.idatainc.com/your-data-is-not-yet-ready-for-ai)

## [Data Governance is About Putting Staff First and Eliminating Frustrations](https://blog.idatainc.com/dg-eliminating-frustrations)

[April 09, 2025](https://blog.idatainc.com/archive/2025/04) By  [Jim Walery](https://blog.idatainc.com/author/jim-walery)  In [committee](https://blog.idatainc.com/tag/committee), [data](https://blog.idatainc.com/tag/data), [governance](https://blog.idatainc.com/tag/governance), [idata](https://blog.idatainc.com/tag/idata), [inventory](https://blog.idatainc.com/tag/inventory), [request](https://blog.idatainc.com/tag/request), [stewardship](https://blog.idatainc.com/tag/stewardship), [Data Cookbook](https://blog.idatainc.com/tag/data-cookbook), [quality](https://blog.idatainc.com/tag/quality), [system](https://blog.idatainc.com/tag/system), [communication](https://blog.idatainc.com/tag/communication), [policies](https://blog.idatainc.com/tag/policies), [lineage](https://blog.idatainc.com/tag/lineage), [training](https://blog.idatainc.com/tag/training), [staff](https://blog.idatainc.com/tag/staff), [intelligence](https://blog.idatainc.com/tag/intelligence), [reference](https://blog.idatainc.com/tag/reference), [roadmap](https://blog.idatainc.com/tag/roadmap)

Keep in mind that data governance and data intelligence is not only about technology and information but also about staff. Make it easy for the staff at your organization to follow data-related...

[Learn More](https://blog.idatainc.com/dg-eliminating-frustrations)

## [Fourth and Goal for Your Data?](https://blog.idatainc.com/fourth-and-goal-for-your-data)

[November 07, 2024](https://blog.idatainc.com/archive/2024/11) By  [Aaron Walker](https://blog.idatainc.com/author/aaron-walker)  In [data](https://blog.idatainc.com/tag/data), [governance](https://blog.idatainc.com/tag/governance), [Data Cookbook](https://blog.idatainc.com/tag/data-cookbook), [quality](https://blog.idatainc.com/tag/quality), [analytics](https://blog.idatainc.com/tag/analytics), [lineage](https://blog.idatainc.com/tag/lineage), [glossary](https://blog.idatainc.com/tag/glossary), [intelligence](https://blog.idatainc.com/tag/intelligence), [catalog](https://blog.idatainc.com/tag/catalog), [football](https://blog.idatainc.com/tag/football)

It’s football season, and if you watch games, you’ve probably seen something like this. It’s fourth down, deep in your opponent's territory. Should you go for it? Should you attempt a field goal? How...

[Learn More](https://blog.idatainc.com/fourth-and-goal-for-your-data)

## [Can You Ensure Data Quality by Encouraging Quality Data Use?](https://blog.idatainc.com/can-you-ensure-data-quality-by-encouraging-quality-data-use)

[October 09, 2024](https://blog.idatainc.com/archive/2024/10) By  [Aaron Walker](https://blog.idatainc.com/author/aaron-walker)  In [data](https://blog.idatainc.com/tag/data), [quality](https://blog.idatainc.com/tag/quality)

We recently recorded a few webinars focused on data quality, specifically how data quality management--whatever that looks like at your organization--fits into data intelligence activities and a data...

[Learn More](https://blog.idatainc.com/can-you-ensure-data-quality-by-encouraging-quality-data-use)

## [Data Governance: A Never Ending Story](https://blog.idatainc.com/data-governance-a-never-ending-story)

[June 04, 2024](https://blog.idatainc.com/archive/2024/06) By  [Aaron Walker](https://blog.idatainc.com/author/aaron-walker)  In [data](https://blog.idatainc.com/tag/data), [request](https://blog.idatainc.com/tag/request), [Data Cookbook](https://blog.idatainc.com/tag/data-cookbook), [quality](https://blog.idatainc.com/tag/quality), [glossary](https://blog.idatainc.com/tag/glossary), [business](https://blog.idatainc.com/tag/business), [questions](https://blog.idatainc.com/tag/questions), [answers](https://blog.idatainc.com/tag/answers), [story](https://blog.idatainc.com/tag/story), [path](https://blog.idatainc.com/tag/path)

When we introduced the [Data Cookbook](http://www.datacookbook.com), one of our goals was to help clients solve a problem they all had with requesting and providing data. We observed that users who wanted data would describe the...

[Learn More](https://blog.idatainc.com/data-governance-a-never-ending-story)

## [Five Whys as an Approach to Data Governance](https://blog.idatainc.com/five-whys-as-an-approach-to-data-governance)

[May 08, 2024](https://blog.idatainc.com/archive/2024/05) By  [Aaron Walker](https://blog.idatainc.com/author/aaron-walker)  In [data](https://blog.idatainc.com/tag/data), [governance](https://blog.idatainc.com/tag/governance), [quality](https://blog.idatainc.com/tag/quality), [culture](https://blog.idatainc.com/tag/culture), [intelligence](https://blog.idatainc.com/tag/intelligence), [silo](https://blog.idatainc.com/tag/silo), [sprawl](https://blog.idatainc.com/tag/sprawl)

 We were recently reintroduced to the "5 Whys" concept, which we first learned of many years ago as part of Lean Six Sigma training. When it's appropriate, it can be an elegant and useful tool to... 

[Learn More](https://blog.idatainc.com/five-whys-as-an-approach-to-data-governance)

## [Managing Data Sprawl](https://blog.idatainc.com/managing-data-sprawl)

[September 13, 2023](https://blog.idatainc.com/archive/2023/09) By  [Aaron Walker](https://blog.idatainc.com/author/aaron-walker)  In [data](https://blog.idatainc.com/tag/data), [governance](https://blog.idatainc.com/tag/governance), [inventory](https://blog.idatainc.com/tag/inventory), [quality](https://blog.idatainc.com/tag/quality), [intelligence](https://blog.idatainc.com/tag/intelligence), [lifecycle](https://blog.idatainc.com/tag/lifecycle), [literacy](https://blog.idatainc.com/tag/literacy), [sprawl](https://blog.idatainc.com/tag/sprawl)

Recently we discussed the concept of [data sprawl](https://blog.idatainc.com/understanding-data-sprawl). We find ourselves very much in the era of data sprawl, with so much data available for capture, so many specialized tools for its collection and...

[Learn More](https://blog.idatainc.com/managing-data-sprawl)

## [Paths to Data Resiliency](https://blog.idatainc.com/paths-to-data-resiliency)

[February 01, 2023](https://blog.idatainc.com/archive/2023/02) By  [Aaron Walker](https://blog.idatainc.com/author/aaron-walker)  In [data](https://blog.idatainc.com/tag/data), [governance](https://blog.idatainc.com/tag/governance), [process](https://blog.idatainc.com/tag/process), [Knowledge](https://blog.idatainc.com/tag/knowledge), [quality](https://blog.idatainc.com/tag/quality), [intelligence](https://blog.idatainc.com/tag/intelligence), [base](https://blog.idatainc.com/tag/base), [resiliency](https://blog.idatainc.com/tag/resiliency), [certification](https://blog.idatainc.com/tag/certification), [path](https://blog.idatainc.com/tag/path)

As data practitioners, we assume that even the most skilled user can and will make mistakes, and we have a number of safeguards in place to prevent or remediate them. When users are entering an...

[Learn More](https://blog.idatainc.com/paths-to-data-resiliency)

## [Wealth of Resources on Data Governance and Data Intelligence Topics and Components](https://blog.idatainc.com/wealth-resources-data-governance-topics)

[December 14, 2022](https://blog.idatainc.com/archive/2022/12) By  [Jim Walery](https://blog.idatainc.com/author/jim-walery)  In [adoption](https://blog.idatainc.com/tag/adoption), [data](https://blog.idatainc.com/tag/data), [governance](https://blog.idatainc.com/tag/governance), [idata](https://blog.idatainc.com/tag/idata), [integration](https://blog.idatainc.com/tag/integration), [inventory](https://blog.idatainc.com/tag/inventory), [JIT](https://blog.idatainc.com/tag/jit), [just](https://blog.idatainc.com/tag/just), [reporting](https://blog.idatainc.com/tag/reporting), [specification](https://blog.idatainc.com/tag/specification), [steward](https://blog.idatainc.com/tag/steward), [stewardship](https://blog.idatainc.com/tag/stewardship), [trust](https://blog.idatainc.com/tag/trust), [quality](https://blog.idatainc.com/tag/quality), [technology](https://blog.idatainc.com/tag/technology), [analytics](https://blog.idatainc.com/tag/analytics), [people](https://blog.idatainc.com/tag/people), [ROI](https://blog.idatainc.com/tag/roi), [communication](https://blog.idatainc.com/tag/communication), [assessment](https://blog.idatainc.com/tag/assessment), [training](https://blog.idatainc.com/tag/training), [glossary](https://blog.idatainc.com/tag/glossary), [components](https://blog.idatainc.com/tag/components), [intelligence](https://blog.idatainc.com/tag/intelligence), [resources](https://blog.idatainc.com/tag/resources), [reference](https://blog.idatainc.com/tag/reference), [start](https://blog.idatainc.com/tag/start), [roadmap](https://blog.idatainc.com/tag/roadmap), [started](https://blog.idatainc.com/tag/started), [topics](https://blog.idatainc.com/tag/topics)

We have a great deal of resources (blog posts, videos, and recorded webinars)  related to a variety of topics and components in data governance (or what we call data intelligence).

Topics include: [...](https://blog.idatainc.com/dg-getting-started-resources)

[Learn More](https://blog.idatainc.com/wealth-resources-data-governance-topics)

## [Some Thoughts on Data Literacy and Data Quality](https://blog.idatainc.com/thoughts-data-quality)

[September 07, 2022](https://blog.idatainc.com/archive/2022/09) By  [Aaron Walker](https://blog.idatainc.com/author/aaron-walker)  In [cookbook](https://blog.idatainc.com/tag/cookbook), [data](https://blog.idatainc.com/tag/data), [quality](https://blog.idatainc.com/tag/quality), [thoughts](https://blog.idatainc.com/tag/thoughts), [literacy](https://blog.idatainc.com/tag/literacy), [dimensions](https://blog.idatainc.com/tag/dimensions)

Last week we presented a webinar in our Data Governance--Best Practices series on data quality. Among the recommended practices were identifying the specific type of data quality issue (or issues)...

[Learn More](https://blog.idatainc.com/thoughts-data-quality)

## [Why Don't We Trust Our Data? And What Can We Do about It?](https://blog.idatainc.com/what-can-we-do-about-data-trust)

[August 04, 2022](https://blog.idatainc.com/archive/2022/08) By  [Aaron Walker](https://blog.idatainc.com/author/aaron-walker)  In [cookbook](https://blog.idatainc.com/tag/cookbook), [data](https://blog.idatainc.com/tag/data), [governance](https://blog.idatainc.com/tag/governance), [request](https://blog.idatainc.com/tag/request), [trust](https://blog.idatainc.com/tag/trust), [quality](https://blog.idatainc.com/tag/quality), [knowledgebase](https://blog.idatainc.com/tag/knowledgebase), [intelligence](https://blog.idatainc.com/tag/intelligence)

One of the reasons we got into this business was a desire to help organizations make better use of data. Over the years we have worked with hundreds of organizations to introduce data into the...

[Learn More](https://blog.idatainc.com/what-can-we-do-about-data-trust)

## [Doing More with Your Data Starts with Asking Better Questions About It](https://blog.idatainc.com/data-starts-questions)

[March 09, 2022](https://blog.idatainc.com/archive/2022/03) By  [Aaron Walker](https://blog.idatainc.com/author/aaron-walker)  In [data](https://blog.idatainc.com/tag/data), [governance](https://blog.idatainc.com/tag/governance), [report](https://blog.idatainc.com/tag/report), [quality](https://blog.idatainc.com/tag/quality), [analytics](https://blog.idatainc.com/tag/analytics), [glossary](https://blog.idatainc.com/tag/glossary), [business](https://blog.idatainc.com/tag/business), [intelligence](https://blog.idatainc.com/tag/intelligence), [questions](https://blog.idatainc.com/tag/questions), [reference](https://blog.idatainc.com/tag/reference), [start](https://blog.idatainc.com/tag/start), [catalog](https://blog.idatainc.com/tag/catalog)

Over the past few months, we have explored the concept of data literacy in an individual and organizational capacity. Organizations are being pushed to be more data-centric just to keep up with the...

[Learn More](https://blog.idatainc.com/data-starts-questions)

## [Understanding the Data Quality Issue Resolution Process](https://blog.idatainc.com/data-quality-resolution-process)

[June 30, 2021](https://blog.idatainc.com/archive/2021/06) By  [Jim Walery](https://blog.idatainc.com/author/jim-walery)  In [data](https://blog.idatainc.com/tag/data), [governance](https://blog.idatainc.com/tag/governance), [idata](https://blog.idatainc.com/tag/idata), [process](https://blog.idatainc.com/tag/process), [Data Cookbook](https://blog.idatainc.com/tag/data-cookbook), [quality](https://blog.idatainc.com/tag/quality), [issues](https://blog.idatainc.com/tag/issues), [resolution](https://blog.idatainc.com/tag/resolution), [intelligence](https://blog.idatainc.com/tag/intelligence)

It is important for an organization to resolve data quality issues quickly so that information can be trusted and used. For this to happen, individuals that use data must understand the data quality...

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## [Resources for the Many Components of Data Governance](https://blog.idatainc.com/data-governance-component-resources)

[December 18, 2019](https://blog.idatainc.com/archive/2019/12) By  [Jim Walery](https://blog.idatainc.com/author/jim-walery)  In [data](https://blog.idatainc.com/tag/data), [governance](https://blog.idatainc.com/tag/governance), [higher](https://blog.idatainc.com/tag/higher), [idata](https://blog.idatainc.com/tag/idata), [inventory](https://blog.idatainc.com/tag/inventory), [report](https://blog.idatainc.com/tag/report), [request](https://blog.idatainc.com/tag/request), [steward](https://blog.idatainc.com/tag/steward), [stewardship](https://blog.idatainc.com/tag/stewardship), [Data Cookbook](https://blog.idatainc.com/tag/data-cookbook), [quality](https://blog.idatainc.com/tag/quality), [glossary](https://blog.idatainc.com/tag/glossary), [business](https://blog.idatainc.com/tag/business), [components](https://blog.idatainc.com/tag/components), [intelligence](https://blog.idatainc.com/tag/intelligence), [resources](https://blog.idatainc.com/tag/resources), [reference](https://blog.idatainc.com/tag/reference), [catalog](https://blog.idatainc.com/tag/catalog), [processing](https://blog.idatainc.com/tag/processing), [parts](https://blog.idatainc.com/tag/parts), [areas](https://blog.idatainc.com/tag/areas)

Data governance (or what we call data intelligence) consists of many components including [data system inventory](https://blog.idatainc.com/data-system-inventory-resources), [data request](https://blog.idatainc.com/resources-data-request-life-cycle), [data stewardship](https://blog.idatainc.com/data-stewardship-resources), [reference data](https://blog.idatainc.com/reference-data-resources), [data lineage](https://blog.idatainc.com/data-lineage-resources), [business glossary](https://blog.idatainc.com/business-glossary-resources), [data...](https://blog.idatainc.com/data-processing-catalog-resources)

[Learn More](https://blog.idatainc.com/data-governance-component-resources)

## [Reframing Data Quality Problems](https://blog.idatainc.com/reframing-data-quality-problems)

[November 20, 2019](https://blog.idatainc.com/archive/2019/11) By  [Aaron Walker](https://blog.idatainc.com/author/aaron-walker)  In [data](https://blog.idatainc.com/tag/data), [governance](https://blog.idatainc.com/tag/governance), [Data Cookbook](https://blog.idatainc.com/tag/data-cookbook), [quality](https://blog.idatainc.com/tag/quality), [communication](https://blog.idatainc.com/tag/communication), [management](https://blog.idatainc.com/tag/management), [shadow](https://blog.idatainc.com/tag/shadow), [intelligence](https://blog.idatainc.com/tag/intelligence)

When we speak with new or prospective clients, the topic of their organization's data quality often comes up. And it's frequently our experience that when someone who is not data-savvy thinks their...

[Learn More](https://blog.idatainc.com/reframing-data-quality-problems)

## [The Many Parts of Data Quality (and Resources)](https://blog.idatainc.com/many-parts-data-quality)

[August 14, 2019](https://blog.idatainc.com/archive/2019/08) By  [Jim Walery](https://blog.idatainc.com/author/jim-walery)  In [data](https://blog.idatainc.com/tag/data), [education](https://blog.idatainc.com/tag/education), [governance](https://blog.idatainc.com/tag/governance), [higher](https://blog.idatainc.com/tag/higher), [idata](https://blog.idatainc.com/tag/idata), [Data Cookbook](https://blog.idatainc.com/tag/data-cookbook), [quality](https://blog.idatainc.com/tag/quality), [communication](https://blog.idatainc.com/tag/communication), [HE](https://blog.idatainc.com/tag/he), [intelligence](https://blog.idatainc.com/tag/intelligence), [resources](https://blog.idatainc.com/tag/resources)

An important component of data governance (also known as data intelligence) is data quality. But there are many parts to data quality including sources of data quality, issues, their impact, people...

[Learn More](https://blog.idatainc.com/many-parts-data-quality)

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