---
title: IData Insights Blog | analytics
description: analytics | 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: analytics

## [Reporting / Business Intelligence Tool Migration Steps Leveraging Data Governance](https://blog.idatainc.com/reporting-tool-migration-steps-dg)

[April 22, 2026](https://blog.idatainc.com/archive/2026/04) 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), [reporting](https://blog.idatainc.com/tag/reporting), [technology](https://blog.idatainc.com/tag/technology), [analytics](https://blog.idatainc.com/tag/analytics), [tool](https://blog.idatainc.com/tag/tool), [migrating](https://blog.idatainc.com/tag/migrating), [business](https://blog.idatainc.com/tag/business), [intelligence](https://blog.idatainc.com/tag/intelligence)

If your organization (college, non-profit, corporation, or other type of organization) is planning a major technology transition—switching to a new reporting tool, migrating to a cloud-based data...

[Learn More](https://blog.idatainc.com/reporting-tool-migration-steps-dg)

## [Does Data Caffeinate Your Business?](https://blog.idatainc.com/does-data-caffeinate-your-business)

[February 04, 2026](https://blog.idatainc.com/archive/2026/02) By  [Aaron Walker](https://blog.idatainc.com/author/aaron-walker)  In [data](https://blog.idatainc.com/tag/data), [analytics](https://blog.idatainc.com/tag/analytics), [knowledgebase](https://blog.idatainc.com/tag/knowledgebase), [glossary](https://blog.idatainc.com/tag/glossary)

We were on vacation recently, and visited a chain coffee shop one morning. We noticed while waiting in line that most of the people in front of us had placed orders for either fancier coffee...

[Learn More](https://blog.idatainc.com/does-data-caffeinate-your-business)

## [Data Foundations for AI-Enhanced Analytics](https://blog.idatainc.com/data-foundations-ai-enhanced-analytics)

[September 12, 2025](https://blog.idatainc.com/archive/2025/09) 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), [analytics](https://blog.idatainc.com/tag/analytics), [intelligence](https://blog.idatainc.com/tag/intelligence), [ai](https://blog.idatainc.com/tag/ai)

We’ve devoted a few words in this space over the past few months to some thorny issues facing organizations that want to do more with their data, and that are thinking of employing generative...

[Learn More](https://blog.idatainc.com/data-foundations-ai-enhanced-analytics)

## [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)

## [Demystifying Analytics and Artificial Intelligence?](https://blog.idatainc.com/demystifying-analytics-and-artificial-intelligence)

[June 05, 2025](https://blog.idatainc.com/archive/2025/06) By  [Aaron Walker](https://blog.idatainc.com/author/aaron-walker)  In [analytics](https://blog.idatainc.com/tag/analytics), [intelligence](https://blog.idatainc.com/tag/intelligence), [artificial](https://blog.idatainc.com/tag/artificial)

[A few weeks ago we posed some questions in this space](https://blog.idatainc.com/your-data-is-not-yet-ready-for-ai), among them, what is it exactly we expect analytics to do for us, and how do we see artificial intelligence (AI) fitting into that expectation?...

[Learn More](https://blog.idatainc.com/demystifying-analytics-and-artificial-intelligence)

## [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)

## [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)

## [Analytics Maturity: Don't Run before You Walk](https://blog.idatainc.com/analytics-maturity)

[November 08, 2023](https://blog.idatainc.com/archive/2023/11) 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), [reporting](https://blog.idatainc.com/tag/reporting), [analytics](https://blog.idatainc.com/tag/analytics), [intelligence](https://blog.idatainc.com/tag/intelligence)

Your organization faces numerous challenges as it makes its way towards analytics maturity. We are deliberately using that phrase loosely, since what that maturity looks like for your organization...

[Learn More](https://blog.idatainc.com/analytics-maturity)

## [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)

## [Self-Service Analytics Discussion About Gatekeeper Model and Data Governance Framework](https://blog.idatainc.com/self-service-analytics-gatekeeper)

[July 06, 2022](https://blog.idatainc.com/archive/2022/07) 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), [request](https://blog.idatainc.com/tag/request), [analytics](https://blog.idatainc.com/tag/analytics), [tools](https://blog.idatainc.com/tag/tools), [business](https://blog.idatainc.com/tag/business), [intelligence](https://blog.idatainc.com/tag/intelligence), [BI](https://blog.idatainc.com/tag/bi), [framework](https://blog.idatainc.com/tag/framework), [model](https://blog.idatainc.com/tag/model), [self-service](https://blog.idatainc.com/tag/self-service), [gatekeeper](https://blog.idatainc.com/tag/gatekeeper)

Many clients come to us when they are planning, or after they have embarked on, an overhaul to their business intelligence (BI) stack. They have often determined that their legacy tools are not...

[Learn More](https://blog.idatainc.com/self-service-analytics-gatekeeper)

## [Making Better Decisions by Better Managing Data](https://blog.idatainc.com/making-better-decisions-by-better-managing-data)

[May 04, 2022](https://blog.idatainc.com/archive/2022/05) By  [Aaron Walker](https://blog.idatainc.com/author/aaron-walker)  In [data](https://blog.idatainc.com/tag/data), [trust](https://blog.idatainc.com/tag/trust), [analytics](https://blog.idatainc.com/tag/analytics), [management](https://blog.idatainc.com/tag/management), [literacy](https://blog.idatainc.com/tag/literacy), [decision](https://blog.idatainc.com/tag/decision)

We spend a lot of time in conversation with prospective and active clients talking about their quest to be (more) data-driven. In those conversations, it can be taken for granted what "data-driven"...

[Learn More](https://blog.idatainc.com/making-better-decisions-by-better-managing-data)

## [Analytics, Storytelling, and Your Data](https://blog.idatainc.com/analytics-storytelling-data)

[April 06, 2022](https://blog.idatainc.com/archive/2022/04) 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), [analytics](https://blog.idatainc.com/tag/analytics), [intelligence](https://blog.idatainc.com/tag/intelligence), [story](https://blog.idatainc.com/tag/story), [telling](https://blog.idatainc.com/tag/telling)

Data visualization tools as well as design shops - this is an insufficient and reductive description for talented professionals who take data visualizations and tailor them further into often...

[Learn More](https://blog.idatainc.com/analytics-storytelling-data)

## [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)

## [Six Data Governance Principles for Reports and Dashboards](https://blog.idatainc.com/dg-principles-reports-dashboards)

[June 10, 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), [reporting](https://blog.idatainc.com/tag/reporting), [Data Cookbook](https://blog.idatainc.com/tag/data-cookbook), [analytics](https://blog.idatainc.com/tag/analytics), [intelligence](https://blog.idatainc.com/tag/intelligence), [principles](https://blog.idatainc.com/tag/principles), [dashboards](https://blog.idatainc.com/tag/dashboards)

Reporting (or analytics) and data governance (or as we call it data intelligence) are related. They both deal with data requests, data quality, data lineage, data systems, information sharing and...

[Learn More](https://blog.idatainc.com/dg-principles-reports-dashboards)

## [Data Governance and Data Intelligence Topics - Check Out the Resources](https://blog.idatainc.com/data-governance-topics)

[April 28, 2021](https://blog.idatainc.com/archive/2021/04) 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), [JIT](https://blog.idatainc.com/tag/jit), [just](https://blog.idatainc.com/tag/just), [reporting](https://blog.idatainc.com/tag/reporting), [trust](https://blog.idatainc.com/tag/trust), [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), [assessment](https://blog.idatainc.com/tag/assessment), [intelligence](https://blog.idatainc.com/tag/intelligence), [resources](https://blog.idatainc.com/tag/resources), [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 related to a variety of topics in data governance (or what we call data intelligence). Topics include: [getting started with data governance](https://blog.idatainc.com/dg-getting-started-resources), [trust in data](https://blog.idatainc.com/data-trust-resources), [...](https://blog.idatainc.com/resources-just-in-time-data-governance)

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

## [Make Data Governance as Self-service as Possible](https://blog.idatainc.com/dg-self-service)

[February 12, 2021](https://blog.idatainc.com/archive/2021/02) 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), [analytics](https://blog.idatainc.com/tag/analytics), [knowledgebase](https://blog.idatainc.com/tag/knowledgebase), [benefits](https://blog.idatainc.com/tag/benefits), [intelligence](https://blog.idatainc.com/tag/intelligence), [self-service](https://blog.idatainc.com/tag/self-service), [service](https://blog.idatainc.com/tag/service)

Your data governance and data intelligence activities should be as self-service as possible, just like self-service analytics and self-service IT support. Users at an organization should be able to...

[Learn More](https://blog.idatainc.com/dg-self-service)

## [Availability of Data Governance Reporting and Analytics Resources](https://blog.idatainc.com/dg-reporting-analytics-resources)

[November 04, 2020](https://blog.idatainc.com/archive/2020/11) 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), [reporting](https://blog.idatainc.com/tag/reporting), [Data Cookbook](https://blog.idatainc.com/tag/data-cookbook), [analytics](https://blog.idatainc.com/tag/analytics), [management](https://blog.idatainc.com/tag/management), [intelligence](https://blog.idatainc.com/tag/intelligence), [resources](https://blog.idatainc.com/tag/resources)

Reporting and Analytics is very related to data governance and data intelligence. If you do not have trust in your data then you will not have trust in your reports and your analytic efforts. The...

[Learn More](https://blog.idatainc.com/dg-reporting-analytics-resources)

## [Achieving Successful Reporting is Not a Technology Problem](https://blog.idatainc.com/reporting-not-technology-problem)

[June 12, 2019](https://blog.idatainc.com/archive/2019/06) 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), [higher](https://blog.idatainc.com/tag/higher), [idata](https://blog.idatainc.com/tag/idata), [process](https://blog.idatainc.com/tag/process), [reporting](https://blog.idatainc.com/tag/reporting), [Data Cookbook](https://blog.idatainc.com/tag/data-cookbook), [technology](https://blog.idatainc.com/tag/technology), [analytics](https://blog.idatainc.com/tag/analytics), [people](https://blog.idatainc.com/tag/people), [HE](https://blog.idatainc.com/tag/he), [policies](https://blog.idatainc.com/tag/policies), [intelligence](https://blog.idatainc.com/tag/intelligence), [not](https://blog.idatainc.com/tag/not), [problem](https://blog.idatainc.com/tag/problem)

While some organizations have been successful with a wide range of reporting tools, many others struggle with the same tools. We feel it is because organizational reporting or analytics problems are...

[Learn More](https://blog.idatainc.com/reporting-not-technology-problem)

## [Trend for Shadow Analytics](https://blog.idatainc.com/shadow-analytics)

[February 14, 2019](https://blog.idatainc.com/archive/2019/02) By  [Aaron Walker](https://blog.idatainc.com/author/aaron-walker)  In [ed](https://blog.idatainc.com/tag/ed), [education](https://blog.idatainc.com/tag/education), [governance](https://blog.idatainc.com/tag/governance), [higher](https://blog.idatainc.com/tag/higher), [reporting](https://blog.idatainc.com/tag/reporting), [Data Cookbook](https://blog.idatainc.com/tag/data-cookbook), [analytics](https://blog.idatainc.com/tag/analytics), [shadow](https://blog.idatainc.com/tag/shadow), [systems](https://blog.idatainc.com/tag/systems), [databases](https://blog.idatainc.com/tag/databases), [tools](https://blog.idatainc.com/tag/tools), [intelligence](https://blog.idatainc.com/tag/intelligence)

In a previous post we shared some thoughts about [shadow systems](https://blog.idatainc.com/shadow-systems), and how they are symptomatic of poor data governance (data intelligence) practices as much as, if not more than, users seeking to...

[Learn More](https://blog.idatainc.com/shadow-analytics)

## [The Promise of Analytics](https://blog.idatainc.com/promise-of-analytics)

[October 24, 2018](https://blog.idatainc.com/archive/2018/10) By  [Aaron Walker](https://blog.idatainc.com/author/aaron-walker)  In [ed](https://blog.idatainc.com/tag/ed), [education](https://blog.idatainc.com/tag/education), [governance](https://blog.idatainc.com/tag/governance), [higher](https://blog.idatainc.com/tag/higher), [reporting](https://blog.idatainc.com/tag/reporting), [Data Cookbook](https://blog.idatainc.com/tag/data-cookbook), [analytics](https://blog.idatainc.com/tag/analytics), [intelligence](https://blog.idatainc.com/tag/intelligence)

Of our clients who have embarked on an analytics program, many of them have seen the same issues emerge that came up when they introduced Business Intelligence (BI) tools, as well as historically...

[Learn More](https://blog.idatainc.com/promise-of-analytics)

## [The Data-Enabled Executive: Using Analytics for Student Success](https://blog.idatainc.com/data-enabled-executive-using-analytics-for-student-success)

[February 12, 2018](https://blog.idatainc.com/archive/2018/02) 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), [analytics](https://blog.idatainc.com/tag/analytics), [student](https://blog.idatainc.com/tag/student), [executive](https://blog.idatainc.com/tag/executive), [success](https://blog.idatainc.com/tag/success), [intelligence](https://blog.idatainc.com/tag/intelligence)

The American Council of Education (ACE) came out with a brief, titled “The Data-Enabled Executive: Using Analytics for Student Success and Sustainability”, to increase data-informed decision making...

[Learn More](https://blog.idatainc.com/data-enabled-executive-using-analytics-for-student-success)

## [Building a Better Data Culture](https://blog.idatainc.com/building-a-better-data-culture)

[May 05, 2015](https://blog.idatainc.com/archive/2015/05) By  [Aaron Walker](https://blog.idatainc.com/author/aaron-walker)  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), [reporting](https://blog.idatainc.com/tag/reporting), [Data Cookbook](https://blog.idatainc.com/tag/data-cookbook), [quality](https://blog.idatainc.com/tag/quality), [technology](https://blog.idatainc.com/tag/technology), [analytics](https://blog.idatainc.com/tag/analytics), [culture](https://blog.idatainc.com/tag/culture), [intelligence](https://blog.idatainc.com/tag/intelligence)

Anyone who's ever attended a [Data Cookbook](http://www.datacookbook.com)demonstration, or heard us talk about it at a higher education conference, has heard us say this: "Reporting is not a technology problem." While we think...

[Learn More](https://blog.idatainc.com/building-a-better-data-culture)

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