social network analysis
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Frequently Asked Questions
Yes! Check out social network analysis events happening today here. These are in-person gatherings where you can meet fellow enthusiasts and participate in activities right now.
Discover all the social network analysis events taking place this week here. Plan ahead and join exciting meetups throughout the week.
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social network analysis Events Today
Join in-person social network analysis events happening right now
Bayside's Newest Social Group
Hey Bayside! ☀️ The Bayside Social is a brand new group for locals who are up for good vibes, new friendships, and getting out to enjoy everything this area has to offer. We've got Friday night drinks, Sunday arvo sessions, outdoor activities, and more on the way. Just a note — this isn't an actual event to attend, but if this sounds like your kind of thing, hit Join and keep an eye out for our upcoming events. We'd love to have you along. See you out there! 👋
Startup Networking⚡& Sales Masterclass with Ari Galper (Founder Unlock the Game
**Meetups for Rebels of all kinds — to connect, learn and share**
This is a Social Networking event with a Masterclass with [Ari Galper](https://www.linkedin.com/in/arigalper/), Founder of
[Selling With Trust](https://arigalper.com/) & Unlock The Sales Game
Ari is a global authority on Trust Based Selling, the author of 7 best-selling books,
and has been featured in CEO Magazine, Fast Company, and Forbes.
Without sales, you have no business. This is an awesome opportunity to learn from a sales guru that approaches sales from a place of Trust.
Join us for this awesome Masterclass with Ari, and get an opportunity to meet some great people like you 🙂
**Agenda:**
* 5:30 - 6:30 PM (60 mins) - Get to know each other & Welcome
* 6:30 - 7:15 PM (45 mins) - Sales Masterclass with Ari
* 7:15 - 8:00 PM (45 mins) - More Social Networking
There’s no dress code, no hard sales pitches, and no pressure — just great people and meaningful conversations ✨
🌍 Est. 2013 – Rebel Meetups now run globally
This event is free thanks to our members, partners, volunteers, and generous venues.
**Hosted at [Tank Stream Labs](https://www.tankstreamlabs.com/)** **— Australia’s leading flexible workspace, venue, and business service provider**
For office space, meeting room, or event space inquiries, contact rhea@tankstreamlabs.com
Check out the pre-event intro **[Video here](https://unlockthegame.app.box.com/s/kdr4o0uct4t5rcbh0l0hhat526ze4fkd)**
and feel free to connect with [Ari](https://www.linkedin.com/in/arigalper/) to learn more.
See you there!
_
**Notice:**
If you Register and do not attend, Due to popular demand and limited capacity we might have to *pause your spot for future events.* Thanks for your understanding.
We may be capturing content from the event to post on our socials.
Are You Measuring the Right Things? SLOs, Toil, and the Metrics That Matter
**Please sign up using Luma -** https://luma.com/x9tq0e88
A series of lightening talks on the topic on **The Measurement Problem** *"Are You Measuring the Right Things? SLOs, Toil, and the Metrics That Actually Matter.* After these talks we'll open the floor for discussion and Q&A with our presenters.
**SCHEDULE**
**5.30pm** 🍕Doors open – food and drinks served
**6:00pm** ⚡️Three talks and Q&A and discussion with speakers
**7:00pm** 🍻 Networking and drinks
**7:30pm** 👋 Doors close
Bachata Wednesdays: FREE Beginner Class & Social @ The Third Day
### **The Experience** 🚀
Welcome to your new midweek ritual! **Bachata ConeXión Wednesdays** is all about connecting with purpose in a stunning, high-energy environment.
Meet us at **The Third Day**—a massive, industrial-chic warehouse space in North Melbourne—for the best Bachata vibes in the city. Whether you're here for the fitness, the music, or the amazing community, your spot on the floor is waiting.
***
### **📍 Location & Time**
* **Venue:** The Third Day – 290 Macaulay Rd, North Melbourne VIC 3051
* **When:** Every Wednesday Night
* **The Space:** Huge dance floor, bar, and an inclusive, welcoming atmosphere.
***
### **🗓️ The Schedule**
Our night is designed to take you from your very first steps to the social dance floor:
* **6:30 PM – Bachata Fundamentals:** Perfect for absolute beginners.
* **7:00 PM – Bachata Improvers:** Level up your basics.
* **8:00 PM – Bachata Intermediate:** Master your patterns and flow.
* **9:00 PM - Late – Social Dancing:** Practice what you learned and party! **(Social is INCLUDED with any class ticket)**
***
### **🎵 The Music Mix**
Our DJs keep the floor burning with the perfect midweek blend:
* **70% Bachata** (Sensual, Moderna, & Authentic)
* **30% Salsa** (Linear & Cuban)
* **+ A touch of Kizomba** to keep the flow smooth.
### **✨ First Timers: Start for FREE**
New to our community? We want to welcome you!
* **Your first 6:30 PM Fundamentals class is 100% FREE.**
* No partner needed (we rotate throughout the class).
* No experience required—we'll teach you everything from step one.
***
### **🎟️ Pricing & Tickets**
**All tickets are available at the door!** No need to pre-book, just show up ready to move.
* **6:30 PM Class:** $11
* **Single Class (7:00 PM or 8:00 PM):** $21
* **Double Class Pass:** $31
* **Social Only (from 9:00 PM):** $16 ($11 after 10:30 PM)
*INSANE Card holders enjoy exclusive class & social deals!*
***
### **📲 Stay Connected**
Follow us on Instagram to see our daily stories and get a sneak peek at the vibe before you arrive: 👉 **Instagram:** [@bachataconexion](https://www.instagram.com/bachataconexion)
**Ready to dance? RSVP now and join the family!**
Welcome to the next 2026 AWS Melbourne Well-Architected User Group Meetup!
Hi Architects,
Welcome to our next AWS Melbourne Well-Architected User Group Meetup for 2026, including more exceptional speakers and topics! :-D
At each meetup we covered off various pillars in detail, best-practices and insights from industry leaders that specialise in the Well-Architected Framework.
And giving away drones, of course. Lots of drones.
**Please also note that AWS Security now requests a company name and company email where it is available. If you are a student, please list your institution and your student email address at that institution 👍**
We’ll be updating throughout the month with more speakers and our speakers so far this month include:
* **Mystery Speaker**
**Well-Architected Agents**
In this talk we will go into the detail of not only the launch of the first Well-Architected agents from both AWS and other AWS partners (and what they can and can't do) but will also go through best-practice agentic architecture as verified by AWS senior architects.
This month's menu will include:
* Pizzas
* Beer: Nastro Azzurro
* Wine: Big and red 🤤
NB: Please check in up the stairs from the ground floor to the Mezzanine Level.
So come join us at 5:30 for a 6pm **SHARP** start, followed by beer, wine, pizza and friendly networking after our talks :-)
(Please note that by registering to attend you agree to your details being shared as and where required with Amazon Web Services and AWS Well-Architected User Group partners)
social network analysis Events This Week
Discover what is happening in the next few days
Movers & Shakers - Monthly Social & Networking Coffee
Are you craving some conversations with other big thinkers?
The Movers & Shakers monthly coffee is for the creative's who are driven, are hustlers, are actively seeking to grow and look for new opportunities and are wanting to be around other dreamers and action takers. If you're seeking out those conversations that inspire you, that leave you feeling motivated, then this event is for you.
The Creative Hustle is a social events community for professional creatives in Melbourne's arts industry.
STRUCTURE:
15 min - casual networking/order your coffee
40 min - round table intros and questions
30 min - guided conversations topics in small groups
Finish with casual networking
MINIMUM SPEND: Everyone who attends this event is required to purchase something from the cafe, minimum of 1 drink.
Thursday Night Networking After 5
Join us for a relaxed, no‑pressure networking evening designed to bring Melbourne’s business community together with purpose. There’s no formal agenda—just quality conversations and genuine connections, hosted by the team at [PropertySensor](https://www.propertysensor.com).
**What to expect**
A connection‑first environment (no sales pitches)
Opportunities to expand your professional network
Potential client introductions and new business leads - without the hard sell
**Good to know**
Cost: Free to attend (limited places — please register early)
Food & drink: Available for purchase at venue restaurant / bar prices
Bring: Your business cards and an open, collaborative mindset
All Melbourne business professionals are welcome. Come to connect, share ideas and discover opportunities.
Group Speed Friending with Meaningful Conversations
**Unlock Meaningful Connections at Our Speed Friending Event**
[LINK TO BOOK](https://www.eventbrite.com/e/group-speed-friending-with-meaningful-conversations-tickets-1985108869065?aff=oddtdtcreator)
Ready to step out of your comfort zone and make authentic connections? Join us at *The Bank on Collins* for an exclusive Speed Friending event with structured conversations designed for ambitious professionals and like-minded individuals who are eager to forge meaningful connections - not just small talk. This event attracts a diverse group of individuals who are serious about building friendships and expanding their network. Whether you're a professional climbing the career ladder, a creative pushing the boundaries of innovation, or an entrepreneur chasing your next big idea, you'll find yourself surrounded by like-minded go-getters who think big and dream even bigger.
In a world where quality relationships are key to success, we believe that life is better with great people in it. This event is your opportunity to meet dynamic, driven individuals who are all about growth, collaboration, and real conversations. Be prepared to dive deep with thought-provoking questions that foster vulnerability and genuine connections so you can Find Your Tribe.
Whether you're a seasoned event-goer or this is your first event, we're here to support you every step of the way. Push past surface-level interactions and start building the kind of relationships that truly matter.
**Event Structure:**
* **6:30 pm:** Arrive, grab a drink, and mingle. (Tip: Happy hour ends at 6:30 pm, so come early to snag a deal!)
* **6:45 pm - 7:30 pm:** 3 rounds of group speed friending. You'll meet 12+ like-minded people ready to connect on a deeper level.
* **7:30 pm - 8:00 pm:** Post-speed friending social networking. This is where the magic happens—spend time with the people you vibed with most and start building real friendships.
**Investment:**
$10. We are for passion, not profit. 50% of your contribution supports the running costs of the group, while the other 50% goes towards The Man Cave, Australia's leading preventative mental health charity for teenage boys and their communities. [Home - The Man Cave - Preventative mental health programs for teenage boys](https://themancave.life/)
Link to book: https://www.eventbrite.com/e/group-speed-friending-with-meaningful-conversations-tickets-1985108869065?aff=oddtdtcreator
To support the venue, please buy a drink (alcoholic or non-alcoholic) or snack during the event.
**Liability Disclaimer:**
By attending this event, you acknowledge that you are participating voluntarily and are responsible for your own health, safety, and well-being during the session. *Find Your Tribe Melbourne* and its hosts are not liable for any injury, loss, or damage that may occur. Please take care, be mindful of your surroundings, and participate within your own comfort level.
**Photo & Video Disclaimer:**
Please note that photos and videos will be taken throughout the event and may be used on our social media channels or other platforms. If you prefer not to be photographed or filmed, kindly inform one of the hosts at the beginning of the event.
**Take the leap - join us for a night of transformative connections and step into a community of movers and shakers. We can't wait to meet you!**
[LINK TO BOOK](https://www.eventbrite.com/e/group-speed-friending-with-meaningful-conversations-tickets-1985108869065?aff=oddtdtcreator)
Instagram: @findyourtribemelb
Expand Your Social Circle - Kudos 2 Friends Around the Tan Stroll
**—— Details ——**
We will meet at the starting point, take round trip around the Tan and a short stroll inside the botanical garden. BYO coffee/ water bottle. Dress for outdoor walk. Come along & simply say, "Hi, it's my first time joining the group event." or ask the organiser to introduce you. You can take it slow and start from there.
If you enjoy the conversations, take the initative to invite others to hang out over a bite/ drink after.
**\-\-\- Running Late \-\-\-**
If you are running late, please message at least 30 mins in advance. We will wait up to 15 mins before heading off. We won't be able to keep track of messages once we start.
**\-\-\- RSVP / Change of Plan \-\-\-**
Change of plan or decide not to attend is absolutely okay. Please do update your RSVP to "NO", so others can have the opportunity to attend.
**\-\-\- Intro \-\-\-**
Kudos 2 Friends is a Melbourne based community created for individuals who are looking to expand their social circle and form long term friendship overtime. Join us on a fun journey as we explore cafes, restaurants and bars, including drinks, meals, outings, hiking, sporting, chilling, etc. Above all, we’d like to celebrate the importance of friendships. So if you are looking to expand your social circle and explore new adventures and venues in Melbourne, come join us!
**\-\-\- Heylo App \-\-\-**
We use Heylo App for more fluid communication, including ideas, interest groups, questions etc. Please download the Heylo app from the App store and let the organizer know if you would like to be added to the Heylo Group at the event. We will send an invite to attendees to the group. (give us some time)
**\-\-\- Rules \-\-\-**
Admin will only add members to the group with a clear profile picture.
(No hidden behind sunglasses, masks, drawings)
**You might be removed from the group in the case of…**
* no show
* without a clear profile picture
* anti-social behaviour (i.e. acts rude / disrespectful regularly)
* take advantage of individuals for personal gain(s)
**\-\-\- Privacy \-\-\-**
Do not disclose your contact number in this post comment. We will delete your comment/info as soon as we see it to protect your privacy.
Find Your Personality Match - Make Friends (Age group: 25-45))
🌟 **A new one-on-one, personality-based connection experience**
Many of you have been asking about structured events and if I’d ever bring them back.
Well… here it is - a new version, more intentional, and built around something I care about : **matching people based on personality.**
Over the years, I’ve seen how hard it can be to find people you truly click with as adults. Small talk goes nowhere, and most events don’t give you the space for real conversation.
💫 **What to Expect**
This is not speed dating, and it’s not a big mixer.
It’s a curated, one-on-one connection experience where you’ll meet a few people who’ve been matched to you based on personality and vibe.
Expect:
* A cosy, comfortable venue
* A hosted structure so you’re never left awkwardly standing around
* A series of guided one-on-one conversations
* A relaxed atmosphere where you can genuinely be yourself
* This is not dating focused event, there will be a seperate one for dating
Each conversation is designed to feel natural — because the match is based on compatibility
Get your tickets here - https://www.eventbrite.com.au/e/1988143914969?aff=oddtdtcreator
🧭 **Before the Event**
Once you get your Eventbrite ticket, you’ll receive a **short personality test (If you have already taken the test at a previous event you don't need to do it again)**.
It takes only a few minutes but helps us understand your communication style, energy, and compatibility factors.
This is how we curate meaningful one-on-one pairings for the event.
🌿 **Come Join Us**
If you’re tired of small talk and ready to meet people who truly fit your personality, this is for you.
A warm, intentional space created for deeper conversations and genuine chemistry - whether it becomes friendship, something romantic, or just a surprisingly great chat.
RSVP now — spots are kept limited to ensure quality one-on-one time.
Fast Friending: Real Connections! (25-45/Happy Hour/Bring a lady free)
Has it been just you and your phone lately? It’s easy to feel connected yet still feel alone. Real connection comes from eye contact, laughter, and meaningful conversations.
At Fast Friending, we bring people together for genuine, face-to-face interactions—helping you meet new people, find common ground, and build real connections that last.
**You will need to buy a ticket for attending -**
[https://mel16thmay.eventbrite.co.uk](https://mel16thmay.eventbrite.co.uk)
\*You can use any debit or credit card to purchase your ticket at PayPal checkout. It will ask you for your email address but that is only to send you a receipt. You do not need a PayPal account.
TICKETS:-
Early Bird - AUD 5 per person
Regular Ticket - AUD 10 per person
Cash at Meetup - If you do not purchase tickets in advance then you can pay AUD 15 cash to your host Nina when you meet her at the event.
**What's more?**
\- We have happy hours\!
\- If you’re feeling a little shy\, don’t worry—we’ve got you covered\! You’re welcome to bring a lady friend along for free\!
\- We will meet at 7\.00 pm when you will be welcomed by your host Nina\. She will manage the evening and also help you make connections\.
If you are a bit shy or anxious then please come early. Nina will help you meet other members in a small group and help you settle down and get comfortable. All attendees are also welcome to bring a lady friend along with them for free. This will make it a lot less stressful for you as you will always have your friend alongside.
Our venue for the evening - La Di Da is spacious, has comfortable seating and not very noisy. We have a reserved area where our members can meet each other in a supportive environment.
\- From 7\.30 to 8\.30 pm\, we will start 'Fast Friending' where our host Ivy will ask you to speak to a different attendee every 3 minutes\. You will be able to meet lots of ladies and gentlemen and not be limited to only those sitting or standing next you\.
\- After 8\.30 pm you will have time to interact with those you have met as well as others\.
\- We are not a close knit tight group\. Our evenings are warm and comfortable for members attending for the first time and those coming alone\. You will not feel alone\!
\- We have many groups in this city\. Members of our other groups who RSVP are included as guests of the organisers in order to give you an indication of expected people\.
\- This evening is for ladies and gents in the 25 to 50 age group\. While some will be at the younger end of this range there will also be others at the other end of the range and lots in\-between\! You will naturally gel with others of your own age range and so you will always find many attendees who fit your range\.
\- We are not a 'dating' group\. We are focused on helping ladies and gents meet other like minded ladies and gents\. You will generally find a good gender balance \(maybe not perfect\) at all our events\.
Why do we have tickets?
1. Cover our costs - Our host is compensated for their time and work. We also pay meetup and have dedicated staff to manage our events, hosts, venues and communication.
2. Group Safety - By securing your ticket we have a record and you contribute to a well organized evening where everyone is more committed and better behaved.
3. Management - Tickets help us better manage attendee group size, book suitable space and activity.
\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-
ABOUT [fastfriends.co.uk ](https://fastfriends.co.uk/)-
We have connected members successfully for the past 10 years in over 30 cities (operating as Expatsclub, MeetConnectDevelop and fastfriends.co.uk).
\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-
You can contact our founder Dan on +447715705005 with any questions or ideas.
\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-
**Here are some videos which will give you some guidance and comfort to make your attendance more productive.**
Secrets of socializing at our meetups - [http://bit.ly/secrets-socializing](http://bit.ly/secrets-socializing)
How to make new friends - [https://www.youtube.com/watch?v=v6GB0Hc_bSs](https://www.youtube.com/watch?v=v6GB0Hc_bSs)
How to make people like you at our socials -[ https://www.youtube.com/watch?v=K4guProkKrI](https://www.youtube.com/watch?v=K4guProkKrI)
FLOW IN GROUP CONVERSATIONS IF YOU PROCRASTINATE
# 🌟 *Breat Procrastination and Staring at The Crowd When at Social Events with Taking a Minimum Viable Step!*
Do you want to feel confident stepping into group conversations, knowing exactly what to say, when to say it, and how to build momentum naturally?
Do you want a clear structure that makes socialising feel *doable*, while still allowing real, organic, human connection?
This session blends **structure with spontaneity**, so you can practise social confidence in a way that actually works for your brain.
***
# 💬 **WHAT THIS SESSION IS ABOUT**
This is a **guided practice lab** for group interaction.
Instead of guessing what to say, you will work with:
• specific topics chosen by the group on the day
• simple, powerful questions to guide conversation
• structured rounds that make it easier to start and continue interactions
You are not performing or “being social” on command, you are learning a **repeatable process** that helps you enter conversations naturally and build depth from there.
The structure gives you clarity.
Your responses stay *real, personal, and fully your own.*
***
# 🧠 **WHY THIS WORKS**
## *Minimum Viable Steps (MVS)*
Starting conversations is often the hardest part.
So instead of forcing yourself to “be social”, we focus on:
### ***Minimum Viable Steps (MVS)***
Small, achievable actions like:
• approaching a group
• listening for context
• asking one simple question
• sharing one small response
These steps reduce overwhelm and help you build momentum naturally.
You are not powering through, you are **following a chain of small wins** that lead into flow.
***
# 🔄 **HOW THE SESSION RUNS**
This session is structured into **timed rounds (approx. 8 minutes each)**.
Each round gives you a clear, simple objective.
## 🔹 *Structured Group Rounds*
• You will begin in small groups with a defined topic
• Each round includes suggested questions to guide interaction
• You are free to respond in your own way, nothing scripted
## 🔹 *Rotations*
At the end of each round:
• two people rotate out of each group
• each joins a different group
This creates:
• clarity on where to go next
• repeated practice starting new conversations
• exposure to different dynamics and people
*No guessing. No awkward hovering. Just clear next steps.*
***
# 💡 **TOPICS & QUESTIONS**
At the start of the session, we will:
• gather topics participants are genuinely interested in
• write them down and use them throughout the rounds
Each round will include **simple, open questions** related to the topic, designed to:
• spark conversation easily
• create direction without rigidity
• allow natural sharing and depth
You follow the structure, but what you share is always your own.
***
# 🌱 **WHAT YOU WILL PRACTISE**
• starting conversations decisively (again and again)
• entering groups with clarity instead of hesitation
• listening before contributing
• asking simple questions that open conversation
• building flow through small, manageable steps
• rotating between groups with confidence
• staying present without overwhelm
Over time, this becomes **automatic**.
***
# 📝 **BEFORE & AFTER**
At the beginning:
• you will complete a short reflection on meaningful connection in your life
At the end:
• you will share what worked, what did not, and what could be improved
This helps shape future sessions based on what actually supports you.
***
# 👋 **A NOTE FROM THE FACILITATOR**
This is not about being the most confident person in the room.
It is about learning a structure that helps you:
• take action
• reduce overwhelm
• build real connection step by step
You do not need to get it perfect.
## ***You just need to take the next small step.***
social network analysis Events Near You
Connect with your local social network analysis community
DraftKings Sports & Social-Meetup
**📅 DATE:** Saturday, May 16th, 2026
**⏰ TIME:** 7PM–9PM (Check-in from 7PM–8:30PM)
**📍 WHERE:** DraftKings Sports & Social – 840 N. High St., Columbus, OH
**🎟️ Check in:** at the host stand when you arrive say, **"DK Meetup Social"**
🍻 Join us for a fun, social night out! Meet new people, grab a drink, and kick back in a high-energy atmosphere right in the heart of Columbus 🎉
🎯 **What to Expect:**
🎶 DJ starting at 9PM
🏓 “Water” Pong + games
📺 Huge 37ft TV wall for all the live sports action
🥂 **Drink & Food Specials (7PM–9PM):**
$3 Domestic Drafts – Miller Lite & Coors Light
$3 Well Liquor Cocktails
$4 Select Call Liquor – Tito’s, Bacardi, Tanqueray, Dulce Vida Blanco, Jameson & Jack Daniel’s
$4 Topo Chico Seltzers
$5 White Tea & Green Tea Shots
$3 OFF Appetizers (excluding traditional bone-in wings)
**📌 Quick Details:**
🔞 21+ only
🚗 Parking available at Hubbard Garage (behind venue)
Pull up, bring your crew (or come solo), and get ready for a great night out 🥂
General Business Networking - Columbus
**PLEASE BUY TICKETS THROUGH EVENTBRITE. RSVP THROUGH MEETUP IS NOT A TICKET PURCHASE CONFIRMATION.**
Strive welcomes you to 'General Business Networking', Columbus' hottest networking event! We are set in the perfect central location in Downtown for all to join.
Are you interested in business? Want to elevate your career? Meet Consultants, Analysts of all types, Bankers, Software Engineers, Entrepreneurs, and more who are active in the space or are eager to get started.
**\*\*This will be a multi-vertical event\*\***
**There will be professionals with backgrounds in the arts, finance, tech, real estate, healthcare, and more. Come with an open mind, and leave with connections that wouldn't be possible otherwise!**
Pack some business cards and come with an open mind!
Meet your future business partners, employers, coworkers, investors, and friends. You don't want to miss this opportunity to expand your network and create a brighter future.
We will have a space for our event to check-in.
The event will go from 6:00 PM - 8:00 PM (feel free to come at any point in this timeframe).
Name tags will be provided.
Business casual dress code. Job fair attire.
**Remember, it's not who you know, it's who you meet tomorrow!**
We look forward to meeting you at the event!
Sincerely,
Strive Networking Team
*Refund requests are permitted up to 24 hours after purchase, so long as we are not within 48 hours before the event start time. Refunds will be made in full and repaid to your method of payment. Note that we are unable to reimburse PayPal fees.*
*Disclaimer: By attending Strive Networking events you agree to photos/videos taken during the event being used to promote future events.*
Data & Analytics Wednesday - Mapping and Dashboards
**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)
Building Scalable Customer Identity Resolution Pipelines on AWS Using AI
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
Gold Star Business Networking
Bring your business cards and network in person with other business professionals! Gold Star Referral Clubs is one of the most established professional networking organizations in the country, with multiple groups in central Ohio. Join us!




















