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Data analysts: STOP questioning yourself when you receive a 40+ KPI dashboard request. Question the brief and the user’s understanding of the problem first. KPIs are everywhere. Dashboards, reports, reviews. Yet the confusion persists. Metric = KPI Indicator = KPI Measure = KPI Score = KPI At some point, KPI just becomes "a number we display". Then the list grows. 10. 25. 50... Tracking everything feels safe. Calling everything key feels strategic. But when everything is key, nothing is. And that is not a data problem. It is a shared responsibility problem. If you want to share the high-resolution cheatsheet internally with your team, comment "KPI Inflation" no I'm kidding... just add me here on LinkedIn and get in touch : Aurélien Vautier If you want to grab this kind of cheatsheet for your own use, I share them through my newsletter every Tuesday. Start your journey here: https://lnkd.in/edE8j6rC

This is the perfect definition of my LinkedIn right now. 100 different acronyms to explain and define “sales”. And of course, try to put AI everywhere, otherwise it’s not cool anymore…. You should watch it 👇 #ai #hype

When MNO customer asks the same calculation for nth time? Instead of replying with another excel we built the tool. https://5goptimizer.com/ - 5G engineering toolkit with 3GPP specifications. Built for RF engineers, planners, and researchers.  Free Forever to use :) 𝘞𝘩𝘢𝘵’𝘴 𝘪𝘯𝘴𝘪𝘥���? 𝟭. 𝟱𝗚 𝗡𝗥 𝗔𝗥𝗙𝗖𝗡 𝗖𝗮𝗹𝗰𝘂𝗹𝗮𝘁𝗼𝗿 {𝟯𝗚𝗣𝗣 𝗧𝗦 𝟯𝟴.𝟭𝟬𝟰} Bidirectional NR-ARFCN ↔ Frequency conversion. Validates global raster alignment (Table 5.4.2.1-1) and identifies candidate NR bands across FR1 and FR2. 𝟮. 𝟱𝗚 𝗡𝗥 𝗗𝗟 𝗧𝗵𝗿𝗼𝘂𝗴𝗵𝗽𝘂𝘁 𝗖𝗮𝗹𝗰𝘂𝗹𝗮𝘁𝗼𝗿 {𝟯𝗚𝗣𝗣 𝗧𝗦 𝟯𝟴.𝟯𝟬𝟲} & {𝟯𝟴.𝟮𝟭𝟭} Exportable PDF report included ( Carrier Aggregation upto 8CC, FDD / TDD, All NR Nuemrology, MIMO, Coding Rate, Spectral Efficiency ) 𝟯. 𝟱𝗚 𝗡𝗥 𝗥𝗲𝘀𝗲𝗹𝗲𝗰𝘁𝗶𝗼𝗻 𝗢𝗽𝘁𝗶𝗺𝗶𝘇𝗲𝗿 {𝟯𝗚𝗣𝗣 𝗧𝗦 𝟯𝟴.𝟯𝟬𝟰} Analyze idle-mode reselection logic.  Generates a technical PDF report with final reselection decision (Srxlev, Squal, Priority thresholds, Hysteresis parameters) 𝟰. 𝗣𝗖𝗜 𝗖𝗼𝗹𝗹𝗶𝘀𝗶𝗼𝗻 𝗗𝗲𝘁𝗲𝗰𝘁𝗶𝗼𝗻 𝗧𝗼𝗼𝗹 Export : ( Excel, KMZ (Google Earth), TXT ) Upload site data, define reuse distance, detect PCI conflicts, rank by severity, and visualize collisions geographically. 𝟱. 𝗥𝗙 𝗦𝗲𝗰𝘁𝗼𝗿 𝗠𝗮𝗽𝗽𝗶𝗻𝗴 𝗧𝗼𝗼𝗹 Export: ( KMZ, TXT, Excel ) Import site data and visualize antenna sectors directly on the map. Each sector rendered as a coverage polygon with azimuth and beamwidth. Resources & Documentation 3𝘎𝘗𝘗 𝘛𝘚 38.104 3𝘎𝘗𝘗 𝘛𝘚 38.306 3𝘎𝘗𝘗 𝘛𝘚 38.304 3𝘎𝘗𝘗 𝘛𝘚 38.101 3𝘎𝘗𝘗 𝘛𝘚 38.211 3𝘎𝘗𝘗 𝘛𝘚 38.321 https://5goptimizer.com #5G #Antenna #MIMO #3GPP #Spectrum #Tool #Optimization

Ahhh… just sat down on the beach to relax and dig into a few good books… Brought five. Will probably read one and a half. But I like knowing the other three are there. 😀 And it hit me... we all love the idea of becoming smarter more than we love doing the work that makes us smarter. Manufacturing does this with technology. We collect ideas the same way: • AI agents. • LLM-based chatbots • Unified namespace. • Digital twins. • Industrial data fabrics. • Platform ecosystems. We bring them all to the beach. And just like vacation reading, owning the idea feels productive long before doing the work. Most companies don’t struggle because they don’t know what’s possible. They struggle because they try to start Chapter 9 before finishing Chapter 2. You don’t need predictive AI if your asset registry is inconsistent across plants. You don’t need an “intelligent factory layer” if engineering and operations can’t agree on part definitions. You don’t need autonomous decision loops if no one has clearly defined who is allowed to override them. The future is very exciting. We’re attracted to what looks advanced. But standardization is not. We hesitate on what requires discipline. Yet every serious industrial company that scales performance does the same things: • They reduce system variability. • They define ownership clearly. • They simplify their stack. • They treat architecture like a strategic asset, not an IT afterthought. There’s nothing wrong with being drawn to new information. That curiosity is healthy. Just don’t confuse being informed with being ready. Sometimes the smartest move isn’t chasing the next breakthrough. It’s making sure the basics aren’t broken. ******************************************* • Visit www.jeffwinterinsights.com for access to all my content and to stay current on Industry 4.0 and other cool tech trends • Ring the 🔔 for notifications!

Someone in our community shared a Windows tip I hadn't seen before. Hover over a folder in File Explorer and click the middle mouse button. It opens that folder in a new tab instantly. No right-click menu, no dragging. That one came from a comment. Here are five more I use all the time: → Win + E: open File Explorer (repeat to open another window) → Ctrl + N: open the current folder in a new window → Ctrl + T: open a new tab (Windows 11) → Ctrl + Tab: switch between tabs → Ctrl + W: close a tab or window What's your favorite File Explorer shortcut that more people should know? 👇

#FridayFun There are many problems that won't need fancy technologies to solve them. Don't force fit, keep.it simple 💀💡🙂