Big Data

**🏁 Race, Code, Repeat – Post-Australia GP Data Jam** The lights just went out in Australia — now it’s our turn to go green. Join us for the very first *Formula 1 (F1) Data Science & Machine Learning* meetup, happening the Monday after the season-opening Grand Prix. We’ll take the chaos, strategy and storylines from the race weekend and turn them into real, buildable data. This is a hands-on, low-ego, high-signal session where we’ll explore: * fresh race and lap-time datasets, * early-season performance trends, * and how raw F1 timing data becomes features, visualisations and ML-ready inputs. No slides. No hype decks. Just real race data, live notebooks and fast feedback. We’ll be working from an open F1 dataset built specifically for this community — and showing how it plugs into modern analytics stacks and modelling workflows. Whether you’re: * a data scientist, * an ML engineer, * a student, * or just dangerously curious about turning motorsport into machine learning… this is your pit stop. **Come for the race talk.** **Stay for the code.** **Leave with a dataset and something you actually built.**

Hi everyone, We hope everyone's year has gotten off to a great start. We'd love to invite you to our after-work networking event on Monday 9th March for a quick drink and a chat after the workday is done! This event will be relaxed and informal, with the chance to meet and connect with other Women in Product London members. Please join us at [The Jack Horner Pub ](https://www.jackhornerpub.co.uk/)on Tottenham Court Road (nearest station), on Monday from 6:00pm until around 8:00pm. Spaces are limited so please make sure you book now. As this event is not sponsored, any food or drinks you order will need to be paid for at the bar. See you soon The WIP London team x

BOOK YOUR TICKET 👉🏼 [HERE](https://itsadate.club/event/games-themed-speed-dating-45/). Connect(4) with fun-loving, young-at-heart single players (ages 30–45) at a relaxed, board games-inspired evening. Draughts is a super-fun concept bar located in the iconic Leake Street Graffiti tunnel just steps away from Waterloo Station. This unique games-themed event is hosted in a private area of the venue – The Loft, with a contemporary vibe, beautifully exposed brickwork, and our own private bar. This is a doubles speed dating event, so be prepared to get to know other single people in an entertaining and interactive way as you move between tables playing new and nostalgic games in groups of four. Designed for social singles booking individually or with friends, you will be welcomed by our host at 19:15 and have the chance to grab a drink from the bar before we begin. Ladies will be paired and seated comfortably on tables with various board games. These are selected to be short in duration (approximately 12-minutes) and great for helping you break the ice as you get to know your fellow players. Gents will be invited to rotate around the tables in pairs, playing a variety of entertaining games, having no shortage of laughs along the way. There will be a half-time comfort break and lots of opportunity to mingle with others in this informal yet lively setting. Post-event matching will be available on your It’s a Date dashboard where you could find you’re on a winning streak in love as well as in Jenga! If you have any questions on the event or how things will work, please get in contact with James on 07517 065 492 or [james@itsadate.club](mailto:james@itsadate.club).

We're fed up of boring, monotonous exercise - let's play ourselves fit! **TO BOOK**: It's essential that you book onto sessions via our website, using the link below; due to restrictions on games and preparation times we cannot accept walk-ins, or late arrivals. [https://joinrabble.com/locations/london/](https://joinrabble.com/locations/london/) Use the code **FREEPLAY** to get your first game free! *** Rabble is a fitness club with a difference: * Every 1 hour session is a mixture of team games, such as Capture the Flag, Frisbee or Kickball - no two sessions are alike! * We are SUPER friendly and often host socials after the game * All abilities are welcomed * Our aim is to have **FUN**, make **FRIENDS**, and get **FIT** without even noticing * Bring your friends along! Please come in comfortable sports clothing and bring a bottle of water and hand sanitizer. Trail shoes or studs (weather dependent) are recommended, or a good pair of trainers. Please arrive 5-10 minutes before the session to allow us to start on time. We play every: * Monday in Highbury & Islington (19:00 - 20:00) * Tuesday in Shoreditch / Haggerston (19:00 - 20:00) * Wednesday in Elephant & Castle (19:00-20:00) * Saturday in Southwark Park (10:30 - 11:30) * Saturday in Finsbury Park (11:00 - 12:00) * Sunday in Clapham Common (12:00-13:00) We hope to see you playing soon! PS. We have a group of dedicated regulars, so numbers are usually much higher than Meetup might suggest. Book your place here: [https://joinrabble.com/locations/london/](https://joinrabble.com/locations/london/) **Love Rabble**

Mondays at Wimbledon Salsa & Bachata Club Wimbledon Salsa & Bachata Club, Drake House Dance Hall, 44 St George’s Rd, Wimbledon, London SW19 4ED 7pm – 11:00 pm Bachata classes: 7:30 pm – 8:30pm Salsa classes: 8:45pm – 9:45pm Social Dancing from 9:45pm Closed at 11pm) No prior bookings needed, just turn up and dance Absolute beginners warmly welcomed High quality lessons from Beginners to Advanced. Fun & friendly classes for dancers of all levels. Plenty of high quality social dancing to the best and latest Salsa, Bachata, Cha Cha and Latin grooves. Wear comfortable shoes and light clothes, to keep you dancing comfortably all night £15 Classes + Club 4 min walk from Wimbledon Main Line station. Parking on surrounding streets. To buy any of our awarding winning Salsa courses online, simply click on the course of your choice. The course credits can be used at any of our venues at any time in a 12 month period: New Salsa course for any level: 3 weeks SALSA BRONZE @ £42 6 weeks SALSA SILVER @ £78 9 weeks SALSA GOLD @ £99 Incognito Dance Company also teaches regularly at Earl's Court Salsa & Bachata Club, Putney Salsa & Bachata Club, Hammersmith Salsa & Bachata Club. As well as Online

**BOOK HERE**: https://sportas.co.uk/games/46287 **Game Description:** 🧡Come and join us for a casual friendly & social badminton session in Archway. This venue consists of 4 courts in total. 🚨Directions🚨 📍Enter via Thornbury Square road and walk all the way downhill. (Note: you won’t be able to enter through the school!) 🚶‍♂️10 minute walk from Archway or Highgate tube stations (Northern Line) 🚗 Free car parking on site 🚿 Showers, changing rooms, water fountain & toilets are available in **Rules** 🏸The session is for mixed ability players so please be positive and encouraging to all players. We highly encourage you to read the rules for classic doubles prior to the session so we can run the games smoothly. 👯‍♀️We play doubles for the whole time and keep rotating courts so everyone gets to play with each other. We use Yonex Mavis 300 Nylon Shuttle cocks. We also have a few spare rackets.

**BOOK HERE**: https://sportas.co.uk/games/46502 **Game Description:** 👟 Drills led by experienced players who also join the session. 💪 Intense volleyball skills practice for individuals. 🎮 Drills and game setting. 🌟 Positive co-learning environment for rapid improvement. 🏐 Access to 18 volleyballs. Rules \- point to 15 \- max 2 games in a row \- 3 team of 6 players \- modified games situation might be applied depending on situation \(5:1\, modified 5:1 or 6:2 etc\.\) \*Privacy policy for drills and games sessions\* You may not record any footage or take photos during the session unless explicitly authorised by the organisers.

Come and join us for a coffee/tea and chat as we discuss what’s hype and what’s real as well as how analytics helps us fight human trafficking. All Food and drink must be paid for as you consume it. A minimum of a drink must be orders can be water soft drink or coffe/tea etc excellent cocktails available.

Hi Everyone, We’re thrilled to announce that Meet-Up #9, the first one for 2026, is now confirmed for Thursday, 12th March! 🎉 Join us at our London HQ, 100 Liverpool Street, for an evening packed full of insightful talks, great conversations and plenty of opportunities to connect with like-minded individuals. We'll confirm the speakers next week! Of course, it wouldn’t be a proper meet-up without pizza and refreshments to keep the energy high all night! 🍕🥤 🕕 Doors open for networking at 18:00 🎤 The first talk kicks off at 18:30 🚪 Wrapping up at 20:30

Join us on March 10th from **6:00pm** for a Data Streaming meetup hosted by **[Fresha](https://www.fresha.com/)**! 📍**Venue:** **Fresha** The Tower, 207 Old Street London, EC1V 9NR 7th Floor **PLEASE bring your PHOTO ID and REGISTER with your First and Last Name, Email. Thanks!** **DOORS CLOSE AT 7PM FOR SECURITY.** 🗓 **Agenda:** * 6:00pm – 6:30pm: Food/Drinks and Networking * 6:30pm - 7:00pm: Jesús Gómez-Escalonilla Guijarro, Data Engineer @ Fresha * 7:00pm - 7:30pm: Pranam Codur, Senior Solutions Engineer @ Confluent * 7:30pm - 8:00pm: Sreeram Machavaram C, Principal Architect @ Cognizant * 8:00pm - 9:00pm: Q&A Networking 💡**Speaker One:** Jesús Gómez-Escalonilla Guijarro, Data Engineer @ Fresha **Title of Talk:** Optimizing StarRocks Query Performance: Lost in JSON, Found by Northstar **Abstract:** StarRocks is fast, but understanding slow queries at scale is hard when plans are massive JSON. We built Northstar at Fresha to turn plans and execution metrics into a visual view you can reason about quickly. Through production case studies that reflect our real workloads, we'll show the bottlenecks Northstar exposed (scans, joins, skew, modelling) and how it made tuning faster and more systematic. **Bio:** Jesús Gómez-Escalonilla Guijarro is a Data Engineer at Fresha, where he focuses on building scalable and performant analytical data systems. He has been part of Fresha’s data team for several years, first as an Analytics Engineer and now in his current role, helping shape how data is modelled, analysed, and optimised across the organisation. Passionate about making complex systems understandable and efficient, Jesús enjoys tackling performance bottlenecks and sharing learnings with the wider data engineering community. 💡**Speaker Two:** Pranam Codur, Senior Solutions Engineer @ Confluent **Title of Talk:** From Data Mess to Data Streaming Platform **Abstract:** Most organizations want realtime data but are held back by brittle integrations, batch ETL, and siloed warehouses. In this session, we’ll walk through the Confluent Data Streaming Platform (DSP), which is built on Apache Kafka® and Apache Flink®, and a reference architecture you can use to ship governed, reusable real-time data products that power applications, analytics, and AI workloads. Attendees will leave with practical patterns to modernize existing Kafka and batch pipelines while maintaining security, lineage, and compliance. 💡**Speaker Three:** Sreeram Machavaram C, Principal Architect @ Cognizant **Title of Talk:** From "Data Rich and Information Poor" utility To "Event-driven, Real-time intelligent" operations **Abstract:** Utilities are massive and complex. Whether it’s water, gas, or rail, they operate treatment works, pumping stations, compressor sites, signalling systems, and vast networks that span cities and regions. Keeping these services running safely and continuously means collecting and interpreting data from highly distributed sites and their connected networks in real time. This machine data — from PLCs, sensors, third-party devices, and operational systems — reflects the physical world: pumps starting, valves opening, pressure fluctuating, trains moving, gas flows changing. But raw telemetry is noisy, inconsistent, and deeply technical. SCADA and other OT systems are often siloed and reactive. Engineering signals are hard for IT to interpret, leaving organisations unable to combine OT data with IT-based analytics and intelligence in real time. The result: fragmented visibility, alarm fatigue, and reactive decision-making. A Unified Namespace (UNS) and event-driven stream processing provides a solution. Using MQTT to publish operational events, Kafka as the enterprise backbone, and Flink for scalable stream processing, raw telemetry is filtered, contextualized, and transformed into meaningful, business-ready events. The outcome is IT-OT convergence in action — turning reactive, siloed systems into event-driven, real-time intelligent operations Intended to give a high-level approach and architecture around IO-OT convergence using UNS, Event Driven and Stream processing in modern intelligent utilities. **Bio:** Sreeram Machavaram C is hands-on practitioner specialising in utility solutions across IT-OT convergence, real-time data architectures, and stream processing. He works in a team that designs and builds event-driven systems that bridge operational technology (OT) and enterprise IT, enabling utilities to transform raw telemetry into actionable intelligence. \*\*\* If you are interested in hosting/speaking at a meetup, please email community@confluent.io

**PLEASE RSVP HERE:** https://www.meetup.com/london-real-time-data-meetup/events/313126886/?slug=london-real-time-data-meetup&eventId=313126886 \*\*\* Join us on March 10th from **6:00pm** for a Data Streaming meetup hosted by **[Fresha](https://www.fresha.com/)**! 📍**Venue:** **Fresha** The Tower, 207 Old Street London, EC1V 9NR 7th Floor **PLEASE bring your PHOTO ID and REGISTER with your First and Last Name. Thanks!** **DOORS CLOSE AT 7PM FOR SECURITY.** 🗓 **Agenda:** * 6:00pm – 6:30pm: Food/Drinks and Networking * 6:30pm - 7:00pm: Jesús Gómez-Escalonilla Guijarro, Data Engineer @ Fresha * 7:00pm - 7:30pm: Pranam Codur, Senior Solutions Engineer @ Confluent * 7:30pm - 8:00pm: Sreeram Machavaram C, Principal Architect @ Cognizant * 8:00pm - 9:00pm: Q&A Networking 💡**Speaker One:** Jesús Gómez-Escalonilla Guijarro, Data Engineer @ Fresha **Title of Talk:** Optimizing StarRocks Query Performance: Lost in JSON, Found by Northstar **Abstract:** StarRocks is fast, but understanding slow queries at scale is hard when plans are massive JSON. We built Northstar at Fresha to turn plans and execution metrics into a visual view you can reason about quickly. Through production case studies that reflect our real workloads, we'll show the bottlenecks Northstar exposed (scans, joins, skew, modelling) and how it made tuning faster and more systematic. **Bio:** Jesús Gómez-Escalonilla Guijarro is a Data Engineer at Fresha, where he focuses on building scalable and performant analytical data systems. He has been part of Fresha’s data team for several years, first as an Analytics Engineer and now in his current role, helping shape how data is modelled, analysed, and optimised across the organisation. Passionate about making complex systems understandable and efficient, Jesús enjoys tackling performance bottlenecks and sharing learnings with the wider data engineering community. 💡**Speaker Two:** Pranam Codur, Senior Solutions Engineer @ Confluent **Title of Talk:** From Data Mess to Data Streaming Platform **Abstract:** Most organizations want realtime data but are held back by brittle integrations, batch ETL, and siloed warehouses. In this session, we’ll walk through the Confluent Data Streaming Platform (DSP), which is built on Apache Kafka® and Apache Flink®, and a reference architecture you can use to ship governed, reusable real-time data products that power applications, analytics, and AI workloads. Attendees will leave with practical patterns to modernize existing Kafka and batch pipelines while maintaining security, lineage, and compliance. 💡**Speaker Three:** Sreeram Machavaram C, Principal Architect @ Cognizant **Title of Talk:** From "Data Rich and Information Poor" utility To "Event-driven, Real-time intelligent" operations **Abstract:** Utilities are massive and complex. Whether it’s water, gas, or rail, they operate treatment works, pumping stations, compressor sites, signalling systems, and vast networks that span cities and regions. Keeping these services running safely and continuously means collecting and interpreting data from highly distributed sites and their connected networks in real time. This machine data — from PLCs, sensors, third-party devices, and operational systems — reflects the physical world: pumps starting, valves opening, pressure fluctuating, trains moving, gas flows changing. But raw telemetry is noisy, inconsistent, and deeply technical. SCADA and other OT systems are often siloed and reactive. Engineering signals are hard for IT to interpret, leaving organisations unable to combine OT data with IT-based analytics and intelligence in real time. The result: fragmented visibility, alarm fatigue, and reactive decision-making. A Unified Namespace (UNS) and event-driven stream processing provides a solution. Using MQTT to publish operational events, Kafka as the enterprise backbone, and Flink for scalable stream processing, raw telemetry is filtered, contextualized, and transformed into meaningful, business-ready events. The outcome is IT-OT convergence in action — turning reactive, siloed systems into event-driven, real-time intelligent operations Intended to give a high-level approach and architecture around IO-OT convergence using UNS, Event Driven and Stream processing in modern intelligent utilities. **Bio:** Sreeram Machavaram C is hands-on practitioner specialising in utility solutions across IT-OT convergence, real-time data architectures, and stream processing. He works in a team that designs and builds event-driven systems that bridge operational technology (OT) and enterprise IT, enabling utilities to transform raw telemetry into actionable intelligence. \*\*\* If you are interested in hosting/speaking at a meetup, please email community@confluent.io

Applied to 1,000+ jobs and still hearing silence? The job search "rules" on social media are usually outdated. We’re cutting through the noise. **Nitish Galat** (BI Analyst at PredictX, ex-Google) is opening his playbook to show you exactly how to automate the boring stuff and land offers at top-tier UK firms. **This isn’t a sit-and-listen lecture. This is a "Bring Your Laptop and Build" session.** ### What we are Covering * **The "Auto-Pass" Blueprint (CV & Cover Letters):** Nitish breaks down the exact quantifiable achievements UK hiring managers look for in Data, Product, and BI roles. Learn how to craft a high-conversion CV and a personalized cover letter that actually gets read. Stop the "auto-reject" cycle before it starts. * **Interview Mastery:** Learn the technical and behavioral frameworks (including a data-driven take on the **STAR method**) that Nitish used to crack interviews at Google and beyond. * **Live Demo: The AI Job Agent:** Watch Nitish build a live, AI-powered agent that scans JDs and customizes your application in seconds. * **The Extension Reveal:** Get exclusive access to a custom-built tool designed to speed up the tedious parts of your daily search. ### The Vibe-Coding Sprint (7:30 PM - 9:30 PM) This is where the magic happens. We’ll break into groups of 2 or 3 to **"vibe-code"** something useful for the job search. Whether it’s a LinkedIn outreach bot, a portfolio scraper, or an automated tracker—we build it together. **Important:** You do **not** need to be an AI expert or a pro coder. Nitish will be floating between groups to guide you. Just bring your **laptop or tablet**, an open mind, and good vibes! ### The Evening Plan * **6:30 PM – 6:45 PM:** Arrival & Networking (Grab a spot!) * **6:45 PM – 7:30 PM:** The Masterclass: CV, Interview Strategy + AI Agent Live Build * **7:30 PM – 9:00 PM:** The Sprint: Form groups & Vibe-Code your own tools * **9:00 PM – 9:30 PM:** Show & Tell: Present your builds and share tools with the room ### What to Bring * ✅ Your Laptop or Tablet * ✅ A charger * ✅ Your "can-do" attitude (Vibes are mandatory!) **[Nitish Galat – BI Analyst & Gen AI Specialist](https://www.linkedin.com/in/nitish-galat/)** Currently a BI Analyst at PredictX in London and formerly of Google, Nitish is an expert in leveraging Agentic AI to automate data workflows. Beyond his corporate role, Nitish is a dedicated educator who teaches Data Science to aspiring professionals. He is a recognized thought leader on LinkedIn and shares technical deep-dives on his YouTube channel, helping thousands build real-world AI and ML skills. 📺 [YouTube](https://www.youtube.com/@NitishAnalyst) 📸 [Instagram](https://www.instagram.com/nitish_analyst/)

It's a ClickHouse Observability Meetup at SRE Days London! We've joined forces with the SRE Days team to host an evening meetup at their stunning venue. Join us for a few deep-dive talks, some food, and beverages. In fact, we are so excited that we have a discount if you want to attend the entirety of the event. Just head on over to https://luma.com/sreday-2026-london-q1 and use the code CLICK80 for a massive discount. Looking forward to seeing you there! Agenda: 5:30 - Arrival 6:00 - Uncovered: The Hard Truth About OpenTelemetry's Vendor Neutrality - Adriana Villela 6:30 - Observability Updates in ClickHouse - Dale McDiarmid 7:00 - How we built an SRE Agent with Clickhouse and eBPF - Chris Battarbee 7:30 - Running Grafana at Scale - Rory Crispin

## Allies of Women in Data & AI A panel discussion spotlighting women’s careers in data & AI. **📍 Venue:** [Datatonic](https://datatonic.com/) HQ **🎙️ Panellists:** * [Hazal Muhtar (Wise)](https://www.linkedin.com/in/hazalmuhtar/) * [Laura Lewis (Monzo)](https://www.linkedin.com/in/lauralewisuk/) * [Josie Williams (Global)](https://www.linkedin.com/in/josiewilliams/) * [Lina Mikolajczyk (Venatus)](https://www.linkedin.com/in/linajczyk/) **🎤 Compere:** [Adam Dathi](https://www.linkedin.com/in/adam-dathi-384a4329/) Event & Afterparty Sponsor: [Meltano](https://meltano.com/) This event centres the real career journeys of women working in data and AI — from breaking in, to navigating challenges, to stepping into leadership. Through an open, honest panel discussion, our speakers will share: * The realities of building a career in data & AI * Barriers they’ve faced (and how they’ve worked around them) * Practical advice for women aspiring to senior and leadership roles The panel will be followed by an audience Q&A and relaxed, meaningful networking with women in data & AI and the allies who support them. *** ### Why this event exists Despite progress, women are still underrepresented in data & AI leadership. This event is about visibility, learning from lived experience, and creating space for better conversations. Delivered in collaboration with [Stacked Pathways](https://cognifysearch.com/stackedpathways/), a free mentoring initiative for women working in Data & AI, organised by [Cognify](https://cognifysearch.com/). *** **Who should attend** * Women working in (or moving into) data & AI * Allies who want to listen, learn, and actively support change

Window functions have nothing to do with the Windows operating system but provide a “window” to a result set when used in SQL queries. They are powerful, set-based methods to view data in unexpected ways. Window functions provide easy, set-based solutions to solve some common problems: * Using running totals * Performing operations in intervals * Identifying data gaps and islands * Performing aggregates without losing detail Many people are confused by window functions and do not know how to use them properly. This session will explore window functions, how they work, and how to use them. Demonstrations with several examples will solidify how window functions can simplify queries and make them more powerful.

**Google Analytics Alternatives** Is it finally time to make the switch away from Google Analytics? Two-and-a-half years ago Jason Packer asked this question at Columbus Web Analytics Wednesday. Since then: Google’s Universal Analytics has been sunset, we’ve changed our name to Columbus Data & Analytics Wednesday, and Jason has released two editions of his book “Google Analytics Alternatives”. Fresh off the release of the 2nd edition of his book, we thought it was time to re-open this conversation. While people love to complain about it, GA’s market share has remained relatively constant (at least in the United States). Why is that? You won’t find any complaints about GA4 in this talk, but rather an overview of what’s currently available in the market and how to frame your decision-making process. We’ll also be giving out some free copies of Jason’s book! So even if you’ve got a “GA4Lyfe” tattoo (no judgement), there’s free books to go with the free pizza and beer. 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)

Discover Kiro, AWS’s innovative development environment that adapts to your workflow. Whether you prefer specification-driven development or a more intuitive, vibe-based approach, Kiro empowers you to build applications your way. In this session, speakers will explore Kiro’s core functionality and its evolution through re:Invent 2025, along with demonstrations of prompts used to create APIs, hooks, and steering documents. In the latter part of the session, watch as we build a complete example from scratch, showcasing Kiro’s agentic AI workflow in action for spec-driven development and vibe coding. What You'll Learn - Core Kiro concepts and development philosophy Feature evolution: pre and post re:Invent 2025 Practical examples: API creation, hooks, and steering docs Live coding demonstration with real-time problem solving Who Should Attend - Developers, solutions architects, and technical leaders interested in modern AWS development tools and AI-assisted coding workflows. **Speakers Bio:** Matthew Jorat: Matthew Jorat is a Customer Solutions Manager at AWS with nearly three decades of expertise in AI, cloud transformation, migration, modernization, IT, technology, and business. His career spans infrastructure engineer, solutions architect, security auditor, customer success director, support and services director, and operations officer. He was an early adopter of AWS services as a customer, and his current role at AWS uniquely blends his technical and business skills as he partners with executive teams to translate strategic priorities into measurable business outcomes through cloud adoption, AI implementation, and operational excellence. Matt leads end-to-end AI initiatives for enterprise customers, identifying high-impact use cases and maintaining relentless focus on measurable ROI. He holds eight AWS certifications and serves as Adjunct Professor at Franklin University teaching cloud computing and AWS architecture. His expertise encompasses GenAI, agentic AI systems, migration, modernization, and optimization strategies that drive transformation at scale. [https://www.linkedin.com/in/mattjorat/](https://www.linkedin.com/in/mattjorat/) Girish Bhatia: Girish Bhatia is a seasoned technology delivery leader with deep expertise in cross-domain program management. He holds multiple AWS certifications, including AWS Certified Solutions Architect – Associate, AWS Certified Developer – Associate, and AWS Generative AI Practitioner, and is also an AWS Community Builder. Girish brings over two decades of experience in the information technology industry. Throughout his career, Girish has led major technology-driven business transformation from modernizing on-premises applications to driving large-scale cloud migrations. His work includes API-based integration platforms, data-center and mainframe modernization, and enterprise cloud adoption initiatives. Based in Columbus, Ohio, Girish works at a tech-forward fintech company. He is passionate about AWS serverless architectures, Generative AI and emerging cloud technologies. An avid learner and builder, he continues to explore and apply the latest innovations in AWS to help organizations accelerate their digital transformation. https://www.linkedin.com/in/girishbhatia/[https://www.linkedin.com/in/girishbhatia/](https://www.linkedin.com/in/girishbhatia/) **THANK YOU** *Franklin University* for hosting our meetup! To learn more about *Franklin University*, please visit their website: https://www.franklin.edu/ **DIRECTIONS** Franklin University Fisher Hall 300 E. Main St, Columbus, OH 43215 Map: https://maps.app.goo.gl/jxjBA2hUmS5qrvhq8 Parking is FREE! Please park in Lot C in front of Fisher Hall. See attached map. NOTE: Map the address only. When mapping with Google Maps it may use the Fisher Hall at OSU, which is NOT correct. **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

**Details:** This talk reviews the fundamental academic research literature in financial economics, distilling key findings with rigor while debunking suboptimal investing decisions. It draws on decades of empirical research and statistical analysis with the aim of guiding how to think about sound investing. **Audience Takeaway:** Attendees will gain a practical, research-based approach to assessing investments, interpreting risk, and making choices that support long-term financial independence, informed by decades of published financial studies. **Zoom: This is a *hybrid* event. To attend online, join us on Zoom here at 6pm:** https://iit-edu.zoom.us/j/87434065239?pwd=mK8gkDO6FTL2NBCXrgnViDwVJU14YT.1 Meeting ID: 874 3406 5239 Passcode: 826532 **Sponsor:** **[Tegus by AlphaSense](https://www.tegus.com) will provide the meeting site, as well as pizza and soft drinks for the onsite participants.** * **Address:** 200 N. LaSalle Street. Suite 1100. Chicago, IL 60601 * **Tegus by AlphaSense's Overview:** Tegus by AlphaSense is the leading market intelligence platform for key decision makers. We power some of the world’s most well-respected institutional investors, corporations, and consultancies through the largest and most comprehensive database of primary and market information. Our products and services enable clients to discover unmatched insights and answers to the most challenging questions they face to help them make better informed decisions. We are an end-to-end investment intelligence and research platform that modernizes the research processes. With an ecosystem that combines at-cost, on-demand expert calls with a 55K+ transcript library; quantitative financial workflows that streamline research across company disclosures, management presentations, earnings calls and filings; and 4K+ fully-drivable financial models and company benchmarking data, including every KPI and comparison that matters, Tegus by AlphaSense enables investors to move faster, gather deep research and surface high-quality insights to drive better decisions. The company serves customers worldwide, including investment analysts, portfolio managers and key decision makers across public and private businesses in markets of all sizes. * **Logistics**: To access the Tegus by AlphaSense building, we require **first and last names** of those who RSVP'd by Mar 18. Attendees will then present their **IDs** when they arrive at the front desk (right when they enter the building). They will be sent up in the elevator to the 11th floor where we will be.

**Important time note:** Please plan on arriving between 5:30 and 6:00 as the elevators lock after 6 and you'll need to message us and we'll need to come get you. The building address is 4450 Bridge Park The entrance is 6620 Mooney St, Suite 400 **Abstract** TBD **YouTube Link** TBA

Want to be a speaker? submit your talk to our Call for Presenters!!! https://sessionize.com/cbus-hug-2026/

**New Dojo Location!** **Draft Day Columbus** 1130 Dublin Road Columbus, OH 43215 We're going to try a new dojo location for a few weeks and see how it works Dojos are informal Python group study sessions where everyone interested in Python gathers to learn about Python, help others with Python, or just hang out. Everyone is welcome from Python beginners to experts. Bringing a laptop is encouraged (we'll have extension cords and power strips). If there's something you want to learn leave a comment on this invite so we can plan ahead. We're looking for topic suggestions and people interested in presenting at our monthly meetings. To this end we've set up a survey form at [https://docs.google.com/forms/d/15eBKF1nQQ2XS5gzD4rvhVRHMBEj7lJtHuA9wXupS3Uc](https://docs.google.com/forms/d/15eBKF1nQQ2XS5gzD4rvhVRHMBEj7lJtHuA9wXupS3Uc)