Best Trading Books Ever - Trading Heroes « Learn Forex ...

List of 70+ Udemy and Some Best Discounted

List of 70 plus Udemy and Some Best Discounted ( Code Valid from few hours to upto 2 days )
  1. [English] 0h 49m Media Training -Radio: How to Speak Effectively on the Radio https://www.udemy.com/course/how-to-speak-on-radio/?couponCode=455D2FA6B100BA01CD9D 2 Days left at this price!
  2. [English] 1h 36m Charisma: You Can Develop Charisma https://www.udemy.com/course/how-to-develop-charisma/?couponCode=6BDAE9933FB569BED8C1 2 Days left at this price!
  3. [English] 0h 53m Personal Communication-Introduce Yourself With Confidence https://www.udemy.com/course/how-to-introduce-yourself/?couponCode=C1DA326C0525CE2CE591 2 Days left at this price!
  4. [English] 29h 12m Leadership: You Can Speak Like a Leader https://www.udemy.com/course/how-to-speak-like-a-leade?couponCode=64F401DDD08142A231B9 2 Days left at this price!
  5. [English] 1h 34m Public Speaking Skills: Give a Great Informational Speech https://www.udemy.com/course/how-to-give-an-informational-speech/?couponCode=A2DBDF7C2F45ACDD316D 2 Days left at this price!
  6. [English] 0h 59m Sales Skills Training: Free Sales Generation Seminars https://www.udemy.com/course/how-to-deliver-a-free-sales-generation-semina?couponCode=47D73D11D2A7EC7D6FBC 2 Days left at this price!
  7. [English] 0h 53m Public Relations: Speak Effectively at Press Conferences https://www.udemy.com/course/how-to-speak-at-a-press-conference/?couponCode=1EEA0257E6A81D7A3FBA 2 Days left at this price!
  8. [English] 1h 56m Complete Management Coaching Course - Executive Coaching https://www.udemy.com/course/complete-management-coaching-course-executive-coaching/?couponCode=D8B3ADC8240A82506319 2 Days left at this price!
  9. [English] 5h 46m Become a Successful Online Teacher - Teach Online Students https://www.udemy.com/course/complete-udemy-bestsellers-online-course-creation-unofficial/?couponCode=3CD9C87E21C76A849072 2 Days left at this price!
  10. [Turkish] 5h 5m Oğuz Hoca'yla Sorunsuz Matematik-3 (TYT, KPSS, DGS, ALES) https://www.udemy.com/course/oguz-hocayla-sorunsuz-matematik-3-tyt-kpss-dgs-ales/?couponCode=OGUZHOCAPROBLEMLER 1 Day left at this price!
  11. [English] 2h 49m Learn HTML- Beginner to Advanced https://www.udemy.com/course/learn-html-beginner-to-advanced/?couponCode=462B17B62209CD079DB1 2 Days left at this price!
  12. [English] 1h 18m How to Earn from Photography: Absolute Beginners Guide https://www.udemy.com/course/earn-from-photography-complete-guideline/?couponCode=EARNPOCT2020F2 2 Days left at this price!
  13. [English] 6h 3m The Complete Android Ethical Hacking Practical Course C|AEHP https://freebiesglobal.com/the-complete-android-ethical-hacking-practical-course-caehp-5 2 Days left at this price!
  14. [English] 8h 49m TCP/IP Socket Programming HandsOn-Windows & Linux in C & C++ https://www.udemy.com/course/tcpip-socket-programming-handson-windows-linux-in-c-c/?couponCode=SOCKET_PROG20 2 Days left at this price!
  15. [English] 20h 20m Ultimate Content Writing Masterclass: 30 Courses in 1 https://www.udemy.com/course/ultimate-content-writing-masterclass-30-courses-in-1/?couponCode=WRITING28 2 Days left at this price!
  16. [English] 7h 53m Complete Law of Attraction MasterClass - Manifest Your Goals https://www.udemy.com/course/lawofattractionmasterclass/?couponCode=LAWOFATTRACTION 2 Days left at this price!
  17. [English] 3h 23m Microsoft Power BI: Latest 2020 Beginner to Expert Modules https://www.udemy.com/course/microsoft-power-bi-latest-2020-beginner-to-expert-modules/?couponCode=POWER29 2 Days left at this price!
  18. [English] 2h 0m The Ultimate Guide to Scrum Fundamentals- 2020 https://www.udemy.com/course/scrum-genman/?couponCode=GETSCRUM 2 Days left at this price!
  19. [Arabic] 6h 44m التسعير السيكولوجي https://www.udemy.com/course/pricing-psychology/?couponCode=ECCC0837587E3536A6E2 2 Days left at this price!
  20. [English] 0h 46m Mindfulness For Depression, Anxiety, PTSD, Stress Sampler https://www.udemy.com/course/mindfulness-for-depression-anxiety-ptsd-stress-sample?couponCode=7B330FB6CB29EAF8D7EC 2 Days left at this price!
  21. [Spanish] 2h 50m [2020] COBIT version 5 Fundamentos https://www.udemy.com/course/cobit-5-fundamentos/?couponCode=OCT2020 2 Days left at this price!
  22. [Spanish] 1h 10m [2020] Service Desk Fundamentos https://www.udemy.com/course/service-desk-lider-certificacion/?couponCode=OCT2020 2 Days left at this price!
  23. [Spanish] 1h 2m Mejores Prácticas de Trabajo Remoto-Remote Worker CertiProf https://www.udemy.com/course/remote-worker-trabajo-remoto/?couponCode=OCT2020 2 Days left at this price!
  24. [English] 1h 18m Make Money From Home As a Transcriptionist: 10 Opportunities https://www.udemy.com/course/work-home-transcription-jobs/?couponCode=6A392F6ABDB69E35C569 2 Days left at this price!
  25. [English] 10h 6m CATIA V5 3D Design & Modeling Course for Beginner https://www.udemy.com/course/catia-v5-3d-design-modeling-course-for-beginne?couponCode=OCTEND 17 hrs left at this price!
  26. [English] 3h 13m Affinity Publisher Guide - Affinity Publisher for Beginners https://www.udemy.com/course/affinity-publisher-guide/?couponCode=60C5AAC8301103E15A98 2 Days left at this price!
  27. [Spanish] 8h 5m Aprende cálculo integral desde cero https://www.udemy.com/course/aprende-calculo-integral-desde-cero/?couponCode=49F116345F722309DC08 2 Days left at this price!
  28. [English] 2h 31m AWS Business Essentials - The Business Value of Amazon AWS https://www.udemy.com/course/aws-business-essentials/?couponCode=AWSBUSINESS 1 Day left at this price!
  29. [English] 3h 13m PowerPoint Essentials for Business Presentations https://www.udemy.com/course/powerpoint-essentials-for-business-presentations/?couponCode=OCT2020 1 Day left at this price!
  30. [English] 56h 30m Corporate Finance https://www.udemy.com/course/corporate-finance/?couponCode=B2A8FAB800A27473FAAC 13 hrs left at this price!
  31. [English] 10h 44m QuickBooks Desktop Job Costing https://www.udemy.com/course/quickbooks-desktop-job-costing/?couponCode=8339216EE9B309F3C0A3 13 hrs left at this price!
  32. [English] 1h 24m Brain-friendly reading - Understand 300 books per year https://www.udemy.com/course/brain-friendly-reading-understand-300-books-per-yea?couponCode=STARTREADING 2 Days left at this price!
  33. [English] 2h 29m Shopify Guide: Start your own clothing brand with Shopify https://www.udemy.com/course/start-your-own-clothing-brand-with-shopify/?couponCode=F4DA690ABE790611EEFF 2 Days left at this price!
  34. [English] 2h 33m Shopify guide: The complete shopify store creation course https://www.udemy.com/course/the-complete-shopify-store-creation-course/?couponCode=4B1F31E169BB9AF277E8 2 Days left at this price!
  35. [English] 1h 12m Learn Google Docs https://www.udemy.com/course/learn-google-docs/?couponCode=TRY10FREE307 2 Days left at this price!
  36. [English] 2h 1m Learn Advanced HTML5 https://www.udemy.com/course/the-complete-html-5-course-from-scratch/?couponCode=TRY10FREE307 2 Days left at this price!
  37. [English] 0h 48m Learn Google Forms https://www.udemy.com/course/learn-google-forms/?couponCode=TRY10FREE307 2 Days left at this price!
  38. [English] 1h 53m Learn Advanced CSS3 https://www.udemy.com/course/the-complete-css-course/?couponCode=TRY10FREE307 2 Days left at this price!
  39. [English] 2h 15m Learn Advanced JavaScript https://www.udemy.com/course/the-learn-javascript-course/?couponCode=TRY10FREE307 2 Days left at this price!
  40. [English] 0h 32m Learn Microsoft PowerApps https://www.udemy.com/course/learn-microsoft-powerapps-/?couponCode=TRY10FREE307 2 Days left at this price!
  41. [English] 0h 44m Learn Trello https://www.udemy.com/course/learn-basic-trello/?couponCode=TRY10FREE307 2 Days left at this price!
  42. [English] 1h 50m Learn Advanced jQuery https://www.udemy.com/course/the-learn-jquery-course/?couponCode=TRY10FREE307 2 Days left at this price!
  43. [English] 0h 47m Gmail https://www.udemy.com/course/gmail-productivity/?couponCode=TRY10FREE307 2 Days left at this price!
  44. [Spanish] 1h 10m Física: Estática - Fuerzas - Equilibrio - Ejercicios https://www.udemy.com/course/fisicaestatica/?couponCode=40DA54990CA840FC16CB 1 Day left at this price!
  45. [English] 3h 33m PlayerUnknown's Battlegrounds (PUBG) For Beginner Gamers https://www.udemy.com/course/playerunknowns-battlegrounds-pubg/?couponCode=PUBGBGEXPOCT312020 2 Days left at this price!
  46. [English] 1h 29m Fast Video Ranking No Matter Your Niche With XRanker360 SEO https://www.udemy.com/course/fast-video-ranking-seo/?couponCode=FVRNMEXPOCT312020 2 Days left at this price!
  47. [Spanish] 3h 27m [2020] Scrum Master Certificación Mundial https://www.udemy.com/course/scrum-master-espanol/?couponCode=OCT2020 2 Days left at this price!
  48. [Spanish] 1h 46m Agile Coach Introducción al Rol https://www.udemy.com/course/agile-coach/?couponCode=OCT2020 2 Days left at this price!
  49. [English] 4h 2m Intuition Development for Beginners | Energy Healing & Tarot https://www.udemy.com/course/intuition-energy-healing/?couponCode=INTUITIONFREE 1 Day left at this price!
  50. [English] 2h 33m Vegan Cooking Class Vegan Thai Food Easy Vegan Recipes https://www.udemy.com/course/vegan-cooking-class-vegan-thai-food-easy-vegan-recipes/?couponCode=VEGANTHAI28102020 1 Day left at this price!
  51. [English] 0h 36m Learn Basics of Adobe Photoshop CC 2020 for Beginners https://www.udemy.com/course/learn-basics-of-adobe-photoshop-cc-for-beginners/?couponCode=2618FE9D22523F56914C 20 hrs left at this price!
  52. [English] 2h 45m Master Spring & Angular Material with a full web application https://www.udemy.com/course/master-spring-angular-material-with-a-full-web-application/?couponCode=A0BECB22BC8C8D9C98B6 1 Day left at this price!
  53. [English] 1h 46m Portrait Photography for Absolute Beginners https://www.udemy.com/course/mastering-portrait-photography/?couponCode=PORTRAITOCT2020F3 1 Day left at this price!
  54. [English] 2h 17m Complete Guide to InVideo and InVideo Video Creation https://www.udemy.com/course/complete-guide-to-invideo-and-invideo-video-creation/?couponCode=89061B53CBC29FF9F2EC 1 Day left at this price!
  55. [English] 4h 51m New Way to Make Money at No Budget! Drop Servicing WordPress https://www.udemy.com/course/create-drop-servicing-website-with-wordpress/?couponCode=FREEPROMOTION 1 Day left at this price!
  56. [English] 5h 5m Advance Maths: Part III: Statistics & Probability https://www.udemy.com/course/advanced-mathematics-part-iii-statistics-probability/?couponCode=SAM2612 15 hrs left at this price!
  57. [English] 2h 29m Advance Maths: Part II: Fourier Transform https://www.udemy.com/course/advance-course-in-mathematics-part-ii/?couponCode=SIMABHI2612 15 hrs left at this price!
  58. [English] 4h 1m Advance Maths: Part I: Linear Differential Equations https://www.udemy.com/course/advanced-course-in-mathematics-part-i/?couponCode=SEEMABHI2612 14 hrs left at this price!
  59. [English] 53h 42m Managerial Accounting / Cost Accounting https://www.udemy.com/course/managerial-accounting-cost-accounting/?couponCode=74CEB0E3645D8ED18DEA 12 hrs left at this price!
  60. [English] 118h 56m Accounting–Financial Accounting Total-Beginners to Advanced https://www.udemy.com/course/financial-accounting-accounting-cycle/?couponCode=FBA9292E89D59C671FB3 12 hrs left at this price!
  61. [English] 100h 13m QuickBooks Online 2020 Vs. QuickBooks Desktop 2020 https://www.udemy.com/course/quickbooks-online-vs-quickbooks-desktop/?couponCode=8548658665DC1E3B1CB9 12 hrs left at this price!
  62. [English] 5h 32m Python Demonstrations For Practice Course https://freebiesglobal.com/python-demonstrations-for-practice-course-4 1 Day left at this price!
  63. [English] 6h 23m Learning Analytics Through R https://www.udemy.com/course/learning-analytics/?couponCode=LEARNING28 1 Day left at this price!
  64. [English] 9h 40m Tableau Training: Master Tableau For Data Science https://www.udemy.com/course/tableau-training-master-tableau-for-data-science/?couponCode=TABLEAU28 1 Day left at this price!
  65. [English] 1h 36m Computer Basics 2020:Essential Computer Skills And Knowledge https://www.udemy.com/course/computer-basics-2020-basic-computer-skills-and-fundamentals/?couponCode=DISCOUNT-100 1 Day left at this price!
  66. [English] 49h 1m The Complete 2020 PHP Full Stack Web Developer Bootcamp https://www.udemy.com/course/the-complete-php-full-stack-web-developer-bootcamp/?couponCode=FREEBEEOCT 1 Day left at this price!
  67. [English] 3h 50m Substance painter 2020 - The complete 3D Texturing course https://www.udemy.com/course/substance-painter-2020-the-complete-3d-texturing-course/?couponCode=FREETIME 1 Day left at this price!
  68. [Spanish] 4h 17m Excel para negocios y empresas | ACTUALIZADO 2020 https://www.udemy.com/course/excelparanegocios/?couponCode=13E45874992DC0C540CD 1 Day left at this price!
  69. [English] 3h 49m Introduction to Forex- learn to trade forex by yourself https://www.udemy.com/course/introduction-to-forex-learn-to-trade-forex-by-yourself/?couponCode=1F0D68F4944923897966 1 Day left at this price!
  70. [English] 2h 15m Business Networking for Success and Company Growth: Part Two https://www.udemy.com/course/business-networking-for-success-2/?couponCode=BNSCGEXPOCT302020 1 Day left at this price!
  71. [English] 2h 13m Business Networking for Success and Company Growth: Part One https://www.udemy.com/course/business-networking-1/?couponCode=BNSCPOEXPOCT302020 1 Day left at this price!
  72. [English] 3h 50m Substance painter 2020 - The complete 3D Texturing course https://www.udemy.com/course/substance-painter-2020-the-complete-3d-texturing-course/?couponCode=FREETIME 1 Day left at this price!
  73. [English] 1h 27m Business Networking for Success and Company Growth: Part 3 https://www.udemy.com/course/business-networking-for-success-3/?couponCode=BNSCEXPOCT302020 1 Day left at this price!
  74. [English] 1h 51m Lean Tools and Techniques for Flow and Pull https://www.udemy.com/course/lean-tools-and-techniques-for-flow-and-pull/?couponCode=B035585AB9A21B8432CE 12 hrs left at this price!
Popular courses form $9.99
  1. [English] 6h 20m Lean for Business Organizations https://www.udemy.com/course/lean-for-business-organizations/?couponCode=C5518B068F924319C5FB 12 hrs left at this price!
  2. [English] 7h 53m Introduction to Cloud Computing on Amazon AWS for Beginners $9.99 https://www.udemy.com/course/introduction-to-cloud-computing-on-amazon-aws-for-beginners/?couponCode=AWSOCT 2 Days left at this price!
  3. [English] [390 questions] AWS Certified Cloud Practitioner 500 Practice Exam Questions $9.99 https://www.udemy.com/course/aws-certified-cloud-practitioner-practice-exams-c/?couponCode=AWSOCT 2 Days left at this price!
  4. [English] 34h 0m The Complete Train the Trainer Bootcamp - Beginners-Advanced $12.99 https://www.udemy.com/course/the-complete-train-the-trainer-bootcamp-beginners-advanced/?couponCode=THANKS1 1 Day left at this price!
  5. [English] 26h 49m Leading Effective Meetings - You Can Lead Effective Meetings $12.99 https://www.udemy.com/course/leading-effective-meetings-you-can-lead-effective-meetings/?couponCode=THANKS2 1 Day left at this price!
  6. [English] 44h 40m SEO TRAINING 2021: Complete SEO Course + WordPress SEO Yoast $10.99 https://www.udemy.com/course/online-seo-training/?couponCode=2OCT999 2 Days left at this price!
  7. [English] 8h 9m Facebook Dynamic Ads (Facebook Dynamic Retargeting) MASTERY $9.99 https://www.udemy.com/course/facebook-dynamic-ads/?couponCode=OCT999 2 Days left at this price!
  8. [English] 10h 39m Lead Generation MASTERY with Facebook Lead & Messenger Ads $11.99 https://www.udemy.com/course/facebook-lead-ads-course/?couponCode=OCT999 2 Days left at this price!
  9. [English] 56h 8m The Complete Digital Marketing Course for Local Businesses $9.99 https://www.udemy.com/course/local-digital-marketing/?couponCode=2OCT999 2 Days left at this price!
  10. [English] 29h 1m BEST of Facebook Ads: Facebook Ads 2021 ULTIMATE PRO Edition $13.99 https://www.udemy.com/course/facebook-ads-2021/?couponCode=OCT999 2 Days left at this price!
  11. [English] 39h 52m BEST of SEO: #1 SEO Training & Content Marketing Course 2021 $9.99 https://www.udemy.com/course/seo-training-2021/?couponCode=2OCT999 2 Days left at this price!
  12. [English] [390 questions] AWS Certified Developer Associate Practice Exam Questions $9.99 https://www.udemy.com/course/aws-developer-associate-practice-exams/?couponCode=AWSOCT 18 hrs left at this price!
  13. [English] 29h 21m AWS Certified Developer Associate Exam Training 2020 [NEW] $9.99 https://www.udemy.com/course/aws-certified-developer-associate-exam-training/?couponCode=AWSOCT 18 hrs left at this price!
  14. [English] 10h 0m Business Analysis Certification Program – Exam Questions https://www.udemy.com/course/business-analysis-certification-program-exam-questions/?couponCode=LEARN2020OCT 1 Day left at this price!
  15. [English] 14h 45m Risk Management for Project Professionals (PMBOK6 Updated) https://www.udemy.com/course/risk-management-for-project-professionals/?couponCode=LEARN2020OCT 1 Day left at this price!
  16. [English] 16h 39m Business Analysis Certification Program – The Concepts $12.99 https://www.udemy.com/course/business-analysis-certification-program-the-concepts/?couponCode=LEARN2020OCT 1 Day left at this price!
  17. [English] 21h 6m The Agile Certified Practitioner Training Program (PMI-ACP) $12.99 https://www.udemy.com/course/the-agile-certified-practitioner-training-program-pmi-acp/?couponCode=LEARN2020OCT 2 Days left at this price!
  18. [English] 31h 16m The Agile Methodology for Project Risk Managers $12.99 https://www.udemy.com/course/the-agile-methodology-for-project-risk-managers/?couponCode=LEARN2020OCT 1 Day left at this price!
  19. [English] 37h 7m Risk Management for Business Analysts (PMI-RMP/IIBA-ECBA) $12.99 https://www.udemy.com/course/risk-management-for-business-analysts-pmi-rmpiiba-ecba/?couponCode=LEARN2020OCT 1 Day left at this price!
  20. [English] 42h 20m Project Management Professional Certification Program (PMP) $12.99 https://www.udemy.com/course/project-management-professional-certification-program-pmp/?couponCode=LEARN2020OCT 2 Days left at this price!
Via Digital Cloud
  1. $19.49 [Code: AWSPROMO ] AWS Solutions Architect Associate Ultimate Training Package (video course + practice exam course + ebook / training notes) https://learn.digitalcloud.training/aws-certified-solutions-architect-ultimate-exam-training?add-to-cart=20244&quantity=1&is_buy_now=1
  2. 25. $19.49 [Code: AWSPROMO ] AWS Cloud Practitioner Ultimate Training Package (video course + practice exam course + ebook / training notes) – Digitalcloud https://learn.digitalcloud.training/aws-certified-cloud-practitioner-ultimate-exam-training?add-to-cart=21372&quantity=1&is_buy_now=1
Edunoix FREE:
  1. Become A Certified Web Developer From Scratch (Free)
  2. Learn Cloud Computing from Scratch for Beginners (Free)
  3. Learn Adobe Illustrator Course From Scratch (Free)
  4. Become A Copywriter Pro from Ground Up (Free)
  5. The Developers Guide to Python 3 Programming (Free)
  6. Linux For Absolute Beginners (Free)
E-degrees Eduonix Sitewide Code : OCTOBER50
  1. $35.00 DevOps E-degree
  2. $35.00 Fullstack JavaScript Developer E-Degree
  3. $42.50 Cybersecurity E-Degree
  4. $45.00 Cloud Computing E-Degree
submitted by ViralMedia007 to FREECoursesEveryday [link] [comments]

60+ Free Courses, 6 Best Seller Discounted Courses

  1. 2h 45m The Bargue Drawing Course https://www.udemy.com/course/the-bargue-drawing-course/?couponCode=A2564D623D4BB342BAF0 1 Day left at this price!
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  16. 4h 48m Microsoft Excel - Learn MS EXCEL For DATA Analysis https://www.udemy.com/course/microsoft-excel-learn-ms-excel-for-data-analysis/?couponCode=A65463AFE287D36FA249 2 Days left at this price!
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  19. 8h 24m Business Intelligence: Python and Programming Essentials. https://www.udemy.com/course/python-banking-oriented/?couponCode=9B7E6EE36C2057A39C38 2 Days left at this price!
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  21. 4h 7m The Complete Law Of Attraction Course Updated for the 2020s https://www.udemy.com/course/the-complete-law-of-attraction-course-updated-for-the-2020s/?couponCode=312A7646ACF38E7469A5 2 Days left at this price!
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submitted by ViralMedia007 to FREECoursesEveryday [link] [comments]

Trading economic news

The majority of this sub is focused on technical analysis. I regularly ridicule such "tea leaf readers" and advocate for trading based on fundamentals and economic news instead, so I figured I should take the time to write up something on how exactly you can trade economic news releases.
This post is long as balls so I won't be upset if you get bored and go back to your drooping dick patterns or whatever.

How economic news is released

First, it helps to know how economic news is compiled and released. Let's take Initial Jobless Claims, the number of initial claims for unemployment benefits around the United States from Sunday through Saturday. Initial in this context means the first claim for benefits made by an individual during a particular stretch of unemployment. The Initial Jobless Claims figure appears in the Department of Labor's Unemployment Insurance Weekly Claims Report, which compiles information from all of the per-state departments that report to the DOL during the week. A typical number is between 100k and 250k and it can vary quite significantly week-to-week.
The Unemployment Insurance Weekly Claims Report contains data that lags 5 days behind. For example, the Report issued on Thursday March 26th 2020 contained data about the week ending on Saturday March 21st 2020.
In the days leading up to the Report, financial companies will survey economists and run complicated mathematical models to forecast the upcoming Initial Jobless Claims figure. The results of surveyed experts is called the "consensus"; specific companies, experts, and websites will also provide their own forecasts. Different companies will release different consensuses. Usually they are pretty close (within 2-3k), but for last week's record-high Initial Jobless Claims the reported consensuses varied by up to 1M! In other words, there was essentially no consensus.
The Unemployment Insurance Weekly Claims Report is released each Thursday morning at exactly 8:30 AM ET. (On Thanksgiving the Report is released on Wednesday instead.) Media representatives gather at the Frances Perkins Building in Washington DC and are admitted to the "lockup" at 8:00 AM ET. In order to be admitted to the lockup you have to be a credentialed member of a media organization that has signed the DOL lockup agreement. The lockup room is small so there is a limited number of spots.
No phones are allowed. Reporters bring their laptops and connect to a local network; there is a master switch on the wall that prevents/enables Internet connectivity on this network. Once the doors are closed the Unemployment Insurance Weekly Claims Report is distributed, with a heading that announces it is "embargoed" (not to be released) prior to 8:30 AM. Reporters type up their analyses of the report, including extracting key figures like Initial Jobless Claims. They load their write-ups into their companies' software, which prepares to send it out as soon as Internet is enabled. At 8:30 AM the DOL representative in the room flips the wall switch and all of the laptops are connected to the Internet, releasing their write-ups to their companies and on to their companies' partners.
Many of those media companies have externally accessible APIs for distributing news. Media aggregators and squawk services (like RanSquawk and TradeTheNews) subscribe to all of these different APIs and then redistribute the key economic figures from the Report to their own subscribers within one second after Internet is enabled in the DOL lockup.
Some squawk services are text-based while others are audio-based. FinancialJuice.com provides a free audio squawk service; internally they have a paid subscription to a professional squawk service and they simply read out the latest headlines to their own listeners, subsidized by ads on the site. I've been using it for 4 months now and have been pretty happy. It usually lags behind the official release times by 1-2 seconds and occasionally they verbally flub the numbers or stutter and have to repeat, but you can't beat the price!
Important - I’m not affiliated with FinancialJuice and I’m not advocating that you use them over any other squawk. If you use them and they misspeak a number and you lose all your money don’t blame me. If anybody has any other free alternatives please share them!

How the news affects forex markets

Institutional forex traders subscribe to these squawk services and use custom software to consume the emerging data programmatically and then automatically initiate trades based on the perceived change to the fundamentals that the figures represent.
It's important to note that every institution will have "priced in" their own forecasted figures well in advance of an actual news release. Forecasts and consensuses all come out at different times in the days leading up to a news release, so by the time the news drops everybody is really only looking for an unexpected result. You can't really know what any given institution expects the value to be, but unless someone has inside information you can pretty much assume that the market has collectively priced in the experts' consensus. When the news comes out, institutions will trade based on the difference between the actual and their forecast.
Sometimes the news reflects a real change to the fundamentals with an economic effect that will change the demand for a currency, like an interest rate decision. However, in the case of the Initial Jobless Claims figure, which is a backwards-looking metric, trading is really just self-fulfilling speculation that market participants will buy dollars when unemployment is low and sell dollars when unemployment is high. Generally speaking, news that reflects a real economic shift has a bigger effect than news that only matters to speculators.
Massive and extremely fast news-based trades happen within tenths of a second on the ECNs on which institutional traders are participants. Over the next few seconds the resulting price changes trickle down to retail traders. Some economic news, like Non Farm Payroll Employment, has an effect that can last minutes to hours as "slow money" follows behind on the trend created by the "fast money". Other news, like Initial Jobless Claims, has a short impact that trails off within a couple minutes and is subsequently dwarfed by the usual pseudorandom movements in the market.
The bigger the difference between actual and consensus, the bigger the effect on any given currency pair. Since economic news releases generally relate to a single currency, the biggest and most easily predicted effects are seen on pairs where one currency is directly effected and the other is not affected at all. Personally I trade USD/JPY because the time difference between the US and Japan ensures that no news will be coming out of Japan at the same time that economic news is being released in the US.
Before deciding to trade any particular news release you should measure the historical correlation between the release (specifically, the difference between actual and consensus) and the resulting short-term change in the currency pair. Historical data for various news releases (along with historical consensus data) is readily available. You can pay to get it exported into Excel or whatever, or you can scroll through it for free on websites like TradingEconomics.com.
Let's look at two examples: Initial Jobless Claims and Non Farm Payroll Employment (NFP). I collected historical consensuses and actuals for these releases from January 2018 through the present, measured the "surprise" difference for each, and then correlated that to short-term changes in USD/JPY at the time of release using 5 second candles.
I omitted any releases that occurred simultaneously as another major release. For example, occasionally the monthly Initial Jobless Claims comes out at the exact same time as the monthly Balance of Trade figure, which is a more significant economic indicator and can be expected to dwarf the effect of the Unemployment Insurance Weekly Claims Report.
USD/JPY correlation with Initial Jobless Claims (2018 - present)
USD/JPY correlation with Non Farm Payrolls (2018 - present)
The horizontal axes on these charts is the duration (in seconds) after the news release over which correlation was calculated. The vertical axis is the Pearson correlation coefficient: +1 means that the change in USD/JPY over that duration was perfectly linearly correlated to the "surprise" in the releases; -1 means that the change in USD/JPY was perfectly linearly correlated but in the opposite direction, and 0 means that there is no correlation at all.
For Initial Jobless Claims you can see that for the first 30 seconds USD/JPY is strongly negatively correlated with the difference between consensus and actual jobless claims. That is, fewer-than-forecast jobless claims (fewer newly unemployed people than expected) strengthens the dollar and greater-than-forecast jobless claims (more newly unemployed people than expected) weakens the dollar. Correlation then trails off and changes to a moderate/weak positive correlation. I interpret this as algorithms "buying the dip" and vice versa, but I don't know for sure. From this chart it appears that you could profit by opening a trade for 15 seconds (duration with strongest correlation) that is long USD/JPY when Initial Jobless Claims is lower than the consensus and short USD/JPY when Initial Jobless Claims is higher than expected.
The chart for Non Farm Payroll looks very different. Correlation is positive (higher-than-expected payrolls strengthen the dollar and lower-than-expected payrolls weaken the dollar) and peaks at around 45 seconds, then slowly decreases as time goes on. This implies that price changes due to NFP are quite significant relative to background noise and "stick" even as normal fluctuations pick back up.
I wanted to show an example of what the USD/JPY S5 chart looks like when an "uncontested" (no other major simultaneously news release) Initial Jobless Claims and NFP drops, but unfortunately my broker's charts only go back a week. (I can pull historical data going back years through the API but to make it into a pretty chart would be a bit of work.) If anybody can get a 5-second chart of USD/JPY at March 19, 2020, UTC 12:30 and/or at February 7, 2020, UTC 13:30 let me know and I'll add it here.

Backtesting

So without too much effort we determined that (1) USD/JPY is strongly negatively correlated with the Initial Jobless Claims figure for the first 15 seconds after the release of the Unemployment Insurance Weekly Claims Report (when no other major news is being released) and also that (2) USD/JPY is strongly positively correlated with the Non Farms Payroll figure for the first 45 seconds after the release of the Employment Situation report.
Before you can assume you can profit off the news you have to backtest and consider three important parameters.
Entry speed: How quickly can you realistically enter the trade? The correlation performed above was measured from the exact moment the news was released, but realistically if you've got your finger on the trigger and your ear to the squawk it will take a few seconds to hit "Buy" or "Sell" and confirm. If 90% of the price move happens in the first second you're SOL. For back-testing purposes I assume a 5 second delay. In practice I use custom software that opens a trade with one click, and I can reliably enter a trade within 2-3 seconds after the news drops, using the FinancialJuice free squawk.
Minimum surprise: Should you trade every release or can you do better by only trading those with a big enough "surprise" factor? Backtesting will tell you whether being more selective is better long-term or not.
Hold time: The optimal time to hold the trade is not necessarily the same as the time of maximum correlation. That's a good starting point but it's not necessarily the best number. Backtesting each possible hold time will let you find the best one.
The spread: When you're only holding a position open for 30 seconds, the spread will kill you. The correlations performed above used the midpoint price, but in reality you have to buy at the ask and sell at the bid. Brokers aren't stupid and the moment volume on the ECN jumps they will widen the spread for their retail customers. The only way to determine if the news-driven price movements reliably overcome the spread is to backtest.
Stops: Personally I don't use stops, neither take-profit nor stop-loss, since I'm automatically closing the trade after a fixed (and very short) amount of time. Additionally, brokers have a minimum stop distance; the profits from scalping the news are so slim that even the nearest stops they allow will generally not get triggered.
I backtested trading these two news releases (since 2018), using a 5 second entry delay, real historical spreads, and no stops, cycling through different "surprise" thresholds and hold times to find the combination that returns the highest net profit. It's important to maximize net profit, not expected value per trade, so you don't over-optimize and reduce the total number of trades taken to one single profitable trade. If you want to get fancy you can set up a custom metric that combines number of trades, expected value, and drawdown into a single score to be maximized.
For the Initial Jobless Claims figure I found that the best combination is to hold trades open for 25 seconds (that is, open at 5 seconds elapsed and hold until 30 seconds elapsed) and only trade when the difference between consensus and actual is 7k or higher. That leads to 30 trades taken since 2018 and an expected return of... drumroll please... -0.0093 yen per unit per trade.
Yep, that's a loss of approx. $8.63 per lot.
Disappointing right? That's the spread and that's why you have to backtest. Even though the release of the Unemployment Insurance Weekly Claims Report has a strong correlation with movement in USD/JPY, it's simply not something that a retail trader can profit from.
Let's turn to the NFP. There I found that the best combination is to hold trades open for 75 seconds (that is, open at 5 seconds elapsed and hold until 80 seconds elapsed) and trade every single NFP (no minimum "surprise" threshold). That leads to 20 trades taken since 2018 and an expected return of... drumroll please... +0.1306 yen per unit per trade.
That's a profit of approx. $121.25 per lot. Not bad for 75 seconds of work! That's a +6% ROI at 50x leverage.

Make it real

If you want to do this for realsies, you need to run these numbers for all of the major economic news releases. Markit Manufacturing PMI, Factory Orders MoM, Trade Balance, PPI MoM, Export and Import Prices, Michigan Consumer Sentiment, Retail Sales MoM, Industrial Production MoM, you get the idea. You keep a list of all of the releases you want to trade, when they are released, and the ideal hold time and "surprise" threshold. A few minutes before the prescribed release time you open up your broker's software, turn on your squawk, maybe jot a few notes about consensuses and model forecasts, and get your finger on the button. At the moment you hear the release you open the trade in the correct direction, hold it (without looking at the chart!) for the required amount of time, then close it and go on with your day.
Some benefits of trading this way: * Most major economic releases come out at either 8:30 AM ET or 10:00 AM ET, and then you're done for the day. * It's easily backtestable. You can look back at the numbers and see exactly what to expect your return to be. * It's fun! Packing your trading into 30 seconds and knowing that institutions are moving billions of dollars around as fast as they can based on the exact same news you just read is thrilling. * You can wow your friends by saying things like "The St. Louis Fed had some interesting remarks on consumer spending in the latest Beige Book." * No crayons involved.
Some downsides: * It's tricky to be fast enough without writing custom software. Some broker software is very slow and requires multiple dialog boxes before a position is opened, which won't cut it. * The profits are very slim, you're not going to impress your instagram followers to join your expensive trade copying service with your 30-second twice-weekly trades. * Any friends you might wow with your boring-ass economic talking points are themselves the most boring people in the world.
I hope you enjoyed this long as fuck post and you give trading economic news a try!
submitted by thicc_dads_club to Forex [link] [comments]

200 achievements of Modi Govt

  1. Fragile five to Fastest growing economy - India
  2. 11th largest to the 5th largest economy - India
  3. Share of world GDP from 2.43% in 2014 to 3.08% in 2018
  4. Average GDP 7.3% against 6.7% in previous regime
  5. Forex reserves from 300 bn USD in 2014 to 420 bn USD in 2018
  6. Doubling of FDI inflow from 36 bn USD in 2014 to 66 billion USD in 2018
  7. Inflation less than 2.3 % (Nov 18) against 10.1% in 2014
  8. Growth of sensex from 24,121.74 in 2014 to 36,395.03 on 12 Feb 19 (50.88%)
  9. Fiscal deficit under control
  10. Per capita income increased by 45% from Rs 86,647 in 2014 to Rs 1,25,397
  11. IT exemption from 2 lakh in 2014 to 5 lakh (effectively 9.85 lakh with home loan)
  12. Restaurant bills tax reduced from 18% in 2014 to 5%
  13. Transaction charges through card down from 1% to 0%, domestic money transfer fee down from Rs 5 in 2014 to zero
  14. Financial inclusion (32 crore bank accounts with 260 billion worth deposits). Almost 100% coverage from earlier 50%
  15. DBT (savings of 83000 crores @ 15000 crore annually), No of govt schemes DBT applied to increased from 34 in 2014 to 433, 2.7 lakh fake mid-day meal students, 3.3 crore fake LPG connections, 87 lakh fake MNREGA job cards, 3 crore fake ration cards eliminated
  16. Zero IT for businesses with turnover upto 60 lakhs
  17. GST exemplifying cooperative federalism, rates of 83 items down from pre-GST rates, out of 1211 items only 35 items in above 18% slab, 39% reduction of cost of basic household items. Average 1 lk crore monthly revenue through GST collection. Exempted for business upto 40 lk
  18. Insolvency and Bankruptcy Code, constitution of NCLT, 3 lakh crores of NPAs recovered, 66 cases resolved, 260 cases liquidated, resolution of stressed assets, 2100 companies pay back 83000 crore to banks settling their pending loan repayments
  19. 75 billion $ or Yen to Rupee exchange agreement with Japan
  20. 1 lakh shell companies deregistered, FCRA licenses of 4800 NGOs cancelled
  21. Fugitive Economic Offenders Bill, properties of economic fugitives seized and auctioned
  22. 1.9 lakh km of rural roads. Rural road connectivity at 91% from 55%
  23. 36 new airports, from 65 in 7 decades to 106, all states now in air connectivity map
  24. Effective international diplomacy following 59 visits to nations, 38 single, 10 double, 3 triple and 2 quadruple visits by PM.(Seen during Airstrikes,No Country opposed India)
  25. Benami Act for action against Money Laundering
  26. Rural sanitation coverage 95 % up from 39% (8.8 crore toilets)
  27. Solar energy capacity increased 8 fold from 2.63 GW to 22 GW, 19. 8.5 GW of biogas grid installed.
  28. Ganga waterway transportation, usage by shipping giant Maersk, cost of transportation reduced from 10/ton (road) / Rs 6/ton (rail) to Re 1/ton
  29. More than 2.4 crore households lit up, rural electricity coverage to households up from 70 to 95%, only 19836 homes remain (in Chhatisgarh) out of 2,48,09,235
  30. Electricity accessibility rank jump from 99 in 2014 to 26 in 2019
  31. 7 crore new gas connections to 3.5 crore households u/69000 conections per day, coverage 90% from 55%, 82% return for refill, 42% beneficiaries Dalits
  32. 14.4 crore mudra loans worth Rs 7 lakh crore disbursed
  33. 18000 remote villages connected with electricity
  34. 2.92 lakh km of optical fibre laid, 0.02% to 50% gram Panchayat connectivity
  35. Swachh bharat mission has saved, according to WHO, 3 lakh lives and will save 1.5 lakh lives per year.
  36. IT filers increase from 3.79 crore to 6.08 crore, enterprises registered for indirect tax up from 64 lk to 118 lakh
  37. Entry of India in global regimes Missile Technology Control regime (MTCR), WA (Wassenaar Arrangement) and Australia Group
  38. 17 crore soil health cards
  39. 1.5 crore houses built, 91.37 crore in rural areas and 13.5 lakh in urban areas against 25 lakh houses built between 2010-2014. House for all target year is 2022.
  40. 1,78,346 houses built in NE over existing 2875 houses built till 2014
  41. Home loan interest rate down from 10.3 % in 2014 to 8.4% in 2018, annual savings of Rs 47,160 for 30 lakhs over 30 years, no GST on affordable housing, 5% on remaining
  42. Trading agreement in rupee with Iran and UAE
  43. Common service centres up from 84k to 3 Lakh
  44. OROP implemented after 43 years, 35000 crores disbursed to 8 crore veterans
  45. India's vaccination programme Indradhanush amongst 12 best practices of world
  46. 5035 Jan Aushadhi and - 1054 medicines under price control (60-90% discounts).
  47. More than 150 Amrit stores, reduction of cost of cromium cobalt Knee implant from 1.58-2.5 lakh to 54,720 and high flex implant from Rs181728 to 56490 (69%), 85% reduction in cardiac stent price to Rs 28000
  48. 87% reduction in 400 cancer drugs
  49. Rate of Interest on higher education loans dropped from 14.75 in 2013 to 10.88% in 2019, savings of 1.18 lakh on 10 lakh loan over tenure of 60 months, Rs 2000 savings on EMI
  50. Data revolution: Cost of 1 GB $0.26 in India against $12.37 in US, $6.66 in UK and $75.2 in Zimbabwe. Unlimited mobile+ 45 Gb data = Rs 150 against Rs 1000 in 2013; annual savings of 10,200
  51. Katra rail line work completed after 16 years
  52. Dhola Sadiya bridge work completed after 16 years
  53. Sardar Sarovar Dam work completed after 15 years
  54. Aadhaar act
  55. Pakyong airport completed after 10 years
  56. Chennai Nashri Tunnel after 10 years
  57. Assam NRC after 40 years
  58. National War Memorial after 50 years
  59. NE cpas after 60 years
  60. Kollam bypass after 43 years
  61. Indo-Bangladesh enclaves after 42 years
  62. Bansagar canal project after 40 years
  63. Bogibeel bridge after 23 years
  64. Western peri expressway after 15 years
  65. Kota Chambal bridge after 11 years
  66. Maibang-Lumding Stretch completed
  67. Delhi Meerut Expressway completed
  68. Ganga Expressway project (world's longest) underway
  69. Metros in Ahmedabad, Nagpur, Jaipur, Lucknow, Washermenpet
  70. All umanned level crossings eliminated
  71. Ayushman Bharat: annual 5 lakh health care to every family, 15.05 lakh hospital admissions for secondary/ tertiary treatment, 2.4 crore e-cards generated as on 10 Mar 19 in 170 days. Target 50 crore people.
  72. 59minutes loan portal: 92,000 loan applications of MSME amounting to 30,000 crores approved, 6000 crores sanctioned till Nov 18
  73. 87% of farming house (owning land of 2 hctrs) or 12 cr ppl to get kisaan sammaan nidhi of Rs 6000 pr year. Rs 5215 cr transferred directly to 2.6 crore farmers in 37 days (for households with holding less than 0.01 hectares incm per month so far was Rs 8136 agnst exp of 6594
  74. 1.5 million electric rickshaws
  75. Procurement of 36 Rafale on Government to Government Basis avoiding middlemen
  76. 05 billion$ S 400 Triumf air defence missile system deal with Russia
  77. 145 M777 howitzer deal
  78. 22 Apache AH 64E multi-role combat helos
  79. 200 KA-226T helicopters
  80. 56 EADS CASA C-295 transport aircraft
  81. 15 CH 47 Chinook tactical transport helicopters
  82. 2.3 lakh Bullet proof jackets
  83. 1.6 lakh Bullet-proof helmets
  84. 777 mn USD Barak 8 LRSAM contract
  85. 5 bn USD S-400 air defence systems
  86. 10 Heron TP armed drones
  87. 4 additional P8I MR aircraft
  88. 40 units of Laser sensor border fence installed
  89. 72,400 Sig Sauer Assault rifles
  90. 100 self-propelled K9 Vajra howitzers
  91. 700000 AK-103 Kalashnikov assault rifles indigenous facility
  92. Surgical strikes in Myanmar, across LoC and in Pakistan. Only Country to bomb a Nuclear Powered Country
  93. 240 million visitors at Kumbh Mela 2019, cost 4236 crores @ Rs 177 per tourist, revenue 1.2 Lakh crores
  94. 833 teraflop supercomputer Param Shivay by IIT BHU at Rs 32.5 crores
  95. Divisional status to Ladakh
  96. 470 bed ESIC hospital in Ennore
  97. 100 bed ESIC hospital in Tiruppur
  98. Namami Gange - Ganga is 30% cleaner, 83 out of 97 ganga towns and 4456 villages achieved ODF status, 08 out of 16 drains emptying 16 crore l sewage into Ganga tapped. Target date Mar 2020
  99. 5,45,122 ODF villages, 598 ODF districts, 27 ODF states/ villages
  100. RERA implementation
  101. Udaan scheme - flight cost down from Rs 5000/1000 km in 2013 to 3400/1000 km in 2018, 34 airports operationalised, small towns connected, all states on aerial
  102. Preventive conservation of 39275570 folios, curative conservation of 3656863 filios, digitisation of 2.83 lakh manuscripts consisting of 2.93 crore pages
  103. India is now world's largest 2-wheeler manufacturer, 2nd largest smartphone manufacturer (94% of mobiles sold now made in India), 4th largest automaker, 2nd largest steel producer
  104. 5100 m Mandvi Bridge in Goa in 3.5 years
  105. Ease of doing Business ranking jump from 134 in 2014 to 77 in 2019
  106. Therubali - Singapur Bridge No 588
  107. Restoration of Asurgarh Fort, Kalahandi
  108. GeM portal with 731431 product categories, 180,862 registered sellers and 32114 govt buyers
  109. 10% EWS reservation
  110. 40% of ongoing 700 NH projects completed, adding 40,039 km between 2014-18 against 91,287 km between 1947-2014
  111. Highway construction rate jumped from 12 km/day in 2014 to 27 km/day in 2019
  112. 101 terrorists and 11 offenders extradited
  113. 90,000 ex-partite Indians evacuated
  114. Chabahar port, Sittwe port and Duqm port
  115. Military installation in Seychelles
  116. International logistics agreements with US, France and Singapore
  117. Work underway on 25 MLD ZLD Common Effluent Treatment Plant at Gujarat Eco Textile Park and will save 25 million litres of water per day
  118. Beautification of 65 railway stations, all stations fitted with LED lights, wi-fi, multi-brand food centres, kiosks, executive lounges, lifts (445 from 97 in 2014), escalators (603 from 199 in 2014), travellators and ramps
  119. Record number of foot over bridges built
  120. 871 new train services
  121. 180 new rail lines
  122. Dedicated railway freight corridor - 2 sections completed
  123. 100% electrification of railways underway, first solar powered railway station (Guwahati). First solar powered train (world's second), savings of Rs 40 Lakhs and 90,000 ltrs diesel per year
  124. Make in India semi-high-speed trains - Tejas, Gatiman and Vande Bharat
  125. Humsafar and Antodaya trains, Deen Dayalu and Anubhuti coaches, UDAY double decker, glass dome Vistadome coaches
  126. Project Swarn and Project Utkrisht to upgrade Rajdhani/Shatabdi and Mail/Express respectively
  127. Largest coach production in world at ICF, Chennai
  128. No more human extreta on railway tracks. Installation of 1.37 lakh out of 2.5 lakh completed in Jun 18.
  129. 400 wi-fi railway stations (Aug 18)
  130. 80% reduction in rail accidents
  131. 10 high speed rail corridors underway, target date 2025-26
  132. Export of world class customised coaches from MCF, Rae Bareli
  133. LIC and Air India register profit
  134. 2300 km rail tracks constructed, speed jumped from 4.1 km/day in 2014 to 6.53 km/day in 2018
  135. Neem coating of urea
  136. Gokul mission - record 160 million ton milk production
  137. Online availability of CBSE and NCERT books
  138. 10 crore LED bulbs distributed, 5000 crore savings
  139. Investment in urban infrastructure jumped from 157703 crores to 795500 crores
  140. Statue of Unity to commemorate Iron Man of India
  141. Rs 2509 crore sales in Khadi
  142. 482.36 million digital transactions worth Rs 74,978 crores in Oct 2018 against 0.3 million transactions worth Rs 90 crores in Nov 2016
  143. 30% increase in ATMs, 208% increase of PoS machines from 10.81 lakh in May 14 to 33.32 lakh in Aug 18, 111% increase in credit cards from 1.94 crore in May 14 to 4.10 crore in Aug 18, 144% increase in debit cards from 40.17 crore to 98.02 crore
  144. Ease of Doing Business Index 142 (2014) to 100 (2018)
  145. Ease of getting electricity index 99 (2014) to 26 (2018)
  146. UN's e-govt index 118 (2014) to 97(2018)
  147. Globalisation index 112 to 107 (2018)
  148. Innovation index 76 to 60 (2018)
  149. Competitiveness index 71 to 39
  150. Logistics performance index 54 to 35
  151. Global peace index 141 to 137
  152. DBR ranking 100 to 77
  153. India ranks 3rd in global start up ecosystem
  154. 06 crore jobs in MSME sector based on CII data
  155. 448 million formal jobs based on EPFO, NPS and PPF data
  156. 10 crore jobs in entrepreneurship via mudra and other schemes
  157. 80% increase in tax payers, 51.3 % increase in gross tax revenue
  158. Black Money report card - Voluntary income declaration scheme (Rs 65250 crore), IT search and survey operations (35,460 crore), Pradhan Mantri Garib Kalyan Yojana(5000 crore), Benami transactions Act (4300 crore), Black Money and Imposition of Tax Act (4100 crore)
160 Rs 6000 financial assiatence for pregnant women
161/1 . Sagarmala: port capacity increase from 8 to 14.7 lakh ton, cargo up from 89 to 116 MMT 8 new national waterways including ganga waterway NW-1 and Brahmaputra waterway NW-2.
161/2. domestic cruise service between Mumbai and Goa, ro-ro services on Ghoga-Dahej reducing travel distance from 294 to 31 km
161/3. New international cruise terminals at Chennai and Goa, railway line between Haridaspur and Paradip underway, LNG import terminal at Kamarajar port, Oil berth ai Jawahar Dweep,Coal berth at Mangalore port
161/4 . deep draft Iron ore berth at Paradip berth, JNPT SEZ, Kandla and Paradip smart industrial port city, largest dry dock and international ship repair facility at CSL, modernisation of 17 fishing harbours
  1. 800 km Delhi-Mumbai Expressway underway
  2. Replacement of bio-toilets with upgraded vacuum bio toilets in trains underway. Order for 500 placed on experimental basis.
  3. No terror strikes in hinterland
  4. 103 new KVs
  5. 62 new Navodaya Vidyalayas
  6. 6 new IITs against 16 in previous 57 years
  7. 6 new IIMs against 13 in previous 57 years
  8. 7 IIITs against 7 in previous 57 years
  9. 02 new IISER
  10. 12 new AIIMS against 7 in previous 57 years.
  11. 141 new universities against 30 in previous 57 years
  12. 01 new NIT
  13. Life Insurances @ Rs 12 annual and @ Rs 12 monthly premiums
  14. Atal Pension Yojana
  15. Pension to 42 crore people of unorganised sector
  16. Ambedkar memorial
  17. BHIM application for digital payments
  18. Khelo India Initiative for tracking of athletes' development, Rs 5 lk per annum scholarship for 1000 budding athletes per year for eight years each; monthly Rs 50000 out-of -pocket exptr, 2000 PETs, salary cap of coaches doubled from Rs 1-2 lk per month, target 15 yrs
  19. Special Task Force for Olympics
  20. RERA Act
  21. Bullet train maiden project
182/1. Rs 6.92 lakh crore Bharatmala project, 44 economic corridors with 9000 km road, 2000 km port connectivity, 9000km roads to connect district HQs with NH,
182/2. 2000 km road with Nepal, Bhutan, Bangladesh and Myanmar, opening up of 185 choke points, road development to char dham, 12 greenfield expressways spanning 1900 km
  1. 36 murtis retrieved and brought back to India in 2014-2019 under India Pride Project against 02 between 2000-2013, 02 in 90s, 03 in 80s, 01 in 70s and nil in 50s and 60s
  2. Unemployment rate 3.8% against 13.8 % in 2013
  3. India is a less-cash society now
  4. Develpment of Trincomalee and Columbo port while checkmating China's Hambantota by taking operations of near by (15 km away) Mattala Rajapaksha International Airport
  5. Plugging the 'double taxation avoidance' black money loophole through a new tax agreement with Mauritius
  6. Deal with Switzerland for automatic tax data sharing from 01 Jan 2019
189/1 Varanasi - Varanasi ring road phase 1 completed, phase 2 underway, inland waterways terminal, Babatpur airport highway, 140 MLD Dinaput STP, facelift to railway station, big cow shelter for stray cattle, BPO centre, piped gas project, Varanasi-Balia rail project,
189/2. Vande Bharat Express, Kashi Vishwanath temple - Ganga Ghat corridor project, renovation of all bathings ghats, LED illuminations of ghats and major roads, underground electricity cabling,
189/3. new sewage plants, 02 cancer treatment facilities, 65th to 29th rank in swachhata sarvekshan (2016), 90% ODF district.
  1. Creation of 100 Smart cities, 100 crore per year per city for 05 years, 500 acres for retrofitting, 50 acres for redevelopment, 250 acres for green field projects, 10% of energy from renewable resources, 80% of green building construction, special purpose vehicles.
191/1 Development of 500 AMRUT cities underway, urbanization project of rejuvenation and transformation which includes beach front development, prevention of beach erosion, improvement of water supply, replacement of pipelines,
191/2. New sewerage connections, greenery and open spaces, digital and smart facilities, e-governance, LED streetlights, public transport, storm water drainage projects in a phased manner, Target date 2022
  1. Increase in Child Sex Ratio (CSR) in 104 BBBP (Beti Bachao Beti Padhao) districts, anti-natal care registration in 119 districts and institutional deliveries in 146 out of total 640 districts as in Mar 18. CSR of Haryana increased from 871 to 914.
  2. International Yoga Day
  3. Aspirational Districts Programme: 115 'backward' districts placed under 'prabharis' and for competitive development on the basis of 49 performance indicators, target year 2022.
195/1. Make in India: 16.4 lakh crore investment committments, 1.5 lakh crore investment inquiries, 60 bn USD FDI, 26 sectors covered, 23 positions jump in World Bank's Doing Business Report (DBR), 32 places in WEF's Global Competitiveness Index (GCI),
195/2 19 places in Logistics Performance Index, 42 places in Ease of Doing Business index, schemes include Bharatmala, Sagarmala, dedicate freight corridors, industrial corridors, UDAN-RCS, Bharat Broadband Network, Digital India.
  1. 251 Passport Seva Kendras (PSKs) and Post Office Passport Seva kendras (POPSKs) against 77 till 2014, target of one PSK every 50 km across India.
  2. Unanimous election of Justice Dalveer Bhandari to ICJ forcing UK to pull out own nominee Christopher Greenwood, demonstrating India's clout in international arena.
  3. India Post Payments Bank: India's biggest banking outreach with 1.55 lakh post offices (2.5 times banking network) linked to IPPB system
  4. Philip Kotler award, Seoul Peace prize, Champion of the Earth Award, Grand Collar of the State of Palestine, Amir Abdulla Khan Award, King Abdulaziz Sash award, Amir Amanullah Khan award.
  5. 1900 gifts and memorabilia received by Modi auctioned and 11.7 crores added to Namami Gange fund, 1.4 c of Seoul Peace award also to Nammami Gange.
New Adds
  1. Removal of article 370 and thereby also 35a after several decades.
  2. Giving citizenship to persecuted minorities in Pakistan, Bangladesh and Afghanistan through passing of CAA.
  3. Trust for creation of Ram Mandir underway.
  4. Abolishment of Haj subsidy.
  5. Abolishment and criminalization of instant triple talak.
  6. Deal with Bodo community.
  7. Getting Maulana Masood Azhar listed as an UN designated terrorist.

Source - https://www.reddit.com/IndiaRWResources/comments/bgkus6/200_achievements_of_modi_govt/

List more achievements in the comment section and lets make the list bigger, a big thank you to our fallen kar sevak u/Alive_Firefighter
submitted by justchillar to Chodi [link] [comments]

on the fakeness of the internet

funny to see that subject pop up again. it was what drove me insane enough to find this sub in the first place.
at any rate, the problem is not the bots. I thought it was, but those are just part of the parasitic ecosystem.
but to get that, first we need to take a few steps back on web history, ad serving, UX, tracking technology and media advertising.
too lazy to gather links, but you know, do your googlin'.
I assume that most of you are fairly web literate here, but I'll try to go down into the bare bones as much as possible for those who aren't.
so let's start with a basic question - what is a web visitor anyway?
from the standpoint of a normal person, that would be a person browsing a given website or piece of content. from the standpoint of technology however all you know is that some device has downloaded content from your server using the http protocol. thanks to the wonderful technology of web browsers, you can plant browser cookies on a visitor - stuff that's used to remember if they logged in, what their preferences are, stuff that your service can read from the device. it also serves usually very basic telemetry like last visit time, session time, and so on.
this, over time has evolved in what we call browser fingerprinting, a convoluted bunch of technology that allows websites and web services to uniquely identify you.
it still doesn't know if you're a human or not, but from the standpoint of the web technology, you're a visitor.
now back in ye old days of the web, when the first banner ads were springing up, these were important questions. most consumers were still to be reached on traditional media channels, and ad spend would have to be justified somehow on the risky ventures of online business. so beyond traditional polls that would infer the value of visitors, websites would start tracking number of visitors, time on page and so on. these were used to milk the advertising cow so to speak, and it gave in to some funny developments like the creation of the popup ad - if I recon correctly on geocities, where they would just but the ads everywhere until some big auto company noticed that they're appearing on porn sites. so - put the ad in the popup, and you can claim it's not in the context of porn!
around this point in time the online ad business is still pretty low tech. you actually have to call a physical human being, they send you ppts and pdfs, you send back image files and excel sheets, you wire money, the ads run, and so on. this is called direct sales, and it's tracked again by counting a bunch of visitors, and telling you how much impressions and clicks your marvelous creatives and ad budget generated.
now enter google - or more precisely, a technology firm called doubleclick that was to be acquired by google. they developed a tool for automatic ad serving, later to be called programmatic advertising, that keeps the pesky sales dude out of the loop and achieves reasonable amounts of scale for a more hefty price - after all, if the sales are automated, you get a bidding war for attention between different advertisers, and you're paying for clicks.
so you can see how this was a strategic move for google - they already had the most valuable data available in this situation. they were seeing in real time what people were searching for, and using the programmatic ad serving system, you could effectively bid not just for general attention - but for attention with an intent to buy.
...and the way that google got this data is because they indexed the web, using bots. at least GoogleBot would identify itself as a site visitor, but in the meantime they developed a service for websites to comprehensively track their own visitors and where they were coming from and what they were doing on your website. incidentally, you could also put on google's ads on your webpage to earn quite a bit of money, as content relevant ads would be shown through the doubleclick system.
this kicked off two things:
one, the ability to classify your website visitors into different clusters and segments allowed businesses to start tailoring the appearance of the website or service to fit that specific audience segment, starting off the great fracture - segmentation of the web (in the sense that two people viewing the same website at the same time were not seeing the same thing)
two, it created a very strong financial incentive for people to trick google into thinking they were having actual human visitors that would click on ads, when in fact they were bots. in an even funnier twist, some of them were from browser hijackers, commonly known as malware at the time, which google cross-financed. look up download valley and crossrider.
at the cross section of the above two, you had one interesting twist: websites that would appear differently to the security bots or the compliance officers of Google as they would to fake visitors or malware jacked human beings. the former would get a benign looking website, while the latter would get bombarded with auto clicking ads.
this kicked off the billion dollar arms race called online advertising fraud.
I'm not here to shed a tear for big money corps bleeding money. the real fallout lay somewhere else, but for that you have to understand that you never really saw the real internet, you only saw your corner and the one that was personalized for you.
but if you ever had the pleasure of watching daytime TVs or off channels and witnessing the ads, you could kind of infer what kind of audience must be watching these shows generally. from quite clear rip offs to magic number lotteries and television fortune telling, these sorts of programming was aimed at the most gullible, bought for pennies, where the smallest audience portion had to be converted into a money making operation.
...and with audience segmentation and data gathering, that was now possible at unprecedented scale, automatically. so big was the scale in fact, that it gave birth to an entire new beast of an industry called affiliate marketing, where instead of a regular payroll, you'd get a cut of the sale should you figure out an angle on where to push whatever fucking bullshit the vendors were offering to whoever the fuck would be dumb enough to click on an ad and buy. (the funniest story I recall was someone pulling five figures a month because he figured out that if you buy ads on anime-hentai pages and sell PUA shit courses and e-books you'd make a killing)
at any rate, affiliate marketing brought with it the killer landing page, the thing that's supposed to hammer the nail in the coffin once you get through the banner ad. the earliest form of deceptiveness in memory comes from various pirate sites, that had fake download buttons as banner ads and virus alerts as the landing pages. but then at some point, some schmuck realized that for certain type of products, like diet pills or forex trading or whatever, the best lander is in fact a fake news page that comes packed with comments and all. that would convert like crazy, because it had the appearance of social proof.
until at least the lawsuits came raining down, and these sorts of landing pages and campaigns for being banned left right and centre on all platforms. which just launched a new arms race as the campaigns would be disguised for the bots doing the checkups, and aged facebook profiles would start selling for like 5K USD - these people were making 30-40k a day, they could afford to spend that much to continue running the shop.
speaking of facebook - it came just about the right time for the shit to brew max total. first they were unprecedented in the amount of data they were getting off of their users, and they came just in time to catch the full swing of what we call the 'responsive web' - that no user at the same time would see the same thing on their page, it was all allocated through an intricate web of recommendations, running real time, based on previously gathered and forecast behavioral data.
it also ran on one simple premise: take over the starting page position from google for most people, then they do not have to justify, ever, any ad spend that takes place on their platform, as long as it performs. furthermore, it was completely lacking any revenue share sort of scheme (save for the short period of facebook gaming, see Zynga), thus there was no incentive for the amount of bot traffic that the previous internet era had bred. instead, it came with an entirely different one - bots that would offer social proof in the way of shares and likes, but would not directly risk the business model, thus giving no incentive for facebook to fight them. (note that google didn't do much jack shit either besides indiscriminately penalizing websites it deemed suspicious when they reached critical payout thresholds)
the rest of the story you kind of sort of know. how the obama campaign was brilliant in using the new social media to inspire hope and blah blah blah, kicking the door open for big money politics who could hire the best snake oil salesmen in the market, who had the data and as you can see from the above, had the ethical standards of a shoe. at around 2014-2015 the press (the mainstream media) started to raise question about the duopoly, the buzzword of filter bubbles started appearing, not entirely unrelated to the fact that facebook by this time cannibalized their traffic with a fucking embedded share / like button and started charging money for them to reach their own audience. after 2016 the cries of fake news were everywhere, because there was no online space left which everyone was viewing the same way, and you had no way to verify what the person next to you was looking at.
since then, we've all become grandpa yelling at the television set, with nobody around us seeing what we're seeing on the screen, so we're being accused as bots and looking for bots under the carpet.
but it's been a long way coming, and the bots are honestly the least of our worries. trust me, I went bankrupt over that one. truth or fake doesn't even begin to describe the magnitude of the problem: more like we entered the phase where every word, event or picture is defined by who ever the fuck wins the auction over it, as the marketers of human attention grind the gears of the money mill without even understanding how fast they're digging towards hell.
don't believe me? look around the marketing and advertising related subs these days. the priests are eating the indulgences, and we're only now entering the period of deep fakes, good algo generated audio and good enough NLP. and in the meantime, the shadowrunners running up between two corp headquarter-highrises are skinning your belief systems.
so the best you can do is really, not litter the remnants of cyberspace which are not being mined, astroturfed or being pulled apart by the algos. no human connections on a nuclear trash heap mate.
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What factors predict the success of a Steam game? (An analysis)

What factors predict the success of a Steam game?

I've seen quite a few discussions, comments and questions on /gamedev about what determines a game's success. How much does quality matter? Is establishing market awareness before launch the only thing that matters? Does a demo help or hurt? If your game has a poor launch, how likely is it to recover? Is it possible to roughly predict the sales of a game before launch?
In preparation for my game's launch, I spent a lot of time monitoring upcoming releases trying to find the answer to these questions. I compiled a spreadsheet, noted followers, whether it was Early Access or not, and saw how many reviews it received in the first week, month and quarter.
I'm sharing this data now in the hopes that it helps other developers understand and predict their games' sales.
First some notes on the data:
Game Price Launch Discount Week Guess Week actual 3 Month 3 Month/week Followers Early Access Demo Review Score
Pit of Doom 9.99 0 7 27 43 1.592592593 295 Y N 0.8
Citrouille 9.99 0.2 16 8 12 1.5 226 N N
Corspe Party: Book 14.99 0.1 32 40 79 1.975 1015 N N 0.95
Call of Cthulhu 44.99 0 800 875 1595 1.822857143 26600 N N 0.74
On Space 0.99 0.4 0 0 0 4 N N
Orphan 14.99 0 50 0 8 732 N N
Black Bird 19.99 0 20 13 34 2.615384615 227 N N
Gloom 6.99 0 20 8 17 2.125 159 N N
Gilded Rails 5.99 0.35 2 3 7 2.333333333 11 N Y
The Quiet Man 14.99 0.1 120 207 296 1.429951691 5596 N N 0.31
KartKraft 19.99 0.1 150 90 223 2.477777778 7691 Y N 0.84
The Other Half 7.99 0 2 3 27 9 91 N Y 0.86
Parabolus 14.99 0.15 0 0 0 16 N Y
Yet Another Tower Defense 1.99 0.4 20 22 38 1.727272727 396 N N 0.65
Galaxy Squad 9.99 0.25 8 42 5.25 3741 Y N 0.87
Swords and Soldiers 2 14.99 0.1 65 36 63 1.75 1742 N N 0.84
SpitKiss 2.99 0 3 1 2 2 63 N N
Holy Potatoes 14.99 0 24 11 22 2 617 N N 0.7
Kursk 29.99 0.15 90 62 98 1.580645161 2394 N N 0.57
SimpleRockets 2 14.99 0.15 90 142 272 1.915492958 3441 Y N 0.85
Egress 14.99 0.15 160 44 75 1.704545455 7304 Y N 0.67
Kynseed 9.99 0 600 128 237 1.8515625 12984 Y N 0.86
11-11 Memories 29.99 0 30 10 69 6.9 767 N N 0.96
Rage in Peace 12.99 0.1 15 10 42 4.2 377 N N 0.85
One Hour One Life 19.99 0 12 153 708 4.62745098 573 N N 0.81
Optica 9.99 0 0 2 3 1.5 18 N N
Cybarian 5.99 0.15 8 4 18 4.5 225 N N
Zeon 25 3.99 0.3 3 11 12 1.090909091 82 Y N
Of Gods and Men 7.99 0.4 3 10 18 1.8 111 N Y
Welcome to Princeland 4.99 0.1 1 15 55 3.666666667 30 N N 0.85
Zero Caliber VR 24.99 0.1 100 169 420 2.485207101 5569 Y N 0.73
HellSign 14.99 0 100 131 334 2.549618321 3360 Y N 0.85
Thief Simulator 19.99 0.15 400 622 1867 3.001607717 10670 N N 0.81
Last Stanza 7.99 0.1 8 2 4 2 228 N Y
Evil Bank Manager 11.99 0.1 106 460 4.339622642 8147 Y N 0.78
Oppai Puzzle 0.99 0.3 36 93 2.583333333 54 N N 0.92
Hexen Hegemony 9.99 0.15 3 1 5 5 55 Y N
Blokin 2.99 0 0 0 0 0 10 N N
Light Fairytale Ep 1 9.99 0.1 80 23 54 2.347826087 4694 Y N 0.89
The Last Sphinx 2.99 0.1 0 0 1 0 17 N N
Glassteroids 9.99 0.2 0 0 0 0 5 Y N
Hitman 2 59.99 0 2000 2653 3677 1.385978138 52226 N N 0.88
Golf Peaks 4.99 0.1 1 8 25 3.125 46 N N 1
Sipho 13.99 0 24 5 14 2.8 665 Y N
Distraint 2 8.99 0.1 40 104 321 3.086538462 1799 N N 0.97
Healing Harem 12.99 0.1 24 10 15 1.5 605 N N
Spark Five 2.99 0.3 0 0 0 0 7 N N
Bad Dream: Fever 9.99 0.2 30 78 134 1.717948718 907 N N 0.72
Underworld Ascendant 29.99 0.15 200 216 288 1.333333333 8870 N N 0.34
Reentry 19.99 0.15 8 24 78 3.25 202 Y N 0.95
Zvezda 5.99 0 2 0 0 0 25 Y Y
Space Gladiator 2.99 0 0 1 2 2 5 N N
Bad North 14.99 0.1 500 360 739 2.052777778 15908 N N 0.8
Sanctus Mortem 9.99 0.15 3 3 3 1 84 N Y
The Occluder 1.99 0.2 1 1 1 1 13 N N
Dark Fantasy: Jigsaw 2.99 0.2 1 9 36 4 32 N N 0.91
Farming Simulator 19 34.99 0 1500 3895 5759 1.478562259 37478 N N 0.76
Don't Forget Our Esports Dream 14.99 0.13 3 16 22 1.375 150 N N 1
Space Toads Mayhem 3.99 0.15 1 2 3 1.5 18 N N
Cattle Call 11.99 0.1 10 19 53 2.789473684 250 Y N 0.71
Ralf 9.99 0.2 0 0 2 0 6 N N
Elite Archery 0.99 0.4 0 2 3 1.5 5 Y N
Evidence of Life 4.99 0 0 2 4 2 10 N N
Trinity VR 4.99 0 2 8 15 1.875 61 N N
Quiet as a Stone 9.99 0.1 1 1 4 4 42 N N
Overdungeon 14.99 0 3 86 572 6.651162791 77 Y N 0.91
Protocol 24.99 0.15 60 41 117 2.853658537 1764 N N 0.68
Scraper: First Strike 29.99 0 3 3 15 5 69 N N
Experiment Gone Rogue 16.99 0 1 1 5 5 27 Y N
Emerald Shores 9.99 0.2 0 1 2 2 12 N N
Age of Civilizations II 4.99 0 600 1109 2733 2.464382326 18568 N N 0.82
Dereliction 4.99 0 0 0 0 #DIV/0! 18 N N
Poopy Philosophy 0.99 0 0 6 10 1.666666667 6 N N
NOCE 17.99 0.1 1 3 4 1.333333333 35 N N
Qu-tros 2.99 0.4 0 3 7 2.333333333 4 N N
Mosaics Galore. Challenging Journey 4.99 0.2 1 1 8 8 14 N N
Zquirrels Jump 2.99 0.4 0 1 4 4 9 N N
Dark Siders III 59.99 0 2400 1721 2708 1.573503777 85498 N N 0.67
R-Type Dimensions Ex 14.99 0.2 10 48 64 1.333333333 278 N N 0.92
Artifact 19.99 0 7000 9700 16584 1.709690722 140000 N N 0.53
Crimson Keep 14.99 0.15 20 5 6 1.2 367 N N
Rival Megagun 14.99 0 35 26 31 1.192307692 818 N N
Santa's Workshop 1.99 0.1 3 1 1 1 8 N N
Hentai Shadow 1.99 0.3 2 12 6 14 N N
Ricky Runner 12.99 0.3 3 6 13 2.166666667 66 Y N 0.87
Pro Fishing Simulator 39.99 0.15 24 20 19 0.95 609 N N 0.22
Broken Reality 14.99 0.1 60 58 138 2.379310345 1313 N Y 0.98
Rapture Rejects 19.99 0 200 82 151 1.841463415 9250 Y N 0.64
Lost Cave 19.99 0 3 8 11 1.375 43 Y N
Epic Battle Fantasy 5 14.99 0 300 395 896 2.26835443 4236 N N 0.97
Ride 3 49.99 0 75 161 371 2.304347826 1951 N N 0.74
Escape Doodland 9.99 0.2 25 16 19 1.1875 1542 N N
Hillbilly Apocalypse 5.99 0.1 0 1 2 2 8 N N
X4 49.99 0 1500 2638 4303 1.63115997 38152 N N 0.7
Splotches 9.99 0.15 0 2 1 0.5 10 N N
Above the Fold 13.99 0.15 5 2 6 3 65 Y N
The Seven Chambers 12.99 0.3 3 0 0 #DIV/0! 55 N N
Terminal Conflict 29.99 0 5 4 11 2.75 125 Y N
Just Cause 4 59.99 0 2400 2083 3500 1.680268843 50000 N N 0.34
Grapple Force Rena 14.99 0 11 12 29 2.416666667 321 N Y
Beholder 2 14.99 0.1 479 950 1.983298539 16000 N N 0.84
Blueprint Word 1.99 0 12 15 1.25 244 N Y
Aeon of Sands 19.99 0.1 20 12 25 2.083333333 320 N N
Oakwood 4.99 0.1 32 68 2.125 70 N N 0.82
Endhall 4.99 0 4 22 42 1.909090909 79 N N 0.84
Dr. Cares - Family Practice 12.99 0.25 6 3 8 2.666666667 39 N N
Treasure Hunter 16.99 0.15 200 196 252 1.285714286 4835 N N 0.6
Forex Trading 1.99 0.4 7 10 14 1.4 209 N N
Ancient Frontier 14.99 0 24 5 16 3.2 389 N N
Fear the Night 14.99 0.25 25 201 440 2.189054726 835 Y N 0.65
Subterraneus 12.99 0.1 4 0 3 #DIV/0! 82 N N
Starcom: Nexus 14.99 0.15 53 119 2.245283019 1140 Y N 0.93
Subject 264 14.99 0.2 25 2 3 1.5 800 N N
Gris 16.9 0 100 1484 4650 3.133423181 5779 N N 0.96
Exiled to the Void 7.99 0.3 9 4 11 2.75 84 Y N
Column Explanations
For the columns that are not self-explanatory:

Question 1: Does Quality Predict Success?

There was a recent blog post stating that the #1 metric for indie games' success is how good it is.
Quality is obviously a subjective metric. The most obvious objective measure of quality for Steam games is their % Favorable Review score. This is the percentage of reviews by purchasers of the game that gave the game a positive rating. I excluded any game that did not have at least 20 user reviews in the first month, which limited the sample size to 56.
The (Pearson) correlation of a game's review score to its number of reviews three months after its release was -0.2. But 0.2 (plus or minus) isn't a very strong correlation at all. More importantly, Pearson correlation can be swayed if the data contains some big outliers. Looking at the actual games, we can see that the difference is an artifact of an outlier. Literally. Valve's Artifact by far had the most reviews after three months and had one of the lowest review scores (53% at the time). Removing this game from the data changed the correlation to essentially zero.
Spearman's Rho, an alternative correlation model that correlates rank position and minimizes the effect of huge outliers produced a similar result.
Conclusion: If there is correlation between a game's quality (as measured by Steam review score) and first quarter sales (as measured by total review count), it is too subtle to be detected in this data.

Question 2: Do Demos, Early Access or Launch Discounts Affect Success/Failure?

Unfortunately, there were so few games that had demos prior to release (10) that only a very strong correlation would really tell us anything. As it happens, there was no meaningful correlation one way or another.
There were more Early Access titles (28), but again the correlation was too small to be meaningful.
More than half the titles had a launch week discount and there was actually a moderate negative correlation of -0.3 between having a launch discount and first week review count. However it appears that this is primarily the result of the tendency of AAA titles (which sell the most copies) to not do launch discounts. Removing the titles that likely grossed over a $1 million in the first week reduced the correlation to basically zero.
Conclusion: Insufficient data. No clear correlation between demos, Early Access or launch discount and review counts: if they help or hurt the effect is not consistent enough to be seen here.

Question 3: Does pre-launch awareness (i.e., Steam followers) predict success?

You can see the number of "followers" for any game on Steam by searching for its automatically-created Community Group. Prior to launch, this is a good rough indicator of market awareness.
The correlation between group followers shortly before launch and review count at 3 months was 0.89. That's a very strong positive correlation. The rank correlation was also high (0.85) suggesting that this wasn't the result of a few highly anticipated games.
Save for a single outlier (discussed later), the ratio of 3 month review counts to pre-launch followers ranged from 0 (for the handful of games that never received any reviews) to 1.8, with a median value of 0.1. If you have 1000 followers just prior to launch, then at the end of the first quarter you should expect "about" 100 reviews.
One thing I noticed was that there were a few games that had follower counts that seemed too high compared to secondary indicators of market awareness, such as discussion forum threads and Twitter engagement. After some investigation I came to the conclusion that pre-launch key activations are treated as followers by Steam. If a game gave away a lot of Steam keys before launch (say as Kickstarter rewards or part of beta testing) this would cause the game to appear to have more followers than it had gained "organically."
Conclusion: Organic followers prior to launch are a strong predictor of a game's eventual success.

Question 4: What about price?

The correlation between price and review count at 3 month is 0.36, which is moderate correlation. I'm not sure how useful that data point is: it is somewhat obvious that higher budget games have larger marketing budgets.
There is a correlation between price and review score of -0.41. It seems likely that players do factor price into their reviews and a game priced at $60 has a higher bar to clear to earn a thumbs up review than a game priced at $10.

Question 5: Do first week sales predict first quarter results?

The correlation between number of reviews after 1 week and number of reviews after 3 months was 0.99. The Spearman correlation was 0.97. This is the highest correlation I found in the data.
Excluding games that sold very few copies (fewer than 5 reviews after the first week), most games had around twice as many reviews after 3 months as they did after 1 week. This suggests that games sell about as many copies in their first week as they do in the next 12 weeks combined. The vast majority of games had a tail ratio (ratio of reviews at 3 months to 1 week) of between 1.3 to 3.2.
I have seen a number of questions from developers whose game had a poor launch on Steam and wanted to know what they can do to improve sales. While I'm certain post-launch marketing can have an effect on continuing sales, your first week does seem to set hard bounds on your results.
Conclusion: ALL SIGNS POINT TO YES

Question 6: Does Quality Help with a Game's "Tail"?

As discussed in the last question while first week sales are very strongly correlated with first quarter, there's still quite a wide range of ratios. Defining a game's Tail Ratio as the ratio of reviews after 3 months to after 1 week, the lowest value was 0.95 for "Pro Fishing Simulator" which actually managed to lose 1 review. The highest ratio was 6.9, an extreme outlier that I'll talk about later. It is perhaps not a coincidence that the worst tail had a Steam score of 22% and the best tail had a Steam score of 96%.
The overall correlation between the Tail Ratio and Steam score was 0.42.
Conclusion: Even though there is no clear correlation between quality and overall review count/sales, there is a moderate correlation between a game's review score and its tail. This suggests that "good games" do better in the long run than "bad games," but the effect is small compared to the more important factor of pre-launch awareness.

Question 7: Is it possible to predict a game's success before launch without knowing its wishlists?

While I was compiling the data for each game, sometime prior to its scheduled launch date, I would make a prediction of how many reviews I thought it would receive in its first week and add that prediction to the spreadsheet.
The #1 factor I used in making my prediction was group follower count. In some cases I would adjust my prediction if I thought that value was off, using secondary sources such as Steam forum activity and Twitter engagement.
The correlation between my guess and the actual value was 0.96, which is a very strong correlation. As you can see in the data, the predictions are, for the most part, in the right ballpack with a few cases where I was way off.
Based on my experience, multiplying the group follower count by 0.1 will, in most cases, give you a ballpark sense of the first week quarter review count. If a game doesn't have at least one question in the discussion forum for every 100 followers, that may indicate that there are large number of "inorganic" followers and you may need to adjust your estimate.
Conclusion: Yes, with a few exceptions, using follower data and other indicators you can predict first week results approximately. Given the strong correlation between first week and quarter sales, it should also be possible to have a ballpark idea of first quarter results before launch.

Final Question: What about the outliers you mentioned?

There were a few games in the data that stood out significantly in one way or another.
Outlier #1: Overdungeon. This game had 77 group followers shortly before launch, a fairly small number and based solely on that number I would have expected fewer than a dozen reviews in the first week. It ended up with 86. Not only that, it had a strong tail and finished its first quarter with 572 reviews. This was by a wide margin the highest review count to follower ratio in the sample.
Based on the reviews, it appears to basically be Slay the Spire, but huge in Asia. 90% of the reviews seem to be in Japanese or Chinese. If anyone has some insight to this game's unusual apparent success, I'm very curious.
This seems to be the only clear example in the data of a game with minimal following prior to launch going on to having a solid first quarter.
Outlier #2: 11-11 Memories Retold. This game had 767 group followers shortly before launch, ten times as many as Overdungeon. That's still not a large number for even a small indie title. It had a fair amount going for it, though: it was directed by Yoan Fanise, who co-directed the critally acclaimed Valiant Hearts, a game with a similar theme. It was animated by Aardman Studios of "Wallace and Gromit" fame. Its publisher was Bandai Namco Europe, a not inexperienced publisher. The voice acting was by Sebastian Koch and Elijah Wood. It has dozens of good reviews in both gaming and traditional press. It currently has a 95% positive review rating on Steam.
Despite all that, nobody bought it. 24 hours after it came out it had literally zero reviews on Steam. One week after it came out it had just 10. Three months later it had demonstrated the largest tail in the data, but even then it had only climbed to 69 reviews. Now it's at about 100, an incredible tail ratio, but almost certainly a commercial failure.
This is a solid example that good game + good production values does necessarily equal good sales.

Final notes:
The big take-aways from this analysis are:
Thanks for reading!
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