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Concept of Probability v/s Likelihood 👍Likelihood is not probability. 📊In probability, the outcome is unknown. 👍In likelih
Concept of Probability v/s Likelihood 👍Likelihood is not probability. 📊In probability, the outcome is unknown. 👍In likelihood, the outcome is already sitting in front of you — and you're working backwards. https://t.me/statistics_india

NSO, MoSPI is undertaking Annual Survey of Incorporated Services Sector Enterprises (ASISSE) from April 2026. It covers incorporated service sector enterprises across India to generate key data on output, capital, and employment. Please click on the link below to access the documents related to ASISSE: https://mospi.gov.in/Annual-Survey-of-Services-Sector-Enterprises-2026. #nso #MoSPI #asisse #ServiceSector #incorporatedenterprises #economicstatistics #OfficialStatistics #DataForDevelopment #statisticalsystem #EvidenceBasedPolicy #DataDrivenGovernance #EconomicData https://t.me/statistics_india

Fiscal policy is related to:
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NSO, MoSPI has released the Periodic Labour Force Survey (PLFS) monthly Bulletin for May 2026. According to this bulletin the Labour Force Participation Rate (LFPR) for aged (15+ years) stood at 54.4%, while the Worker Population Ratio (WPR) for aged (15+ years) was recorded at 51.4%. These figures indicate that key macroeconomic labour metrics have maintained structural stability with consistent workforce participation throughout the month. Please click on the link to read the complete report: https://mospi.gov.in/uploads/publications_reports/publications_reports1781518752261_5d38323b-1931-4e2b-803e-34684fb7643d_MB_May_2026-1-1.pdf For related updates and official information, please visit MoSPI’s official website. https://mospi.gov.in #NSO #MoSPI #WomenInWorkforce #WomenEmpowerment #FemaleLabourForceParticipation #EconomicGrowth #InclusiveDevelopment #WomenAtWork #LabourForce #EmpoweringWomen #SustainableDevelopment #IndiaGrowth #StatisticsForDevelopment #PLFS https://t.me/statistics_india

Basic of Probability (Gujarati) 📚વ્યાખ્યાઓ: 1. Classical (Laplace) 2. Axiomatic (Kolmogorov) 🏘સંભાવના ના પ્રકારો 1. Classic
Basic of Probability (Gujarati) 📚વ્યાખ્યાઓ: 1. Classical (Laplace) 2. Axiomatic (Kolmogorov) 🏘સંભાવના ના પ્રકારો 1. Classical Probability 2. Axiomatic (Mathematical) 3. Empirical (Experimental) 📧સૂત્રો : P(A) = m/n or P(A)= n(A)/n(S) ✅લક્ષણો : Classical Probability 1. 0<= P(A) <= 1 2. P(S) = 1 3. A=🚫, then P(A) = 0 4. P(A') = 1 - P(A) 📍વાસ્તવિક જીવનના ઉદાહરણ : 1. Rolling a Die 2. Tossing a Coin 3. Height of a Person 4. Prob. of Machine Failure 🔝 મુખ્ય તફાવત : Classical v/s Axiomatic ✅પરીક્ષામાં યાદ રાખવાની સરળ રીત : 📲Quick Revision Points : Follow us on Social Media "Statistics_India" 💻https://youtube.com/@statistics_india/ 📜https://wa.me/channel/0029Vadop5ZBfxoF9Lq8h015 🎟️https://www.instagram.com/statistics_india 📧https://t.me/statistics_india_chat ⏺️https://www.fb.com/statistics_india 🌐https://www.threads.net/@statistics_india

Basic of Probability 📚Definitions: 1. Classical (Laplace) 2. Axiomatic (Kolmogorov) 🏘Types of Probability 1. Classical Prob
Basic of Probability 📚Definitions: 1. Classical (Laplace) 2. Axiomatic (Kolmogorov) 🏘Types of Probability 1. Classical Probability 2. Axiomatic (Mathematical) 3. Empirical (Experimental) 📧Formulas: P(A) = m/n or P(A)= n(A)/n(S) ✅Properties: Classical Probability 1. 0<= P(A) <= 1 2. P(S) = 1 3. A=🚫, then P(A) = 0 4. P(A') = 1 - P(A) 📍Real Time Example: 1. Rolling a Die 2. Tossing a Coin 3. Height of a Person 4. Prob. of Machine Failure 🔝 Classical v/s Axiomatic Tricks & Tips For Exams Quick Revisions Points Follow us on Social Media "Statistics_India" 🚫

What is Statistics? Statistics is the science of collecting, organizing, analyzing, interpreting and presenting data to help
What is Statistics? Statistics is the science of collecting, organizing, analyzing, interpreting and presenting data to help in making better decisions. "Data speaks, Statistics gives it meaning" 📊Example 🔔why Importanc? Like👍 Share 📲 Subscribe 🔔 https://t.me./statistics_india

Consistency "When someone's hope is tied to your journey, never stop." Consistency is not just about doing something at the same pace every day, but also not letting the work stop even when the circumstances turn completely against you, that's what consistency is all about. It is difficult to focus on one thing when so much is happening around us... But we must do what is necessary... The decision to enter this dark tunnel was our own, and now we have to keep walking in this darkness... No matter how thorny the path may be... Only by continuing to move forward can we reach the end of this thorny tunnel... Where we will find success, achievement and a wonderful satisfaction that our struggle was not in vain, it was worthwhile... By walking this path, not only you are moving towards that light, but your family, friends and all the well-wishers who cheer you on are also moving forward... When you win, it is not only your victory but also theirs... Every step you take towards your goal proves that their efforts for you are not going in vain. So you don't stop but keep moving forward... If you find it difficult to do this for yourself, then also move forward for the sake of those who believe in you wholeheartedly.

"જ્યારે કોઈકની આશા તમારી સફર સાથે જોડાયેલી હોય, ત્યારે ક્યારેય અટકશો નહીં." સાતત્ય (consistency) એટલે માત્ર એક જ ગતિથી રોજ કોઈ કામ કરવું એટલું જ નથી, પણ જ્યારે પરિસ્થિતિઓ સાવ વિપરીત થઈ જાય ત્યારે પણ કામને અટકવા ન દેવું, તેનું નામ સાતત્ય છે. જ્યારે આપણી આસપાસ ઘણું બધું ઘટી રહ્યું હોય ત્યારે કોઈ એક બાબત પર ધ્યાન કેન્દ્રિત કરવું અઘરું છે... પરંતુ જે જરૂરી છે તે આપણે કરવું જ પડશે... આ અંધારી ટનલમાં પ્રવેશવાનો નિર્ણય આપણો પોતાનો હતો, અને હવે આપણે આ અંધકારમાં પણ ચાલતા રહેવું પડશે... ભલે રસ્તો કાંટાળો કેમ ન હોય... માત્ર આગળ વધતા રહેવું જ આપણને આ કાંટાળી ટનલના અંતિમ છેડા સુધી લઈ જઈ શકે છે... જ્યાં આપણને સફળતા, સિદ્ધિ અને એક અદ્ભુત સંતોષ જોવા મળશે કે આપણો આ સંઘર્ષ એળે નહોતો ગયો, તે સાર્થક હતો... આ માર્ગ પર ચાલીને માત્ર તમે જ એ પ્રકાશ તરફ નથી વધી રહ્યા, પરંતુ તમારી સાથે તમારો પરિવાર, મિત્રો અને તમારો ઉત્સાહ વધારનારા તમામ શુભચિંતકો પણ આગળ વધી રહ્યા છે... જ્યારે તમે જીતો છો, ત્યારે એ માત્ર તમારી એકલાની જીત નથી હોતી પણ એ તેમની પણ જીત હોય છે... તમારા લક્ષ્ય તરફ ભરેલું તમારું દરેક પગલું એ સાબિત કરે છે કે તમારા માટે કરેલા તેમના પ્રયત્નો વ્યર્થ નથી જઈ રહ્યા. તેથી તમે અટકશો નહીં પરંતુ આગળ વધતા રહો... જો તમને તમારા પોતાના માટે આ કરવું અઘરું લાગતું હોય, તો એવા લોકો ખાતર પણ આગળ વધો જેઓ પૂરા દિલથી તમારામાં વિશ્વાસ રાખે છે.

https://youtu.be/0-lFwT5EaFg 🌐CPI General Index - May 2026 Base Year 2024 = 💯 🇮🇳CPI Inflation 3.93% 🏡Rural - 3.74% 🏘Urban - 3.16% Food Inflation - 4.78%🍟🍨🌽🍢🍡🍞🥬 🔝State - CPI Inflation 1. Telangana - 6.71% 2. Tamilnadu - 5.11% 3. Andhra Pradesh - 4.90% 4. Karnataka - 4.59% 5. Odisha - 4.54% 👍📲🔔⛳📚

3⃣. Which of the following best describes a parameter?
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Annual GDP growth of rate of G20 countries: 🇮🇳 India: 7.8% 🇮🇩 Indonesia: 5.61% 🇨🇳 China: 5.0% 🇦🇷 Argentina: ~3–4% 🇰�
Annual GDP growth of rate of G20 countries: 🇮🇳 India: 7.8% 🇮🇩 Indonesia: 5.61% 🇨🇳 China: 5.0% 🇦🇷 Argentina: ~3–4% 🇰🇷 South Korea: 3.6% 🇸🇦 Saudi Arabia: 2.8% 🇺🇸 United States: 2.7% 🇦🇺 Australia: 2.5% 🇹🇷 Türkiye: 2.5% 🇧🇷 Brazil: 1.8% 🇬🇧 United Kingdom: 1.1% 🇿🇦 South Africa: ~1.1% 🇫🇷 France: 0.9% 🇮🇹 Italy: 0.8% 🇯🇵 Japan: 0.6% 🇩🇪 Germany: 0.4% 🇲🇽 Mexico: 0.2% 🇨🇦 Canada: -0.1% 🇷🇺 Russia: -0.2% @statistics_india

📈Probability Basic 📃Introduction 🪧Definition 📚Classical definition 🌟types of Events 📃Properties 🎢Importance Example ☸️
📈Probability Basic 📃Introduction 🪧Definition 📚Classical definition 🌟types of Events 📃Properties 🎢Importance Example ☸️Real life Example 📈📉Comparison 🔬Exam Tips More Topics of Probability Follow 🔻link Like👍, Share📲, Subscribe 🔔

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⛳ગુજરાત જાહેર સેવા આયોગ દ્વારા જાહેર થયેલ જાહેરાત ક્રમાંક: 23/2026-27 સંશોધન અધિકારી, ગુજરાત આંકડાકીય સેવા, વર્ગ-2 માટેની તૈયારી કરતાં ઉમેદવારો માટે અગાઉની લેવાયેલ વિવિધ આ જ કેડરની સીધી ભરતીના પેપર (જવાબો સાથે) અત્રે શેર કરેલ છે. આશા રાખીએ કે, આપને અતિ ઉપયોગી થશે. 📍In a short time, we will share material regarding the Research Officer Syllabus based on all the contents 📚વધુ આવી માહિતી માટે નીચેના પેજને ફોલો કરી, આપના મિત્રો સાથે શેર કરવાનું ચૂકશો નહીં. Like👍, Share📲 & Subscribe 🔔

Research Officer GPSC Requirement No. 23/202627 All details in Single Image👆
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Research Officer GPSC Requirement No. 23/202627 All details in Single Image👆

✅Important Preparation Points & Topics of Research Officer (GSS), Advt of GPSC ⛳ 1. Details of Advertisement 2. Topics of Preliminary Exams 3. Interview Guidance Follow us 📲@statistics_india Like👍, Share📲, Subscribe🔔

Repost from UPSC Economy
🔆 Infrastructure at the Core of India’s Development 🇮🇳 📍 Why in Focus? ✅ A recent government document highlights India’s infrastructure transformation over the past decade, showcasing major achievements across transport, logistics, housing, energy, water, and digital connectivity as the foundation for Viksit Bharat 2047.  📍 Key Highlights:Infrastructure Push: Public capital expenditure increased from ~₹2 lakh crore (FY2014-15) to ₹12.2 lakh crore (FY2026-27), with integrated planning through PM GatiShakti, PRAGATI, Sagarmala, Bharatmala and National Logistics Policy.  ✅ Transport & Logistics: 99.6% railway electrification achieved; 162 Vande Bharat services operational. National Highways expanded to 1.46 lakh km. Operational airports increased from 74 to 165 under UDAN and airport expansion initiatives.  ✅ Water, Housing & Energy: 15.86 crore rural households provided tap water connections under Jal Jeevan Mission. PMAY-U completed 98.1 lakh houses and PMAY-G completed 3.06 crore houses. Installed power capacity reached 532.74 GW, with India emerging as the 3rd largest clean energy capacity holder globally.  ✅ Digital Public Infrastructure: Internet connections crossed 100 crore and 5G covers 99.9% of districts. UPI processed 2,264 crore transactions in March 2026, strengthening India’s digital economy and financial inclusion.  ✅ Integrated Development Model: Infrastructure development has shifted from fragmented projects to multimodal, technology-driven and integrated planning, linking connectivity with economic growth, regional development and welfare delivery.  📍 Challenges / Issues / Implications: ✅ Ensuring timely execution and maintenance of large infrastructure assets remains critical. ✅ Bridging regional disparities and promoting inclusive infrastructure access in remote areas is essential. ✅ Sustainable infrastructure expansion must balance economic growth with environmental protection and climate resilience. ✅ Mains Question (GS-III | 250 Words): “Infrastructure development has emerged as a key driver of India’s economic transformation and regional integration. Discuss the role of integrated infrastructure planning in achieving inclusive growth and the vision of Viksit Bharat 2047. Also examine the challenges associated with sustainable infrastructure development.” #GS3 #Infrastructure #economy

A Suggested Book List For Research Officer, For GPSC Advt. 23/202627 Based on many aspirants' demands, I shared most of the books in this channel, So its helpful to all of you Thank You🙏 Best of Luck for RO👍 Join With Us for More Info. & Materials

2⃣. Which statistical technique is used to study the relationship between two variables?
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