Frontline Professionals

Join Service Design DC for a community movie night focused on learning, reflection, and connection through two keynote presentations from last year’s Service Design Global Conference. SDGC25 brought the global service design community together around the theme “Business Transformation by Design,” exploring how service design can influence strategy, operations, and customer experience across organizations. For this gathering, we’ll watch 2 selected talks from SDGC25, then open up a casual group discussion about what resonated, what feels relevant for our work now, and what these ideas might mean for service design practice in DC. The 2025 conference centered on service design’s role in helping organizations navigate cross-functional transformation, making these talks especially relevant for practitioners working across systems, teams, and change. **What to expect** * Watch 2 selected presentations from SDGC25 together. * Casual facilitated discussion after each talk. * Time to connect with other service design and adjacent practitioners in the DC area. **Evening Agenda** 6:00 P.M. - Doors Open + Socializing & Networking 6:30 P.M. - First talk highlights + conversation 7:15 P.M. - Second talk highlights + conversation 8:00 P.M. - Wrap up **Many thanks to our host and sponsor, MediaBarn!** *Mediabarn’s customer-centric philosophy defines who we are.* *In its simplest form, we are committed to applying Human-Centered Design (HCD) methods to understand customer needs, collect feedback, and use that feedback to improve services and products. Whether it’s for customers, citizens, or employees, our Experience Design Studio creates research-informed designs to improve the experience of every human involved.*

Please be sure to RSVP on **[Eventbrite](https://www.eventbrite.com/e/lgbtq-happy-hour-meetup-spark-social-tickets-1986965607620?aff=oddtdtcreator)** so we have an accurate guest list. **When you arrive, ask for the owner of Spark Social, Nick Tsusaki and sit with the Party of Six group.** Be sure to let Nick know you are there from Go Gay DC. Order on your own from the [menu](https://spark-dc.com/pages/menu-2). Come join us for a fun and friendly **in-person** gathering! It’s the perfect chance to meet new people, share stories, and enjoy a relaxed atmosphere with the **LGBTQ+ community**. Whether you're looking to make friends or just hang out, everyone’s welcome. Grab your favorite drink and let’s make some great memories together! This event is free to attend. We hope to see you there. In addition to coffee selections, the venue offers a good food and drinks [menu](https://spark-dc.com/pages/menu-2). $10 signature cocktails; $7 premium rail; $5 grilled cheese. This event is for ages 21+. **Metro Directions:** Be eco-friendly. U Street Metro (Yellow/Green line) is only a few blocks away. Take the 13th Street exit. The venue is adjacent to Crush Bar. This event is a safe space for everyone under the rainbow. This event is for ages 21+. Please feel free to invite all your friends to join you there! This event is hosted by **[Go Gay DC](https://www.gogaydc.com)**, Washington DC's inclusive LGBTQ+ community focused on friendship, leadership, and service. It now reaches over 10K fabulous people and is growing fast. Visit [https://www.gogaydc.com](https://www.gogaydc.com) . Go Gay DC's founder is **[TJ Flavell](https://www.linkedin.com/in/tjflavell/)**. Go Gay DC is on social media: Mingle with fabulous LGBTQ+ folk and allies. Bring your friends and meet new people from all over the world. Casual attire is fine. You are welcome regardless of where you live. Guests from DC, Maryland, and Virginia often attend. This event is a safe, inclusive space for everyone under the rainbow. Go Gay DC is on social media: Join the Facebook Group [https://www.facebook.com/groups/GoGayDC](https://www.facebook.com/groups/GoGayDC) Like the Facebook Page [https://www.facebook.com/GoGayDC](https://www.facebook.com/GoGayDC) Follow on Instagram [https://www.instagram.com/GoGayDC](https://www.instagram.com/GoGayDC) Follow on Threads [https://www.threads.com/@GoGayDC](https://www.threads.com/@gogaydc) Follow on Bluesky [https://gogaydc.bsky.social/](https://gogaydc.bsky.social/) Follow on X [https://www.x.com/GoGayDC](https://www.x.com/GoGayDC) Watch on YouTube [https://www.youtube.com/GoGayDC](https://www.youtube.com/GoGayDC) LinkedIn [https://www.linkedin.com/showcase/GoGayDC](https://www.linkedin.com/showcase/GoGayDC?fbclid=IwZXh0bgNhZW0CMTAAYnJpZBExZG1DTnM0VnJybG83U3FWcnNydGMGYXBwX2lkEDIyMjAzOTE3ODgyMDA4OTIAAR765Xxf5t8wFzbCac74QNX3p0Bs2oT0drXZoOmLV63J8cURMl3ta5b8iP3ztg_aem_nSdndpxd5-hXJ8myNF2_vQ) Search keywords: LGBT LGBTQ LGBTQI LQBTQIA Lesbian Gay Bisexual Transgender Queer Intersex Straight Allies Two-spirit

**IMPORTANT! Please register on [Luma page](https://luma.com/klm98cuc)** *Ignore the displayed time — it’s 5:30pm VA time.* AI is making us faster than ever — and at the same time, quietly questioning our place at work. ​We’re all feeling it: tools that boost output in minutes, automate entire workflows, and sometimes… do the job better. So where does that leave the human? ​This conversation dives straight into that tension — no sugarcoating, no generic optimism. Just real perspectives from people working inside the shift. ​ **Speakers:** [Nina Borysova, MBA ](https://www.linkedin.com/in/nborysova/?utm_source=luma)**Director, Product Management Technical (PMT), Data Analytics and AI Solutions, Mastercard** **​**[Dr. Volodymyr Tkach ](https://www.linkedin.com/in/volodymyr-tkach/?utm_source=luma) CEO \| Ph\.D\, Associate Professor \| MIT Research Fellow \| Cybersecurity\, Threat Intelligence\, Anomaly Detection\, Artificial **​We’ll unpack:** ​– where AI actually boosts productivity vs. where it replaces thinking ​– which roles are evolving — and which are quietly disappearing ​– how teams are restructuring around AI (and what that means for individuals) ​– how to stay valuable when execution becomes automated ​– what “creative work” even means when AI can generate ideas on demand ​– the psychological side: anxiety, denial, adaptation ​If you’re feeling both excited *and* uneasy about AI — you’re not alone. And you probably shouldn’t ignore either feeling. ​Come for clarity. Leave with a more honest map of what’s ahead.

Ladies’ Knight is a welcoming **bi-weekly women’s chess social and community** designed for **beginners through advanced players**. Play, socialize, and build confidence in a fun, supportive environment alongside other women. There won't be structured chess lessons, but enjoy a relaxed, social chess atmosphere to improve your chess strategy and tactical skills while connecting with other women in the DMV chess community.

Curious about DSA? Thinking about joining but want to hear more info first? Attended a few of our events already and ready become a member? Already a member and want to get more involved? If so, this event is for you! You'll learn about DSA, what we do, and how you can get involved in the fight for a brighter future. We'll outline our chapter's structure and our campaigns, working groups, and branches. Our chapter covers the DMV area, including the district, Northern Virginia, and Montgomery County and Prince George's County in Maryland. Unable to join in person? Consider joining [our next virtual orientation](https://actionnetwork.org/events/why-you-should-join-dsa-new-member-orientation-170) on Wednesday, May 20! Please RSVP on [Action Network](https://actionnetwork.org/events/why-you-should-join-dsa-new-member-orientation-180) to receive further updates on this event. \* \* \* This event is open to both DSA Members and supporters. Not a Member? Please consider [becoming a Member](https://dsausa.org/join?source=Metro%20DC). Fees are on a sliding scale according to what you feel you can afford.

**Start Creating: Content Open House @ FPA** **Fairfax Public Access** **Wednesday\, May 6th\, 2026 \| 7:00pm \(2hr est\.\)** Calling all video creators, filmmakers, YouTubers, and digital storytellers! Join us at our Community Media Station for a fun meetup and unlock the creative resources available right in your backyard. Connect with other creators, explore new opportunities, and find out how we can support your projects from concept to completion. **What you’ll experience:** • Meet and network with local video content creators • Introductory tour of our studios, editing suites, and production spaces • Overview of our professional equipment, training programs, and membership benefits • Learn how to access cameras, lighting, podcasting, and video production resources • Opportunities to collaborate on community and original content • Q&A with our team about how we can help bring your ideas to life **Location:** 2929 Eskridge Rd., Suite S, Fairfax, VA 22031 **RSVP or for Questions Contact us at**: FPAtraining@fcac.org / 571-749-1132 / www.fcac.org/orienation

**The next GeoDC will be held on Wednesday, May 6 from 6-9pm at Sudhouse DC (1340 U St NW, Washington, DC 20009) with the program starting at 7pm.** We’ve got 3 presentations scheduled for the evening– Please check out the program details below. Join us early from 6-7pm to grow your network, socialize and grab drinks and appetizers, compliments of our sponsor for the month, [Voyager](https://www.voyagersearch.com/). Please remember to [RSVP through the GeoDC Meetup page](https://www.meetup.com/geo-dc/), and we hope to see you in a few weeks. *If you’d like to present or sponsor a future GeoDC Meetup, please complete this [form](https://forms.gle/QbAXPfrDnX12GGaS8).* **Brian Davidson:** **Zero to Map: A 10-Minute Geospatial Speedrun with Gemini** * Think building a functional mapping application requires hours of boilerplate and API frustration? Think again. In this talk, we’ll race against the clock to build a live mapping app from scratch using Gemini and Antigravity. You’ll see how to leverage LLMs to handle everything from a mapping provider integration to complex coordinate rendering in minutes. Whether you’re a seasoned GIS pro or a curious dev, my hope is you'll leave with a better understanding of how to turn your idea into a working map before your coffee gets cold. **Noah Goodman**: **Voyager** * The Voyager platform has enabled customers to resolve data management issues, such as duplication, lack of governance & metadata. Demos of the Voyager platform capabilities and will discussion of a recent State DOT project. **Dr. Aditya Kapoor: Assessment of Inundation Dynamics in Nebraska Using AlphaEarth Foundations** **Embeddings** * This study demonstrates that AlphaEarth Foundation Embeddings (AFE) provide a highly efficient, "analysis-ready" framework for mapping regional surface water inundation without the computational burden of traditional multi-source data fusion. By applying Random Forest classifiers to AFE data across 901 Nebraska lakes from 2017 to 2025, I found that this method outperformed existing products like Dynamic World, which exhibited estimation errors of up to 43.8%. The analysis revealed a critical environmental trend: a mean inundation decline of over 6,600 m² per year, closely mirroring a regional rainfall reduction of 14.18 mm/year. Ultimately, the findings highlight AFE as a scalable tool for identifying hydrological instabilities, particularly in smaller water bodies, offering significant advantages for real-world water resource planning and flood risk assessment.

collaborative community for ServiceNow specialists and IT professionals to connect, share knowledge, and grow together. This group focuses on real-world use cases, best practices in ITSM, emerging technologies, and career development. Whether you're a beginner or an experienced professional, join us to exchange ideas, improve communication skills, and build meaningful industry relationships.

What does it look like when ideas come to life? Join NOVA Scribes and MAFN for a full-day, in-person open house where the public is invited to step inside the world of facilitation. This is a come-and-go experience designed for curiosity, exploration, and conversation. Whether you are new to facilitation groups, you are welcome. The space will be set up as a "theater in the round," (see the image) with facilitators working live around the room. Throughout the day, you will see different techniques, styles, and modalities demonstrated in real time, from visual templates, facilitation tools, and decision-support methods. You can observe, ask questions, and engage directly with the practitioners as the work unfolds. **What you can expect** * Live demonstrations of facilitation techniques * Multiple practitioners working simultaneously, each with their own approach and style * Short, informal demos and tiny teaches that explain how and why specific techniques are used * Opportunities to talk one-on-one with experienced facilitators * A chance to see how facilitation can support sensemaking, alignment, and group dialogue **What you might explore** * Methods and templates for planning, strategy, and reflection * Facilitation methods that support participation and decision making * Tools, materials, and setup considerations for live work This open house is designed to be accessible, hands-on, and inspiring. You do not need to stay all day. Come for 20 minutes or stay for hours. Watch ideas take shape. Notice how facilitation can change the energy in the room. Ask the questions you have always wanted to ask. If you have ever been curious about how facilitation works and supports groups, this is your chance to experience it up close. **Open to the general public. No prior experience required.** We’re not charging for this workshop, but we will be asking for donations!

Grow your professional network across industries, swap ideas, and unwind in a friendly, collaborative vibe, ideal for career-minded pros seeking connections. All professionals in the DMV and MidAtlantic area are invited! This event is to every and each professional in different industry, sector and specialization to grow, interact, and learn from each other. It is designed to provide a professional environment, to meet other professionals, to broaden one's career. It is also for those interested in careers and are studying or intend to enter the dynamic world of global professionalism. ***GRAB A BOOZE OR A BITE AND YOU WILL BE SET TO ENJOY THE EVENT. YOU NEED TO GET AT LEAST A DRINK OR FOOD:) To get the event going and show support. We know that you like our events. P.S. : We have non-alcoholic drinks as well.*** We have a tiny venue and we hit capacity often and early arrival is suggested. We have the discretion to decide entry. HOW IT WORKS : We will give out name tags and you write your name and your industry/sector/specialization. However we don't guarantee the availability of a partner in that area. DON'T FORGET TO BRING YOUR BUSINESS CARD. Rules to abide : 1. Event is free and 21+ (bring ID). 2. Be respectful to your counterparts and give them a chance to connect with others as well. 3. We all are professionals in one or two fields and be willing to share your knowledge and experience to others and try to accommodate as much as possible. 4. If you don't belong the other person's required specialization, LEAVE THEM ALONE. 5. Rude or aggressive members are removed from the group at an organizers discretion. 6. This is a face-to-face networking event. DO NOT try to arrange an online meeting, by using the comment box or direct message. 7. Most of our members complained about people writing in the comment box. Since it sends notification to all attendees. If you have any questions, send a message to the organizers. Don't write in the comment box. 8. We have ZERO TOLERANCE for solicitation. We don't allow anyone to run their own agenda at the Event. If you are interested to promote/sponsor/collaborate; contact us via ([info@merevents.com](mailto:info@merevents.com)). 9. When you get there, we will greet you and take you to your respective group. 10. ***Please be patient for the first 30 minutes, up until we form a group with your respective industry/sector.*** ***AFTER THE SOCIAL, WE HIT THE DANCE FLOOR! BRING YOUR DANCING SHOES, WE WILL DANCE THE NIGHT AWAY!*** \- Come one\, come all; this is the most friendliest event you have ever attended\! \- Feel free to invite your friends\. They don't necessarily have to be a member\. \- Celebrate your birthdays or your moments in life with us\. ***N.B. : We have ZERO TOLERANCE for solicitation. We don't allow anyone to run their own agenda at the Event. If you are interested to promote/sponsor/collaborate; contact us via ([info@merevents.com](http://info@merevents.com/)).*** **FOR FURTHER INFO, REFER THE EVENTBRITELINK. IT RULES.** [) [) [) [) [) [) [)

Laura Hamilton, a long-time recruiter who truly cares for Job Seekers will be speaking. Her topic is TBD. Laura speaks on our first video ever. [https://www.youtube.com/watch?v=R20iMmWWsas](https://www.youtube.com/watch?v=R20iMmWWsas) At the end of this seminar/webinar, there will be a brief Christian story. \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- IF YOU ARE NEW TO Career-Confidence.org and want to learn about us via our team, here are some videos that we have done. PLEASE SUBSCRIBE to our channel and LIKE our videos. \-\-\-\-\-\- Career-Confidence.org, Laura Hamilton and Robert Brandau both long-time recruiters give you an overview. [https://www.youtube.com/watch?v=R20iMmWWsas](https://www.youtube.com/watch?v=R20iMmWWsas) \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- Bruce, Silvia, and Mary Beth talk about the impact of Career-Confidence.org on their job search. [https://www.youtube.com/watch?v=EYtFRWzhKLo](https://www.youtube.com/watch?v=EYtFRWzhKLo) \-\-\-\-\-\- Tim Jack, one of our current volunteers and attendees [https://www.youtube.com/watch?v=uq-qfaDVDMU](https://www.youtube.com/watch?v=uq-qfaDVDMU) \-\-\-\-\-\-\-\-\-\-\-\-\-\-\- Doris McMillon of our Board of Directors [https://www.youtube.com/watch?v=JNmOi9TsYGs&t=10s](https://www.youtube.com/watch?v=JNmOi9TsYGs&t=10s) \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- Kim DeWitt Succinctly Talks about our Team [https://www.youtube.com/watch?v=SSHCEK11jD0](https://www.youtube.com/watch?v=SSHCEK11jD0) \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- Cecilia and Nate – 2 of our Alumni give an overview of Career-Confidence.org. perspective. [https://www.youtube.com/watch?v=uNstYHVnfAA](https://www.youtube.com/watch?v=uNstYHVnfAA) \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- Sara's Experience with Career-Confidence.org - Surprise Ending – Pre-Covid [https://www.youtube.com/watch?v=fEuKuvZyEYE&t=51s](https://www.youtube.com/watch?v=fEuKuvZyEYE&t=51s)

Reserve your spot for free on **[Eventbrite](https://www.eventbrite.com/e/1987588955069?aff=oddtdtcreator)** so we have an accurate guest count. We will gather on the rooftop at **[Uproar Lounge & Restaurant](https://www.uproarlounge.com/)**, weather permitting. Invite your friends to join you there. We are absolutely thrilled to announce that Uproar Lounge is hosting Go Gay DC! Get ready for another gathering of members of the LGBTQ+ Community! About 25 LGBTQ+ folk from all over the DMV and world are expected. This event is ideal for making new connections and community building. Or just to unwind and enjoy extended happy hour. There are also good food options if you are hungry. See the [menu](https://www.uproarlounge.com/menus). Happy hour drinks are $6 Rail mixed drinks and $5 Beer during that time! They will also have $9 frozen drinks available! Arrive anytime that's convenient for you! Most attendees will likely arrive by 7:00 p.m. You're welcome regardless of where you live. Bring friends and meet new people. This is the place to be. This LGBTQ and Allies community-wide social provides everyone a chance to socialize, network, and share community spirit in a spacious setting. This free social is hosted by **[Go Gay DC](http://www.gogaydc.com)**. Go Gay DC's Leadership Team will be there to greet you. Go Gay DC is Washington DC's inclusive LGBTQ+ community focused on friendship, leadership, and service. It now reaches over 10K fabulous people and is growing fast. For more fun events like this, visit [http://www.gogaydc.com](http://www.gogaydc.com). At this exciting event, you'll even get to meet Go Gay DC's Founder **[TJ Flavell](http://www.tjflavell.com)**! Fabulous people from all over the world are expected. Name tags will be provided. It's FREE to attend; cash bar. There will be a bartender on duty; cash or credit card is fine. Casual attire is fine; this will be a relaxing and fun time. The event is free to attend but registration is highly recommended to get in. UPROAR Lounge & Restaurant is your premier destination for an authentic and vibrant LGBTQ nightlife experience! Nestled at the heart of the Shaw/U Street neighborhoods, it celebrates the diversity, camaraderie, and natural beauty of the community. ​ Step into a world where individuality shines, and self-expression is celebrated. The rustic yet modern venue exudes a warm and welcoming atmosphere, creating the perfect backdrop for connecting with friends old and new. UPROAR Lounge & Restaurant embraces all body types, styles, and identities, fostering an environment where you can truly be yourself. This event is a safe, inclusive space for everyone under the rainbow. (Note to handicapped There is unfortunately no elevator.) Go Gay DC is on social media: Join the Facebook Group [https://www.facebook.com/groups/GoGayDC](https://www.facebook.com/groups/GoGayDC) Like the Facebook Page [https://www.facebook.com/GoGayDC](https://www.facebook.com/GoGayDC) Follow on Instagram [https://www.instagram.com/GoGayDC](https://www.instagram.com/GoGayDC) Follow on Threads [https://www.threads.com/@GoGayDC](https://www.threads.com/@gogaydc) Follow on Bluesky [https://GoGayDC.bsky.social](https://GoGayDC.bsky.social) Follow on X [https://www.x.com/GoGayDC](https://www.x.com/GoGayDC) Watch on YouTube [https://www.youtube.com/GoGayDC](https://www.youtube.com/GoGayDC) LinkedIn [https://www.linkedin.com/showcase/GoGayDC](https://www.linkedin.com/showcase/GoGayDC?fbclid=IwZXh0bgNhZW0CMTAAYnJpZBExZG1DTnM0VnJybG83U3FWcnNydGMGYXBwX2lkEDIyMjAzOTE3ODgyMDA4OTIAAR765Xxf5t8wFzbCac74QNX3p0Bs2oT0drXZoOmLV63J8cURMl3ta5b8iP3ztg_aem_nSdndpxd5-hXJ8myNF2_vQ) Search keywords: LGBT LGBTQ LGBTQI LQBTQIA Lesbian Gay Bisexual Transgender Queer Intersex nonbinary Two-spirit Straight Allies

Join us on **Thursday, May 7th** for Kickback & Connect in **Washington, D.C.** From magazines to motion graphics and from newsrooms to nonprofits, if you make things in D.C., you’re invited. This is a low-key happy hour bringing together designers and creatives across disciplines in the DMV to kickback, connect, and share ideas—no panels, no pitches, no pressure. We hope to see you there! **Book launch:** Designer, author, and educator Reginé Gilbert will be signing copies of her book ‘Inclusive Design for a Digital World: Designing with Accessibility in Mind’ (2nd edition.) [https://reginegilbert.com/](https://reginegilbert.com/) **Music by: Friends on Mars** Hosted by Good People DC and **[SPD](https://www.spd.org/)**, a nonprofit design community rooted in publishing and creative excellence. No cover charge = no excuse not to come Must be 21 to enter. Please drink responsibly.

Sign up to help with customer service at our Del Ray shop! **If this is your first time doing customer service at our shop**, **please direct message Elizabeth here via MeetUp** so she can ensure someone can be there to orient you. **What you'll do:** * greet customers * manage customer traffic * help customers find basic bike parts in our store * direct customers to the mechanics if they need a bike repair * help customers find a bike that fits them * set customers up to test ride bikes * work the register to conduct customer payments **Qualities of a good volunteer for this role:** * customer service oriented * willing to work outside most of the shift * able to work on their feet most of the shift * comfortable working in a faced-paced environment * open to a steep learning curve with a rewarding experience the more times you volunteer * excited to learn about Velocity Bicycle Cooperative and become part of our volunteer team that keeps our wheels turning! **What to Bring/Attire** * A water bottle & snack * Wear comfortable shoes and clothes appropriate for the day's weather * Sunscreen and a baseball hat if it is sunny **Age Requirements:** If you are under 18, you must bring a parent/guardian with you to the orientation to sign the waiver.

**Building a great product is one thing—building momentum behind it is another.** Join **Senior Product Manager Adam Solaiman** and **User Experience Manager Tyson Smith** for a behind-the-scenes look at what it takes to turn complex ideas into scalable products inside large organizations. In this session, they’ll share how teams move from ambiguity to execution—navigating organizational complexity, aligning stakeholders, and continuously evolving products after launch. You’ll walk away with insights on how to: * Build and sustain momentum across teams * Adapt to changing priorities without losing direction * Scale products thoughtfully in complex environments Whether you're driving a new initiative or growing an existing product, this conversation will give you practical strategies to keep things moving forward. Come connect, learn, and swap stories with fellow product professionals. \-\-\- Food and drinks will be provided by Switchbox, our generous host. Free parking will be available at the front and back sides of the Switchbox Office.

Practical AI for Power BI Developers A year ago, “agentic AI” was mostly hype for Power BI teams. Today, it deserves your undivided attention. For Power BI pros, there is now a real opportunity to reduce repetitive development work, accelerate delivery, and help developers do more, but only when strong DataOps practices are in place to make AI workflows effective. This session is a no-nonsense introduction to effective AI patterns for Power BI and Fabric development. Along the way, we will make sense of the growing pile of terminology, including skills, plugins, hooks, and MCP. You will see examples of how modern AI tooling can help with development tasks across Power BI and Fabric, along with the prerequisites, guardrails, and DataOps principles needed to use it responsibly. Whether you're burned out on AI hype or already using Copilot CLI daily, this session will show you the foundations that are finally making AI-assisted development genuinely useful.

Customer identity resolution becomes increasingly complex as organizations scale across multiple systems, regions, and data formats. Traditional rule-based approaches often fail to keep up with data variability, require constant manual tuning, and struggle with real-time processing needs. This session presents a practical approach to building a scalable identity resolution pipeline using AWS services and modern AI techniques. The architecture combines data ingestion through Amazon S3 and AWS Glue, transformation pipelines using Spark on EMR, and machine learning models deployed via SageMaker for entity matching and standardization. Graph-based relationship modeling is implemented using Amazon Neptune to improve resolution accuracy by incorporating household and shared attribute context. We will walk through how machine learning models can be used for name and address normalization, how intelligent blocking strategies improve matching efficiency, and how feedback loops can be introduced to continuously improve accuracy. The session also highlights how serverless components such as AWS Lambda can be used for orchestration and real-time processing. **SPEAKER BIO** Mosaic Syed is a Senior Data Engineering and Cloud Solutions Architect with over 20 years of experience designing and delivering scalable, secure, and high-performance data solutions across global enterprise environments. https://www.linkedin.com/in/mosaic-basha-syed-92300856 **CALL FOR SPEAKERS** Learn more: [https://www.awscolumbus.com/get-involved/](https://www.awscolumbus.com/get-involved/) **THANK YOU** *VEEAM* for hosting our meetup! To learn more about *Veeam*, please visit their website: [https://www.veeam.com/](https://www.veeam.com/) **DIRECTIONS** 8800 Lyra Dr #450 · Columbus, OH go to 4th floor. **Want to sponsor the pizza and/or bar tab?** Please contact me if you would like to sponsor this meetup's pizza and/or bar tab: angelo@mandato.com

Columbus Code & Coffee is an inclusive, informal co-working session. People of all skill levels attend, and we love it that way. Many people (optionally) bring projects to work on, and many other people (optionally) socialize the entire time. It's entirely up to you! **What to Expect at the Intro Circle** \~\~\~\~\~\~\~\~\~\~\~\~\~ Near the beginning of the event (1:30 pm), we do a standup: * Organizer announcements, updates, and logistics Round 1 - (7 secs max): * Your name * What you're working on * What you can help others with Round 2: * Community events you wanna plug. If none, that's cool too. Round 3: * Job opportunities you're hiring for OR announce that you are looking for one. If none, that's cool. After the introduction circle, everything is self-organized! Feel free to work alone, pair up, attend one of our workshops/presentations, or mingle!

**Total Eclipse of the Chart: School Redistricting Dashboards** In this presentation, we will explore the utilization of maps, sets, and SQL within a Tableau dashboard to help provide “what-if” analyses generated through the use of a mapped dashboard, providing different scenarios and the potential implications of these. While in this use case we are focused on a large school district, the concepts of utilizing existing data to explore the future impacts of modifying different geographic boundaries can be useful to many industries, balancing the mix of maps with visual analytics. **About Our Speaker** Robert Kramer is the Data Systems and State Reporting Coordinator at South Western City Schools in Grove City. He has worked there for 17 years, serving previously in the roles of Data Analyst, Programmer, and Operations Coordinator. Prior to working at South Western, he worked as a Systems Engineer at Pinnacle Data Systems in Groveport. He graduated in 2005 from The University of Toledo with his Bachelor’s in Computer Science and Engineering, and a minor in Mathematics. Robert resides in Obetz with his wife, and their 15 and 12 year-old daughters. He was also just elected to his 3rd four-year term on the Obetz City Council. Thanks to our 2026 sponsors: [Clarivoy](https://www.clarivoy.com), [What Box Consulting Group](https://www.whatboxconsultinggroup.com), [Conductrics](https://www.conductrics.com), and [Piwik PRO](https://piwik.pro) More info at [cbusdaw.com](https://cbusdaw.com)