---
title: IData Insights Blog | data (11)
description: data | IData, Insights, Blog, HE, Higher, Education, Data, Management, Governance, Integration, Technology, Services, Consulting, IDataHub, Data, Cookbook (11)
---

[![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: data

## [How to Improve Your Institutional Reporting](https://blog.idatainc.com/improve-institutional-reporting)

[July 18, 2019](https://blog.idatainc.com/archive/2019/07) By  [Jim Walery](https://blog.idatainc.com/author/jim-walery)  In [data](https://blog.idatainc.com/tag/data), [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), [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), [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), [how](https://blog.idatainc.com/tag/how)

Reporting can always be improved. It is often not the reporting technology being used that is the problem. Usually it comes down to people and processes. In this post we share some thoughts on...

[Learn More](https://blog.idatainc.com/improve-institutional-reporting)

## [Inventory of Data Assets Necessary to Recognize Value of Data](https://blog.idatainc.com/inventory-of-data-assets)

[July 11, 2019](https://blog.idatainc.com/archive/2019/07) By  [Aaron Walker](https://blog.idatainc.com/author/aaron-walker)  In [data](https://blog.idatainc.com/tag/data), [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), [inventory](https://blog.idatainc.com/tag/inventory), [Data Cookbook](https://blog.idatainc.com/tag/data-cookbook), [system](https://blog.idatainc.com/tag/system), [intelligence](https://blog.idatainc.com/tag/intelligence), [value](https://blog.idatainc.com/tag/value)

Something we often say during our early conversations with clients is that [data governance](https://go.idatainc.com/dg-resources) (or data intelligence) is what you do when you recognize data is an asset, and when you start to treat it...

[Learn More](https://blog.idatainc.com/inventory-of-data-assets)

## [Integration Health Score and Annual Assessment](https://blog.idatainc.com/integration-health-score)

[June 26, 2019](https://blog.idatainc.com/archive/2019/06) By  [Jim Walery](https://blog.idatainc.com/author/jim-walery)  In [best](https://blog.idatainc.com/tag/best), [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), [integration](https://blog.idatainc.com/tag/integration), [system](https://blog.idatainc.com/tag/system), [HE](https://blog.idatainc.com/tag/he), [project](https://blog.idatainc.com/tag/project), [score](https://blog.idatainc.com/tag/score), [health](https://blog.idatainc.com/tag/health)

How healthy are your institution’s integrations? You probably have many integrations (and the list is probably getting longer) such as your Admissions CRM to Student Information System integration or...

[Learn More](https://blog.idatainc.com/integration-health-score)

## [Trusted Data: Working Together and Communication Play a Big Part](https://blog.idatainc.com/trusted-data-working-together-communication)

[June 19, 2019](https://blog.idatainc.com/archive/2019/06) By  [Aaron Walker](https://blog.idatainc.com/author/aaron-walker)  In [data](https://blog.idatainc.com/tag/data), [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), [Data Cookbook](https://blog.idatainc.com/tag/data-cookbook), [communication](https://blog.idatainc.com/tag/communication), [assessment](https://blog.idatainc.com/tag/assessment), [intelligence](https://blog.idatainc.com/tag/intelligence), [collaboration](https://blog.idatainc.com/tag/collaboration), [trusted](https://blog.idatainc.com/tag/trusted)

Recently we found ourselves re-reading [Educause’s annual Top 10 IT Issues, 2019 Edition](https://er.educause.edu/articles/2019/1/top-10-it-issues-2019-the-student-genome-project). We commented on this publication when it came out, but we wanted to revisit in this post a few observations...

[Learn More](https://blog.idatainc.com/trusted-data-working-together-communication)

## [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)

## [Data Management Challenges Facing Institutional Researchers](https://blog.idatainc.com/ir-data-management-challenges)

[June 07, 2019](https://blog.idatainc.com/archive/2019/06) By  [Aaron Walker](https://blog.idatainc.com/author/aaron-walker)  In [data](https://blog.idatainc.com/tag/data), [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), [Data Cookbook](https://blog.idatainc.com/tag/data-cookbook), [challenges](https://blog.idatainc.com/tag/challenges), [institutional](https://blog.idatainc.com/tag/institutional), [management](https://blog.idatainc.com/tag/management), [assessment](https://blog.idatainc.com/tag/assessment), [intelligence](https://blog.idatainc.com/tag/intelligence), [ir](https://blog.idatainc.com/tag/ir), [research](https://blog.idatainc.com/tag/research)

Recently we attended the [AIR Forum](https://www.airweb.org/), the annual conference for institutional researchers. As a company, IData has a fair amount of direct experience with the practice of institutional research,...

[Learn More](https://blog.idatainc.com/ir-data-management-challenges)

## [System Integration Project Best Practices - Part 2](https://blog.idatainc.com/integration-best-practices-part2)

[May 31, 2019](https://blog.idatainc.com/archive/2019/05) By  [Jim Walery](https://blog.idatainc.com/author/jim-walery)  In [best](https://blog.idatainc.com/tag/best), [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), [integration](https://blog.idatainc.com/tag/integration), [practices](https://blog.idatainc.com/tag/practices), [system](https://blog.idatainc.com/tag/system), [HE](https://blog.idatainc.com/tag/he), [intelligence](https://blog.idatainc.com/tag/intelligence), [project](https://blog.idatainc.com/tag/project)

In a [previous post](https://blog.idatainc.com/integration-best-practices-part1) we covered 5 best practices in a system integration project.  Here we will cover 6 more best practices which are:

1. Build a complete data mapping document
2. Get approval on the...

[Learn More](https://blog.idatainc.com/integration-best-practices-part2)

## [System Integration Project Best Practices - Part 1](https://blog.idatainc.com/integration-best-practices-part1)

[May 29, 2019](https://blog.idatainc.com/archive/2019/05) By  [Jim Walery](https://blog.idatainc.com/author/jim-walery)  In [best](https://blog.idatainc.com/tag/best), [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), [integration](https://blog.idatainc.com/tag/integration), [practices](https://blog.idatainc.com/tag/practices), [system](https://blog.idatainc.com/tag/system), [HE](https://blog.idatainc.com/tag/he), [intelligence](https://blog.idatainc.com/tag/intelligence), [project](https://blog.idatainc.com/tag/project)

In this post we cover 5 best practices for system integration projects and how data governance (data intelligence) can help.  In a [following post](https://blog.idatainc.com/integration-best-practices-part2) we cover 6 additional best practices. Here are the 1st...

[Learn More](https://blog.idatainc.com/integration-best-practices-part1)

## [What Does the Data Steward Do?](https://blog.idatainc.com/what-data-steward-do)

[May 22, 2019](https://blog.idatainc.com/archive/2019/05) By  [Brenda Reeb](https://blog.idatainc.com/author/brenda-reeb)  In [data](https://blog.idatainc.com/tag/data), [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), [steward](https://blog.idatainc.com/tag/steward), [stewardship](https://blog.idatainc.com/tag/stewardship), [Data Cookbook](https://blog.idatainc.com/tag/data-cookbook), [intelligence](https://blog.idatainc.com/tag/intelligence)

The data steward role is pivotal for the success of data governance and data intelligence. In a [previous post](https://blog.idatainc.com/data-governance-roles)we discussed the 3 data governance roles of steward, owner and custodian. The steward...

[Learn More](https://blog.idatainc.com/what-data-steward-do)

## [Fit Data Governance into Your Higher Education Institution's Culture](https://blog.idatainc.com/data-governance-culture)

[May 08, 2019](https://blog.idatainc.com/archive/2019/05) 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), [people](https://blog.idatainc.com/tag/people), [culture](https://blog.idatainc.com/tag/culture), [communication](https://blog.idatainc.com/tag/communication), [HE](https://blog.idatainc.com/tag/he), [training](https://blog.idatainc.com/tag/training), [intelligence](https://blog.idatainc.com/tag/intelligence)

In this blog post we’ll discuss the institution culture that will maximize the benefit of data governance at all levels. And that data governance needs to be a part of your higher education...

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

## [Improve Data Quality - Do These Actions Part 2](https://blog.idatainc.com/data-quality-actions-part2)

[May 04, 2019](https://blog.idatainc.com/archive/2019/05) By  [Brenda Reeb](https://blog.idatainc.com/author/brenda-reeb)  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), [Data Cookbook](https://blog.idatainc.com/tag/data-cookbook), [quality](https://blog.idatainc.com/tag/quality), [actions](https://blog.idatainc.com/tag/actions), [intelligence](https://blog.idatainc.com/tag/intelligence), [action](https://blog.idatainc.com/tag/action), [items](https://blog.idatainc.com/tag/items)

A data quality program can be any size. Whether large or small, the key thing is to have a plan and to use processes that are predictable and repeatable. A haphazard or unpredictable approach will...

[Learn More](https://blog.idatainc.com/data-quality-actions-part2)

## [80% Preparation, 20% Misinterpretation: Citizen Data Science in the Context of No Governance](https://blog.idatainc.com/citizen-data-science)

[May 02, 2019](https://blog.idatainc.com/archive/2019/05) By  [Aaron Walker](https://blog.idatainc.com/author/aaron-walker)  In [data](https://blog.idatainc.com/tag/data), [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), [Data Cookbook](https://blog.idatainc.com/tag/data-cookbook), [business](https://blog.idatainc.com/tag/business), [scientist](https://blog.idatainc.com/tag/scientist), [intelligence](https://blog.idatainc.com/tag/intelligence), [BI](https://blog.idatainc.com/tag/bi), [citizen](https://blog.idatainc.com/tag/citizen), [science](https://blog.idatainc.com/tag/science)

This post is inspired by two pieces of terminology that have seemingly been everywhere this year, and one factoid that’s been circulating for years. One term is “**self-service business intelligence**,”...

[Learn More](https://blog.idatainc.com/citizen-data-science)

## [Improve Data Quality - Do These Actions Part 1](https://blog.idatainc.com/data-quality-actions-part1)

[April 27, 2019](https://blog.idatainc.com/archive/2019/04) By  [Brenda Reeb](https://blog.idatainc.com/author/brenda-reeb)  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), [Data Cookbook](https://blog.idatainc.com/tag/data-cookbook), [quality](https://blog.idatainc.com/tag/quality), [actions](https://blog.idatainc.com/tag/actions), [intelligence](https://blog.idatainc.com/tag/intelligence), [action](https://blog.idatainc.com/tag/action), [items](https://blog.idatainc.com/tag/items)

A data quality program can be any size. Whether large or small, the key thing is to have a plan and to use processes that are predictable and repeatable. A haphazard or unpredictable approach will...

[Learn More](https://blog.idatainc.com/data-quality-actions-part1)

## [System Integration Challenges](https://blog.idatainc.com/system-integration-challenges)

[April 24, 2019](https://blog.idatainc.com/archive/2019/04) 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), [integration](https://blog.idatainc.com/tag/integration), [system](https://blog.idatainc.com/tag/system), [challenges](https://blog.idatainc.com/tag/challenges), [HE](https://blog.idatainc.com/tag/he), [management](https://blog.idatainc.com/tag/management)

There are many challenges in integrating 2 data systems. In this post we will cover the following challenges: lack of skills, lack of money, lack of resources, poor communication/planning, after...

[Learn More](https://blog.idatainc.com/system-integration-challenges)

## [Integration Best Practices After Go Live](https://blog.idatainc.com/integration-best-practices-after-golive)

[March 28, 2019](https://blog.idatainc.com/archive/2019/03) By  [Jim Walery](https://blog.idatainc.com/author/jim-walery)  In [best](https://blog.idatainc.com/tag/best), [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), [integration](https://blog.idatainc.com/tag/integration), [practices](https://blog.idatainc.com/tag/practices), [HE](https://blog.idatainc.com/tag/he)

Integration between data systems is a key part of data management. As more data systems are used in an organization, system integrations are becoming even more critical. Data system exchanges...

[Learn More](https://blog.idatainc.com/integration-best-practices-after-golive)

## [Data Governance Roles: Steward, Owner and Custodian](https://blog.idatainc.com/data-governance-roles)

[March 21, 2019](https://blog.idatainc.com/archive/2019/03) By  [Brenda Reeb](https://blog.idatainc.com/author/brenda-reeb)  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), [steward](https://blog.idatainc.com/tag/steward), [stewardship](https://blog.idatainc.com/tag/stewardship), [Data Cookbook](https://blog.idatainc.com/tag/data-cookbook), [roles](https://blog.idatainc.com/tag/roles), [owner](https://blog.idatainc.com/tag/owner), [custodian](https://blog.idatainc.com/tag/custodian), [intelligence](https://blog.idatainc.com/tag/intelligence)

Data governance (also called data intelligence) consists of processes and tasks that staff perform within their organization. When these activities are executed well, all data users enjoy easier...

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

## [Data Quality Responsibilities at All Levels](https://blog.idatainc.com/dq-peopleresponsibilities)

[March 13, 2019](https://blog.idatainc.com/archive/2019/03) 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), [people](https://blog.idatainc.com/tag/people), [HE](https://blog.idatainc.com/tag/he), [staff](https://blog.idatainc.com/tag/staff), [responsibilities](https://blog.idatainc.com/tag/responsibilities), [roles](https://blog.idatainc.com/tag/roles), [intelligence](https://blog.idatainc.com/tag/intelligence)

Building a culture that fosters data quality is the job of everyone in your organization (such as a higher education institution), from front line staff in various functional departments such as...

[Learn More](https://blog.idatainc.com/dq-peopleresponsibilities)

## [Back to Basics - Data Dictionary vs. Business Glossary](https://blog.idatainc.com/basics-dictionary-glossary)

[March 06, 2019](https://blog.idatainc.com/archive/2019/03) By  [Aaron Walker](https://blog.idatainc.com/author/aaron-walker)  In [data](https://blog.idatainc.com/tag/data), [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), [Data Cookbook](https://blog.idatainc.com/tag/data-cookbook), [dictionary](https://blog.idatainc.com/tag/dictionary), [glossary](https://blog.idatainc.com/tag/glossary), [business](https://blog.idatainc.com/tag/business), [intelligence](https://blog.idatainc.com/tag/intelligence)

Having accessible knowledge is an important part of data governance (or also called data intelligence) and we thought in this post (and in upcoming posts) we would go back to the basics. Topic this...

[Learn More](https://blog.idatainc.com/basics-dictionary-glossary)

## [Brainstorming About Data Quality](https://blog.idatainc.com/dq-brainstorming)

[February 27, 2019](https://blog.idatainc.com/archive/2019/02) 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), [HE](https://blog.idatainc.com/tag/he), [session](https://blog.idatainc.com/tag/session), [brainstorming](https://blog.idatainc.com/tag/brainstorming), [planning](https://blog.idatainc.com/tag/planning), [intelligence](https://blog.idatainc.com/tag/intelligence)

Data quality can be improved at any organization including higher education institutions. And it is a team effort with thoughts from many. To do this, we suggest getting individuals into a room...

[Learn More](https://blog.idatainc.com/dq-brainstorming)

## [Internal Communication Regarding Data Quality](https://blog.idatainc.com/dq-internal-communication)

[February 20, 2019](https://blog.idatainc.com/archive/2019/02) 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)

Internal communication is a key process in the success of a data quality program at an organization. To build trust in your data you want to be as transparent as possible regarding data quality. If...

[Learn More](https://blog.idatainc.com/dq-internal-communication)

## [Top 10 IT Issues in 2019 in Higher Education are Data-related Dominated](https://blog.idatainc.com/it-issues-2019)

[February 09, 2019](https://blog.idatainc.com/archive/2019/02) 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), [integration](https://blog.idatainc.com/tag/integration), [Data Cookbook](https://blog.idatainc.com/tag/data-cookbook), [HE](https://blog.idatainc.com/tag/he), [privacy](https://blog.idatainc.com/tag/privacy), [issues](https://blog.idatainc.com/tag/issues), [planning](https://blog.idatainc.com/tag/planning), [responsibilities](https://blog.idatainc.com/tag/responsibilities), [2019](https://blog.idatainc.com/tag/2019), [educause](https://blog.idatainc.com/tag/educause), [security](https://blog.idatainc.com/tag/security), [intelligence](https://blog.idatainc.com/tag/intelligence)

Data dominates on [EDUCAUSE’s annual list of the “top 10 IT issues”](https://www.educause.edu/research-and-publications/research/top-10-it-issues-technologies-and-trends/2019) for higher education institutions as 5 of the issues are about data. Focus this year is about achieving trusted data and putting...

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## [15 Thoughts on Improving Data Quality](https://blog.idatainc.com/thoughts-improving-dq)

[January 30, 2019](https://blog.idatainc.com/archive/2019/01) 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), [HE](https://blog.idatainc.com/tag/he), [improve](https://blog.idatainc.com/tag/improve), [thoughts](https://blog.idatainc.com/tag/thoughts), [intelligence](https://blog.idatainc.com/tag/intelligence)

Data quality is an important piece to data governance (data intelligence) and thus important for organizations including higher education institution. During our various webinars and blog posts we...

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## [Data Quality Content](https://blog.idatainc.com/data-quality-content)

[January 22, 2019](https://blog.idatainc.com/archive/2019/01) 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), [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), [HE](https://blog.idatainc.com/tag/he), [intelligence](https://blog.idatainc.com/tag/intelligence)

Data quality is an important component of data governance and data intelligence at higher education institutions and organizations. Data quality includes people, processes and content. This blog post...

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## [Who Owns the Data](https://blog.idatainc.com/who-owns-the-data)

[January 16, 2019](https://blog.idatainc.com/archive/2019/01) 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), [people](https://blog.idatainc.com/tag/people), [HE](https://blog.idatainc.com/tag/he), [it](https://blog.idatainc.com/tag/it), [own](https://blog.idatainc.com/tag/own), [ownership](https://blog.idatainc.com/tag/ownership), [department](https://blog.idatainc.com/tag/department), [intelligence](https://blog.idatainc.com/tag/intelligence)

Who owns the data at organizations and higher education institutions? Information Technology (IT) Department or the specific functional department like Admissions, Human Resources, Institutional...

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## [Impacts and Sources of Data Quality Problems](https://blog.idatainc.com/impacts-sources-data-quality-problems)

[January 02, 2019](https://blog.idatainc.com/archive/2019/01) 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), [intelligence](https://blog.idatainc.com/tag/intelligence)

Data quality is a key component of data governance (also called data intelligence). This post lists impacts of poor quality data and identifies sources of poor quality data. If you can’t get traction...

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

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