Data Analytics

Best way to get a hold of us is on our [WhatsApp chat](https://chat.whatsapp.com/Kj63TzHIqYL5hPrRJolhyD), also great way to join a community of amazing like-minded people :) ***☀️🔥 BIG NEWS — We’re Dancing OUTSIDE All Weekend Long! 💃🕺🌴*** This weekend, instead of our usual Matinee Salsa Practice and Baila in the West locations, we’re teaming up to co-host an incredible FREE outdoor Latin dance event in the heart of the city! 📅 Saturday, May 30 & Sunday, May 31 🕑 2PM–7PM 📍 1 Eglinton Ave East (Yonge & Eglinton) 🎧 DJ Geronimo & DJ Magic spinning the hottest Salsa & Bachata hits all afternoon 💃 Dance Connexion performances & lessons 🌞 Amazing weather + outdoor dancing + incredible vibes = the PERFECT weekend Bring your friends, your dancing shoes, and your best energy — let’s fill the streets with music, dancing, and nonstop summer vibes all weekend long! 🔥✨ **FREE** for everyone — see you on the dance floor outside! 🙌

你有没有试过，让 AI 帮你解释 ETF、看一只股票、算退休，或者判断该不该提前还房贷？ 它说得很快。 也很像那么回事。 但理财最难的，常常不是看懂一个产品。 而是看清自己的约束：收入、家庭、税务、房贷、风险承受力，还有你晚上能不能睡得着。 这一场，我们继续用「AI 双面圆桌派」的方式，聊 AI + 理财。 我们会聊几个普通人真的会遇到的问题： * AI 能帮我们省下哪些查资料、做比较、读文件的时间？ * 为什么同样收入、同样资产的两个家庭，答案可能完全不同？ * AI 给出的投资观点，普通人可以怎么验证，而不是直接相信？ * 金融平台越来越智能之后，效率、推荐和用户保护之间怎么平衡？ * 当金融骗局从群发话术变成个性化关系，我们该如何提高警觉？ 这不是一场投资课。 也不会给个股推荐。 我们更想聊的是： AI 可以帮我们更快看懂信息，但它不能替我们承担后果。 ***嘉宾介绍*** **Melinda Hu, CFP** 加拿大 CFP 注册财务规划师，拥有 20 年中加税务与财富规划经验，专注小企业与家庭的税务及退休规划。她长期关注 AI 对财务规划行业的影响，也关注在技术快速变化的时代，人们如何重新理解财富、风险与安全感。 **Alex Luo** 资深 IT 软件架构师，15 年深耕云技术、AI 人工智能与科技金融行业。金融创业 5 年，致力于中产阶级财商教育和理财服务，关注 AI 在金融行业的应用和发展。 ***About Startup4Chinese*** Started in August 2017, Startup4Chinese's mission is to INSPIRE, EMPOWER, and CONNECT entrepreneurial minds not only among Chinese but beyond. We want to inspire your passionate entrepreneurship spirit, empower your brilliant startup idea, and connect you with your future reliable partner. We value Openness. We provide Pragmatic topics. We want to help you succeed! ***关于OneHub*** OneHub商业咨询是一家领先的加拿大咨询公司，提供商业咨询和顾问服务，帮助中小企业增长和成功。该公司以其战略咨询方面的专业知识而闻名，包括商业计划、市场研究、财务建模和数字化转型。创始人Eddie Lee有30多年企业实务经验，他注意到创业者常常面临相同的问题。OneHub团队，就是要为为初创企业或中小型企业遇到的问题提供全面解决方案。 ***About OneHub*** OneHub Business Consulting is a leading Canadian consulting company that provides business consulting and advisory services to help small and medium-sized enterprises grow and succeed. The company is known for its expertise in strategic consulting, including business planning, market research, financial modeling, and digital transformation. Founder Eddie Lee has over 30 years of practical experience in the corporate world and noticed that entrepreneurs often face similar problems. The OneHub team aims to provide comprehensive solutions for the issues encountered by startups or small to medium-sized businesses.

**🇨🇦 Guide Alex: Canada's National Food** What exactly is **“Canadian cuisine”**? 🇨🇦 Is it a cohesive tradition, or a blend of migration, climate, and trade? Let’s find out on our food tour. We’ll find ourselves in the heart of the city market, where farmers, butchers, bakers, and tourists all come together. **We’ll try a true Toronto favorite** that was born right here, among the market stalls. **What we’ll discuss:** · What “traditional” means in a young country · How food reflects the economy and resources · How immigration shapes the city’s taste · Why the market is becoming a laboratory of identity We recommend skipping breakfast at home—the tour will be delicious! **Price includes the tour + breakfast:** Peameal bacon sandwich (¼ portion) 🥪, Butter tart 🥧, Coffee ☕, Poutine 🍟🧀 📍 **Meeting point:** St. Lawrence Market 🎤 **Host:** Alex 🚶 **Format:** food tour, approx. 2 hours

🏏 RCB HAS REACHED THE IPL FINALS! ❤️💛 We’re hosting an IPL Finals Watch Party and would love for everyone to join us for an exciting evening of cricket, cheering, and fun! 🎉 📍 Venue: [https://maps.app.goo.gl/hF5bPKB7qmwjskGm8?g_st=ic](https://maps.app.goo.gl/hF5bPKB7qmwjskGm8?g_st=ic) 💵 Entry: $5 Please e-transfer to: [krishnaswamyswathi@gmail.com](mailto:krishnaswamyswathi@gmail.com) Let’s come together and support RCB in the finals! 🔥🏆

**Vancouver • North Vancouver • Whistler • Squamish • Vancouver Island (Victoria)** **Date:** May 31 – June 6, 2026 (7 days/ 6 nights) **Group Size:** Approx 30 people **Tour page:** https://funtours.ca/tour/best-of-british-columbia **Places We Will Visit:** * Vancouver City & Downtown * Stanley Park, Vancouver * Panoramic views from Downtown Vancouver * Gastown Steam Clock * Vancouver Lookout * Granville Island * Grouse Mountain * Capilano Suspension Bridge * Whistler Village * Whistler Peak-to-Peak Gondola * Squamish (Shannon Falls Provincial Park) * Victoria Island * Victoria Downtown * Butchart Gardens, Victoria **PRICING** **Per person, Double occupancy:** CA$ 2600 + Tax = CA$ 2938 (Flights, Hotels, Tours are included) **Per person, Single occupancy:** CA$ 3600 + Tax = CA$ 4068 (Flights, Hotels, Tours are included) **Only a $500 deposit** per person is required to secure your spot. Prices are subject to change at any time. **What’s Included** * 6 nights accommodation in a 3–4-star hotel (Excellent 8.6 rating) * 6 Continental breakfast * Round-trip flight to Vancouver (on Flair) * Airport Transfers * Accompanying Tour Guide * All transportation and sightseeing tours are by a comfortable coach bus **Your tour includes all of the following Ammission fees:** * Ferry to Victoria Island ($20 + tax) * Grouse Mountain admission ($80 + tax) * Capilano Suspension Bridge ($75 + tax) * Butchart Gardens ($42 + tax) * Whistler Peak-to-Peak ($160 + tax) * Vancouver Lookout ticket ($20 + tax) * Total Cost Included: $397 + BC taxes \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- If you have any particular questions about the tour details, you may text/call the "tour leader, Shamseddin" @ 647-671-6711, or leave a comment under this post. \*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\* **IMPORTANT NOTE:** \>\> RSVP in Meetup means you are "interested"\. You are NOT confirmed until you pay the deposit\. \>\> This event has been published on other meetups/platforms\. Some people book directly through the website without RSVPing for the meetup\. So\, the participant count displayed here may not be updated\. \*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\* Hope to see you on board :) Noushin **This tour is operated by: Toronto Fun Tours** 📧 Email: info@funtours.ca 📞 Phone: 416-477-2087 (Mon–Fri, 10 AM – 5 PM) 📱 WhatsApp: 416-477-2087 🌐**Web:** [https://funtours.ca/](https://funtours.ca/)

🌲🥾 **CROTHERS WOODS TRAIL HIKE & DAIRY QUEEN STOP** 🥾🍦 Real Trails, A Solid Climb & An Ice Cream Finish Toronto doesn’t have many *true* hiking experiences — but this is one of them. Join us for a more active, nature-focused walk through Crothers Woods, one of the city’s best spots if you’re looking for something that actually feels like a hike. This isn’t your typical flat city stroll. There are hills, forest paths, and a proper climb — especially at the end (Pottery Road 👀). But don’t worry… we’ve got a reward waiting. This is not a formal tour. It’s a social hike — a bit more effort, a bit more nature, and a great group to do it with. 📲 **Join Our WhatsApp Group:**[ Click here to join](https://chat.whatsapp.com/DRFTkxRlHS4B3IL1lMleUd) \*\*\* **🚶‍♂️ What We’ll Do** We’ll start at Broadview Station and head south along Broadview before making our way down Pottery Road into the Don Valley. From there, we’ll connect to the Don Valley trails and enter Crothers Woods, where we’ll hike through forested paths and take a short break along the way. After the hike, we’ll make our way back — finishing with the climb up Pottery Road (the final challenge 💪). And then… we reward ourselves with a stop at Dairy Queen for some well-earned ice cream. 🍦 We’ll end back near Broadview Station. \*\*\* 🌦️ **Weather & Expectations** This hike happens rain or shine. Please come prepared — trails may be muddy, and conditions can vary. This is a slightly more challenging walk than most of our events: ✔️ Uneven trails ✔️ Some hills ✔️ One bigger climb at the end Good footwear is important. Also — this is NOT a guided or historical tour. It’s about movement, nature, and being social. \*\*\* 🧢 **Meetup Details** 📍 Meetup Location: Outside Broadview Subway Station 🫎 I’ll be wearing my Moose Hat ⏰ Meetup Time: 11:00 AM I will only wait 5 minutes. Early is on time. On time is late. We’ll head out promptly. End Point: Broadview Subway Station \*\*\* 🎟️ Meetup Fee: $5 cash in person or e-transfer to 📧 \*\*[mathewmaclean@hotmail.com**](http://mathewmaclean@hotmail.com%2A%2A/) This helps support the group and allows us to keep hosting events like this. Thank you for supporting community! 💖 \*\*\* 🎒 **What to Bring** Water Good hiking/walking shoes (important!) A snack Weather-appropriate clothing (trail-ready 🌧️🌿) Optional: cash/card for ice cream 🍦 **Please also use the washroom before arriving, as stops are limited.** \*\*\* 🌈 **Who Is This For?** This group is open to anyone who wants to be social and make friends — whether single or not. **We also host:** 🎬 Movies 🚶 Walks & hikes 🎭 Arts & culture outings 🍽️ Restaurant gatherings There’s always something happening. \*\*\* **REMEMBER:** You’re welcome to just show up on the day if you’re unsure about your schedule. And as always, sometimes plans shift and events may need to be canceled — please keep an eye on updates. \*\*\* 👤 Organizer: Mathew Questions? Post on the event wall or email 📧 [torontomoviesandoutings@hotmail.com](mailto:torontomoviesandoutings@hotmail.com) Come for the trail. Stay for the challenge. Leave feeling like you actually *earned* that ice cream. 🍦🌲✨

🌶️✨ AZÚCAR Latin Social Night ✨🌶️ Join us on May 30 \| 3473 Lake Shore Blvd West Message here for Eventbrite Ticket Link Tickets: $10 Come enjoy The Latin Experience ✨ We’re excited to introduce our new menu tastings—featuring our Colombian Empanadas, made with love by our very own Colombian Chef Manuela 🇨🇴❤️ Get ready for a night filled with: 💃🏽 Dance 🎧 DJ All Night 🎶 Latin music & vibes 🍴 Delicious Latin-infused bites 🔥 A beautiful community experience 🍷 Licensed Bar 💵 $10 Cover (Includes 1 Drink Ticket) Your Night of Latin Fun starts at: 🕗 8:00 PM – Doors Open 🕣 Salsa Lesson with Antonio at 8:30 PM ⏰ Social Dancing until 2:00 AM 🎟️ Get your tickets now — experience the culture with us 🤍 📍 3473 Lake Shore Blvd West, Etobicoke Let’s celebrate Latin culture, movement, and that feeling that only music can give. Azúcar . . . because life should be sweet 💃🏽🕺🏽✨ Contact the venue for any questions: www.abanicodance.com

Please join us and support our Legion #82 this coming Saturday night and make plans to dance the night away!

I think we're ready to start this group's running season! 5K every week till the snows come down! Or try to! This seems like a good Sunday to start as the temperature and sunlight should all be moderate. Also, plenty of time to prepare with stretch and strength if you haven't run since last year! BTW, I've learned there is a lot of benefit to starting with slow jogging - rather than walking. Please look that up, if you are slow - like me - and want to improve your endurance, consistency, aerobic and anaerobic capacity. We'll meet by the track. I'll be there early to warm up. We will start the 5K exactly at 9:30am. As mentioned in the About Us, * Using the park track we can all go at our own pace and never really be left behind unless we all finish way ahead of you. :D I think an hour is enough time to dedicate to the run. I'm pretty slow, so you will likely have me around for most of the hour. * Members are free to leave the run whenever they want. * Bring your kids, your pets, your partners, etc. * All encouraged to stick around afterwards and enjoy the park or neighbourhood on your own. * Let's get stronger, healthier and foster a great community at the same time. * As part of our kick-off, I am open to heading off to get some brunch on the Danforth afterwards, if anybody is interested! Lots of great options there! We also welcome runners who are not in our neighbourhood and want to join us spiritually and run from their own neighbourhoods. :-) Imagine how much healthier and communal the world would be if we all stopped for an hour once in a while to run together; re-centring and re-charging together?

7.30pm-10.30pm Social Dance Usually more than 50 people join us for a fun Salsa/Bachata night. The best way to end the weekend! You don't need to have a partner or be an experienced dancer. We provide two classes for beginner level and intermediate level. ◾When You Arrive ◾ - Sanitize your hands before entering the dance studio & in between dances, please - Do not come to dance if you show any symptoms of cold/flu ◾ Drop in : $15 ◾ * Every Sunday * 📍39 Glen Cameron Road, unit #1 Thornhill, Ontario From: 7.30 - 10.30 pm Cover fee: $15 at the door We will also be hosting two free salsa lessons and a bachata lesson: (it's included) *6.30pm-7.30pm Bachata L1 by Estephan [small room] *6.30pm-7.30pm Salsa by David [large dance studio] *7.30pm-10.30pm Sunday Social Dancing [large dance studio] * Music: Mostly Salsa & Bachata, some Merengue and a few Cha Cha and Kizomba. Come out and enjoy the night away! * Usually, more than 50 people are attending this social, and people switch partners, so you don't need to bring a partner. 647-504-9876

Ready to add more fun, movement, and connection to your week? Come join our group dance classes at [Access Ballroom](https://studioaccessballroom.com/)! We have classes **every day except Tuesday**—that’s Monday, Wednesday, Thursday, and Friday at 7:50pm, and Weekends at 3:40pm. Visit our [Monthly Calendar](https://studioaccessballroom.com/class-schedule/) to view the group class Schedule. To sign up you can also download our APP that is in both the Google Play store and the Apple Store. Just look up Access Ballroom. Whether you’re a total beginner or already have some moves, you’ll fit right in! We always have multiple teachers on hand to guide every level, so everyone gets the attention they need. Our amazing environment and welcoming atmosphere are what make us one of Toronto’s premier Latin and Ballroom studios—and it’s why we have the most Google reviews in the city! Don’t just take our word for it—come experience the energy, laughter, and community for yourself. We can’t wait to see you on the dance floor!

Bring your favorite board game or join in with the ones we have! ☕ Please support the café by purchasing coffee/snacks, as they’re kindly providing us the space. Let’s have a fun game night! 🎉

**Paddle, Laugh & Meet New People 🚣‍♀️** Looking for a more active, outdoorsy way to meet singles this spring? **Celebrate Asian Heritage Month with an outdoor singles social featuring dragon boating, teamwork, and new connections. Beginner-friendly!** **When:** Sunday\, May 31\, 2026 \| 10:00am – 1:00pm **Where:** Sunnyside Pavilion (1755 Lake Shore Boulevard West) **Tickets:**[ ](https://www.eventbrite.ca/e/toronto-dating-hub-may-dragon-boat-experience-singles-social-tickets-1988492050251?aff=meetup)[\[Buy Here\]](https://www.eventbrite.ca/e/toronto-dating-hub-may-dragon-boat-experience-singles-social-tickets-1988492050251?aff=meetup) **(must buy ticket from website - RSVP from Meetup doesn't count)** #### **What to Expect 🚣‍♀️💬☀️** * Beginner-friendly dragon boat experience — no experience needed * Intro to paddling, teamwork & safety from experienced coaches * Time on the water paddling together as a team (with rotations) 🌊 * Shore-side mingling before, between & after boat sessions 🍹 * Light refreshments included * Fun, social, active atmosphere with a healthy-lifestyle crowd * Great for solo attendees — many people come on their own 😊 Can’t make it? Follow **[Toronto Dating Hub](https://www.torontodatinghub.com/)** for upcoming mixers & events!

**The Behavior Gap: Where Products Win or Lose** Teams today have more data than ever, and yet many still struggle to understand why customers adopt, engage with, or abandon their products. Teams sprint, ship faster, and chase more signals… all while metrics stall and confidence drops. The missing piece isn’t more data. It’s often the behavioral insight between the metrics, explaining why the numbers move in the first place. Dashboards can tell you what customers did, but understanding why they did it (and how to influence what they do next) requires a deeper blend of insights. This session is about closing that gap. Drawing from real-world experience designing and scaling products as [ZoCo Design](https://zocodesign.com/)’s CEO, [Lacey](https://www.linkedin.com/in/laceypicazo/) will share how to cut through the noise and identify the insights that actually change behavior—moving people, and moving metrics. You’ll learn: * Why understanding customer behavior is a quant and qual challenge * How to spot the signals that actually predict behavior change * Where AI accelerates insight, and where it creates distraction * How to get meaningfully closer to customers, without adding more tools This talk reframes how to evaluate performance and identify what levers actually improve it, helping your team to make smarter bets with greater confidence. Every meaningful outcome is driven by behavior change. And when you know how to design for behavior, you stop guessing, and start building things that work. **About Our Speaker** [Lacey Picazo](https://www.linkedin.com/in/laceypicazo/) is the Founder and CEO of ZoCo, a healthcare product studio that turns complex, high-stakes ideas into products that drive real-world adoption. She partners with healthcare organizations to uncover critical care delivery insights, focus product strategy through behavior design, and build solutions that patients and providers actually use. 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)

Topic to be announced. **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

The June Ohio North Database Training user group meeting will be held on **June 2nd, 2026 at 5:00PM**. This will be a **HYBRID** event and we will be joined online by **Sam Nasr.** You're welcome to come meet in-person at our meeting location, the offices of Improving at **[6000 Freedom Square Dr,](https://www.google.com/maps/place/Improving/@41.4004167,-81.6614462,17z/data=!3m2!4b1!5s0x8830e5b8255c5919:0xd8297060eb68fe04!4m6!3m5!1s0x8830dc7a0fe35dc9:0xbfc4710ecadfc5c!8m2!3d41.4004127!4d-81.6588713!16s%2Fg%2F1hm3hkqp3?entry=ttu&g_ep=EgoyMDI1MDQzMC4xIKXMDSoASAFQAw%3D%3D)** **[Unit 110,](https://www.google.com/maps/place/Improving/@41.4004167,-81.6614462,17z/data=!3m2!4b1!5s0x8830e5b8255c5919:0xd8297060eb68fe04!4m6!3m5!1s0x8830dc7a0fe35dc9:0xbfc4710ecadfc5c!8m2!3d41.4004127!4d-81.6588713!16s%2Fg%2F1hm3hkqp3?entry=ttu&g_ep=EgoyMDI1MDQzMC4xIKXMDSoASAFQAw%3D%3D)** **[Independence, OH 44131](https://www.google.com/maps/place/Improving/@41.4004167,-81.6614462,17z/data=!3m2!4b1!5s0x8830e5b8255c5919:0xd8297060eb68fe04!4m6!3m5!1s0x8830dc7a0fe35dc9:0xbfc4710ecadfc5c!8m2!3d41.4004127!4d-81.6588713!16s%2Fg%2F1hm3hkqp3?entry=ttu&g_ep=EgoyMDI1MDQzMC4xIKXMDSoASAFQAw%3D%3D)** [Teams Link ](https://teams.microsoft.com/meet/215625630917731?p=vxNb3zudhNj0S6Cg0v)if anyone needs it after RSVP-ing for in person. If you would like to subscribe to our email list outside of Meetup, we have changed platforms recently and you will need to register [here in Kit ](https://ohio-north-data-training.kit.com/b8f036f615)instead to receive emails. Agenda: **5:00 PM EST**: Online and in-person meeting begins with a social hour. This is an unstructured hour where you can join us to catch up and meet other group members before the session starts. There will be food brought in for in-person attendees. **6:00 PM EST**: Elections, announcements, followed by our feature presentation. See below for presentation details. **7:30 PM EST**: Optionally after the main presentations, the in-person crowd may go out for snacks and drinks at a local establishment. We hope to see you there! Session Abstract ### SQL Server 2025: The Developer’s Revolution Explore SQL Server 2025’s new dev features -JSON type, Regular Expressions, and Change Event Streaming for real-time pipelines. See how REST API and Data API Builder turn your data into secure, high-performance APIs. Packed with demos, this session is perfect for developers, DBAs, and architects \*Please note, that we will be using Microsoft Teams for the online portion of this meeting. You may want to join a few minutes early to ensure you do not have any issues. If you are attending in person, there are large TVs at the office, and you do not need to bring a laptop or use Teams.

**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

QA or the Highway is a one-day, affordable, regional, professional conference featuring real-world experience and thought leadership in the QA and testing industry. This is a ticketed event please register here: https://www.qaorthehwy.com/ Featured Keynote Speakers: **Matthew-Hope Eland** **(Wizard at Leading EDJE)** \- An AI Specialist and Wizard at Leading EDJE who is known to teach software engineering\, AI\, and data science concepts in the most ridiculous ways possible\. Matt has used machine learning to settle debates over whether Die Hard is a Christmas movie\, reinforcement learning to drive the behavior of digital squirrels\, data analytics to suggest improvements to his favorite TV show\, and AI agents to play board games and create an AI agent with the personality of a dog\. Matt is the author of "Data Science in \.NET with Polyglot Notebooks" and "Refactoring with C\#" as well as several LinkedIn Learning courses\. Matt helps organize the Central Ohio \.NET Developer Group\, runs several blogs and a YouTube channel\, has a Master’s of Science in Data Analytics\, and is a current Microsoft MVP in AI and \.NET\. **Tatyana Arbouzova** **(CEO at Innovate QA)** \- Tatyana Arbouzova is an engineering and business leader with a strong background in Quality Engineering across multiple industries\, including Big Tech\, Healthcare\, and Entertainment\. She has held leadership roles at world\-class companies such as Microsoft\, VMware\, Disney\, and The Pokémon Company International\, where she focused on building quality\-driven cultures and scaling teams to deliver high\-impact products\. With decades of experience\, Tatyana has helped organizations transform their quality practices so teams can deliver software efficiently\, confidently\, and with measurable business outcomes\. Today\, Tatyana advises software companies on adopting AI to optimize quality practices and improve how software is delivered at scale\. She is also a passionate community builder and the founder of Innovate QA\, a thriving Seattle\-based community and conference for quality professionals\.

Couldn't make Knowledge? Or want to debrief the dancing robots or Autonomous Workforce? Join us for a Knowledge '26 recap, insights sharing, a couple rounds of golf, and fun at Topgolf. As always, drinks and food will be provided. More details to come — mark your calendar, RSVP, and save your spot today!

## 🤝 Host Information A co-hosted event by ProductTank Columbus & Women in Product Columbus 💡 About the Workshop AI adoption is stalling across organizations — not because of a lack of motivation or tools, but because it's fundamentally a behavior design challenge. This hands-on workshop applies proven Behavior Design models and methods to help you move from a vague organizational wish to boost AI adoption to 3-5 concrete, testable interventions you can act on starting tomorrow. Whether you're a product manager, on a product team, or just someone trying to get AI to actually stick at work, you'll leave with a clear picture of what's worth focusing on, what to ignore, and how to drive real, sustained adoption — no guesswork required. 🛠️ What to Bring Laptop: Fully charged and ready to go. AI Assistant: Have your favorite AI assistant pulled up. (Dom will be using Claude, but feel free to use whichever assistant you prefer!) 🍕 Logistics & Perks Food & Drink: Pizza and drinks provided! Parking: Plenty of free spaces available on-site. ###