Data Science using Python
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Encontro Poliglota Semanal no Domingo / Polyglot weekly meeting on Sunday
**[WhatsApp](https://chat.whatsapp.com/8Whogfv59K32fXYr7pXgj9) :: [Telegram](t.me/+RI2XluAZMBF34Qwh) :: [Discord](discord.com/invite/9B7TBAS)**
[English Below]
**::::TODOS OS IDIOMAS::::::::ALL LANGUAGES::::**
**ENGLISH::RUNA SIMI::FRANÇAIS::TUPI::ESPAÑOL::AVAÑE'Ẽ::PORTUGUÊS::LIBRAS::DEUTSCH::KISWAHILI:: हिन्दी::CATALÀ::한국어::LINGUA LATINA::日本語::ITALIANO::ESPERANTO::NEDERLANDS::SVENSKA::POLSKI::РУССКИЙ::中文::العربية::etc...**
**::::Todos os níveis:::::All Levels::::**
No Restaurante Violeta Rua Haddock Lobo, 566 - São Paulo
GRATUITO
**18:30h - 21:30 h**
* COMO FUNCIONA:
O Clube Poliglota realiza encontros onde as pessoas conversam em vários idiomas. O bate-papo flui de forma bastante espontânea e descontraída, mesmo quando os participantes não se conhecem. Lá também é ótimo para levar os seus amigos estrangeiros! Ao chegar, procure um dos hosts para te direcionar ao grupo do idioma o qual deseja praticar!
Conheça pessoas novas, compartilhe experiências e o mais importante, divirta-se!
Nos vemos lá!
\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-
Violeta Restaurant, Haddock Lobo, 566
FREE!
18:30h - 21:30h
* HOW IT WORKS
A Clube Poliglota event is a meeting in which people speak different languages. It flows quite spontaneously, even when participants are not acquainted. The group is always open to newcomers so if you want to join us, all you have to do is showing up! :-) We'll welcome and introduce you to your peers who will be chatting in a language you wish to speak.
Meet new people, share life experiences and the most important, have fun!
We hope to see you there!!!
Este Meet Up privilegia todos os Clubes do Estado de SP!
►[Telegram estadual de SP](https://t.me/+RI2XluAZMBF34Qwh)
►WhatsApp logo abaixo nas redes
**Participem das nossas mídias, SUBSCRIBE!!:**
●● [E-mail](http://clubepoliglotasp@gmail.com) ◂ ▸ Facebook :: [Grupo](https://www.facebook.com/groups/clubepoliglotasp/) :: [Página](https://www.facebook.com/poliglotasaopaulo/) :: ◂ ▸[ ](https://clubepoliglotabrasil.com.br/lista-de-grupos-de-idiomas-no-telegram-whatsapp-discord-club-house/)**[Grupos de WhatsAPP/Telegram/Discord/Club House](https://clubepoliglotabrasil.com.br/lista-de-grupos-de-idiomas-no-telegram-whatsapp-discord-club-house/)** ◂ ▸ [Instagram](https://www.instagram.com/clubepoliglotasampa/) ◂ ▸ [Youtube](https://www.youtube.com/@ClubePoliglotaBrasilCPB) ◂ ▸ [CouchSurfing Group Brasil](https://www.couchsurfing.com/groups/polyglot-club-brazil-clube-poliglota-brasil) ◂ ▸ Facebook Nacional :: [Página](https://www.facebook.com/clubepoliglotabrasil/) :: [Grupo](https://web.facebook.com/groups/ClubePoliglotaBrasil) ◂ ▸ [Insta Nacional](https://www.instagram.com/clubepoliglotabrasil/) ◂ ▸ LinkedIn :: [Page](https://www.linkedin.com/company/67537568/) :: [Grupo](https://www.linkedin.com/groups/12027974/) :: ◂ ▸ [Twitter](https://twitter.com/clube_poliglota) ●●
Dúvidas sobre os encontros, envie com
NOME e código "Samp" para
1\. Rafael Resende: \+5511975429712 \(grupo local\)\, infos sobre o encontro: Luiz Holanda \+55 11 98462\-1179
►[Inscreva-se](http://polyglotclub.com/brazil/sao-paulo/sao-paulo/event/)
.̶.̶.̶..̶.̶.̶..̶.̶.̶..̶.̶.̶..̶.̶.̶..̶.̶.̶..̶.̶.̶..̶.̶.̶..̶.̶.̶..̶.̶.̶..̶.̶.̶..̶.̶.̶..̶.̶.̶..̶.̶.̶..̶.̶.̶..̶.̶.̶..̶.̶.̶..̶.̶.̶..̶.̶
● [OUTROS ENCONTROS PRESENCIAIS OU VIRTUAIS PELO BRASIl](https://clubepoliglotabrasil.com.br/encontros-poliglotas-em-clubes-locais/)
● [OUTROS CPs DO BRASIL NO MEEET UP](https://clubepoliglotabrasil.com.br/praticar-idiomas-gratis-meet-up/)
.̶.̶.̶. .̶.̶.̶..̶.̶.̶. .̶.̶.̶.
Caso seu interesse seja encontros de artes ou ciências:
►[Tech Science Club](https://www.facebook.com/groups/tescic/)
►[Poly Arte World](https://www.facebook.com/PolyArteClub)
►[Crudinic popvegan](https://www.facebook.com/CrudiNic/)
►[Aventureiros Brasil](https://www.facebook.com/AventBra/)
Encontro Semanal São Paulo - Weekly Polyglot Meeting São Paulo
**[WhatsApp](https://chat.whatsapp.com/B8N6FIokkUGIQYLcHVkIUm) :: [Telegram](http://t.me/+RI2XluAZMBF34Qwh) :: [Discord](http://discord.com/invite/9B7TBAS)**
[English Below]
::::TODOS OS IDIOMAS::::::::ALL LANGUAGES::::
ENGLISH::RUNA SIMI::FRANÇAIS::TUPI::ESPAÑOL::AVAÑE'Ẽ::PORTUGUÊS::LIBRAS::DEUTSCH::KISWAHILI:: हिन्दी::CATALÀ::한국어::LINGUA LATINA::日本語::ITALIANO::ESPERANTO::NEDERLANDS::SVENSKA::POLSKI::РУССКИЙ::中文::العربية::etc...
::::Todos os níveis:::::All Levels::::
GRATUITO
Centro Cultural São Paulo
Rua Vergueiro, 1000 - Paraíso, São Paulo - SP, 01504-000 (na entrada principal na rua Vergueiro, próximo aos canteiros e à biblioteca)
16h - 20h
Uso obrigatório de máscara cobrindo a boca e o nariz
* COMO FUNCIONA:
O Clube Poliglota realiza encontro onde as pessoas conversam em vários idiomas. O bate-papo flui de forma bastante espontânea e descontraída, mesmo quando os participantes não se conhecem. Também é ótimo para levar os seus amigos estrangeiros! Ao chegar, procure um dos hosts para te direcionar ao grupo do idioma o qual deseja praticar!
Conheça pessoas novas, compartilhe experiências e o mais importante, divirta-se!
Nos vemos lá!
***
FREE!
All participants are required to wear a mask, covering both nose and mouth
Centro Cultural São Paulo
Rua Vergueiro, 1000 - Paraíso, São Paulo - SP, 01504-000 (At the main entrance at Vergueiro Street, next to the library and the flower beds)
16h - 20h
* HOW IT WORKS
A Clube Poliglota event is a meeting in which people speak different languages. It flows quite spontaneously, even when the participants are not acquainted. The group is always open to newcomers so if you want to join us, all you have to do is showing up! :-) We'll welcome and introduce you to your peers who will be chatting in a language you wish to speak.
Meet new people, share life experiences and the most important, have fun!
We hope to see you there!!!
Este Meet Up privilegia todos os Clubes do Estado de SP!
►[Telegram estadual de SP](https://t.me/+RI2XluAZMBF34Qwh)
►WhatsApp logo abaixo nas redes
**Participem das nossas mídias, SUBSCRIBE!!:**
●● [E-mail](http://clubepoliglotasp@gmail.com) ◂ ▸ Facebook :: [Grupo](https://www.facebook.com/groups/clubepoliglotasp/) :: [Página](https://www.facebook.com/poliglotasaopaulo/) :: ◂ ▸[ ](https://clubepoliglotabrasil.com.br/lista-de-grupos-de-idiomas-no-telegram-whatsapp-discord-club-house/)**[Grupos de WhatsAPP/Telegram/Discord/Club House](https://clubepoliglotabrasil.com.br/lista-de-grupos-de-idiomas-no-telegram-whatsapp-discord-club-house/)** ◂ ▸ [Instagram](https://www.instagram.com/clubepoliglotasampa/) ◂ ▸ [Youtube](https://www.youtube.com/@ClubePoliglotaBrasilCPB) ◂ ▸ [CouchSurfing Group Brasil](https://www.couchsurfing.com/groups/polyglot-club-brazil-clube-poliglota-brasil) ◂ ▸ Facebook Nacional :: [Página](https://www.facebook.com/clubepoliglotabrasil/) :: [Grupo](https://web.facebook.com/groups/ClubePoliglotaBrasil) ◂ ▸ [Insta Nacional](https://www.instagram.com/clubepoliglotabrasil/) ◂ ▸ LinkedIn :: [Page](https://www.linkedin.com/company/67537568/) :: [Grupo](https://www.linkedin.com/groups/12027974/) :: ◂ ▸ [Twitter](https://twitter.com/clube_poliglota) ●●
Dúvidas sobre os encontros, envie com
NOME e código "Samp" para
1\. Rafael Resende: \+5511975429712 \(grupo local\)\, infos sobre o encontro: Luiz Holanda \+55 11 98462\-1179
►[Inscreva-se](http://polyglotclub.com/brazil/sao-paulo/sao-paulo/event/)
.̶.̶.̶..̶.̶.̶..̶.̶.̶..̶.̶.̶..̶.̶.̶..̶.̶.̶..̶.̶.̶..̶.̶.̶..̶.̶.̶..̶.̶.̶..̶.̶.̶..̶.̶.̶..̶.̶.̶..̶.̶.̶..̶.̶.̶..̶.̶.̶..̶.̶.̶..̶.̶.̶..̶.̶
● [OUTROS ENCONTROS PRESENCIAIS OU VIRTUAIS PELO BRASIl](https://clubepoliglotabrasil.com.br/encontros-poliglotas-em-clubes-locais/)
● [OUTROS CPs DO BRASIL NO MEEET UP](https://clubepoliglotabrasil.com.br/praticar-idiomas-gratis-meet-up/)
.̶.̶.̶. .̶.̶.̶..̶.̶.̶. .̶.̶.̶.
Caso seu interesse seja encontros de artes ou ciências:
►[Tech Science Club](https://www.facebook.com/groups/tescic/)
►[Poly Arte World](https://www.facebook.com/PolyArteClub)
►[Crudinic popvegan](https://www.facebook.com/CrudiNic/)
►[Aventureiros Brasil](https://www.facebook.com/AventBra/)
Meetup Online:Como lucrar com sua empresa antes mesmo de ter que investir nela.
Como conseguir capitalizar sua empresa/ideia sem ter que investir nela.
🤖AGI-risk and LLM
🔵VERY IMPORTANT: if you want join this Meetup , please fill in form here [http://tiny.cc/mupyesfmat](http://tiny.cc/mupyesfmat) , without enter form at each Meetup happen , event will automatically be canceled .
●MUITO IMPORTANTE: se você deseja participar deste Meetup, preencha o formulário aqui: [http://tiny.cc/mupyesfmat](http://tiny.cc/mupyesfmat) . Caso o formulário não seja preenchido, o evento será automaticamente cancelado.
🔴重要: このミートアップに参加したい場合は、こちらのフォーム [http://tiny.cc/mupyesfmat](http://tiny.cc/mupyesfmat) に記入してください。毎回のミートアップでフォームに記入がない場合、イベントは自動的にキャンセルされます。
-Multilingual Open Discussion on the Future of Artificial Intelligence
-especially talk about AGI risk
-CCSP cafe
### Open Multilingual Discussion on the Future of AI
Artificial Intelligence is advancing rapidly.
Many experts believe **Artificial General Intelligence (AGI)** — AI that could outperform humans in most intellectual tasks — may emerge within decades, or possibly sooner.
This raises important questions:
* Could AGI bring major scientific progress and prosperity?
* What risks might arise if powerful AI systems are not aligned with human values?
* How should society prepare for such transformative technologies?
Researchers and organizations such as the Future of Life Institute and the Machine Intelligence Research Institute study these issues under the fields of **AGI risk** and **AI alignment**.
Yet these discussions often remain limited to experts.
This event aims to **open the conversation to everyone**.
***
## Event Concept
**AGI Risk São Paulo** is an informal in-person gathering where people from different backgrounds discuss the future of AI.
You do **not** need to be an expert.
Participants may include:
* Engineers and researchers
* Entrepreneurs and students
* Artists and philosophers
* Curious beginners
* Anyone interested in the future of humanity and technology
The goal is **dialogue**, not lectures.
***
## Multilingual Discussion
To reflect São Paulo’s diversity, discussion may take place in multiple languages:
* Portuguese
* English
* Japanese
* Spanish
Participants are encouraged to switch languages freely.
***
## Possible Topics
* What is AGI and how close are we?
* AI safety and alignment
* The long-term future of humanity
* Governance and regulation of AI
* Economic and social impacts of advanced AI
No prior knowledge is required — **curiosity is enough**.
***
**Location:** São Paulo
**Format:** Informal in-person discussion
**Languages:** Multilingual
**Level:** Beginner friendly
If you are curious about the future of AI,
**join the conversation.**
***
### Discussão Aberta Multilíngue sobre o Futuro da IA
A Inteligência Artificial está avançando rapidamente.
Muitos especialistas acreditam que a **AGI (Artificial General Intelligence)** — uma IA capaz de superar humanos na maioria das tarefas intelectuais — pode surgir nas próximas décadas, ou até antes.
Isso levanta questões importantes:
* A AGI poderá trazer grande progresso científico e prosperidade?
* Que riscos podem surgir se sistemas de IA muito poderosos não estiverem alinhados com valores humanos?
* Como a sociedade deve se preparar para tecnologias tão transformadoras?
Pesquisadores e organizações como a Future of Life Institute e a Machine Intelligence Research Institute estudam essas questões nos campos de **AGI risk** e **alinhamento de IA**.
No entanto, essas discussões muitas vezes ficam restritas a especialistas.
Este evento quer **abrir essa conversa para todos**.
***
## Conceito do Evento
**AGI Risk São Paulo** é um encontro presencial e informal para discutir o futuro da IA.
**Não é necessário ser especialista.**
São bem-vindos:
* Engenheiros e pesquisadores
* Empreendedores e estudantes
* Artistas e filósofos
* Iniciantes curiosos
* Qualquer pessoa interessada no futuro da humanidade e da tecnologia
O objetivo é **diálogo**, não palestras.
***
## Discussão Multilíngue
Para refletir a diversidade de São Paulo, a conversa pode acontecer em vários idiomas:
* Português
* Inglês
* Japonês
* Espanhol
Os participantes podem alternar idiomas livremente.
***
## Possíveis Temas
* O que é AGI e quão perto estamos dela?
* Segurança e alinhamento da IA
* O futuro de longo prazo da humanidade
* Governança e regulação da IA
* Impactos econômicos e sociais da IA
Não é necessário conhecimento prévio — **basta curiosidade**.
***
**Local:** São Paulo
**Formato:** Encontro presencial informal
**Idiomas:** Multilíngue
**Nível:** Aberto para iniciantes
Se você tem curiosidade sobre o futuro da IA,
**venha participar da conversa.**
contact Hiro [https://wa.me/5511982562567](https://wa.me/5511982562567) ( [https://AGI-risk.org](https://AGI-risk.org) ) [mtzhiro@gmail.com](maitlto:mtzhiro@gmail.com)
PHPSP Pub
O **PHPSP Pub** é o *evento mais antigo* da comunidade e acontece no ***formato*** ***presencial*** há mais de 10 anos sempre na **segunda quinta-feira do mês** com a proposta de reunir a descontração de um pub e o conhecimento da comunidade.
Que tal reunir PHP, bebida gelada e comida boa em um só lugar?
**FORMATO**
A gente bota cerveja (não alcoólica também vale), opinião e muito conhecimento na mesma roda de discussão. Agile, DevOps, mercado de TI, novidades, respeito ao próximo e obviamente muito PHP são postos para discussão, para todo mundo interagir, tirar dúvidas e espalhar conhecimento.
**AGENDA**
- *19h às 20h* – Networking
- *20h às 22h* – Anúncios (eventos e vagas) e Dinâmica Sharkbowl
- *22h às 22h15* – Encerramento oficial do evento
- *22h15 em diante* – Papo descontraído com a galera que ainda estiver no local e/ou continuação da dinâmica caso o pessoal achar interessante.
**FAÇA PARTE DA COMUNIDADE NO SLACK**
Não deixe de participar da nossa comunidade no Slack em [bit.ly/vem-pro-slack-phpsp](https://bit.ly/vem-pro-slack-phpsp) que hoje conta com mais de 2.000 pessoas - espalhadas não só pelo Brasil mas pelo mundo todo - dispostas a ajudar uns aos outros!
**FEEDBACK**
Para nós, é muito importante saber como foi a experiência de participar do PHPSP Live. Nos esforçamos ao máximo para entregar o melhor evento para vocês, mas podemos melhorar sempre! E, para isso, contamos com o seu importante feedback.
**CONTATO/DÚVIDAS**
E-mail: [contato@phpsp.org.br](http://contato@phpsp.org.br/)
Twitter: [@phpsp](https://twitter.com/phpsp)
Com carinho, a comunidade! :)
K-Bar - Restaurante Coreano e karaoke
K-Bar - Restaurante Coreano e karaoke
Karaoke
https://www.instagram.com/kbar.karaoke?igsh=MXhyNXYxZXJncmpxeQ==
Valor da entrada R$ 30,00
Cardápio no link abaixo:
[Cardápio K-Bar](https://t9011224999.p.clickup-attachments.com/t9011224999/26714089-142d-4f42-ad1b-58c4eea00f95/Cardapio_KBAR_197x270mm%20IMPRESSAO.pdf.pdf?view=open&fbclid=PAZXh0bgNhZW0CMTEAc3J0YwZhcHBfaWQPNTY3MDY3MzQzMzUyNDI3AAGnxFAeKHr5Edyzpw0PXOy9FLAk85LeQiuCGy8k4vNAR2KYUpwCKt5Daock-Vw_aem_vVX9wdBds0Oj6OGDxRg25w)
Reserva de mesa até às 20hs
Comanda individual
Horário do host 18:30hs às 00:00hs
HOST: Ronaldo
*xxxxxxxxxxxxxxxxxxxxx*
*É novo no grupo? Quer saber mais sobre o evento (local de encontro, quem será o anfitrião, entre outros detalhes)?*
Entre no nosso grupo do WhatsApp para receber todas as informações !!!: [WHATSAPP SOCIALIZANDO](https://chat.whatsapp.com/KNU4HX38Blt8HnWKw7kzQv) *ou* [INSTAGRAM SOCIALIZANDO](https://www.instagram.com/socializandoemsp/)
*xxxxxxxxxxxxxxxxxxx*
Caminhada noturna no Ibirapuera
Nos encontraremos no Portão 6 do Parque Ibirapuera, às 19h (tolerância até 19:15h) para uma caminhada noturna. Caminhar a noite e ter o ar refrescante no rosto, sem muita muvuca, é a meta. Nossa expectativa é dar de 1 a 2 voltas no parque. Após a caminhada, dependendo do grupo podemos fazer um happy hour pela redondeza. Caso você queira vir para outra atividade, como andar de bike, patins, fique a vontade.
Caso queira se juntar ao grupo, me mande mensagem no Whatsapp (11) 97519-4584 (Taty)
We will meet at Gate 6 of Parque Ibirapuera at 7:00 PM (with a 15-minute grace period until 7:15 PM) for a night walk. The goal is to enjoy a refreshing evening breeze with a calm and relaxed atmosphere. We plan to complete 1 to 2 laps around the park. After the walk, depending on the group, we may have a happy hour nearby. If you prefer to join for another activity, such as cycling or rollerblading, feel free to do so.
If you would like to join the group, please send a message on WhatsApp to (11) 97519-4584 (Taty).
***
Data Science using Python Events Near You
Connect with your local Data Science using Python 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: In this session, we will explore the concept of hyperdimensional computing (HDC), a brain-inspired method of computing. We'll begin by talking about neurons and the brain. Through simple Python examples we’ll dive into HDC and answer: What it is? How does it work? And, how does it learn? We will review how other researchers have applied HDC and demonstrate how it can be used for solving cybersecurity tasks. Where deep learning fails, HDC excels. No supercomputer? No problem. HDC offers interpretability, low energy requirements, robustness to errors, online learning, on-device learning, and more. By pushing the difficult calculations into the embedding process, learning becomes a cinch. By the end of this talk, attendees will have everything they need to teach their own hyperdimensional computing models.
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
CBusData - Highlights and Hidden Gems in SQL Server 2025
Highlights and Hidden Gems in SQL Server 2025
With so much emphasis on cloud data platforms and AI these days, SQL people can feel left behind by all the marketing hype. SQL Server 2025 was officially released in November of 2025, though, and contains a ton of improvements that will make our SQL Server deployments a bit faster, better, and more secure. There are even more improvements tucked into the release that never made a marketing blog or press release that you'll likely be learning about for the first time in this session!
Join this session to learn about what makes your high availability a little more available, your performance a bit more performant, and your database more developer and app-friendly. Come spend an hour with SQL people talking SQL Server 2025 – the good, the "not quite ready for prime time", and the hidden awesomeness.
DoJo (Informal Python Meeting)
**Latest Dojo Location!**
**Knotty Pine Brewing**
1765 W 3rd Ave,
Columbus, OH 43212
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 speakers for our Monthly Meetups! Fill out the form if you are interested in presenting to the Python Community.
https://forms.gle/ehSfUAC2WgR34Crq9
DoJo (Informal Python Meeting)
**Latest Dojo Location!**
**Knotty Pine Brewing**
1765 W 3rd Ave,
Columbus, OH 43212
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 speakers for our Monthly Meetups! Fill out the form if you are interested in presenting to the Python Community.
https://forms.gle/ehSfUAC2WgR34Crq9
Odoo Business Show - Columbus, OH
Where innovation meets practicality. Join us in **Columbus, OH** for our **immersive event** featuring dynamic, audience-driven demonstrations showcasing the groundbreaking features of our software.
We'll cover a wide range of topics, from Manufacturing and Accounting to Inventory Management, Sales/CRM, and eCommerce, as we **delve into the capabilities of Odoo 19**. Discover how it can transform your business processes and support your journey towards digital transformation!
Attend for FREE -[ ](https://www.odoo.com/r/dKG)**[Register now!](https://www.odoo.com/r/QU4)**
For any inquiries, feel free to reach out to us at ellee@odoo.com
Odoo Accounting Academy - Columbus, OH
Odoo Academy is a series of **one-day**, **FREE training** sessions where participants can learn directly from our **seasoned experts**. Master a specific **Odoo application** or delve into **industry-specific** functionalities.
Join us in our **Columbus, OH** for hands on training in Odoo's Accounting app and take your business to the next level!
Training will be given in **ENGLISH**. Lunch is **included**.
Participants must bring their **OWN laptop** for the practical exercises.
For any inquiries, feel free to reach out to us at ellee@odoo.com.
[Register Here Now! ](https://www.odoo.com/r/8yd)**[\[](https://www.odoo.com/r/gO9)Limited Seats Available!]**
Data & Analytics Wednesday - Learning from Everyday Data
**Practical Curiosity: Learning from Everyday Data**
How do we actually get better at utilizing our day-to-day data? Fancy dashboards and complex models might look nice and draw attention, but that’s not where most of us spend our time. In fact those shiny outputs frequently sit unused, while the real insights are drawn from the analyst’s daily practice.
Sometimes it’s as simple and as powerful as noticing that a segment is shrinking, a channel is underused, or certain links keep getting all the clicks. There’s many different places that the spark of insight can come from, but you have to keep your head in the data and know where to look.
In this session, we’ll explore real-world examples of how segmentation, testing, and click behavior can uncover practical digital marketing opportunities. You’ll leave with inspiration for your own use cases, along with a few simple ways to ask better questions, spot meaningful patterns, and make smarter decisions without overcomplicating it.
**About Our Speaker:**
[Elaine Armbruster](https://www.linkedin.com/in/elainearmbruster/) is a Director of Digital Experience at the [American Diabetes Association](https://diabetes.org/), where she focuses on using data and insights to create smarter, more effective digital experiences. A lifelong Columbus resident, she has built her career in email marketing and the broader digital user journey, and is finding she most enjoys working in the messy middle where systems, data, and big ideas don’t quite line up yet.
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)

















