Kate Strachnyi

DATAcated

DATAcated® to helping clients share their stories through content creation and amplification. Providing custom 𝗟𝗶𝗻𝗸𝗲𝗱𝗜𝗻 𝗰𝗼𝗻𝘁𝗲𝗻𝘁 𝘀𝘁𝗿𝗮𝘁𝗲𝗴𝘆 𝘀𝗼𝗹𝘂𝘁𝗶𝗼𝗻𝘀 for companies focused on innovating in the data science, machine learning, and artificial intelligence space.

Founder

Managing the DATAcated Speaker Hub, a platform dedicated to connecting top data, analytics and AI experts with event organizers. I oversee speaker recruitment, manage client relationships, and ensure a seamless booking process for in-person events & virtual conferences, webinars, and corporate events. Enabling speakers to expand their reach while helping event organizers find the perfect experts for their audiences. We also provide amplification services to spread the word about the events!

Manager of DATAcated Speaker Hub

Writing the 'Running DATAcated' book on substack - with a goal to turn the blog articles into a BOOK about the journey of running the media company + running / hiking adventures.

Running DATAcated Writer

You can find prior LinkedIn live shows (and future ones) on the DATAcated On Air podcast - https://anchor.fm/datacated

Podcast Host - DATAcated On Air

The DATAcated Expo will provide the community with an opportunity to explore and discover innovative technologies in data science & analytics.

Hear from expert speakers that will provide real-life case studies and demos of technologies across a variety of data science & analytics processes. Speakers will provide 10-min lightning talks and we’ll take questions from the live audience.

The presentations will be centered around the data analytics process and will take participants on a journey from identifying the business use case to collecting, cleaning, exploring, visualizing and ultimately communicating insights.  

This live event will provide several opportunities for networking and building relationships in the data community.

Host - DATAcated Expo

The conference is packed with incredible insights from the very best speakers!
Speakers will deliver 10 min ‘lightning’ talks and will stay on for a few minutes for some live Q&A.
The conference is hosted on LinkedIn Live and is FREE to attend!
We’ll have plenty of fun giveaways provided by our Community Partners.

Host - DATAcated Conference May 18-19, 2021

Run Wild AI

Co-Founder & Chief Marketing Officer

O'Reilly Media

Author of ColorWise: A Data Storyteller's Guide to the Intentional Use of Color

Author

LinkedIn

Having a strong personal brand can help you stand out from competitors and colleagues and attract relevant opportunities.

LinkedIn Learning Instructor

IADSS

Advisory Board Member

Deloitte

Chief of Staff - Head of Commercial Business

Program Manager | Data Analytics

Insights Strategy Manager & Tableau Developer

- Assessment of risk governance practices measured against relevant bank supervisory guidance and leading practices (e.g. Enterprise Risk Assessment Process, New Product Approval Process, Risk Reporting, Committee Structure, etc.)
 - Prepared periodic program status/progress reports. Assisting with building out roadmap of future phase deliverables and maintenance of project plans. Escalating issues & risks to ensure timely remediation
- Provided assistance with writing responses to regulatory letters (MOUs, MRAs, MRIAs)
- Developed an inventory for regulation W requirements (including Dodd-Frank Act impact), and assessed the applicability of the regulation to each business line within a large financial institution 
- Assisted large foreign banks with Foreign Enhanced Prudential Standards (FEPS) implementation (including Governance, Data, Risk Management, Implementation Plan, etc.,) 
 - Revised current or establishing new policies and procedures as well as ensuring that various departments/functions have relevant policies, procedures and guidelines which reflect current business practices

Manager, Risk Mgmt / Regulatory Compliance

Bank Leumi USA

- Involved in the establishment of the Operational Risk Policy & Procedures (per Parent Company guidelines, U.S. regulations, and Basel Directives)
- Provided assistance to Risk Champions on how to assess Operational Risk and how to use the Management of Operational Risk System (MOR)
- Risk Control Self-Assessment (RCSA)- took part in the establishment of methodology,  interviewing business units (surveys) and setting risk mitigation plans for High risk items
- Assisted CRO in quarterly reporting to the Risk Management Committee of the Board (Risk Dashboard)
- Assisted CRO on the annual submission of Internal Capital Adequacy Assessment Process (ICAAP)  
– Developed New Products Approval Procedure and New Products Committee Charter
Basel II/III - Performed gap analysis on Basel II & III Directives 
- Reviewed and revised Risk Management Manual Operating Procedures (MOPs)
- Participated in KMV Moody’s Project to calculate credit risk metrics (PD & LGD)
- Assessed and tracked audit items (Internal Audit, Parent Company, & Examiners)
Committee Participation 
- Participated on Operational Risk Management Committee & Basel ICAAP Steering Committee

Risk Analyst for Chief Risk Officer

Global Association of Risk Professionals

-Managed a sales process by qualifying prospects, establishing relationships & identifying opportunities. 
-Assisted with the planning and development of direct marketing and data-related projects. 
-Handled client relationship management process through the use of CRM tool (SalesForce) and used existing relationships for cross-selling opportunities.

Business Development

FGI FINANCE

Developing Credit Committee reports - financial statement analysis and accounts receivable aging report analysis to determine lending structure.

Underwriter

First Investors Financial Services

Involved in setting up appointments with prospects (cold calls), and creation/maintenance of client records using B.O.S.S. (CRM tool)

Financial Services Rep

DATAcated™ | Branding | DataIQ100 | Marketing | Media | ColorWise | DataVenger

Ask not what influencers can do for you… ask what happens when they’re DATAcated influencers!

YAY - I'm so excited that you saw my profile and wanted to get to know me better!

As the founder of DATAcated, I help companies amplify their brand and expertise in artificial intelligence, machine learning, and data science.  I'm a content creator with over 300k followers across LinkedIn, YouTube, Instagram, and other platforms. I also run a DATAcated Plus program with 35+ influencers that can be hired to 'make a splash' on social media.  Oh yea, I also manage the DATAcated Expert / Speaker Hub where we have over 50 engaging speakers and experts that you can hire for conferences, webinars, books, blogs, and more.

I have been recognized as a LinkedIn Top Voice in Data Science and Analytics and as a DataIQ USA100. I am also the author of ColorWise: A Data Storyteller's Guide to the Intentional Use of Color (published with O'Reilly). 

Connect with me on social media and explore the DATAcated website for more resources and opportunities. datacated.com

DATAcated® to helping clients share their stories through content creation and amplification. Providing custom 𝗟𝗶𝗻𝗸𝗲𝗱𝗜𝗻 𝗰𝗼𝗻𝘁𝗲𝗻𝘁 𝘀𝘁𝗿𝗮𝘁𝗲𝗴𝘆 𝘀𝗼𝗹𝘂𝘁𝗶𝗼𝗻𝘀 for companies focused on innovating in the data science, machine learning, and artificial intelligence space. 

This might be the group therapy we all need before 2026 AI planning starts.

Here’s the link to sign up: https://lnkd.in/ez6qrpSR

BARC just analyzed 421 organizations to find out what separates the top AI performers from everyone else.

The difference comes down to how companies operationalize AI, govern it, and measure actual results.

On Dec 3, 2025 (11am ET), BARC’s Shawn Rogers and Merv Adrian will unpack the findings from their Lessons from the Leading Edge study. They’ll be joined by:

Eleanor Treharne-Jones, CEO at Bigeye (data observability done right)

Jeff Fried, Director of Platform Strategy & Innovation at InterSystems (bridging architecture and outcomes)

Amandine Mely, Senior PreSales at Board (turning AI insights into real decisions)

Covering AWS re:Invent in Las Vegas. influencer marketing agency | data & AI content creation & amplification | speaker & expert placement

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 💡

I’m at Collibra’s Data Citizens event and really enjoying the conversations and energy. The message is clear: 

Organizations need to move from BI-ready to AI-ready data, and governance has to evolve with it.

Here’s why:
✅ AI is increasing ecosystem complexity
✅ Structured and unstructured data both need visibility and trust
✅ Governance must scale everywhere across platforms, engines and workloads

So here are some available features to help with above that got me excited:

1️⃣ Data contracts for improving consistency and transparency across data products
2️⃣ Custom rules with Text2SQL to turn natural language into precise SQL data quality checks
3️⃣ Derived relations to visualize multi-hop connections and lineage
4️⃣ Semantic Model Generation Agent to automatically generate semantic layers from physical data
5️⃣ Model Context Protocol server to give copilots and AI agents real-time governed context
6️⃣ Data recommender to guide teams toward trusted, approved data
7️⃣ AI model registry for governed model lifecycle tracking
8️⃣ Automated AI traceability across Azure AI Foundry
9️⃣ Microsoft Teams & Slack integrations for better data collaboration 

A lot of impressive innovation on display today. Interviews with Collibra leaders and partners coming soon.

Until next time, let’s keep putting the Lights On Data!
-George Firican  

#data #AI #datagovernance

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

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

There was a clear theme emerging at the Big Data and Analytics West Summit, and it showed up in the breakfast discussions, the keynote, presentations and every conversation. 👇

Reliable AI still comes down to one thing: the strength of your enterprise data foundation.

At the IBM breakfast, several roundtable discussions pointed to the same realization. As teams accelerate toward AI, the real bottleneck isn’t tooling. It is the clarity, quality, and accessibility of the data behind it.

Paul Zikopoulos, VP Technology Sales at IBM, reinforced this in his keynote. He talked about the curiosity tax that comes from gated or fragmented data, and how governance, lineage, sovereignty, and explainability aren’t administrative tasks. They are accelerators for AI.
When organizations know where data came from, how it can be used, and who owns it, the entire AI lifecycle becomes more reliable.

One point he shared stood out to me: GenAI is fundamentally an unstructured data problem. Most organizations haven’t even started unlocking the value in documents, PDFs, forms, logs, images, and everything that never makes it into a warehouse.

During my conversation with Paul, he also highlighted how leaders can start simply. Focus on automation and internal optimization use cases. Decide whether each AI initiative is meant to save money or generate money. Build from there.

Across the day, the message was consistent throughout peer discussions, panels, and other presentations. Data foundations are the reason AI works and we need to invest in getting those right. Governance, security, quality, stewardship and so much more... they all need to be in place.

How's your data foundation?

#ibmpartner #IBMCanada #data #AI

Key takeaways from Big Data Analytics West Summit

Did you know that AWS announced 60 AI Competency Partners across 3 NEW categories that will define the next era of intelligent systems:

✅ Agentic AI Applications
✅ Agentic AI Tools
✅ Agentic AI Consulting Services

These organizations represent innovation, scale and real world impact.
They are building autonomous systems, enabling smarter workflows, and helping enterprises activate their AI strategy with confidence and speed.

Do you have a favourite category or partner you are most excited about?

I will add the full list of partners in the comments so you can explore their work, follow their updates and connect with leaders who are shaping the future. 

You can also read more about all this here: https://lnkd.in/g-g7T22Z

Until next time, let’s keep putting the Lights On Data and Agentic AI.
-George Firican

#AI #agenticAI #partnerpost

Here is my recommendation for this week.
If Agentic AI is on your roadmap, checkout this ebook  👇

It breaks down what many overlook: AI success depends on the maturity of your data architecture.
Here's what else you can find in it:
• Clear explanation of what a modern, AI-ready architecture looks like
• Practical guidance on data quality, cataloging, lineage and governance
• A real example of how a bank scaled agentic AI by modernizing its foundation

So if you are leading data initiatives or planning for AI adoption, this is a good resource to read.

Until next time, let's keep putting the Lights on Data!
-George 
#data #AI #partnerpost

Modernize Data Architectures for  Agentic AI Success

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

Data quality starts at the source… kind of  like good coffee.

I visited a shop that roasted its own beans, and the difference was undeniable. Fresh, intentional, crafted with care.

When we source data with the same level of attention, everything that comes after becomes smoother. Analytics flow better, insights become richer, decisions become clearer.

What do you think?
Happy weekend everyone! Let’s keep putting the Lights On Data!
-George Firican 

#data #dataquality

What do you think? Is AI making Master Data Management and Data Governance obsolete... or more essential than ever?

I’m looking forward to sitting down with Bruno Billy, President of APGAR North America, and Ken Brown, Head of Customer Success, to explore how AI is reshaping MDM and Data Governance, plus...

...how these disciplines influence the success of AI itself.

From practical examples of AI-augmented governance to rethinking stewardship roles and making MDM truly AI-ready, we will unpack how leading organizations are using AI to strengthen their data foundations, not replace them.

WHEN: Dec 11 at 8 AM PT | 11 AM ET | 4 PM GMT
WHERE: Here on LinkedIn and LightsOnData YouTube channel

More details in the comments.

#datagovernance #AI #MDM

how is AI reinventing MDM and data governance

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

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

What are the biggest misconceptions business leaders still have about AI?

I sat down with Stijn (Stan) Christiaens, Co-founder of Collibra, at Data Citizens to unpack what AI readiness really means for organizations. 

Here are 5 takeaways from our chat:

1. Many leaders still see AI as “a chat in the cloud.”
2. Organizations need the right foundations around AI
3. AI ready data requires more than quality
4. Unstructured data is no longer optional
5. Unified governance is becoming essential

If you want a clear picture of what it truly takes to prepare your organization for AI, this interview delivers.
Full conversation in the video below.

Until next time, let’s keep putting the Lights On Data.
-George Firican

#data #datagovernance #AI

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

Why are we still managing data on week-long cycles while our AI expects answers every second? 
As a data management professional, that mismatch is the bottleneck I see most often. That is why I’m paying attention to Acceldata’s Agentic Data Management.

Here’s what stood out to me after watching some of their demos:
✅ Natural language use to diagnose data quality issue AND trigger the proper fixes
✅ Autonomous agents that observe, reason, and act across your data pipelines, lineage & policies
✅ Dynamic and context aware governance that interprets regulations and applies controls to the right data
✅ A reasoning layer (xLake Architecture) that turns metadata into business meaning
✅ Learns from incidents so issues don’t repeat

If you are exploring how to make data AI ready, this is worth a look. Start here and tell me what you think of the agent driven workflow:
https://lnkd.in/gVwUQQwy

Question for you: where do you lose more time today:
1. Detection or 
2. Resolution?

Let’s keep putting the Lights On Data!

#datamanagement #AI #partner

Every December I look ahead… and this year, one prediction feels very safe:

I'll be attending Subsurface Live on December 10, coffee in hand, curious about how Agentic AI and open lakehouse patterns will shape 2026.

The agenda lines up well with questions many of us are exploring right now:
➡️ How will agent-based execution reshape data workflows?
➡️ What signals are emerging around performance, formats and multi-cloud patterns?
➡️ Where is the Apache Iceberg ecosystem pushing innovation next?

For anyone designing data systems or planning next-year priorities, this feels like a valuable moment to absorb ideas and future direction.

Registration is free: https://lnkd.in/gmDPiaES
Where: Virtual
Date: Dec 10, 2025 
Time: 8AM - 2PM PT / 4PM - 10PM GMT / 5PM - 11PM CET

See you there!

#data #AI

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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