Susan Walsh - The Classification Guru

The Classification Guru Ltd

I love improving the quality of procurement spend data, giving teams clarity so they can make better business decisions and cost savings.

Why not let me take the pain out of laborious data issues and make your life easier?

Whether it's a small or large data set, the accuracy can be improved by identifying classification errors, conflicts or gaps. I can provide a data verification service to efficiently find and correct these in a fraction of the time it would take you or a team member.

And a crucial part of having accurate data is also working with a comprehensive taxonomy, something that can be easily overlooked. I can provide a taxonomy development service to ensure you have all the vital areas covered for the greatest visibility - job done!

If you struggle with the time, resources or willingness to tackle your data, why not get in touch to see how I can make your life easier.

Founder/MD (Mistress of Data)

I love improving the quality of procurement spend data, giving teams clarity so they can make better business decisions and cost savings.

Why not let me take the pain out of laborious data issues and make your life easier?

Whether it's a small or large data set, the accuracy can be improved by identifying classification errors, conflicts or gaps.  I can provide a data verification service to efficiently find and correct these in a fraction of the time it would take you or a team member.

And a crucial part of having accurate data is also working with a comprehensive taxonomy, something that can be easily overlooked.  I can provide a taxonomy development service to ensure you have all the vital areas covered for the greatest visibility - job done!

If you struggle with the time, resources or willingness to tackle your data, why not get in touch to see how I can make your life easier.

Founder

Data Collaboration Alliance

I am a member of the Advisory Committee at the Data Collaboration Alliance, a nonprofit organization that’s dedicated to establishing CONTROL as the basis for meaningful Data Ownership and global Collaborative Intelligence. Our approach of eliminating data silos and copy-based data integration is similar to how societies already protect the value of their currency, identities, and intellectual property - and it works for data, too. My fellow advisors include the Executive Director of the Mozilla Foundation and the ex-CIO of Dropbox. I'm also a contributor to the Data Collaboration Community which offers open datasets, free tools, and free training in the data-centric skills of the future. Visit: https://www.datacollaboration.org/community

Advisory Committee / Instructor

Facet Publishing

Dirty data is a problem that costs businesses thousands, if not millions, every year. In organisations large and small across the globe you will hear talk of data quality issues. What you will rarely hear about is the consequences or how to fix it.

Between the Spreadsheets: Classifying and Fixing Dirty Data draws on classification expert Susan Walsh's decade of experience in data classification to present a fool-proof method for cleaning and classifying your data. The book covers everything from the very basics of data classification to normalisation, taxonomies and presents the author's proven COAT methodology, helping ensure an organisation's data is Consistent, Organised, Accurate and Trustworthy. A series of data horror stories outlines what can go wrong in managing data, and if it does, how it can be fixed.

After reading this book, regardless of your level of experience, not only will you be able to work with your data more efficiently, but you will also understand the impact the work you do with it has, and how it affects the rest of the organisation.

Written in an engaging and highly practical manner, Between the Spreadsheets gives readers of all levels a deep understanding of the dangers of dirty data and the confidence and skills to work more efficiently and effectively with it.

Author - Between the Spreadsheets

CONSTELLIA LIMITED

Connecting Professional Services Procurement people to the Consultancy Procurement Council

Membership Manager

Simfoni

+ Lead spend analytics project delivery across Europe & Middle East
+ Project Implementation​
+ Delivery of product demos
+ Development and delivery of training for Analytics team
+ Product development support
+ Spend analytics
+ Taxonomy development​

Senior Analytics Project Lead - Europe & Middle East

Highways England

Project Support Officer

Philips

Data Verification

+	Administration of product database
+	Working with cross functional teams to resolve issues
+	Develop and deliver training for business hubs to improve processes

Data Product Researcher

Coupa Software

+	Project managing multiple projects simultaneously ensuring all were delivered within time and on budget
+	Management of a team of 14 QA staff
+	Developed and implemented training plan and best practice documents
+	Recruit and train new staff
+	Ensuring consistent quality of work  produced by team

QA Manager

Spend360

+	QA, classification and review of data
+	Excellent attention to detail
+	Managing workload to tight deadlines

Data Services -QA

Fixer of dirty data ★ Spend data classification, supplier normalisation, and taxonomies ★ DataIQ100 x 2 ★DataIQ Data Champion 2022★ Author "Between the Spreadsheets" ★ Creator of COAT ★ TEDx - say NO to NO ★ DataVenger

Are you struggling to get reliable insights from your data?  Do you have duplicates, multiple versions of the same supplier or customer, and multiple date and address formats?  And is it saved in multiple different systems?

The Classification Guru can help.

If you’re in procurement, do you find it hard to see how much you are really spending with one supplier, and on what?  Have you got free text descriptions which mean you have multiple versions of the same item, often misspelt and not against the correct GL or categorisation? How can you make the best negotiations with your suppliers, the biggest cost savings, or manage your supplier list if you don’t have the correct information?

Or if you work in sales or marketing, is your CRM full of junk data, poorly formatted and even missing information, and maybe saved in multiple different systems?  Your team could be wasting time contacting redundant leads, or worse you could be sending out expensive print out to the same address twice, or addresses that don’t even exist.

We bring clarity and accuracy to data and help teams work more effectively and efficiently, finding cost savings through spend and time management, supporting better, more informed business decisions, delivering a strong ROI and delivering back to your organisation faster and more cost-effectively than using large consultancies or spend analytics providers.

While most people dread having to classify or cleanse data, my team and I love it! We are hugely passionate about providing clients with accurate and meaningful data, and because I have been doing this for a decade, I can do this much faster and more accurately than people who might look at their data infrequently.

We can help prevent costly mistakes from happening.

There are many solutions available to automate data classification, but these are never 100% accurate. I've developed a method that my team use to efficiently and accurately classify, cleanse and verify data to minimise the errors in the same amount of time.

When working with large volumes of data it's hard to spot these errors even if you know what you're looking for and especially in Excel, let alone if you don't. With my team and I’s knowledge, experience and tools we can do this for you, freeing up your internal resources.

Fix your dirty data now - www.theclassificationguru.com

George Firican

The University of British Columbia

Director, Data Governance & Business Intelligence

Led a team of wonderful and highly skilled people in the areas of:
- Finance
- Human Resources
- Information Systems
- Gift Processing 
- Operations
- Strategic Projects
- Prospect Research & Analytics 
- Data Governance & Business Intelligence 

To support the goals of the fundraising and alumni engagement portfolio across the university.

Chief Advancement Operations Officer (Interim)

Director of Information Technology (Interim)

• Lead the Data Governance/ Quality program and the strategy development of Development and Alumni Engagement’s (DAE) data acquisition, maintenance and dissemination while fostering innovation and long term strategic vision
• Lead the efforts to develop a business glossary as well as a business intelligence (BI) framework and program that provides user-friendly access to the right information for the right people at the right time
• Directed the development and enhancement of standards, procedures, processes, policies related to the improvement and/or maintenance of quality of data within the Blackbaud Enterprise CRM database
• Created and fostered strategic partnerships and influential relationships with DAE senior management, the broader UBC community, campus stakeholders, vendors, and external universities to secure the success of DAE’s data governance, business intelligence and information quality efforts
• Collaborated with Information Technology to manage the development of automated data validations, data cleanses, data quality issue reports, and deployment of new tools and enhancements to aid in the preservation of data quality
• Advanced the data governance and business intelligence profession by participating in professional organizations, acquiring or maintaining required accreditations, publishing articles, and giving presentations at professional events

Associate Director, Data Governance & Business Intelligence

I proudly took part of UBC's "Start an Evolution" campaign (https://startanevolution.ubc.ca/), campaign which raised $1.5 billion dollars for students, research and community engagement and to double the number of alumni involved annually in the life of the university by 2015.

• Established and led an award winning Data Governance/Quality Program to support the university’s $1.5 billion fundraising campaign and sustainable alumni engagement strategy
• Provided oversight of the Data Governance/Quality Program and kept it on track by managing the development of standards, procedures, processes, policies related to the acquisition, management, and dissemination of enterprise data impacting the Blackbaud Enterprise CRM database while leading the Advisory Council
• Developed an award winning Tracing Program through which the returned mail percentage of Development and Alumni Engagement’s Portfolio has been reduced to less than 1%
• Managed the development of business performance metrics and scorecards to monitor and communicate the status and improvement of service of the Records department
• Achieved a 92% address and phone number accuracy for Canadian records, an improvement from ~64%
• Communicated to and educated internal and external stakeholders on the results and initiatives of data governance, quality, master data management, information delivery and advised stakeholders about best practices; was the first and only department to achieve 100% on the annual client satisfaction survey on communication delivery and content

Data Quality Manager

LightsOnData

- Educational Content Creation: Develop and deliver comprehensive courses, workshops, and webinars on data governance, data management, data quality, AI, and more.
- Brand Amplification: Collaborate with data companies to enhance their brand visibility and thought leadership in the data community.
- Engagement and Outreach: Host the Lights On Data Show podcast, featuring industry leaders and experts to share their insights and experiences.

Pearson

Course Instructor

O'Reilly

iData Quality Academy

Developed course content for iData Quality Academy
- Data Profiling
- Data Quality Costs

Instructor

Self employed

• Provided project management and business analysis expertise to various projects across the different industries (BaniPePost.com, JT Business Group, SMAWS, 8p8, Ashenzi, NetPress Consulting, LTS, AHACommunity, etc).
• Designed and developed unique, highly professional web and print designs, branding and e-learning solutions as well as developing and configuring custom websites (e-stores, online communities, content management systems, blogs, brochure websites, etc.).
• Accumulated experience as a web master by installing, upgrading, performing backups, managing migrations and maintaining a series of complex websites.

Freelance Consultant

Sauder School of Business, UBC

• Served as internal Project Manager for the evaluation, build and deployment phases of a custom-built, scalable web payment gateway (WPG) that complied with the PCI standard requirements and reduced Sauder Finance’s operational time for the allocation and reporting of revenue received via card payments by 75%
• Managed the deployment of a FIPPA compliant e-newsletter tool (Industry Mailout) selected to achieve a standard for design and operational support while reducing expenses by $15k/year
• Planned and managed the development and release of a new service for personal/academic blogging through the use of the WordPress MU environment for faculty members and current Sauder students
• Managed the development of an improved content publishing process to account for 15 digital signs, each with audience specific content & emergency broadcasting capabilities
• Served as the internal project manager for the development and deployment of the Canaccord Learning Commons web presence comprised of a WordPress based website and a BuddyPress student interaction environment
• Developed solutions for integrating the business environment with web 2.0 technologies such as WordPress 3 based sites, online communities (Ning, Moodle), and collaboration tools (MediaWiki, Project Spaces, CoMapping) while providing expertise and system support for these platforms
• Identified customer requirements, analyzed and reviewed product features, integration, security, scalability and performance requirements for projects such as PPM Tool, a collaboration tool to be used between the Center of Health Care Management and BC health care authorities, Desktop Blogging Client Solution, ECM Society Online Presence, Faculty Master Calendar, Form Building Tool, Event Registration, PCI Payment Forms Conversions, and several online presences for different business areas and conferences

Project Manager / BA

Everest iTech

• Promoted to Project Manager for the Showtime Models website and web application and the All Ears accounting software development project due to excellent interpersonal, communication and leadership skills in the relationships with the client and internal development team
• Led the development of several e-commerce sites (ex: SkyHook Solar, Expressive Designs Florist, JT-Autotech) and dynamic websites (ex: Mailinglist System, Informant Zone) and also helped architect their databases
• Increased the employees' knowledgebase by developing e-learning modules and user manuals for the use of the company’s payroll and accounting software
• Enhanced the online awareness of the company’s brand by 40% by creating a new content strategy and redeveloping its website in a WordPress, SEO friendly environment
• Minimized the cost of online advertising by developing free distributed widgets that increased incoming traffic by 5k visitors/ month

Project Manager / Lead Web Developer

Event Technologies

• Developed customer support standards and procedures for the company’s e-store business and helped transition a staff of 12 to this new environment through training sessions and a knowledgebase wiki.
• Minimized the installation time of new systems by 80% by creating and managing standard desktop images based on the employees’ job roles.
• Reduced search time of hardware and software information by 50% by developing a standard for filing all the technical documentation on hardware equipment and software.

IT Consultant

WGOA

• Demonstrated strong leadership skills by acting as the team leader of a software developer group in order to successfully implement and deliver an interactive Go learning application two weeks ahead of deadline and within budget.
• Coded the backend interaction of a merchandise inventory application with a barcode scanner and also contributed to developing the MySQL database and reporting. 
• Facilitated the team members to work remotely by implementing a VPN solution and integrated the use of Subversion to enable software versioning and revision control.

Software developer

💬 Founder of LightsOnData.com and LightsOnData YouTube Channel
Focused on providing informative content such as ONLINE COURSES, templates, guides, best practices, articles, white papers, and other useful resources to help you with your data governance and data management questions and challenges

💬 Creator of online courses that are engaging, new, and thorough. 
Courses: Building an Award-Winning Business Glossary, Data Governance Maturity Models, Data Governance Fundamentals, etc. - check them out here: https://www.lightsondata.com/courses/

💬 Providing LinkedIn content strategy for data-focused companies and products, as well as those with a focus on artificial intelligence (AI), business intelligence (BI, data science, data management, and data governance areas.
Connect with me today and ask how I can help you reach the data audience.

💬 Host of Lights on Data Show - a podcast and LinkedIn Live weekly show that provides insights into the data world and showcases people that help to shape it.

💬 Get some fun data merchandise here: https://shop.spreadshirt.com/lightsondata/all

💬 International key note speaker, conference speaker, and panelist (spoken at over 60 different conferences).

💬 I love being on camera, hiking, surfing, filming, and video editing
YouTube: @LightsOnData


🏛 My experience and specialties: 
• Expertise in data governance, information quality, business intelligence & data management
• Extensive background in web and application development with experience of the full life-cycle of a project
• Strong leadership capabilities, organizational and communication skills

Specialties: 
• Enterprise information management: Information quality, data governance and stewardship, master data management, business intelligence, business process improvement
• Development: Web and application development, relational database design and development
• Planning: Budget and resource planning, agile and waterfall project management, team development and leadership
• Tools and Applications: Collibra, Tableau, MS Visio, MS Project, Premiere, Photoshop

George Firican 💡

It was a pleasure delivering my presentation on “Data Governance in the Age of AI” at The University of British Columbia’s Symposium 2025.

Great sessions, networking and knowledge sharing all around. 

Thank you again to the PrISM team for the invite and for putting together the month-long series of events to celebrate Cybersecurity Awareness Month.

Let’s keep putting the Lights On Data, Privacy, and Security!

—
Special thanks to Trevor Carpenter, Larry Carson, Zoe Armer and everyone involved behind the scenes to make this happen.

Thank you also to all the wonderful speakers and presenters such as Scott Baker, Maliheh Oliver, Salman Shahid, Dr. Gail Murphy, Mark Montgomery, Gráinne McElroy, Gurm Dhugga, Mawuena G., Waii Chow, Julie Le Hegarat, PhD, Tim Szigeti  and many others.

#data #privacy #AI

💡 Award Winning Data Governance Leader | Content Creator & Influencer | Founder of LightsOnData | Podcast Host: Lights On Data Show | LinkedIn Top Voice

What if “data governance” wasn’t a checklist, but a way to ADVANCE your organization?
Here’s the 7-pillar framework I use to make it simple 👇

A – Accountability: Assign clear owners so decisions actually get made
D – Definitions: Create a shared language through glossaries and standards
V – Value Alignment: Tie every governance effort to business goals
A – Adaptability: Use governance as your engine for change
N – Necessity: Start where the value is highest and scale from there
C – Collaboration: Build cross-functional trust and shared goals
E – Education: Empower people to see governance as an enabler

If you could only strengthen one pillar right now, which one would move your organization forward the fastest?

And if you want to go deeper, my Practical Data Governance: Implementation course walks through how to apply each one (includes templates and examples): 
https://lnkd.in/gwBcYQg5

Let’s keep putting the Lights On Data.
-George Firican

#data #datagovernance #datastrategy

7 pillars of data governance

Great energy, amazing sessions, wonderful networking here at the Big Data & Analytics West Summit.

It was a pleasure catching up with the local data community, seeing old friends, and meeting new ones.

Let’s keep putting the Lights On Data!
-George Firican  

#data #ai

No alternative text description for this image

What are your thoughts on AI generated videos or art?
Here’s a good example, in my opinion, on what happens when human creativity and AI-powered implementation come together.

Credit: Le Voyage (Paint World 28)


#ai #artificialintelligence

Tomorrow I’ll be at the Big Data & Analytics West Summit, and there’s something I’m genuinely looking forward to:

I love conversations that bring clarity to where data and AI are headed next, and IBM is putting a spotlight on a topic I care deeply about:
 👉 How organizations can build reliable AI by strengthening their enterprise data foundation.

A major highlight for me will be hearing Paul Zikopoulos share practical lessons and thoughtful perspectives on:
✅ Preparing enterprise data for agentic AI applications
✅ Combining retrieval approaches to improve AI reliability
✅ Real-world strategies for scaling trusted AI across teams 

Paul consistently brings insights that elevate how we think about data and AI, and I’m excited to learn from his session.

These are the kinds of insights I’m excited to learn from, explore, and share.
And of course the discussions, networking, and the exhibitor lounge where there’s always something new to discover.

You can explore the agenda here: https://lnkd.in/gkDXmrnq

If you’re attending #BDW2025, please let me know as I’d be happy to connect.
You’ll find me capturing moments throughout the day, and yes, I’ll also be hanging out at IBM’s booth as their #ibmpartner for the event.

#data #IBMCanada

IBM Big Data Analytics West George Firican

If you want to climb the ladder quicker in your data management profession, checkout my courses at https://LightsOnData.com 

On another note, what type of medium do you like to consume content in?

A) Video
B) Audio only
C) Text
D) Memes 😁
E) Other

#data #datamanagement

Oh wow, what a day!
Excited to have been part of the Big Data Analytics West Summit in Vancouver as an #ibmpartner for the event.

Grateful for the energizing discussions and sessions, especially the great session on preparing enterprise data for AI from Paul Zikopoulos (VP, IBM Technology Sales).

It was great catching up with fellow data professionals and having a day of learning.
Thank you again IBM! 

#AI #IBMCanada #data

I took a photo of my latte this morning.
A simple image…
Completely unstructured, yet full of information if you know how to look at it.

Here is the interesting part…
Unstructured data is everywhere in our organizations:
- Images
- Screenshots
- Videos
- PDFs
- Logs
- Messages

All of them packed with value
But without metadata, that value stays hidden.

Metadata tells us:
- Who created the content
- When it was captured
- What it represents
- How it should be used
- Where it fits in our ecosystem

Suddenly an image is not just an image.
It becomes
- Searchable
- Discoverable
- Reliable

This is why unstructured data is such a huge opportunity.
The insights are already there.
Metadata is what turns those insights into something we can trust and act on.

Curious to hear from you:
Where do you see the biggest metadata gaps today?
- Search
- Ownership
- Retention
- Context
- Priority
Or something else entirely

Let’s keep putting the Lights On Data and its Metadata!
-George Firican 

#data #metadata #dataquality

As organizations deploy AI, how should master data management and data governance programs evolve, or be reinvented, to stay relevant?

Join George Firican and Bruno Billy, President of APGAR North America, and Ken Brown, Head of Customer Success as they will explore how MDM and Data Governance are being redefined for a world shaped by machine learning, generative models, and data products.  
Drawing on APGAR’s experience helping organizations define, build, and run their enterprise data programs, Bruno and Ken will share how AI is transforming the purpose and practice of master data management and data governance.
Tune in to hear how leading organizations are using AI to strengthen their MDM and Data Governance foundations. And why these disciplines could be even more important than before.

#datagovernance #AI #MDM

How Is AI reinventing MDM and Data Governance?

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George Firican 💡

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The Battle

Susan Walsh - The Classification Guru

George Firican 💡

Followers

Posts

Engagements

Likes

Performance Score.css-goub6s{font-size:var(--chakra-fontSizes-md);font-weight:500;color:var(--chakra-colors-gray-600);display:block;margin-top:var(--chakra-space-1);}George Firican 💡's LinkedIn Performance

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