Cookies help us display personalized product recommendations and ensure you have great shopping experience.

By using this site, you agree to the Privacy Policy and Terms of Use.
Accept
SmartData CollectiveSmartData Collective
  • Analytics
    AnalyticsShow More
    data analytics for pharmacy trends
    How Data Analytics Is Tracking Trends in the Pharmacy Industry
    5 Min Read
    car expense data analytics
    Data Analytics for Smarter Vehicle Expense Management
    10 Min Read
    image fx (60)
    Data Analytics Driving the Modern E-commerce Warehouse
    13 Min Read
    big data analytics in transporation
    Turning Data Into Decisions: How Analytics Improves Transportation Strategy
    3 Min Read
    sales and data analytics
    How Data Analytics Improves Lead Management and Sales Results
    9 Min Read
  • Big Data
  • BI
  • Exclusive
  • IT
  • Marketing
  • Software
Search
© 2008-25 SmartData Collective. All Rights Reserved.
Reading: The Three Musketeers of Data Quality
Share
Notification
Font ResizerAa
SmartData CollectiveSmartData Collective
Font ResizerAa
Search
  • About
  • Help
  • Privacy
Follow US
© 2008-23 SmartData Collective. All Rights Reserved.
SmartData Collective > Uncategorized > The Three Musketeers of Data Quality
Uncategorized

The Three Musketeers of Data Quality

JimHarris
JimHarris
6 Min Read
SHARE

People, process and technology. All three are necessary for success on your data quality project. By far, the most important of the three is people.  However, who exactly are some of the most important people on your data quality project? 

Contents
    • Who are The Three Musketeers of Data Quality?
  • Who are The Three Musketeers of Data Quality?

Or to phrase the question in a much more entertaining way…

Who are The Three Musketeers of Data Quality?

1. Athos, the Executive Sponsor – Provides the mandate for the Business and IT to forge an ongoing and iterative collaboration throughout the entire project. You might not see him roaming the halls or sitting in on most of the meetings. However, Athos provides oversight and arbitrates any issues of organization politics. Without an executive sponsor, a data quality project can not get very far and can easily lose momentum or focus. Perhaps most importantly, Athos is also usually the source of the project’s funding.

More Read

Top Six Traits of a Data Champion
The Circle of Quality
Data Profiling and Big Brown
Is Global the New Local?
Better health through blasters

2. Porthos, the Project Manager – Facilitates the strategic and tactical collaboration of the project team. Knowledge about data, business processes and supporting technology are spread throughout your organization. Neither the Business nor IT alone has all of the necessary information required to achieve …

People, process and technology. All three are necessary for success on your data quality project. By far, the most important of the three is people.  However, who exactly are some of the most important people on your data quality project? 

Or to phrase the question in a much more entertaining way…

Who are The Three Musketeers of Data Quality?

1. Athos, the Executive Sponsor – Provides the mandate for the Business and IT to forge an ongoing and iterative collaboration throughout the entire project. You might not see him roaming the halls or sitting in on most of the meetings. However, Athos provides oversight and arbitrates any issues of organization politics. Without an executive sponsor, a data quality project can not get very far and can easily lose momentum or focus. Perhaps most importantly, Athos is also usually the source of the project’s funding.

2. Porthos, the Project Manager – Facilitates the strategic and tactical collaboration of the project team. Knowledge about data, business processes and supporting technology are spread throughout your organization. Neither the Business nor IT alone has all of the necessary information required to achieve data quality success. Porthos coordinates discussions with all of the stakeholders. Business users are able to share their knowledge in their natural language and IT users are able to “geek out” in techno-babble. Porthos clarifies communication by providing bi-directional translation. He interprets end user business requirements, explains technical challenges and maintains an ongoing dialogue between the Business and IT. Yes, Porthos is also responsible for the project plan. But he realizes that project management is more about providing leadership. 

3. Aramis, the Subject Matter Expert – Provides detailed knowledge about specific data subject areas and business processes. Aramis reviews the reports from the data quality assessments and provides feedback based on his understanding of how the data is actually being used. He helps identify the data most valuable to the business. Aramis will often be an excellent source for undocumented business rules and can quickly clarify seemingly complex issues based on his data-centric point of view.

Alexandre Dumas fans will recall the novel’s plucky primary protagonist was an outsider who became the Fourth Musketeer, and yes, data quality has one too:

4. D’Artagnan, the Data Quality Consultant – Provides extensive experience and best practices from successful data quality implementations. Most commonly, d’Artagnan is a certified expert with the data quality tool you have selected. D’Artagnan’s goal is to help you customize a technical solution to your specific business needs. Unlike the Dumas character, your d’Artagnan usually doesn’t accept the Musketeer commission at the end of the project. Therefore, his primary responsibility is to make himself obsolete as quickly as possible by providing mentoring, documentation, training and knowledge transfer. 

Your data quality project will typically have more than one person (and obviously not just men) playing each of these classic roles although you may use different job titles. Additionally, there will be many other important people on your project playing many other key roles, such as data architect, business analyst, application developer and system tester – to name just a few. 

Data quality truly takes a team effort. Remember that you are all in this together.

So if anyone asks you who is the most important person on your project, then just respond with the Musketeer Motto:

“All for Data Quality, Data Quality for All”

Link to original post

TAGGED:data quality
Share This Article
Facebook Pinterest LinkedIn
Share

Follow us on Facebook

Latest News

payment methods
How Data Analytics Is Transforming eCommerce Payments
Business Intelligence
cybersecurity essentials
Cybersecurity Essentials For Customer-Facing Platforms
Exclusive Infographic IT Security
ai for making lyric videos
How AI Is Revolutionizing Lyric Video Creation
Artificial Intelligence Exclusive
intersection of data and patient care
How Healthcare Careers Are Expanding at the Intersection of Data and Patient Care
Big Data Exclusive

Stay Connected

1.2kFollowersLike
33.7kFollowersFollow
222FollowersPin

You Might also Like

FICO: Stretching beyond credit scores

3 Min Read

Is your data complete and accurate, but useless to your business?

8 Min Read

Data Quality – Everyone is a Stakeholder

7 Min Read

You’re So Vain, You Probably Think Data Quality Is About You

5 Min Read

SmartData Collective is one of the largest & trusted community covering technical content about Big Data, BI, Cloud, Analytics, Artificial Intelligence, IoT & more.

giveaway chatbots
How To Get An Award Winning Giveaway Bot
Big Data Chatbots Exclusive
data-driven web design
5 Great Tips for Using Data Analytics for Website UX
Big Data

Quick Link

  • About
  • Contact
  • Privacy
Follow US
© 2008-25 SmartData Collective. All Rights Reserved.
Go to mobile version
Welcome Back!

Sign in to your account

Username or Email Address
Password

Lost your password?