Quantitative Analysis
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How to crack freelance journalism (& the finances) - with Isabel Woodford
When I went freelance, I wanted someone I trusted to tell me exactly how they’d done it. I didn’t want vague blogs. So that’s what I’m doing.
I'm **[Isabel Woodford](https://www.isabelwoodford.com);** a former Reuters reporter, and now freelancer - featured in The Atlantic, The FT, The Times, The Guardian, The Observer, and more.
Join me for my in-person, freelancing [Masterclass](https://www.tixtree.com/e/how-to-crack-freelance-journalism-the-finances-with-isabel-woodford-a5a3da7dc7fd) (RSVP here to gurantee your spot). This is targeted at journalists thinking about going solo, or those who've recently made the jump.
If you've ever wondered how your peers got their bylines, what they earn ($), and how they've built their careers outside of a newsroom, this is for you.
**WHAT TO EXPECT**
Join me for a candid, off-the-record discussion on tackling freelance life. I'll be sharing a practical framework for how to build a successful career, as well as discussing the raw truths about tackling the industry. That includes money chat!
This is intentionally not another webinar; it's an in-person event to meet real people, and to be part of a live conversation.
*Special guests: I'll be joined by top commissioning editors, with experience at the Boston Globe, New Scientist, and Bloomberg.*
We'll be discussing:
* The 'open secret' of freelance journalism
* Building a financial roadmap
* How to pitch (and land) major publications
* How to think long-term
\*\*
---
**EVENT DETAILS**
**Schedule**: Doors open at 7pm, and final entry will be at 7.25pm - just before the fireside chat begins. We'll be wrapped up by 8.30pm.
Spaces are extremely limited. Please note, there is unfortunately no wheelchair access to the venue.
**We can't wait to see you!**
For any questions, contact: **[isabel@lfjcollective.org](mailto:isabel@lfjcollective.org)**
Personality Testing & Consultation
\#\#\#\# Step 1: TAKE THE TEST
The Oxford Capacity Analysis identifies 10 vital personality traits that influence your entire future.
It is a factual, scientific analysis taken from your answers, and it takes about an hour to complete.
\#\#\#\# Step 2: GET YOUR RESULTS
After you complete the test, your personality analysis is generated and displayed. Within minutes your analysis will highlight your strengths and weaknesses—which personality traits to take advantage of and which need help.
\#\#\#\# Step 3: CONSULTATION
While the analysis graph shows distinct personality traits, it is the interrelationship of these traits that provides the greater picture of your personality.
We provide a complimentary consultation with one of our trained staff, who will give a detailed evaluation of your personality analysis.
In this one-on-one consultation, you gain a better understanding of your personality strengths and weaknesses, and establish the recommended path to your fast and lasting success.
Public Speaking with the Data Science Speakers Club | HYBRID Meeting
The Data Science Speakers Club is a Toastmasters International club enabling the current and next generation of Data Scientists to improve their Public Speaking Skills.
This is a HYBRID Meeting!
So join us Online via ZOOM or In-Person.
Joining the Data Science Speakers Club means joining a supportive environment to build your confidence in public speaking and to practice speaking in front of an audience. You will also gain the opportunity to receive feedback on your speeches in a friendly environment, including what you have done well and guidance on the areas you can improve upon. We also run a mentorship program where an experienced mentor supports you on your public speaking journey.
Meeting Theme: **TBC**
Tentative Schedule:
18:30 - President's welcome
18:40 - Prepared Speeches (3 prepared speeches with evaluation)
19:25 - Guest introduction
19:30 - Break
19:40 - Table Topic
20:30 - Wrap up, awards, announcements
End of Meeting
The theme is to do with exploring various aspects of power, including how it is distributed, challenged, and transformed in different contexts.
In the first part, there will be speeches.
In the second half, we will have impromptu speeches preparation in groups called Table topics where guests can participate.
We meet on the 1st, 3rd, and 5th Mondays of each month from 6:30 pm online. Each meeting is a mixture of prepared speeches by our members, speaking roles, and impromptu speaking challenges by members and guests. Our meetings are free to attend and you only have to speak if you want to. For in-person attendance, snacks will be provided.
Entrepreneurs, Innovators, and Mathematical and Logical Thinkers aiming to focus on their communication and leadership development are always welcome to attend our meetings, to increase their self-confidence, become better speakers, and become better leaders.
TEAMS LINK: [https://teams.microsoft.com/meet/3590758490979?p=Uhe84WWRIJm3uci7v3](https://teams.microsoft.com/meet/3590758490979?p=Uhe84WWRIJm3uci7v3 "Meeting join")
FACEBOOK: [https://www.facebook.com/datasciencespk/](https://www.facebook.com/datasciencespk/)
LINKEDIN: [https://www.linkedin.com/company/data-science-speakers-club](https://www.linkedin.com/company/data-science-speakers-club)
TWITTER: [https://twitter.com/datasciencespk](https://twitter.com/datasciencespk)
INSTAGRAM: [https://www.instagram.com/datasciencespk/](https://www.instagram.com/datasciencespk/)
SOLD OUT • ST PANCRAS • S2E3: LOVE III | Thought Experiments in Pubs
This episode will explore various ideas associated with 'LOVE'. There are so many ideas to explore, in fact, that this is our third time tackling the topic. We will explore it by way of three \*new\* thought experiments, which I will post in the comments on the day.
Join us for thought provoking conversations at the beautiful Betjeman Arms!
Spaces are limited, so get your ticket early if you want to be there 😊
**THOUGHT EXPERIMENTS** \- announced on the day of the event
**[WHATSAPP GROUP](https://chat.whatsapp.com/DapwAXpnOHO5DRYThobpe4)** \- stay in the loop
**[INSTAGRAM](https://www.instagram.com/thoughtexperimentsinpubs/)** \- see what we look like \(including The People of TEiP project\)
**[SUBSTACK](https://experimentsingroupwisdom.substack.com/)** \- sign up for the newsletter
**The idea:** A chance to meet and talk meaningfully about thought provoking topics.
**How we'll do it** (timings approximate):
* 7:00pm - Arrive at The Betjeman Arms. You can access the pub either from the street (entrance to the right of The St Pancras Hotel entrance) or via St Pancras Station (entrance from the upstairs train platforms). We'll be in the private dining room - ask at the bar if you can't find us.
* Organise ourselves into small groups (3-6ish - apparently 4 is the best number for a good conversation!)
* Have a look at the **thought experiments** (announced on the day of the event)
* 7:15 - First rotation begins - Talk about the first thought experiment, but feel free to veer off topic.
* 7:35 - Optional reshuffle: swap groups, move on to the second thought experiment.
* 8:00 - Optional reshuffle: swap groups, move on to the third thought experiment.
* 8:25pm - Wrap up - hear about upcoming events, feedback/requests for future meetups.
* 8:30 Meetup ‘ends’. But feel free to carry on conversations. We have the room until 10pm and usually a lot of us stay until then :-)
**Notes on the general atmosphere**:
* The vibe is to let conversation flow rather than stick strictly to one topic.
* While we'd like to talk about 'meaningful things', we also see the value in lighter topics, so don't worry about not being 'deep' enough!
* Feel free to suggest ideas for future Thought Experiments in Pubs meetup groups, both in terms of structure and topics to discuss.
**Where we'll meet**:
This group will be at The Betjeman Arms. The nearest Tube station is King's Cross St. Pancras. You can access the pub either from the street (entrance to the right of The St Pancras Hotel entrance) or via St Pancras Station (entrance from the upstairs train platforms). We'll be in the private dining room - ask at the bar if you can't find us.
**Who should come**:
Everyone! We believe that the more perspectives, the richer the conversation. This group is not about being experts in Philosophy, it is about *doing* philosophy. That is, bringing our various life experiences and lenses on the world to group discussions about the human experience, the nature of reality... etc....
I'm so looking forward to meeting & talking with you in this beautiful location :-)
If you would like to further support me & these meetups, you can do so here: [https://buymeacoffee.com/bonnyastor](https://buymeacoffee.com/bonnyastor)
Thank you!
Monday Ping Pong Social @Bounce Farringdon
Ping Pong is all about Beer, Bragging rights and making Buddies! Come along to the Ping Pong Social at Bounce Shoreditch to unwind, meet likeminded people and of course show off your whiff whaff skills!
This event is crafted to serve both serious Table Tennis players with lots of challenges & tournaments, as well as the social players with tailor made games for singles, couples, colleagues & friends.
With music playing and drinks flowing you will be able to choose from a
variety of creative and quirky games including Ping Pong
Tournaments, Social Doubles, Round Pong, Weapon Pong etc.
There will be prizes for winners that include bottle of Prosecco & Medals and free entry to future events.
We are usually by tables 15,16, 17 this is where you should meet us. However, if we change the tables or if you can't find us for whatever reason, please call/text host Vin and/or ask at reception for us, and you will be directed to us.
Experience includes:
\~ 4 Hours of Ping Pong Entertainment
Tournament for Beginners,
Intermediates, Experts (Prosecco for the Winner)
\~ Quirky Social Ping Pong games with
Fancy Prices for beginners
\~ Fun Vibe to socialise in UV lit up exclusive
Ping Pong venue
FREE entry to our next Beer Pong event for winners
First meeting of London "What do we want as a Sustainable Planet?"
The world is in crisis and many people think we've gone past the tipping point and the planet is doomed.
However, there are those who have hope and faith in science that some can survive the polycrisis and get to live in a sustainable society and planet.
But there's a problem... **There's no clear vision of what a sustainable society and planet should be**, and without that destination, how can we set out on the journey to get there?
Please join like-minded people to discuss this. We'll agree an agenda at the start of the meeting.
Bring an open mind, suggestions and perhaps a pad of paper.
**Here are some topics to be covered.**
Please use the comments/chat to suggest other areas for consideration
*Depending on the mood of attendees, the frequency of further meetups can be agreed.*
**WHAT DO WE WANT A SUSTAINABLE SOCIETY AND PLANET TO LOOK AND FEEL LIKE?**
· A planet with clean atmosphere, oceans and soil with systems in place to keep them that way
· The abolition of poverty and hunger
· Equality of opportunity for all to achieve a peaceful and contented life without fear of physical or other violence
· Access to healthcare, hygiene and sanitation for all
· Access to quality education for all
· A more responsible system of financial structures which embraces the best of co-operative production, capitalism and other systems
· A safe justice system for all
· Societies which respect for the diversity of opinion, ethnicity, sexuality, religion
· Respect for the natural resources and fragility of Planet Earth and their finite capacity
· Societies where the more fortunate, stronger and healthier help those less strong, less fortunate or less healthy.
· Peaceful co-existence between the varying communities of the planet
**What Freedoms ?**
· Freedom to travel anywhere
· Freedom to worship (should there be limitation such as worship should not be based on destroying the existing system…??)
· Freedom from violence
· Freedom from hate
· Freedom from poverty (how define?)
· Freedom of speech
· Freedom from anxiety about the future
· Freedom from concentration of power
· Freedom to preserve culture and arts
· Freedom to make decisions about one’s body
· Freedom to seek representation and to represent others
· Freedom to be different
· Freedom to be heard
[New Payment Process!] Badminton - Stratford MON (2hrs - All Levels)
Join us for some fun, competitive, but friendly games at our 4-court sports hall. We use Yonex Mavis 600 Nylon shuttles during the 2-hour session.
**PAYMENT**
* **Session Fee: £9**
* We are cashless, kindly pay the session fee **by midnight** on the night before the session. You are welcome to pay early! You can even pay when you book! See our About page for the full process.
* If no payment is received, you will be removed and may even be liable for a late cancellation fee if your spot is not taken.
* Please use **“your meetup name + date of event”** as payment reference
* **Account name:** Thomas Lam
* **Sort code:** 04-00-03
* **Account number:** 7478 8608
**LATE CANCELLATION OR NO-SHOW**
* **All** **no-shows or late cancellations** (24 hrs or less) will be charged if your spot is not taken by someone else - you will have a title next to your name with the amount and date owed.
* Members with 2 no shows/late cancellations will be removed from the group unless outstanding payment is received
* **The late cancellation policy** is set up to discourage last-minute cancellations and therefore applies with or without the presence of a waitlist
* **Note:** If you are on the Waitlist and a spot becomes available, you will automatically be bumped onto the On list provided the event has not yet started. It is your responsibility to **remove yourself from the waitlist** if you can no longer make it to avoid being charged a no-show if someone cancels late.
**PLAYING**
* Please wait to be marked off before entering the hall.
* Sessions are to finish promptly on the hour by school requests.
* If you finish a match with 5 minutes to go, please start packing up instead of starting a new game.
**RACKET HIRE**
* Please note that we won't be hiring out rackets, so kindly bring your own racket.
**PARKING**
* There is parking available, but it is now paid parking. Parking is opposite the entrance. Please check the signs for parking payment instructions.
**TRACK & TRACE**
* We will collect your phone number on-site. Your phone number will also be used in case of fire to contact you if you have not made it to the fire evacuation areas. You can see maps at the venue.
We are excited to see you guys on the court!
Team LSBC
Quantitative Analysis Events This Week
Discover what is happening in the next few days
AI Signals #29: AI that Reads Emotions and AI Digital Twins
***[We're leaving Meetup! Going forward, tickets on Meetup will be limited. We encourage you to register via our Luma calendar instead, where the full number of tickets will be available.](https://aisignals.org.uk/events)***
**Agenda**
06:00pm - Doors open, food and drink served
06:30pm - Welcome
06:35pm - [Ana Catarina de Alencar](https://www.linkedin.com/in/ana-catarina-de-alencar-6b022990/), Resident Philosopher at The AI Collective, "AI That Reads Emotions: What It Means for Data Privacy, Consent, Your Teams"
07:00pm - Break
07:15pm - [Will Chan](https://www.linkedin.com/in/will-chan2125/), Senior Product Manager at Risk Ledger, "How to Scale Yourself with an AI Digital Twin"
07:45pm - Lightning Talk: [Jethro Reeve](https://www.linkedin.com/in/jethroreeve/), Full Stack Developer at Coefficient, "Explore the Kingdom - Cursor tool use with messy data"
09:00pm - Wrap up and social at [Well & Bucket](https://maps.app.goo.gl/ZrUAiLyRjUddQzVQ6)
**Please note you will be unable to enter the venue before 6.00pm.**
RSVPs will close 24 hours before the event, you may be unable to register after this time but you can still watch online.
If you can't join us in person you can watch remotely via [our YouTube channel](https://youtube.com/@ai-signals-community).
**Our hosts may require that we provide a list of all attendees, please ensure that you register with a name that matches your government issued ID or bank card: if you do not we cannot guarantee you entry to the building.**
Please RSVP for the event well in advance if you plan to attend in person and unRSVP if you can no longer attend as limited spaces are available.
CRAP Talks #32 - You Meta Believe It
For the second event of the year I'm excited to be hosting at the Meta Offices. We'll have 2 speakers and a fireside chat again. Details below with more to come closer to the time.
**PLEASE NOTE:** Guests will HAVE TO SIGN UP to the event with first name and last name to be allowed into the building. If you're bringing someone with you, they'll need to register for the event as well. Registration will close 24 hours before the event.
If you've not been to one of our events before then here is what you can expect. CRAP (Conversion Rate Optimisation, Analytics, Product) Talks is a cross-discipline event. We don't work in silos so why network and learn in silos. In the past we've had speakers from Data, Analytics, CRO, Product, Marketing, Data Science, Design and Research and so many more. If you work in tech, chances are you work cross-functionally, so come along and meet people doing amazing things in tech.
**Hosts:**
Meta
**Venue:**
Meta Brock, 10 Brock St, London NW1 3FG
**Date:**
17/03/2026
6pm doors open
Talks kick off at 630
Wrap up approximately 9:00pm.
**Speakers:**
* **Speaker Name:** [Tom Collingburn](https://www.linkedin.com/in/tom-collingburn-7b7b5a16a/) \| [Tom Milne](https://www.linkedin.com/in/thomas-milne-3422482b/)
* **Title:** Senior Data Analyst \| Head of Experience Insights
* **Talk Name:** The Measurement Dilemma: ITV's Long Term Holdout Group
* **Talk Summary:**
ITVX reaches more than 15 million viewers each month across web, mobile and 16 different TV applications. Our Product & Tech teams are rapidly expanding and updating the viewer experience to meet the challenges of an extremely competitive entertainment marketplace.
But how do we know the cumulative impact of these Product changes is positive, in a content-driven business that is hugely influenced by competition and seasonality? In this talk we’ll show how we adopted a Long Term Holdout Group to answer this critical business question. We’ll share the technical successes, the inevitable hurdles, and the hard-won learnings we gathered along the way.
* **Speaker Name:** [Igor (Iggy) Skokan](https://www.linkedin.com/in/igorskokan/)
* **Title:** Director, Marketing Science, Meta
* **Talk Title:** Measure What Matters with Incrementality
* **Talk Summary:**
Shifting consumer behaviors and the rise of formats with limited click opportunities like video have made the attribution models most advertisers rely on less effective. To capture a fuller picture of performance, advertisers must build a trusted suite of tools and methods to get closer to measuring incrementality, i.e., the true, additive value of their campaigns. This session covers how to build a practical measurement stack to estimate incrementality - the true impact of campaigns..
**Fireside Chat hosted by Parveen Downer:**
* **Guest in the hot seat:** [Manasi Goel](https://www.linkedin.com/in/manasi-goel-9aba52a1/)
* **Title:** Head of People & Culture at EE
* **Talk Title:** Stop the Slop: Building a Real AI Builder Culture
* **Talk Summary:** Most organisations are currently caught in the "AI Slop" trap: generating pages of meaningless text , chasing "10x productivity" myths , and seeing zero actual return on investment. But for product teams in mature, complex organisations (or most organisations for that matter), the real opportunity isn't about doing more work—it’s about doing better work. Join us for a candid, hype-free conversation on what it actually takes to integrate AI into the heart of a "legacy" organisation. We’re moving past the scaremongering and the "human-in-the-loop" clichés to explore how teams can "slow down to speed up". Forget the tech-bro manifestos. This is a session for those who want to build a career that is inspired, hopeful, and—most importantly—slop-free.
Canal Walk - Angel to Victoria Park Cafe / Market
We will enjoy a leisurely walk (approx 45 mins - 1 hour) along Regent's Canal from Angel station and ending at the fabulous Victoria Park Market. This event usually runs on the 4th Sunday of each month, unless there is bad weather or exceptional circumstances. We are a welcoming group, so feel free to mix around and say hello other people.
There is a wondering food market in Victoria Park, and most of us will get something to eat together. We usually sit on the grass or public benches (if available) near the Bonner Gate entrance, behind the Dogs of Alcibiades statue. This is at the intersection of foodstalls running north/south and east/west. If it is raining or the market is closed, we can either go to the Pavillion cafe, or The Crown pub on Grove Road instead.
Please note a few points:
1\. There is currently no charge for this group\. I will need to review this again later in 2026\.
2\. WE WILL WAIT ONLY ABOUT 10 MINUTES AFTER THE START TIME\. If you are running late\, please catch us up along the canal\. Please note\, I will not be checking for meetup or whatsapp messages after the walk starts\.
3\. The nearest tube station to Victoria Park is Bethnal Green station \(central line\)\. Please check Google Maps or similar\.
4\. You are responsible for yourselves on the walk\, so please bring appropriate footwear etc\. Please be mindful of those around you\, especially where the canal gets narrow in places\.
Whatsapp group here: https://chat.whatsapp.com/IJd6MJfVDPC6jUw6iW77ZY
Previously, there was a separate walk on the 3rd Sunday of the month, which started at Limehouse Basin, and then ran along the same canal to Victoria Park. Please note, the walks starting from Limehouse on the 3rd Sunday of the month are now cancelled for the foreseeable future.
Introduction to R Shiny Training Course
***Please note: signing up to this event does not mean you are booked onto the course. For full details and booking information, please visit [Cademy.](https://datacove.cademy.io/introduction-to-r-shiny)***
**Introducing Datacove**
Datacove are a Data and Analytics Consultancy Team based in Brighton, with experience in founding many well-attended R & Python events. Plus, home of the EARL Conference! We work across multiple streams - from marketing and consumer analytics, to bespoke dashboards, process automation, and training! :)
**Introduction to R in Shiny**
Thursday 19th March, online 10am-12pm.
£99 + VAT
**Understand what Shiny is and when to use it**
* What Shiny does, how it fits into the R ecosystem, and common use cases (apps, dashboards, internal tools, data products)
* Differences between static R outputs (plots, reports) and interactive Shiny applications
**Learn the basic structure of a Shiny application**
* The roles of ui and server components
* How shinyApp() brings the UI and server together
* File structures for a multi-file Shiny app
**Build user interfaces with Shiny layouts**
* Using layout functions such as fluidPage() , sidebarLayout() , sidebarPanel() , and mainPanel()
* Organising content with rows, columns, tabs, and panels
* Adding titles, text, and spacing for clean, readable app design
**Work with Shiny input and output elements**
* Common inputs (sliders, dropdowns, text inputs, buttons, checkboxes)
* Displaying outputs such as plots, tables, and text
* Connecting inputs to outputs through the server logic
**Introduction to Shiny’s reactive programming model**
* What reactivity is and why it matters in interactive apps
* How Shiny automatically updates outputs when inputs change
**Create a foundation of a complete, working Shiny app**
* Combining UI layouts, inputs, outputs, and reactivity into a functional application
* Running and testing apps locally
* Leave with a foundation app, ready to learn more advanced content to build upon.
**Be ready to build your first dashboard or application**
* Understanding next steps, such as theming, modules, and deployment options
**How to Join**
Please visit [Cademy](https://datacove.cademy.io/introduction-to-r-shiny) to book your space.
Free Personality Analysis - Find Your Strengths and Weaknesses
You want to do your best!
You want to realise your potential!
You want to make the right decisions at the right time!
Obviously- you want to be a success!
Do you have all the skills in place?
Do you have areas in your life or personality that are weaker and you feel can stop you or hold you back?
Would you like a free personal consultation to help locate your strengths and weaker areas?
We can help you to maximise on your potential.
If you would like a free 1 hour consult then register now!
We have various times available for your own personal consultation
This is hosted at the Scientology Life Improvement Centre in London.
We use the Oxford Capacity Analysis test.
https://www.scientology-london.org.uk/personality-test/
Experimentation London Meetup #10
Our next Experimentation London Meetup will take place on **Wednesday, 18th March 2026**.
You **must** sign up on the [Experimentation London website](https://www.experimentationlondon.com/) to purchase your ticket and be allowed entry due to health and safety!
We have a fantastic lineup of speakers, including:
Emma Travis, Director of Research at Speero: "AI x UX Research - Embracing Efficiency Without Losing Empathy"
And
Iqbal Ali, Fractional AI solutions engineer and Experimentation lead. Sustainable and Responsible AI specialist. Consultant, developer, trainer. Builder and founder @Ressada: "The AI sustainability problem, and the small model solution"
To help us manage the space's capacity (and ensure we have the right amount of food and drink for everyone), please sign up for your ticket on our [Experimentation London website](https://www.experimentationlondon.com/).
\-\-\-
**Location**
*Central London location - see full address and details on the [Experimentation London website](https://www.experimentationlondon.com/)*
\-\-\-
**Agenda**
6:00 PM - Welcome drinks, pizza and networking
6:30 PM - Introductions
6:40 PM - Emma Travis
7:10 PM - Short break
7:30 PM - Iqbal Ali
8:00 PM - More Networking
8:30 PM - Official end
\-\-\-
**Event & Speaker Guidelines**
* No Sales Pitches: Our group is a space for genuine connections and learning. Tell stories.
* Respect and Open-Mindedness: Embrace diversity, treat everyone with respect, and value different perspectives.
* Community Spirit: Engage positively to build a supportive and collaborative community.
IN-PERSON: Data Streaming Meetup
Join us on March 17th from **6:00pm** for a Data Streaming meetup hosted by **Snowflake** and supported by **Dremio** and **Streambased!**
📍**Venue:**
**Snowflake**
One Crown Place, London EC2A 4EF, U.K. 5th & 6th floors · London
**PLEASE bring your PHOTO ID and REGISTER with your details for security purposes.**
🗓 **Agenda:**
* 6:00pm – 6:30pm: Food/Drinks and Networking
* 6:30pm - 7:00pm: Celeste Horgan, Developer Advocate, Snowflake
* 7:00pm - 7:30pm: Tom Scott, Founder & CEO, Streambased
* 7:30pm - 8:00pm: Will Martin, EMEA Evangelist, Dremio
* 8:00pm: Q&A Networking
💡**Speaker One:**
Celeste Horgan, Developer Advocate, Snowflake
**Title of Talk:**
I have no idea what I’m doing, or: building an Apache Spark to Apache Iceberg pipeline from scratch for data ingestion
**Abstract:**
Transitioning to Apache Iceberg requires a shift in how we think about data storage and ingestion. Enter: Apache Spark… maybe? Exactly how is an open question. In this talk we’ll go through the trial-and-error process of ingesting data into an Apache Iceberg table using Apache Spark. We’ll learn about file formats for Apache Iceberg tables, when to partition (and what the consequences are), common integration mistakes (as made by me in the learning process), and what Apache Spark does best, and when a different tool might work better. Most importantly, we’ll learn how to learn a new piece of software fast using AI to help rather than hinder.
**Bio:**
Celeste Horgan is a Sr. OSS Advocate at Snowflake. She got her start in open source at the Linux Foundation, where she supported the Kubernetes project on their documentation. From there, she went on to work at Aiven on open source data platforms, and now continues that work evangelizing data systems for Snowflake. Her work on inclusive language has been featured in the New York Times, and she lives in London.
💡**Speaker Two:**
Tom Scott, Founder & CEO, Streambased
**Title of Talk:**
Turning The Database Inside Out
**Abstract:**
Over a decade ago, Martin Kleppmann's Turning the Database Inside Out reshaped how we think about data systems, putting the event stream at the heart of storage and computation. That vision inspired a generation of systems built atop Kafka, Flink, and event-driven materializations.
But what if we never finished what Martin started?
This talk takes the next leap, reimagining not just the transaction log, but the entire database through the lens of streaming. We'll keep Kafka as our canonical source of truth, but enrich it with the missing primitives: long-term storage, indexes, and projections. To achieve this, we'll move beyond Kafka's simple produce/consume model and embrace Apache Iceberg as the new foundation for durable, queryable event data.
**Bio:**
Long time enthusiast of Kafka and all things data integration, Tom has more than 15yrs experience in innovative and efficient ways to store, query and move data. Tom is currently CEO at Streambased a company focused on unifying operational and analytical data estates into a single, consistent and efficient data layer.
💡**Speaker Three:**
Will Martin, EMEA Evangelist, Dremio
**Title of Talk:**
From Stream to Table: Building Kafka-to-Iceberg Pipelines
**Abstract:**
While Kafka excels at streaming data, the real challenge lies in making that data analytically useful without sacrificing consistency or performance. This talk explores why Apache Iceberg has emerged as the ideal streaming destination, offering ACID transactions, schema evolution, and time travel capabilities that traditional data lakes can't match. Learn about some foundational tools that enable streaming pipelines and why they all converge on this industry standard table format.
**Bio:**
Will Martin is the EMEA Evangelist at Dremio. Beginning with a background of statistical analysis in particle physics, his professional journey has spanned multiple industries, including banking, shipping logistics, entertainment, healthcare, defence, and customer 360. With experience as a data engineer, solutions architect, and software developer, he has spent 15+ years collaborating with companies and organisations across EMEA and APAC, including roles at CERN, Deloitte, and Tamr.
\*\*\*
If you are interested in hosting/speaking at a meetup, please email community@confluent.io
Quantitative Analysis Events Near You
Connect with your local Quantitative Analysis community
COhPy Monthly Meeting
**Improving Office in Franklinton**
Physical location:
Improving Office
330 Rush Alley Suite #150
Columbus, OH 43215
Schedule:
6:00 p.m.: Socialize, eat, and drink. Improving will be providing pizza and beverages.
6:30 to 8:00 pm. Main meeting and presentation(s).
Topic: Type Annotations with John Cassidy
We meet on the last Monday of each Month. Presentations are given by members and friends of this group. If you would like to do a presentation (small or large) on a python topic, please contact Central OH Python at centralohpython@gmail.com
Indianapolis Online Speed Dating from Home
**💞 Effortless Online Speed Dating – No Pressure, Authentic Connections, Beginners Welcome!**
**⚠️ IMPORTANT: Your RSVP Does NOT Secure a Place!**
To confirm your spot, you **must** register and finish the personality quiz using one of the age group links below. Pick your age range, click to register, and take the quiz. **Places are limited** – don't delay!
**📌 Sign Up for Your Age Group Here:**
- **Ages 18-32** → [REGISTER HERE](https://tempodating.com/product?productId=390&productType=onlineSpeedDating&city=Indianapolis&groupurlname=rose-quartz-singles&ar=18-32&face_v=6.0)
- **Ages 30-46** → [REGISTER HERE](https://tempodating.com/product?productId=390&productType=onlineSpeedDating&city=Indianapolis&groupurlname=rose-quartz-singles&ar=30-46&face_v=6.0)
- **Ages 40-58** → [REGISTER HERE](https://tempodating.com/product?productId=390&productType=onlineSpeedDating&city=Indianapolis&groupurlname=rose-quartz-singles&ar=40-58&face_v=6.0)
- **Ages 55+** → [REGISTER HERE](https://tempodating.com/product?productId=390&productType=onlineSpeedDating&city=Indianapolis&groupurlname=rose-quartz-singles&ar=55+&face_v=6.0)
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🎉 **Up for something fresh from the comfort of your home?** Let's do this! We've guided thousands of newcomers into discovering how fun speed dating from home can be. Quick, enjoyable conversations with compatible singles – it's simpler than you'd expect and far more rewarding than any dating app.
🎯 **Perfect for:**
- Singles who feel uneasy about meeting in person and prefer starting from home
- Newcomers who want a relaxed, hosted experience
- First-time speed daters after a friendly, easy-going experience
- Working professionals who prioritise their time and comfort
- Anyone who feels uneasy about conventional dating scenes
**How It Works**
1. **Choose Your Age Range** – Click the link for your age group and complete sign-up.
2. **Answer a Few Quick Questions** – Our quiz helps pair you with compatible Indianapolis singles.
3. **Hop on Zoom** – Pour yourself a drink, get settled, and let the host walk you through each round.
4. **The Fun Part** – Rotate through rounds of lively chats with pre-matched Indianapolis singles.
5. **Discover Your Matches** – We’ll let you know about any mutual interest afterwards. The rest is up to you!
**Event Details**
- **Format:** Virtual on Zoom – organised rounds in a warm, easy-going setting
- **Location:** Wherever you’re most relaxed – that’s your date spot tonight
- **Host:** Skilled facilitator who guides first-time speed daters with patience
- **Vibe:** Light-hearted, casual speed dates with open-minded Indianapolis singles
⭐ *"The personality quiz genuinely works. My matches were spot on!"* – Delighted first-timer
**Frequently Asked Questions**
**What if I'm shy or introverted?**
You're in exactly the right place! The virtual format and hosted conversations make it comfortable and easy for everyone.
**What happens after the event?**
We share mutual matches after the event wraps up. If you both liked each other, we help you connect!
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✨ Newcomers always welcome. Join hundreds of Indianapolis singles who found connection online! 💗 ✨
From Idea to Working App in Minutes: The Agentic Development with Amazon Kiro
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
Manic Mondays with Salsamante Dance Academy
Start your week the right way with Manic Mondays. Giving you an enjoyable Bachata lesson with a push of cool moves.
The second hour has Beginner/Intermediate Salsa on 1. You must understand basic Salsa skills to participate.
730pm-830pm Bachata Cool Moves
830pm-930pm Salsa On 1 (Beginner/Intermediate)
$15 for One Class
$20 for Both
Free Parking & Plenty of Dance Space.
Dinner After the Movie: Dinner at FUGU SUSHI After Project Hail Mary!
A great movie deserves a great dinner! Join us after PROJECT HAIL MARY for another fun and tasty dinner at a CMG-favorite restaurant, FUGU SUSHI! RSVPs are limited for the dinner portion of this event! Here are complete details:
FUGU SUSHI: Fugu Sushi offers a truly authentic experience that keeps customers (and the Movie Group) coming back for more. They offer an extensive menu with a delightful array of options and something for everyone! From their top-rated sushi, to tasty appetizers, soups, salads, bento boxes, tempura, delicious teriyaki dishes (including chicken, shrimp, salmon, tofu, vegetable and more), and vegetarian and vegan options, you’ll be certain to find something you love!
MENU: https://www.fugusushicolumbus.com/menus
RSVP: An RSVP here means you're signed up for the DINNER portion of this event. Seating is limited. If you also plan to join for the movie, please also RSVP in the separate event listing for the movie portion of this event. For the movie, we'll meet in the theater lobby at 2:10pm for the 2:30pm SuperScreen DLX showing. Advance ticket purchase for the movie is advised. Please RSVP in both events, if you plan to attend the movie and dinner.
Look forward to seeing you there, Dan
Indianapolis Locals Speed dating for Single professionals
**💘 Online Speed Dating – Skip the Awkwardness, Enjoy the Fun – Beginners Welcome!**
**⚠️ RSVP ≠ Registration!**
Your Meetup RSVP on its own does **not** lock in a spot. You must click your age group link below, finish registration, and complete the personality quiz. **Places are limited** and go quickly!
**⬇️ Choose Your Age Range & Finish Registration:**
- **Ages 18-32** → [REGISTER HERE](https://tempodating.com/product?productId=390&productType=onlineSpeedDating&city=Indianapolis&groupurlname=rose-quartz-singles-collective&ar=18-32&face_v=7.0)
- **Ages 30-46** → [REGISTER HERE](https://tempodating.com/product?productId=390&productType=onlineSpeedDating&city=Indianapolis&groupurlname=rose-quartz-singles-collective&ar=30-46&face_v=7.0)
- **Ages 40-58** → [REGISTER HERE](https://tempodating.com/product?productId=390&productType=onlineSpeedDating&city=Indianapolis&groupurlname=rose-quartz-singles-collective&ar=40-58&face_v=7.0)
- **Ages 55+** → [REGISTER HERE](https://tempodating.com/product?productId=390&productType=onlineSpeedDating&city=Indianapolis&groupurlname=rose-quartz-singles-collective&ar=55+&face_v=7.0)
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😌 **Dating doesn't have to be stressful.** That's exactly why we built this! Whether you've never speed dated or haven't been on a proper date in ages, this event is for you. Our welcoming format and skilled hosts make everyone feel at home from the very start.
🎯 **Perfect for:**
- Singles who feel uneasy about meeting in person and prefer starting from home
- Newcomers who want a relaxed, hosted experience
- Singles who value a guided, hosted dating format
- First-time speed daters excited to try something different
**How It Works**
1. **Sign Up for Your Age Group** – Pick the session that matches your age range above and finish registration.
2. **Answer a Few Quick Questions** – Our quiz helps pair you with compatible Indianapolis singles.
3. **Log In & Get Comfortable** – Join the Zoom call and let the evening begin. Your host handles all the logistics!
4. **Date from Home** – Have real, meaningful mini-dates with Indianapolis singles – all from your sofa.
5. **Discover Your Matches** – We’ll let you know about any mutual interest afterwards. The rest is up to you!
**Event Details**
- **Format:** Virtual via Zoom – relaxed, low-key from wherever you are
- **Location:** From your lounge, study, or anywhere else you fancy
- **Host:** Encouraging facilitator experienced in helping first-timers enjoy speed dating
- **Vibe:** Fun, hosted conversations that make meeting Indianapolis singles a breeze
💡 **First-timer tip:** Don’t overthink it – just be yourself! That's what people find most attractive.
⭐ *"I was really nervous, but the host made it so easy. I met someone wonderful on my very first try!"* – Newcomer from Indianapolis
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✨ Real people, real conversations, real connections – all from your living room. 🫶 ✨
March Madness Wine Bracket / House Wine / Multiple Weeks
A fun way to compare wines from two different countries at a time. House Wine is squaring off two countries' wines against each other each Thursday in March. March 12, March 19, March 26, and the Finals April 2nd.
Meet and Greet format....show up after 7pm, pay your $15 at the cash register, get your wine glass, and enjoy. I will get a table reserved for the group.
Remember, you may bring in your own food or takeout.
Attendance is your agreement to the Group's Waiver of Liability terms. See our Group homepage for details.
Parking is tough at House Wine; there is a municipal lot one-half block north of the shop and sometimes parking at the lot behind Jet Pizza, accessed by the lane between the east House Wine parking lot and the residence to the east.
















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