Business Analytics

**SignUps on [LUMA](https://luma.com/wf99go3k) Only** [https://luma.com/wf99go3k](https://luma.com/wf99go3k) Hi PyLadies Berlin! In this members' talks evening held in-person and online, we will have an introduction from our sponsor Blacklane and some very insightful talks 🥳 **💡Erica Wolf - Queer coding** There are different meanings of Queer Coding. I will focus on the meaning grounded in Critical Theory and how Python, specifically, addresses this idea. **Level:** Experience of Python is not required 👩‍💻 Erica Wolf is a transgender woman, who escaped the political Dystopia of the USA in 2023. She has been writing Python for 20+ years and got to go through a painful transition from 2.7 to 3.X (I still always format my PRINT and RETURN statements wrong). She got an MS in Geographical Information Science (Make maps with computers) in the USA Currently, she is a Mentor/Coach for FLINTA people who have found themselves as leaders in Tech Startups. **💡Lisa Johannsen - Crypto Bot** She will introduce my CryptoBot project, which combines real-time data processing, machine learning, and scalable system design. By comparing historical price data with live streaming data, the model predicts price movements and determines whether to buy or hold. **Level:** Intermediate Developer 👩‍💻 Lisa Johannsen is a Diplom Engineer from Berlin working as a Data Engineer. She enjoys building reliable and scalable data systems, while finding the right balance between automation, trust in data, and human expertise. For her, the best data solutions come from combining solid engineering with critical thinking and real-world context. **💡Maya Öykü Gümüs - Navigating Technical Interviews: Lessons From Both Sides** ​In this talk, I share my journey from being a tech candidate and an interviewer, offering a behind-the-scenes perspective on the hiring process in 2026. Drawing from experiences on both sides of the table, I’ll break down how technical interviews are structured today, what companies are really evaluating, and how expectations have evolved. Attendees will gain practical insights into modern tech hiring trends, common pitfalls, and how to approach interviews with greater clarity and confidence—whether as candidates or future interviewers. ​ ​**Level:** Experience of Python is not required ​ ​👩‍💻 Speaker introduction ​ ​\*\*[✨](https://emojipedia.org/sparkles/) Blacklane\*\* our wonderful host. *** ​📆 Agenda ​18h30 Doors open ​19h10 Community Announcements ​19h20 Welcome from our sponsor ​19h30 **Erica Wolf - Queer coding** ​19h40 **Lisa Johannsen - Crypto Bot** ​20h20 Short break ​20h30 **Öykü Gümüs - From Candidate to Interviewer: Understanding Tech Hiring in 2026** ​21h00 Networking ​21h30 See You Next Time! :D *** ❓ Can men attend ❓ Everyone is welcome. :) If you identify as someone well-represented in open source and in tech, please be mindful of the space and privileges you have, and use it to support others. [🎥](https://emojipedia.org/movie-camera/) This hybrid event will be streamed on YouTube [https://www.youtube.com/@PyLadiesBerlin](https://www.youtube.com/@PyLadiesBerlin) 🍕 There will be food and drinks (with vegetarian and vegan options thanks to our sponsor) 🤝 By attending our online event, you agree to the PyLadies Code of Conduct: https://www.pyladies.com/CodeOfConduct/ 📧 Contact Interested in speaking at one of our events? Have a good idea for a Meetup? Get in touch with us at berlin@pyladies.com 💬 Find us on the PyLadies Global workspace: 1. https://slackin.pyladies.com enter your email address. * Accept the email invitation 2. Go to workspace https://pyladies.slack.com 3. Join channel #city-berlin, #germany, #jobs-europe

Pojďme se pravidelně potkávat a sdílet zkušenosti z Power Platformy, co nás na ní baví, co nás trápí a co nového zajímavého přichází. A pokud už nám to někde reálně běží, pochlubme se, jak to funguje nebo nefunguje. Témata jsou primárně Power Automate, Power Apps, Power Pages, Power BI, Copilot Studio, Dynamics 365 a Dataverse. Budeme rádi i za méně pokročilé příspěvky, protože většinou jsme velmi hluboko v technických detailech. **Lokalita:** Fyzicky v Microsoftu v Praze Vyskočilova 1561/4a, Praha 4, 140 00 Místnost Morava Případně online na [https://ppug.community/stream](https://ppug.community/stream) **Jazyk:** čeština **Agenda:** [https://ppug.community/agenda](https://ppug.community/agenda) **Přihlašte vlastní příspěvek:** [https://ppug.community/sessions](https://ppug.community/sessions) **Link na stream:** [https://ppug.community/stream](https://ppug.community/stream) **Občerstvení:** Bagety **Úroveň:** 100-300 Tak si prosím naplánujte čas ve svých kalendářích a přijďte, pokud bude chuť a čas, tak si po meetupu určitě můžeme sednout na pivo.

Ranking zeigt, auf welchem Platz deine Webseite in der Suchmaschine steht und wie gut sie im Vergleich zu anderen Webseiten abschneidet. Es zeigt, wie sichtbar deine Webseite ist, wenn Menschen nach den Themen oder Angeboten suchen, die du hast. Eine gute Platzierung bedeutet, dass mehr Leute deine Seite finden und anklicken. Wenn also deine Webseite ein gutes Ranking hat, halten Suchmaschinen sie für wichtig und zuverlässig zu bestimmten Themen. Oliver Mösing, Betreiber von [DREIDREIEINS](https://331.de/) ↗, Mitinhaber der Kreativagentur [kowerk](https://kowerk.de/) ↗ sowie Mitorganisator von [WordPress Meetup Potsdam](https://www.meetup.com/de-de/wpmeetup-potsdam/) ↗ zeigt uns anhand anschaulicher Praxisbeispiele, wie man durch technische Suchmaschinenoptimierung auffällige Suchergebnisse erzeugt. ... Alle dürfen bei unseren [WordPress-Meetups](https://wpdrs.de/) ↗ kostenfrei teilnehmen, unabhängig von den Vorkenntnissen, der Ausbildung, dem wirtschaftlichem oder finanziellem Hintergrund oder aus irgendwelchen anderen Kriterien. ... TREFFPUNKT: [Sächsische Landesbibliothek – Staats- und Universitätsbibliothek Dresden (SLUB)](https://www.slub-dresden.de/) ↗ Zellescher Weg 18 01069 Dresden ➡️ Gruppenraum 0.46 (in der Ebene 0); siehe [3D-Gebäudeplan](https://3d.slub-dresden.de/viewer?p=3&b=5&f=11&c=8939&l=3003&lang=de) ↗ (Der zutreffende Gruppenraum für unseren Treff in der SLUB wird hier noch rechtzeitig vorher bekanntgegeben.) ... EINSCHRÄNKUNG: Max. 12 Personen ... HINWEISE Die Teilnahme an unserem WordPress-Meetup ist kostenlos. Es gelten hierbei unsere [Regeln](https://wpdrs.de/ueber-uns/regeln/) ↗ ... CODE OF CONDUCT Als WordPress Meetup verpflichten wir uns den Code of Conduct (sprich: unsere "Verhaltensregeln") einzuhalten. [Diese findest du hier](https://wpdrs.de/ueber-uns/regeln/verhaltenskodex/) ↗. ... VERWEISE • [Unsere Webseite](https://wpdrs.de/) ↗ • [Wir bei Linkedin](https://www.linkedin.com/company/wordpress-meetup-dresden/) ↗ • [Wir bei Mastodon](https://mastodon.social/@wpdrs) ↗ • [Nützliche Links](https://wpdrs.de/linksammlung/) ↗

Frameworks, Patterns und Deployment-Modelle – oft steht die Architektur eines Systems schon fest, bevor überhaupt klar ist, was es leisten muss. Aber was, wenn wir den Spieß einfach umdrehen? In diesem Meetup decken wir auf, wie Architektur organisch aus den echten Qualitätszielen eines Systems entstehen kann. Stefan Priebsch zeigt, wie "Domain-Driven Architecture" funktioniert und warum wir uns nicht länger in voreiligen technologischen Sackgassen verrennen sollten. Aber damit nicht genug: Auch in der KI-Welt stoßen wir an harte Grenzen. LLMs sind zwar die aktuellen Stars am Tech-Himmel, aber ihre klassischen Transformer-Modelle fressen Speicher und sprengen bei langen Sequenzen schnell das Budget. Anastasia Hort nimmt uns mit in die Zukunft und erklärt, warum „Liquid Foundation Models“ (LFMs) der nächste logische Schritt sind. Was wäre, wenn neuronale Netze so flexibel wie biologische Systeme und so effizient wie klassische Differentialgleichungen arbeiten könnten? Sei dabei, wenn wir hinter die Kulissen blicken und die Evolution von zukunftssicheren Softwarearchitekturen und der nächsten KI-Generation beleuchten. **\*\*\* Agenda \*\*\*** 17:30 Uhr \| Doors open\. Schnapp' dir Snacks & Getränke\. 17:45 Uhr \| Welcome & Intro 18:00 Uhr \| Liquid Foundation Models: Jenseits klassischer LLMs \- Anastasia Hort 18:45 Uhr \| Domain\-Driven Architecture \- Stefan Priebsch 19:30 Uhr \| GetTogether Wir sind Partner der ROSIK. **\*\*\* Unsere Vorträge \*\*\*** **Liquid Foundation Models: Jenseits klassischer LLMs - Anastasia Hort** LLMs haben in wenigen Jahren unsere Art zu arbeiten, zu programmieren und zu kommunizieren grundlegend verändert. Während manche sie skeptisch betrachten und andere sie nahezu vergöttern, suchen viele nach Wegen, ihr Potenzial effizient auszuschöpfen. Doch klassische Transformer-Modelle stoßen zunehmend an ihre Grenzen: Die quadratische Komplexität der Attention und der speicherintensive KV-Cache machen die Verarbeitung langer Sequenzen extrem kostspielig. Was wäre, wenn neuronale Netze so flexibel wie biologische Systeme und zugleich so effizient wie klassische Differentialgleichungen sein könnten? In diesem Vortrag werfen wir einen Blick auf eine neue Modellgeneration: Liquid Foundation Models (LFMs). Wir analysieren den Paradigmenwechsel von statischen Gewichten hin zu dynamischen, zeitkontinuierlichen Systemen. **Domain-Driven Architecture - Stefan Priebsch** Häufig entsteht Architektur sehr früh durch technologische Entscheidungen, etwa durch die Wahl von Frameworks, Architekturstilen oder Deployment-Modellen. Doch was wäre, wenn wir diesen Prozess umkehren würden? Wenn Architektur lediglich aus den Qualitätseigenschaften eines Systems hervorgeht und sich evolutionär weiterentwickelt? In diesem Vortrag wird Domain-Driven Architecture vorgestellt, ein neues, leichtgewichtiges Vorgehensmodell. Es ist von Domain-Driven Design inspiriert und dessen Prinzipien werden gezielt auf architektonische Entscheidungsprozesse übertragen. Dabei steht nicht nur die Modellierung im Vordergrund, sondern die bewusste Gestaltung einer langlebigen Architektur mit kurzlebigen Implementierungen, die sich anhand konkreter Schwellenwerte weiterentwickeln. Anhand realer Projektbeispiele lernen wir, wie das in der Praxis funktioniert. So entsteht eine Architektur, die gezielte und kontrollierte Veränderungen ermöglicht, ohne durch technologische Festlegungen frühzeitig eingeschränkt zu werden. Der Vortrag richtet sich an alle, die Architektur als evolutive Disziplin verstehen wollen, also als etwas, das bewusst entworfen, kontinuierlich bewertet und weiterentwickelt wird, während sich Domäne und Anforderungen stetig verändern. **\*\*\* Unsere Speaker \*\*\*** **Anastasia Hort** ist Software Engineer bei QAware. In ihrer Masterarbeit beschäftigte sie sich mit Data Science und vertiefte dabei ihr Interesse an datengetriebenen Methoden und Machine Learning. Besonders fasziniert sie, wie Modellierung und Algorithmen helfen können, Ordnung in komplexe, unsichere Systeme zu bringen. In ihrer Freizeit näht sie gerne und liebt es, aus einem simplen Stoffstück mit Kreativität und eigenen Ideen etwas Einzigartiges zu erschaffen. **Stefan Priebsch** ist Berater für Software-Erfolg. Mit über 30 Jahren Erfahrung als Berater, Coach, Trainer, Universitätsdozent und Keynote-Speaker hilft er Unternehmen dabei, komplexe Software in vorhersehbaren Geschäftswert umzuwandeln. Er hat einen Abschluss in Informatik, ist Erfinder von zwei Patenten und Autor mehrerer Fachbücher. Er hält regelmäßig Vorträge auf internationalen Konferenzen, wo er konventionelles Denken hinterfragt und Unternehmen dabei hilft, nachhaltige, weiterentwickelbare Systeme aufzubauen. Stefan ist bekannt dafür, architektonische Klarheit mit geschäftlicher Wirkung zu verbinden. Dabei konzentriert er sich auf Softwarearchitektur, domänengetriebenes Design und entscheidungsorientierte Transformation, um Technologie mit strategischen Zielen in Einklang zu bringen.

**Tatry AI Community #1: Čo mi AI zmenilo v práci** Prvé stretnutie novej AI komunity pri Tatry IT! AI sa vyvíja tak rýchlo, že sledovať všetko sám je nemožné. Preto sme sa rozhodli stretávať sa pravidelne a zdieľať, čo funguje, čo nie a čo sa oplatí vyskúšať. **Čo nás čaká:** 🎯 Téma: **Čo mi AI zmenilo v práci** Každý v 2-3 minútach ukáže jeden AI nástroj alebo workflow, ktorý reálne používa. Žiadne "slajdy", žiadna príprava — stačí otvoriť notebook a ukázať. Ak ešte nič nepoužívaš, nevadí — príď sa inšpirovať. 📋 **Program**: • Rýchle zoznámenie — kto si a čo robíš (10 min) • "Čo mi AI zmenilo v práci" — ukážky a diskusia (40-50 min) • Organizačné — dohodneme formát a témy na ďalšie stretká (15 min) • Voľná diskusia a networking 🍺 👥 Pre koho to je: Pre každého, kto AI používa v práci alebo sa chce naučiť — developeri, DevOps, projekťáci, dizajnéri, jednoducho ktokoľvek z IT kto je zvedavý. Nič nemusíš vedieť dopredu. Stačí prísť. Zaregistruj sa [tu](https://docs.google.com/forms/d/e/1FAIpQLScZR48BMmjZIMcc2rfJqIeRgSswvTQESiAa_VlojNFYxfaJHA/viewform?usp=publish-editor). Zaujíma Ťa niečo konkrétne, alebo máš zaujímavú tému? Napíš nám ([community@tatryit.sk](mailto:community@tatryit.sk)). Tatry IT Team Eventy organizujeme v spolupráci s [Coworking Poprad](https://coworkingpoprad.sk/).

**SignUps on [LUMA](https://luma.com/wf99go3k) Only** [https://luma.com/wf99go3k](https://luma.com/wf99go3k) Hi PyLadies Berlin! In this members' talks evening held in-person and online, we will have an introduction from our sponsor Blacklane and some very insightful talks 🥳 **💡Erica Wolf - Queer coding** There are different meanings of Queer Coding. I will focus on the meaning grounded in Critical Theory and how Python, specifically, addresses this idea. **Level:** Experience of Python is not required 👩‍💻 Erica Wolf is a transgender woman, who escaped the political Dystopia of the USA in 2023. She has been writing Python for 20+ years and got to go through a painful transition from 2.7 to 3.X (I still always format my PRINT and RETURN statements wrong). She got an MS in Geographical Information Science (Make maps with computers) in the USA Currently, she is a Mentor/Coach for FLINTA people who have found themselves as leaders in Tech Startups. **💡Lisa Johannsen - Crypto Bot** She will introduce my CryptoBot project, which combines real-time data processing, machine learning, and scalable system design. By comparing historical price data with live streaming data, the model predicts price movements and determines whether to buy or hold. **Level:** Intermediate Developer 👩‍💻 Lisa Johannsen is a Diplom Engineer from Berlin working as a Data Engineer. She enjoys building reliable and scalable data systems, while finding the right balance between automation, trust in data, and human expertise. For her, the best data solutions come from combining solid engineering with critical thinking and real-world context. **💡Maya Öykü Gümüs - Navigating Technical Interviews: Lessons From Both Sides** ​In this talk, I share my journey from being a tech candidate and an interviewer, offering a behind-the-scenes perspective on the hiring process in 2026. Drawing from experiences on both sides of the table, I’ll break down how technical interviews are structured today, what companies are really evaluating, and how expectations have evolved. Attendees will gain practical insights into modern tech hiring trends, common pitfalls, and how to approach interviews with greater clarity and confidence—whether as candidates or future interviewers. ​ ​**Level:** Experience of Python is not required ​ ​👩‍💻 Speaker introduction ​ ​\*\*[✨](https://emojipedia.org/sparkles/) Blacklane\*\* our wonderful host. *** ​📆 Agenda ​18h30 Doors open ​19h10 Community Announcements ​19h20 Welcome from our sponsor ​19h30 **Erica Wolf - Queer coding** ​19h40 **Lisa Johannsen - Crypto Bot** ​20h20 Short break ​20h30 **Öykü Gümüs - From Candidate to Interviewer: Understanding Tech Hiring in 2026** ​21h00 Networking ​21h30 See You Next Time! :D *** ❓ Can men attend ❓ Everyone is welcome. :) If you identify as someone well-represented in open source and in tech, please be mindful of the space and privileges you have, and use it to support others. [🎥](https://emojipedia.org/movie-camera/) This hybrid event will be streamed on YouTube [https://www.youtube.com/@PyLadiesBerlin](https://www.youtube.com/@PyLadiesBerlin) 🍕 There will be food and drinks (with vegetarian and vegan options thanks to our sponsor) 🤝 By attending our online event, you agree to the PyLadies Code of Conduct: https://www.pyladies.com/CodeOfConduct/ 📧 Contact Interested in speaking at one of our events? Have a good idea for a Meetup? Get in touch with us at berlin@pyladies.com 💬 Find us on the PyLadies Global workspace: 1. https://slackin.pyladies.com enter your email address. * Accept the email invitation 2. Go to workspace https://pyladies.slack.com 3. Join channel #city-berlin, #germany, #jobs-europe

**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)

Join Voice Over Pros Of Ohio for an exciting morning of networking, and exploring opportunities in the world of voice acting. Whether you're a seasoned professional or just starting out, this event is perfect for expanding your network, learning how to start a VO business, and for honing your skills. Connect with fellow voice actors and VO experts, that will help you succeed in your voice over business. This event will feature discussions on professional development, entrepreneurship in the voice over industry, with tips for navigating the world of voice acting. Don't miss this unique opportunity to learn from others, collaborate with like-minded individuals, and take your voice over career to the next level. Join us Saturday, March 28, from 10am - 12pm and learn how to start or grow your voice over business. Let your voice be heard! The $10 fee covers refreshments and door prizes.

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.

Bring your business cards and network in person with other business professionals! Gold Star Referral Clubs is one of the most established professional networking organizations in the country, with multiple groups in central Ohio. Join us!

Is your business taking more of your time than you would like? [Rob Young](https://www.linkedin.com/in/cinci-robyoung/) principal at [Stage 3 Group](https://www.linkedin.com/company/stage-3-group/), hosts this workshop series and is the author of Stage 3 Success. * Provides a framework and a playbook for leaders of emerging businesses * Reviews business management tools and techniques for scaling and maturing a business * How to recognize and leverage stories hidden in financial statements * How to implement financial and operational controls and use leading indicators to spot trouble before it occurs * How to manage your time for maximum effect * How to deal with nonperforming employees * How to create standard operating procedures throughout your organization Four sessions will include two hours of content and an optional 90-minute hands-on lab. Reserve your spot via this link: https://clintonvilleba.com/calendar/#!event/2026/3/20/chaos-to-clarity-to-control ($200 for non-CABA members.)

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