UPSC Analytics

For Mains Playground this is the barebones structure how it will look. 1. We will do very selective catalogue of topper copies - we will only have selected topper copies with marks greater than X in particular subject. Since we have the entire community data from 2020 onwards - we can classify copies easily. 2. We might be able to give infinite OCR extraction letting you extract text from given topper copy pages - without limits. 3. Thinker, quote, data extraction from topper copies will be supported. Other features planned : - Subject wise key word search - Theme wise notes on syllabus topics with Value addition, CA and PYQ integrated - 1:1 mentorship sessions with interview appeared and selected candidates - 3 month, 6 month and annual plans will be available. Stay tuned. @upscseeproanalytics #cse26

Updates : Work in full swing on - • CA Playground : https://t.me/upscseeproanalytics/189 • Mains Playground : https://t.me/upscseeproanalytics/191 • More clarity will be provided in coming updates. • Android app will be delayed • Also - going forward from 10 June - Map playground - https://upscanalytics.opuslabs.in/map-playground - will be available for 999/yr. 7 day refund window - no questions asked refund if you are not satisfied with platform quality. @upscseeproanalytics

Mains Evaluation program available : https://upscanalytics.opuslabs.in/mains-evaluation What matters in Mains is what you write on paper. You can read all the value additions, attend all live answer writing sessions, have all the mentorships you want — but if you cannot replicate your content on paper, it's useless. Through this initiative, we orient your Mains preparation in right direction, help you see your blind spots, and provide critical inputs to maximise your chance for a great Mains score. Our detailed mains Philosophy : https://t.me/upscseeproanalytics/191 Features of the programme : • Evaluators have minimum score threshold : GS 1: > 90 marks Or GS 2: > 105 marks Or GS 3: > 85 marks Or GS 4: > 110 marks Or Essay: > 110 marks • Only evaluator meeting the threshold in that subject will evaluate your answers on given subject. • Live evaluation available on submission. If you are submitting answers for your weaker topic, you can avail live 1:1 evaluation OR as the case may be. • Direct integration with google calendar API is there - so you see real time availability. No rescheduling hassle. • Unlike FLTs - you can submit answers at your own pace - as per your own syllabus completion strategy. • You can grade evaluators - and to maintain quality - evaluators with consistent poor reviews will be deplatformed. • 3 day turn around time • No marketing gimick - Simplicity is the ulitmate sophistication for mains. • No AI slop in answer evaluation - till the time UPSC doesn't adopt AI grading, we feel AI-based evaluation is nothing more than a marketing gimmick. Limited intake only. Thanks !! @upscseeproanalytics

Evaluator position intake under : https://upscanalytics.opuslabs.in/mains-evaluation • Auto verification is supported • Auto payment integration is there for regular automated payouts for evaluators - no more hassling over phone calls - no delayed payments. Regular settlement cycle. @upscseeproanalytics

2/2 Join Our Mains Evaluation Team! Applications open tomorrow at 10:00 AM. We are looking for high-caliber evaluators who meet our benchmark standards. Eligibility Criteria: Candidates must have achieved at least one of the following score thresholds in any UPSC CSE Mains exam from 2021 onwards: GS 1: > 90 marks GS 2: > 105 marks GS 3: > 85 marks GS 4: > 110 marks Essay: > 110 marks Note: Meeting the threshold in any single subject makes you eligible to apply. Full details will be live on the website tomorrow. #mainsevaluation #mains26

Raising the Bar for Mains Evaluation We aren’t just following industry standards—we are rewriting them. Instead of offering unlimited, low-quality gemini reviews, we have onboarded top-tier, benchmarked evaluators to grade your answer copies strictly according to our platform's standards. Guaranteed 3-day turnaround time Quality you can trust: No matter how many live writing sessions you attend, real improvement requires rigorous feedback. We all know how frustrating poor-quality evaluation can be—and we are here to fix it. Our First Batch of Mains Evaluators launches tomorrow! Sshots attached for their marksheets. 1/2 @upscseeproanalytics

UPSC EPFO 2026 - Vacancies soon in July/Aug Post Around -400 Exam date - Nov last/Dec

As per the passage above, statements are given : 1. Prelims was actually tough 2. Provisional keys provide clarity. 3. UPSC basis its answers on government sources, standard textbooks and reputed newspapers only. 4. Representations guarantee transparency and fairness Which of these logical conclusions are correct ? 1. Statement 1 supports statement 2 and 4 and but not statement 3 2. Statement 4 is validated by statement 3 3. All statements are correct except statement 1 4. All are correct except 1 and 4 and statement 2 supports statement 3. Choose the correct options : A 1 and 2 b Only 4 c Only 2 and 3 d None

Final Cutoff range estimate: 77+-2 Both our platform data and external platform with 16k data points agree on the cutoff. Also our initial analysis with limited data and present data state with much broader data points still align. CSAT factor - 38% of all GS ≥ 70 scorers who submitted CSAT failed in csat. This has been accounted for in cutoff estimate - and is not a new phenomenon as it happens almost every year where many gs qualifiers struggle in csat. Disclaimer: This is an indicative, data-backed estimate based on real score submissions and 6 years of UPSC cutoff data — not a guarantee. Please consult other sources before making decisions about your preparation. Courtesy : Shogun @upscseeproanalytics

Updates : • Map Playground : Free preview is live at https://upscanalytics.opuslabs.in/map-playground/ . Guide mode is highly recommended. QnA and Visual Quizzes for place in news etc will also be added gradually. Please share your feedback on @upsc_analytics_helpline_bot. • Mains Evaluation We believe AI should be used for value addition, not for evaluation in its present form. Also, until UPSC publicly adopts AI grading, we feel AI-based evaluation is nothing more than a marketing gimmick. LLM-based evaluations are prone to prompt bias and can produce inconsistent scores on the exact same answer sheet. Transparent, Merit-Based Evaluation To ensure complete transparency, we are introducing a Catalogue of Evaluators featuring their redacted UPSC marksheets. Your evaluated copy will be directly linked to a specific evaluator code. Your respective GS answers will only be checked by mentors who meet the following Mains score thresholds: : GS 1: > 90 marks OR GS 2: > 105 marks OR GS 3: > 85 marks OR GS 4: > 110 marks OR Essay: > 110 marks (Note: GS1 copies will be checked by evaluators satisfying GS1 threshold and so on ... ) We will also offer Live 1:1 evaluation sessions. Since our evaluator pool is highly selective - the program intake will be limited. Join Our Team of Evaluators While we have a base evaluation team ready, we are looking for high-quality evaluators. If you meet our criteria, apply via our Telegram bot: @upsc_analytics_helpline_bot. Simply click the Recruitment button(to be made live tomorrow) to verify your e-Summon and upload your marksheets. Also indicate your preference for subject evaluation. More details on these initiatives will be available tomorrow on landing page. Thanks !!

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Met a lawyer today who had a dog in their home office. When I asked the name, the lawyer said, "Justice". Bahar duniya m to ni h - atleast ghar mein to ho." Mic drop moment. 😂️️️️️️

Ai 🫡

art 112 crying in corner

Official csat keys on portal are 100% correct and exactly as per UPSC official key. Might be some error in other platforms.

Cutoff calculation incoming based on 16k responses Check your score : https://upscanalytics.opuslabs.in/score-checker/ Mean score is greater than 2023's extrapolated one. So expect a bit higher cutoff than 2023 Also, keep your representations ready. @upscseeproanalytics

Ranks recomputed for all as based on official key.

UPSC analytics Csat 's RC key synced with latest EmergingIndianIAS key

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