Applications closing this week for Vincents 2023 Graduate Program. Exceptional development opportunities across, tax, superannuation, insolvency and forensic accounting. Visit for more information. #Hiring# #Vacancies# #Recruitment# #Jobs# #DataAnalytics#

Quick BI @quick68554 just went AI-native. AIPro rebuilds every layer around AI — describe your goal, get results, insights and actions, not just charts. Live now with 125K free credits. #QuickBI# #AIPro# #AI# #BI# #DataAnalytics#

𝗧𝘂𝗿𝗻 𝗗𝗮𝘁𝗮 𝗶𝗻𝘁𝗼 𝗗𝗲𝗰𝗶𝘀𝗶𝗼𝗻𝘀 𝗳𝗼𝗿 𝗜𝗻𝗱𝗶𝗮'𝘀 𝗟𝗮𝗿𝗴𝗲𝘀𝘁 𝗘𝘅𝗮𝗺𝗶𝗻𝗮𝘁𝗶𝗼𝗻 𝗕𝗼𝗱𝘆! The National Testing Agency (NTA) is building a data-first Communications & Outreach function to give leadership decision-ready intelligence on sentiment, coverage and emerging issues during high-stakes examination cycles. We are inviting applications for the position of 𝗗𝗮𝘁𝗮 𝗔𝗻𝗮𝗹𝘆𝘀𝘁 𝗰𝘂𝗺 𝗠𝗲𝗱𝗶𝗮 𝗠𝗼𝗻𝗶𝘁𝗼𝗿𝗶𝗻𝗴 𝗘𝘅𝗲𝗰𝘂𝘁𝗶𝘃𝗲 at our New Delhi Head Office. If you can pair analytical rigour with real-time media monitoring — reading a news cycle before it breaks — this role puts you at the analytics backbone of JEE (Main), NEET (UG), CUET, UGC-NET and other flagship examinations. 𝗧𝗵𝗲 𝗞𝗲𝘆 𝗗𝗲𝗹𝗶𝘃𝗲𝗿𝗮𝗯𝗹𝗲𝘀: 𝗗𝗮𝘁𝗮 𝗔𝗻𝗮𝗹𝘆𝘁𝗶𝗰𝘀: Track and analyse social-media sentiment, reach, and engagement; build dashboards and branded intelligence reports with clear visualisation and narrative; measure campaign performance and surface A/B insights. 𝗠𝗲𝗱𝗶𝗮 𝗠𝗼𝗻𝗶𝘁𝗼𝗿𝗶𝗻𝗴 𝗢𝗽𝗲𝗿𝗮𝘁𝗶𝗼𝗻𝘀: Execute daily monitoring across print, broadcast, digital, and social; compile bilingual daily digests; apply tagging frameworks and archive verified evidence. 𝗜𝗻𝘀𝗶𝗴𝗵𝘁𝘀 & 𝗘𝘀𝗰𝗮𝗹𝗮𝘁𝗶𝗼𝗻: Analyse tone, reach, share of voice, and misinformation patterns; operate escalation protocols for high-risk stories, viral posts and misinformation; deliver exam-cycle coverage reports. 𝗟𝗲𝗮𝗱𝗲𝗿𝘀𝗵𝗶𝗽 𝗥𝗲𝗽𝗼𝗿𝘁𝗶𝗻𝗴: Prepare briefings ahead of DG media interactions and Parliament sessions — ensure leadership is never surprised by the news cycle. 𝗦𝘆𝘀𝘁𝗲𝗺𝘀 & 𝗥𝗲𝗽𝗼𝘀𝗶𝘁𝗼𝗿𝘆: Improve monitoring infrastructure — dashboards, automated alerts, and a searchable repository of verified clippings, sentiment data, and past reports. 𝗪𝗵𝗼 𝗪𝗲 𝗔𝗿𝗲 𝗟𝗼𝗼𝗸𝗶𝗻𝗴 𝗙𝗼𝗿: 𝗘𝗱𝘂𝗰𝗮𝘁𝗶𝗼𝗻: Master's degree in Mass Communication, Journalism, Media Studies, Public Policy, Statistics, Data, or related field. Exceptional Bachelor's candidates may be considered. 𝗘𝘅𝗽𝗲𝗿𝗶𝗲𝗻𝗰𝗲: Minimum 3 years of combined experience in data analytics, media monitoring, and communications insights. 𝗧𝗼𝗼𝗹𝘀: Advanced Excel/Google Sheets, SQL, Power BI/Tableau/Data Studio; hands-on with Meltwater, Brandwatch, Sprinklr, Talkwalker or equivalents. 𝗔𝗱𝘃𝗮𝗻𝘁𝗮𝗴𝗲: Python or R, NLP/sentiment analysis, Hindi-language text analytics, public-sector or large-scale institutional exposure. 𝗟𝗼𝗰𝗮𝘁𝗶𝗼𝗻: New Delhi (NTA Headquarters) 𝗘𝗻𝗴𝗮𝗴𝗲𝗺𝗲𝗻𝘁: Contractual — initially 2 years, renewable 𝗥𝗲𝗺𝘂𝗻𝗲𝗿𝗮𝘁𝗶𝗼𝗻: As per industry standards; commensurate with experience 𝗟𝗮𝘀𝘁 𝗗𝗮𝘁𝗲 𝘁𝗼 𝗔𝗽𝗽𝗹𝘆: 𝟮𝟭 𝗔𝘂𝗴𝘂𝘀𝘁 𝟮𝟬𝟮𝟲 𝗔𝗽𝗽𝗹𝘆 𝘃𝗶𝗮 𝗲𝗺𝗮𝗶𝗹: dir-admin@nta.gov.in 𝗙𝘂𝗹𝗹 𝗱𝗲𝘁𝗮𝗶𝗹𝘀, 𝗲𝗹𝗶𝗴𝗶𝗯𝗶𝗹𝗶𝘁𝘆 & 𝗮𝗽𝗽𝗹𝗶𝗰𝗮𝘁𝗶𝗼𝗻 𝗳𝗼𝗿𝗺𝗮𝘁 (𝗔𝗻𝗻𝗲𝘅𝘂𝗿𝗲-𝗜): #NTA# #NationalTestingAgency# #DataAnalyst# #MediaMonitoring# #DataAnalytics# #Insights# #PowerBI# #Tableau# #SocialListening# #Hiring# #JobsInDelhi# #CareersAtNTA# #Communications#

⚡ Make aggregations over billions of records up to 100x faster by adding one line at the top of your query, with statistically rigorous confidence intervals built in. That's approximate queries in Elasticsearch ES|QL. Title: Approximate queries in Elasticsearch ES|QL: 100x faster on billions of records, with built-in confidence intervals URL: 📝 Overview Elasticsearch 9.4 adds approximate query execution to ES|QL. Just prepend SET approximation = true; to an existing query and automatic sampling and extrapolation kick in, with no query rewrites needed. ❓ Challenges Solved Exact aggregations over billions of documents are costly because compute scales linearly with row count. That hampered interactive exploration and real-time dashboards on large indices. 💡 Methodology & Proposed Approach ・Sampling happens at the Lucene layer, reading only the sampled documents, so I/O and compute savings are proportional to the sampling rate ・The query runs on the sample, then results are automatically scaled up to represent the full dataset ・Confidence intervals are computed rigorously via a bootstrap over sub-partitions of the sample ・Each result carries a certified flag indicating whether formal statistical guarantees hold 🎯 Use Cases An agent can sweep billions of documents in sub-second time, narrow down candidates, and zoom into exact queries only where needed. It also speeds up dashboards and pattern detection over massive logs. 📊 Results ・On ClickBench, an average of 23x with confidence intervals, peaks around 100x per query, and up to ~300x without interval computation ・Since sampling cost stays constant, speedup grows with dataset size ・Supported aggregations include COUNT, SUM, AVG, MEDIAN, PERCENTILE, and STD_DEV, with rows and confidence_level tuning accuracy versus speed #Elasticsearch# #DataAnalytics#

Google Data Analytics Professional Certificate This is your path to a career in data analytics. In this program, you’ll learn in-demand skills that will have you job-ready in less than 6 months. No degree or experience is required. Check this out!

From enterprise data to autonomous action. At #ApsaraConference2026#, Irfan Khan, President and Chief Product Officer, SAP Data & Analytics, SAP, discussed how connecting enterprise data and business context with AI agents can help build more autonomous enterprises. He also discussed SAP’s partnership with Alibaba Cloud to bring enterprise solutions to the cloud. Watch the full video here: Discover more: #AgenticEra# #AgentNative# #AIAgentsAtApsara# #BringYourAgent# #AlibabaCloud#

Ready to sharpen your data and AI skills this fall? The Databricks Advanced Learning Festival runs through October 14, with self-paced learning pathways across Data Engineering, Data Analytics, Machine Learning, Generative AI Engineering, Apache Spark™ and Data Warehousing. Complete at least one listed pathway during the event window to receive 50% off any Databricks Certification and 20% off a yearly Databricks Academy Labs subscription! Explore the pathways and enroll through Customer Academy: