Digital Transformation

💌 **Online Speed Dating for Detroit Singles — Real Connections, Long-Term Thinking** This is for singles who are done with apps that go nowhere. Done with casual. Ready for a genuine conversation with someone who might actually matter. Live on Zoom. Personality matched. Built for people who want something that lasts. **Choose your age group to register:** - Ages 18-32: [Register Here](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Detroit&groupurlname=foster-meaningful-relationships-through-outdoor-exploration&ar=18-32&face_v=2.0) - Ages 30-46: [Register Here](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Detroit&groupurlname=foster-meaningful-relationships-through-outdoor-exploration&ar=30-46&face_v=2.0) - Ages 40-58: [Register Here](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Detroit&groupurlname=foster-meaningful-relationships-through-outdoor-exploration&ar=40-58&face_v=2.0) - Ages 55+: [Register Here](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Detroit&groupurlname=foster-meaningful-relationships-through-outdoor-exploration&ar=55+&face_v=2.0) 🌿 RSVP here alone does not hold your place. Complete your registration through the link above and finish the short personality quiz. --- **How it works:** 1. Register via your age group link and complete the personality quiz. 2. Join Zoom at the event time — works on any device, no downloads needed. 3. Meet Detroit singles in short one-on-one rounds matched by age and personality. 4. Mutual matches are shared after — take it forward at your own pace. 🤍 Spots are kept small to keep things personal. If you are serious about finding the right person, this is where it starts.

Join us for a free in-person seminar where you will get knowledge and tools to build your confidence. Do you ever: -Feel isolated -Can't express yourself openly -Get nervous or anxious in front of people -Run out of things to say or feel tongue-tied -Feel introverted -Don't feel comfortable in any social setting -Can't make more friends -Are shy and miss opportunities to connect in a meaningful way At this workshop we will cover what you can do about any one, some or all of the above. This seminar is the weapon against loneliness, isolation and boredom, come join us! COME TO THIS SEMINAR AND LEARN THE SECRETS TODAY This seminar is brought to you by the Dianetics & Scientology Life Improvement Center. 1266 Dublin Road, Columbus, Ohio 43215

💌 **Online Speed Dating for Columbus Singles — Real Connections, Long-Term Thinking** This is for singles who are done with apps that go nowhere. Done with casual. Ready for a genuine conversation with someone who might actually matter. Live on Zoom. Personality matched. Built for people who want something that lasts. **Choose your age group to register:** - Ages 18-32: [Register Here](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Columbus&groupurlname=foster-meaningful-relationships-through-outdoor-exploration&ar=18-32&face_v=2.0) - Ages 30-46: [Register Here](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Columbus&groupurlname=foster-meaningful-relationships-through-outdoor-exploration&ar=30-46&face_v=2.0) - Ages 40-58: [Register Here](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Columbus&groupurlname=foster-meaningful-relationships-through-outdoor-exploration&ar=40-58&face_v=2.0) - Ages 55+: [Register Here](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Columbus&groupurlname=foster-meaningful-relationships-through-outdoor-exploration&ar=55+&face_v=2.0) 🌿 RSVP here alone does not hold your place. Complete your registration through the link above and finish the short personality quiz. --- **How it works:** 1. Register via your age group link and complete the personality quiz. 2. Join Zoom at the event time — works on any device, no downloads needed. 3. Meet Columbus singles in short one-on-one rounds matched by age and personality. 4. Mutual matches are shared after — take it forward at your own pace. 🤍 Spots are kept small to keep things personal. If you are serious about finding the right person, this is where it starts.

**💝 Real Speed Dating Online with Fort Wayne Locals — Matched by Quiz** On the night, you'll sit down for quick private Zoom rounds with Fort Wayne people compatibility-matched and age-grouped, as a skilled host keeps the pace natural. Right after registering, there is a short quiz about your personality and preferences — your personality profile from that quiz to put the right Fort Wayne singles in front of you, ensuring your matches are intentional and not random. After all the rounds, mutual match details are distributed — only when both people made the same choice — and everything that follows is on your schedule. **Pick your age group and register:** - **Ages 18-32** → [REGISTER HERE](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Fort%20Wayne&groupurlname=collective-of-singles-planning-dinner-parties&ar=18-32&face_v=3.0) - **Ages 30-46** → [REGISTER HERE](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Fort%20Wayne&groupurlname=collective-of-singles-planning-dinner-parties&ar=30-46&face_v=3.0) - **Ages 40-58** → [REGISTER HERE](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Fort%20Wayne&groupurlname=collective-of-singles-planning-dinner-parties&ar=40-58&face_v=3.0) - **Ages 55+** → [REGISTER HERE](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Fort%20Wayne&groupurlname=collective-of-singles-planning-dinner-parties&ar=55+&face_v=3.0) **⚠️ Confirmation needed:** Clicking rsvp here is not the same as registering, so select your age range link above, fill in the registration, and answer the personality quiz — spots fill quickly so do not leave it too long, and the registration is what actually counts, not the RSVP. --- **This is for you if:** - Someone from the Fort Wayne area leaving behind endless scrolling and zero real dates and are ready for a genuine first impression. - Locals within Fort Wayne leaving behind profiles instead of real people and want actual face-to-face conversation. - Daters living in Fort Wayne moving beyond swiping left and right with no results and want actual face-to-face conversation. - Individuals within Fort Wayne moving on from apps that waste evenings for no return and value real conversation over curated profiles. - Anyone at all from the Fort Wayne area getting away from shallow connections that never lead anywhere and are ready for something that feels natural. **What to expect** 1. **Pick your age group** – through your age range link above, then take the brief personality quiz, because registration and quiz together hold your seat. 2. **Jump on Zoom** – via the Zoom link when the event begins, no Zoom account is needed — just click the link, and everything from that point is handled by the host. 3. **Start the rounds** – private video rounds with compatible Fort Wayne area locals your age, as a dedicated host runs every round from start to finish, because no round here is random — everyone was selected. 4. **Review your matches** – mutual connections are confirmed and sent after the session, as your data only goes to someone who matched you back, and from there you call every shot. **The Basics** - **Where:** All online — from any device you are comfortable with, all tech requirements are camera mic and Wi-Fi, and whichever room suits you best is ideal. - **Host:** An experienced host guides the whole session and makes it genuinely easy, leaving the logistics entirely in their hands — every detail of the evening is managed for you. - **Vibe:** Refreshingly easy short conversations with Fort Wayne singles who are here for the same reason you are, and it never feels forced or awkward. - **Duration:** Most sessions run for an hour to 90 minutes across all rounds, and it rarely feels that long. ⭐ *"Genuinely fun evening — so much more personal than apps"* – Fort Wayne local who came back twice 💡 **Before you join:** clear your background or find a tidy corner, which takes the pressure off in the early rounds, and it is the one small thing that makes the most difference. --- ✨ Done with digital connections that lead nowhere — grab your place above before it goes and we will have you matched and ready whenever you are set. First round nerves always fade fast. 🦋 ✨

**🎊 Zoom Speed Dating for Indianapolis Locals from Home** In each session, you'll move through private one-on-one video rounds with Indianapolis people in your age bracket who match your profile, with someone hosting live from start to finish. When booking your spot, you take a quick personality and preferences survey — those results are used to match you with Indianapolis people who are actually compatible, so the format works harder than any dating app. When it is all over, we send mutual match results — with privacy guaranteed for all non-mutual picks — and everything that follows is on your schedule. **Age groups — click yours to register:** - **Ages 18-32** → [REGISTER HERE](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Indianapolis&groupurlname=collective-of-singles-planning-dinner-parties&ar=18-32&face_v=3.0) - **Ages 30-46** → [REGISTER HERE](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Indianapolis&groupurlname=collective-of-singles-planning-dinner-parties&ar=30-46&face_v=3.0) - **Ages 40-58** → [REGISTER HERE](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Indianapolis&groupurlname=collective-of-singles-planning-dinner-parties&ar=40-58&face_v=3.0) - **Ages 55+** → [REGISTER HERE](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Indianapolis&groupurlname=collective-of-singles-planning-dinner-parties&ar=55+&face_v=3.0) **⚠️ RSVP is not enough:** Rsvping on meetup does not confirm your spot at the event, so follow the age group link above, register, and complete the personality quiz to lock in your spot — numbers are intentionally limited so register early, and only the combination of both confirms your attendance. --- **The breakdown** 1. **Register** – through the link corresponding to your age range, then complete the personality assessment, because registration closes once spots fill. 2. **Log on** – by opening the session link at the right time, works on any device without requiring a download, and from there a live host guides everything. 3. **Start the rounds** – brief timed one-on-one chats with Indianapolis singles curated for you by age and personality, as the host signals each transition calmly and clearly, knowing the matching already happened before you got on Zoom. 4. **Discover your matches** – mutual selections are shared privately once the evening wraps, with contact info only shared when both of you said yes, and from there you call every shot. **Ideal if you are:** - Someone near Indianapolis who have had enough of apps that waste evenings for no return and are ready for something that feels natural. - Professionals from the Indianapolis area moving on from dating apps that go nowhere and want actual face-to-face conversation. - Someone in the Indianapolis area moving beyond apps that waste evenings for no return and are ready for a genuine first impression. - Members calling Indianapolis home who have given up on profiles instead of real people and are looking for real connection. - Daters from around Indianapolis moving beyond shallow connections that never lead anywhere and want to talk to real people tonight. **The Basics** - **Format:** Real-time via a live video call centred on focused one-on-one video dates, age and personality sorted before the event begins. - **Where:** Fully remote — on whatever device you prefer, no special equipment — just a device with a camera and internet, and wherever you feel at ease is effectively your venue. - **Host:** A professional host handles everything so you just show up and enjoy, meaning you never have to think about the format — every transition and every call to move on is handled. - **Vibe:** Welcoming private Zoom chats with real people from Indianapolis not filtered profiles, and the format itself removes most of the pressure. - **Duration:** Total time is around 75 minutes or so across all rounds, and you will barely notice the time. 💡 **Tip:** clear your background or find a tidy corner, so the rounds feel natural from the very start, since small prep leads to a noticeably better experience. --- ✨ One Zoom call, real conversations, real matches — grab your spot above and the evening takes care of itself tonight. Can not wait to see you there. 🕊️ ✨

💌 **Online Speed Dating for Cincinnati Singles — Real Connections, Long-Term Thinking** This is for singles who are done with apps that go nowhere. Done with casual. Ready for a genuine conversation with someone who might actually matter. Live on Zoom. Personality matched. Built for people who want something that lasts. **Choose your age group to register:** - Ages 18-32: [Register Here](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Cincinnati&groupurlname=foster-meaningful-relationships-through-outdoor-exploration&ar=18-32&face_v=2.0) - Ages 30-46: [Register Here](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Cincinnati&groupurlname=foster-meaningful-relationships-through-outdoor-exploration&ar=30-46&face_v=2.0) - Ages 40-58: [Register Here](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Cincinnati&groupurlname=foster-meaningful-relationships-through-outdoor-exploration&ar=40-58&face_v=2.0) - Ages 55+: [Register Here](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Cincinnati&groupurlname=foster-meaningful-relationships-through-outdoor-exploration&ar=55+&face_v=2.0) 🌿 RSVP here alone does not hold your place. Complete your registration through the link above and finish the short personality quiz. --- **How it works:** 1. Register via your age group link and complete the personality quiz. 2. Join Zoom at the event time — works on any device, no downloads needed. 3. Meet Cincinnati singles in short one-on-one rounds matched by age and personality. 4. Mutual matches are shared after — take it forward at your own pace. 🤍 Spots are kept small to keep things personal. If you are serious about finding the right person, this is where it starts.

**This month’s Creativity Circle is very timely. We will be making our own craft flowers out of paper, coffee filters, popsicle sticks, sparkles, cupcake liners, pipe cleaners and more! All ages welcome, show up as you can, bring a friend or a few if you would like to! Excited to see you there! Seats Limited. Held at the Westerville Public Library Meeting Room B.**

💌 **Online Speed Dating for Fort Wayne Singles — Real Connections, Long-Term Thinking** This is for singles who are done with apps that go nowhere. Done with casual. Ready for a genuine conversation with someone who might actually matter. Live on Zoom. Personality matched. Built for people who want something that lasts. **Choose your age group to register:** - Ages 18-32: [Register Here](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Fort%20Wayne&groupurlname=foster-meaningful-relationships-through-outdoor-exploration&ar=18-32&face_v=2.0) - Ages 30-46: [Register Here](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Fort%20Wayne&groupurlname=foster-meaningful-relationships-through-outdoor-exploration&ar=30-46&face_v=2.0) - Ages 40-58: [Register Here](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Fort%20Wayne&groupurlname=foster-meaningful-relationships-through-outdoor-exploration&ar=40-58&face_v=2.0) - Ages 55+: [Register Here](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Fort%20Wayne&groupurlname=foster-meaningful-relationships-through-outdoor-exploration&ar=55+&face_v=2.0) 🌿 RSVP here alone does not hold your place. Complete your registration through the link above and finish the short personality quiz. --- **How it works:** 1. Register via your age group link and complete the personality quiz. 2. Join Zoom at the event time — works on any device, no downloads needed. 3. Meet Fort Wayne singles in short one-on-one rounds matched by age and personality. 4. Mutual matches are shared after — take it forward at your own pace. 🤍 Spots are kept small to keep things personal. If you are serious about finding the right person, this is where it starts.

**💓 Zoom-Hosted Speed Dating for Toledo People Done with Apps** Each evening, you'll be guided through rapid one-on-one Zoom dates with people from Toledo sorted by age and compatibility, while a live host keeps things smooth throughout. Right after registering, you submit a short personality questionnaire — the quiz results inform who you meet to match you with Toledo singles who are likely to click with you, meaning your rounds are curated and not random. Once it is wrapped up, mutual match details are distributed — exclusively for mutual selections — and it is yours to follow up without any rush. **Find your bracket and register:** - **Ages 18-32** → [REGISTER HERE](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Toledo&groupurlname=collective-of-singles-planning-dinner-parties&ar=18-32&face_v=3.0) - **Ages 30-46** → [REGISTER HERE](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Toledo&groupurlname=collective-of-singles-planning-dinner-parties&ar=30-46&face_v=3.0) - **Ages 40-58** → [REGISTER HERE](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Toledo&groupurlname=collective-of-singles-planning-dinner-parties&ar=40-58&face_v=3.0) - **Ages 55+** → [REGISTER HERE](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Toledo&groupurlname=collective-of-singles-planning-dinner-parties&ar=55+&face_v=3.0) **⚠️ Important:** An rsvp on this page is not a confirmed spot, so use the link for your age bracket above, sign up, and finish the short personality quiz — spots go quickly so register now rather than later, and both steps together are what confirm your place. --- **Here is how the evening goes** 1. **Lock in your place** – by selecting your age group and following the link, then finish the compatibility quiz, because this step is your confirmation not the RSVP. 2. **Hop on** – via your Zoom registration link at the right time, any device works and no download is required, and the host introduces everyone and gets the rounds started. 3. **Have your dates** – timed one-on-one speed dates with age-matched Toledo locals paired by quiz, as the host handles all transitions so conversations stay natural, since every person you meet was matched to you on purpose. 4. **Review your matches** – after the night mutual match results are sent to both parties, since non-mutual choices are never shared with either party, and you reach out whenever you feel ready. **Who it is for:** - Individuals in Toledo finished with profiles that never convert to actual dates and are ready for a genuine first impression. - Those based in Toledo who are tired of endless scrolling and zero real dates and need a better way to meet people. - Anyone locally in Toledo moving beyond swiping left and right with no results and are ready for a genuine first impression. - Daters around Toledo who no longer want app fatigue and empty match queues and are serious about meeting someone. - People calling Toledo home wanting to escape swiping left and right with no results and are after something more than a swipe can offer. **Event Info** - **Format:** Host-managed through Zoom video built around curated one-on-one dates, personality-first and age-grouped at every stage. - **Where:** From home — on any screen with a camera and mic, Wi-Fi and a front-facing camera covers it completely, and any quiet space with good lighting will do fine. - **Host:** A welcoming host runs the session from the opening to the final round, so every conversation gets your full attention — there is nothing on your end to organise or manage. - **Vibe:** Comfortable short conversations with Toledo people who are ready for something real, and the whole thing is better than you would expect. - **Duration:** Roughly 60 to 75 minutes from host intro to final round, with most rounds feeling short. ⭐ *"Tried it once and booked again — did not feel awkward at all"* – Toledo attendee 💡 **Helpful hint:** prepare one or two opening questions, and the host takes care of everything else from there, and the host handles everything else from that point. --- ✨ Your next match could be one Zoom call away — grab your spot above and all the logistics are covered this time. See you on the other side. 💎 ✨

💌 **Online Speed Dating for Cleveland Singles — Real Connections, Long-Term Thinking** This is for singles who are done with apps that go nowhere. Done with casual. Ready for a genuine conversation with someone who might actually matter. Live on Zoom. Personality matched. Built for people who want something that lasts. **Choose your age group to register:** - Ages 18-32: [Register Here](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Cleveland&groupurlname=foster-meaningful-relationships-through-outdoor-exploration&ar=18-32&face_v=2.0) - Ages 30-46: [Register Here](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Cleveland&groupurlname=foster-meaningful-relationships-through-outdoor-exploration&ar=30-46&face_v=2.0) - Ages 40-58: [Register Here](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Cleveland&groupurlname=foster-meaningful-relationships-through-outdoor-exploration&ar=40-58&face_v=2.0) - Ages 55+: [Register Here](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Cleveland&groupurlname=foster-meaningful-relationships-through-outdoor-exploration&ar=55+&face_v=2.0) 🌿 RSVP here alone does not hold your place. Complete your registration through the link above and finish the short personality quiz. --- **How it works:** 1. Register via your age group link and complete the personality quiz. 2. Join Zoom at the event time — works on any device, no downloads needed. 3. Meet Cleveland singles in short one-on-one rounds matched by age and personality. 4. Mutual matches are shared after — take it forward at your own pace. 🤍 Spots are kept small to keep things personal. If you are serious about finding the right person, this is where it starts.

💌 **Online Speed Dating for Indianapolis Singles — Real Connections, Long-Term Thinking** This is for singles who are done with apps that go nowhere. Done with casual. Ready for a genuine conversation with someone who might actually matter. Live on Zoom. Personality matched. Built for people who want something that lasts. **Choose your age group to register:** - Ages 18-32: [Register Here](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Indianapolis&groupurlname=foster-meaningful-relationships-through-outdoor-exploration&ar=18-32&face_v=2.0) - Ages 30-46: [Register Here](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Indianapolis&groupurlname=foster-meaningful-relationships-through-outdoor-exploration&ar=30-46&face_v=2.0) - Ages 40-58: [Register Here](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Indianapolis&groupurlname=foster-meaningful-relationships-through-outdoor-exploration&ar=40-58&face_v=2.0) - Ages 55+: [Register Here](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Indianapolis&groupurlname=foster-meaningful-relationships-through-outdoor-exploration&ar=55+&face_v=2.0) 🌿 RSVP here alone does not hold your place. Complete your registration through the link above and finish the short personality quiz. --- **How it works:** 1. Register via your age group link and complete the personality quiz. 2. Join Zoom at the event time — works on any device, no downloads needed. 3. Meet Indianapolis singles in short one-on-one rounds matched by age and personality. 4. Mutual matches are shared after — take it forward at your own pace. 🤍 Spots are kept small to keep things personal. If you are serious about finding the right person, this is where it starts.

**🎉 Speed Dating without the Venue for Detroit Singles Tonight** You'll rotate through short virtual speed dates with Detroit singles your age curated by personality quiz, as a welcoming host takes care of everything. As part of your registration, you take a short personality assessment — those results are used to pair you intelligently with Detroit locals, so every round is informed by more than just looks. After all the rounds, we share who chose whom — exclusively for mutual selections — and you reach out whenever you are ready. **Registration — choose your age group:** - **Ages 18-32** → [REGISTER HERE](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Detroit&groupurlname=collective-of-singles-planning-dinner-parties&ar=18-32&face_v=3.0) - **Ages 30-46** → [REGISTER HERE](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Detroit&groupurlname=collective-of-singles-planning-dinner-parties&ar=30-46&face_v=3.0) - **Ages 40-58** → [REGISTER HERE](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Detroit&groupurlname=collective-of-singles-planning-dinner-parties&ar=40-58&face_v=3.0) - **Ages 55+** → [REGISTER HERE](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Detroit&groupurlname=collective-of-singles-planning-dinner-parties&ar=55+&face_v=3.0) **⚠️ Do not skip this:** Clicking rsvp is only the first step not the whole process, so register through the age group link, complete the form, and take the two-minute personality quiz — capacity is restricted so act soon, and your place is confirmed only once you have done both. --- **Made for:** - Members around Detroit moving on from matches that ghost after two messages and are ready for something genuine instead. - Women and men living in Detroit bored of endless scrolling and zero real dates and are serious about meeting someone. - Returners living in Detroit wanting to escape app fatigue and empty match queues and want to try something that actually works. - Members from the Detroit area leaving behind apps that waste evenings for no return and are after something more than a swipe can offer. **Four simple steps** 1. **Complete registration** – through the link corresponding to your age range, then take the brief personality quiz, because this is the only way to be confirmed. 2. **Show up on Zoom** – via your Zoom registration link at the right time, any device works and no download is required, and everything from that point is handled by the host. 3. **Go through the rounds** – quick private video rounds with age-matched Detroit locals paired by quiz, as the host signals each transition calmly and clearly, given that the matching was done before the evening started. 4. **Review your matches** – we reveal mutual matches once the session ends, as your data only goes to someone who matched you back, and the next move is completely yours to make. --- ✨ Detroit singles worth meeting are in this event — grab your spot above and we will do the rest while places last. Your next chapter might start tonight. ❤️‍🔥 ✨

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

**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)

In the midst of life’s storms—whether in relationships, work, or within ourselves—it can be difficult to find clarity and calm. The “I” Of the Storm: Embracing Conflict, Creating Peace, based on the work of Dr. Gary Simmons, invites you to discover the steady center within—the part of you that remains grounded even when everything around you is in motion. Led by Brian Drafton-Griffin, this engaging workshop offers practical tools and meaningful insights to help you navigate conflict with greater awareness, compassion, and confidence. Through guided discussion and reflection, you’ll learn how to shift from reaction to response and transform challenges into opportunities for growth and connection.

**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.

This is a free, in person meeting. Burdened by a stressful relationship? Unhealthy relationships can trigger feelings of anger, despair or self-doubt. They can create dwindling spirals of fights and seeking to make-up, or trying to “pin the blame” on someone or something. If you don’t find the RIGHT reasons, or select the correct sources of the problem, the problem can just get worse and worse. Whether in love or personal ties, with friends or at work, our life really IS affected by the quality of our relationships. Good ones can promote pleasure and survival while less optimum ones can lead to annoyance, anger, self-doubt, stress, or even affect our health and ability to survive well. Whether you are suffering from a divorce, or a painful break-up, don’t know who to trust (or who to CHOOSE) as a partner, friend, boss or employee - the anxiety of relationship troubles can really make a mess of things. Maybe you’ve suffered a betrayal, or are dealing with hostility or criticalness or invalidation. Dwindling relationships can involve destructive behavior, where we hurt those we love, or start succumbing to self-destructive thoughts, attitudes or behaviors that spiral out of control and affect much more than our immediate relationship. Past losses in love or life can affect how we act or react to new people and situations and hold us back from even starting to create new, possibly great relationships! How can one get back onto a saner course of action? Come to our Meetup, where we can introduce you to some of the knowledge, tools and techniques of the breakthroughs in the field of the mind that we can apply to this ever important area of life: human relationships! Break free from self imposed limitations Here we will discuss: • How to “erase” the trauma of past hurts and betrayals so that one isn’t always repeating past mistakes. • Why and how do the negative emotions of others affect you? • Why is my partner withdrawing and what can I do about it? • Why do we sometimes feel compelled to hurt the ones we love? • Fights & arguments - what's really behind them? • What underlies “corrosive criticism” or the need to invalidate self or others? • How one can stably change one’s outlook on life so they can affect positive change? • Where do compulsive destructive behaviors come from and what can be done about them? • How to form closer bonds & keep growing the relationships with the people you care about? • How to enhance one’s own ability to survive and create positive healthy relationships whether in love, family & friendships or in work, business or one’s career? Relationships can be hard and life itself IS challenging. Why not arm yourself with the knowledge and breakthroughs that have been made about the mind, mental reactions & interpersonal relationships, so that one has better awareness and control over themselves and life in general. Learn where painful experiences are “stored” and how they can unknowingly affect us. You will also find out how one can “erase” those past painful experiences so that one is free to move forward without being tripped up by the past. Learn too, about what can lead some people to become “toxic” personalities and how to identify those traits in others so you won’t be tripped up trusting the wrong person. Our free Meet-ups occur in a safe environment where one can learn, without fear of judgment or criticism, and without the recommendation of harmful mental techniques or therapies, just how YOU can get yourself onto a happier & more successful path: in love & in life. We look forward to having you join us! This class is sponsored by the Dianetics & Scientology Life Improvement Center of Central Ohio.

Join the Columbus AI community for our quarterly gathering — a casual, community-focused evening where everyone has a chance to share, learn, and connect. These open mic–style events give anyone in the community up to **5 minutes** to present a project, share a tool, pose a question, or offer a perspective on the evolving AI space. No slides required — just a welcoming space to exchange ideas and keep the local AI conversation moving. If you’d like to take the stage, message \*\*Chris (the organizer)\*\*with a **title and short description** of what you’d like to share. Whether you’re deep in the field or just getting curious, come connect with others building and exploring AI in Columbus. Sponsored by [Transform Labs](https://www.linkedin.com/company/transformlabs/) Sign up also accessible via [Transform Labs Luma](https://luma.com/transformlabshq)