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No, the British did not steal $45 trillion from India

This is an updated copy of the version on BadHistory. I plan to update it in accordance with the feedback I got.
I'd like to thank two people who will remain anonymous for helping me greatly with this post (you know who you are)
Three years ago a festschrift for Binay Bhushan Chaudhuri was published by Shubhra Chakrabarti, a history teacher at the University of Delhi and Utsa Patnaik, a Marxist economist who taught at JNU until 2010.
One of the essays in the festschirt by Utsa Patnaik was an attempt to quantify the "drain" undergone by India during British Rule. Her conclusion? Britain robbed India of $45 trillion (or £9.2 trillion) during their 200 or so years of rule. This figure was immensely popular, and got republished in several major news outlets (here, here, here, here (they get the number wrong) and more recently here), got a mention from the Minister of External Affairs & returns 29,100 results on Google. There's also plenty of references to it here on Reddit.
Patnaik is not the first to calculate such a figure. Angus Maddison thought it was £100 million, Simon Digby said £1 billion, Javier Estaban said £40 million see Roy (2019). The huge range of figures should set off some alarm bells.
So how did Patnaik calculate this (shockingly large) figure? Well, even though I don't have access to the festschrift, she conveniently has written an article detailing her methodology here. Let's have a look.
How exactly did the British manage to diddle us and drain our wealth’ ? was the question that Basudev Chatterjee (later editor of a volume in the Towards Freedom project) had posed to me 50 years ago when we were fellow-students abroad.
This is begging the question.
After decades of research I find that using India’s commodity export surplus as the measure and applying an interest rate of 5%, the total drain from 1765 to 1938, compounded up to 2016, comes to £9.2 trillion; since $4.86 exchanged for £1 those days, this sum equals about $45 trillion.
This is completely meaningless. To understand why it's meaningless consider India's annual coconut exports. These are almost certainly a surplus but the surplus in trade is countered by the other country buying the product (indeed, by definition, trade surpluses contribute to the GDP of a nation which hardly plays into intuitive conceptualisations of drain).
Furthermore, Dewey (2019) critiques the 5% interest rate.
She [Patnaik] consistently adopts statistical assumptions (such as compound interest at a rate of 5% per annum over centuries) that exaggerate the magnitude of the drain
Moving on:
The exact mechanism of drain, or transfers from India to Britain was quite simple.
Convenient.
Drain theory possessed the political merit of being easily grasped by a nation of peasants. [...] No other idea could arouse people than the thought that they were being taxed so that others in far off lands might live in comfort. [...] It was, therefore, inevitable that the drain theory became the main staple of nationalist political agitation during the Gandhian era.
- Chandra et al. (1989)
The key factor was Britain’s control over our taxation revenues combined with control over India’s financial gold and forex earnings from its booming commodity export surplus with the world. Simply put, Britain used locally raised rupee tax revenues to pay for its net import of goods, a highly abnormal use of budgetary funds not seen in any sovereign country.
The issue with figures like these is they all make certain methodological assumptions that are impossible to prove. From Roy in Frankema et al. (2019):
the "drain theory" of Indian poverty cannot be tested with evidence, for several reasons. First, it rests on the counterfactual that any money saved on account of factor payments abroad would translate into domestic investment, which can never be proved. Second, it rests on "the primitive notion that all payments to foreigners are "drain"", that is, on the assumption that these payments did not contribute to domestic national income to the equivalent extent (Kumar 1985, 384; see also Chaudhuri 1968). Again, this cannot be tested. [...] Fourth, while British officers serving India did receive salaries that were many times that of the average income in India, a paper using cross-country data shows that colonies with better paid officers were governed better (Jones 2013).
Indeed, drain theory rests on some very weak foundations. This, in of itself, should be enough to dismiss any of the other figures that get thrown out. Nonetheless, I felt it would be a useful exercise to continue exploring Patnaik's take on drain theory.
The East India Company from 1765 onwards allocated every year up to one-third of Indian budgetary revenues net of collection costs, to buy a large volume of goods for direct import into Britain, far in excess of that country’s own needs.
So what's going on here? Well Roy (2019) explains it better:
Colonial India ran an export surplus, which, together with foreign investment, was used to pay for services purchased from Britain. These payments included interest on public debt, salaries, and pensions paid to government offcers who had come from Britain, salaries of managers and engineers, guaranteed profts paid to railway companies, and repatriated business profts. How do we know that any of these payments involved paying too much? The answer is we do not.
So what was really happening is the government was paying its workers for services (as well as guaranteeing profits - to promote investment - something the GoI does today Dalal (2019), and promoting business in India), and those workers were remitting some of that money to Britain. This is hardly a drain (unless, of course, Indian diaspora around the world today are "draining" it). In some cases, the remittances would take the form of goods (as described) see Chaudhuri (1983):
It is obvious that these debit items were financed through the export surplus on merchandise account, and later, when railway construction started on a large scale in India, through capital import. Until 1833 the East India Company followed a cumbersome method in remitting the annual home charges. This was to purchase export commodities in India out of revenue, which were then shipped to London and the proceeds from their sale handed over to the home treasury.
While Roy's earlier point argues better paid officers governed better, it is honestly impossible to say what part of the repatriated export surplus was a drain, and what was not. However calling all of it a drain is definitely misguided.
It's worth noting that Patnaik seems to make no attempt to quantify the benefits of the Raj either, Dewey (2019)'s 2nd criticism:
she [Patnaik] consistently ignores research that would tend to cut the economic impact of the drain down to size, such as the work on the sources of investment during the industrial revolution (which shows that industrialisation was financed by the ploughed-back profits of industrialists) or the costs of empire school (which stresses the high price of imperial defence)

Since tropical goods were highly prized in other cold temperate countries which could never produce them, in effect these free goods represented international purchasing power for Britain which kept a part for its own use and re-exported the balance to other countries in Europe and North America against import of food grains, iron and other goods in which it was deficient.
Re-exports necessarily adds value to goods when the goods are processed and when the goods are transported. The country with the largest navy at the time would presumably be in very good stead to do the latter.
The British historians Phyllis Deane and WA Cole presented an incorrect estimate of Britain’s 18th-19th century trade volume, by leaving out re-exports completely. I found that by 1800 Britain’s total trade was 62% higher than their estimate, on applying the correct definition of trade including re-exports, that is used by the United Nations and by all other international organisations.
While interesting, and certainly expected for such an old book, re-exporting necessarily adds value to goods.
When the Crown took over from the Company, from 1861 a clever system was developed under which all of India’s financial gold and forex earnings from its fast-rising commodity export surplus with the world, was intercepted and appropriated by Britain. As before up to a third of India’s rising budgetary revenues was not spent domestically but was set aside as ‘expenditure abroad’.
So, what does this mean? Britain appropriated all of India's earnings, and then spent a third of it aboard? Not exactly. She is describing home charges see Roy (2019) again:
Some of the expenditures on defense and administration were made in sterling and went out of the country. This payment by the government was known as the Home Charges. For example, interest payment on loans raised to finance construction of railways and irrigation works, pensions paid to retired officers, and purchase of stores, were payments in sterling. [...] almost all money that the government paid abroad corresponded to the purchase of a service from abroad. [...] The balance of payments system that emerged after 1800 was based on standard business principles. India bought something and paid for it. State revenues were used to pay for wages of people hired abroad, pay for interest on loans raised abroad, and repatriation of profits on foreign investments coming into India. These were legitimate market transactions.
Indeed, if paying for what you buy is drain, then several billions of us are drained every day.
The Secretary of State for India in Council, based in London, invited foreign importers to deposit with him the payment (in gold, sterling and their own currencies) for their net imports from India, and these gold and forex payments disappeared into the yawning maw of the SoS’s account in the Bank of England.
It should be noted that India having two heads was beneficial, and encouraged investment per Roy (2019):
The fact that the India Office in London managed a part of the monetary system made India creditworthy, stabilized its currency, and encouraged foreign savers to put money into railways and private enterprise in India. Current research on the history of public debt shows that stable and large colonies found it easier to borrow abroad than independent economies because the investors trusted the guarantee of the colonist powers.

Against India’s net foreign earnings he issued bills, termed Council bills (CBs), to an equivalent rupee value. The rate (between gold-linked sterling and silver rupee) at which the bills were issued, was carefully adjusted to the last farthing, so that foreigners would never find it more profitable to ship financial gold as payment directly to Indians, compared to using the CB route. Foreign importers then sent the CBs by post or by telegraph to the export houses in India, that via the exchange banks were paid out of the budgeted provision of sums under ‘expenditure abroad’, and the exporters in turn paid the producers (peasants and artisans) from whom they sourced the goods.
Sunderland (2013) argues CBs had two main roles (and neither were part of a grand plot to keep gold out of India):
Council bills had two roles. They firstly promoted trade by handing the IO some control of the rate of exchange and allowing the exchange banks to remit funds to India and to hedge currency transaction risks. They also enabled the Indian government to transfer cash to England for the payment of its UK commitments.

The United Nations (1962) historical data for 1900 to 1960, show that for three decades up to 1928 (and very likely earlier too) India posted the second highest merchandise export surplus in the world, with USA in the first position. Not only were Indians deprived of every bit of the enormous international purchasing power they had earned over 175 years, even its rupee equivalent was not issued to them since not even the colonial government was credited with any part of India’s net gold and forex earnings against which it could issue rupees. The sleight-of-hand employed, namely ‘paying’ producers out of their own taxes, made India’s export surplus unrequited and constituted a tax-financed drain to the metropolis, as had been correctly pointed out by those highly insightful classical writers, Dadabhai Naoroji and RCDutt.
It doesn't appear that others appreciate their insight Roy (2019):
K. N. Chaudhuri rightly calls such practice ‘confused’ economics ‘coloured by political feelings’.

Surplus budgets to effect such heavy tax-financed transfers had a severe employment–reducing and income-deflating effect: mass consumption was squeezed in order to release export goods. Per capita annual foodgrains absorption in British India declined from 210 kg. during the period 1904-09, to 157 kg. during 1937-41, and to only 137 kg by 1946.
Dewey (1978) points out reliability issues with Indian agriculutural statistics, however this calorie decline persists to this day. Some of it is attributed to less food being consumed at home Smith (2015), a lower infectious disease burden Duh & Spears (2016) and diversified diets Vankatesh et al. (2016).
If even a part of its enormous foreign earnings had been credited to it and not entirely siphoned off, India could have imported modern technology to build up an industrial structure as Japan was doing.
This is, unfortunately, impossible to prove. Had the British not arrived in India, there is no clear indication that India would've united (this is arguably more plausible than the given counterfactual1). Had the British not arrived in India, there is no clear indication India would not have been nuked in WW2, much like Japan. Had the British not arrived in India, there is no clear indication India would not have been invaded by lizard people, much like Japan. The list continues eternally.
Nevertheless, I will charitably examine the given counterfactual anyway. Did pre-colonial India have industrial potential? The answer is a resounding no.
From Gupta (1980):
This article starts from the premise that while economic categories - the extent of commodity production, wage labour, monetarisation of the economy, etc - should be the basis for any analysis of the production relations of pre-British India, it is the nature of class struggles arising out of particular class alignments that finally gives the decisive twist to social change. Arguing on this premise, and analysing the available evidence, this article concludes that there was little potential for industrial revolution before the British arrived in India because, whatever might have been the character of economic categories of that period, the class relations had not sufficiently matured to develop productive forces and the required class struggle for a 'revolution' to take place.
A view echoed in Raychaudhuri (1983):
Yet all of this did not amount to an economic situation comparable to that of western Europe on the eve of the industrial revolution. Her technology - in agriculture as well as manufacturers - had by and large been stagnant for centuries. [...] The weakness of the Indian economy in the mid-eighteenth century, as compared to pre-industrial Europe was not simply a matter of technology and commercial and industrial organization. No scientific or geographical revolution formed part of the eighteenth-century Indian's historical experience. [...] Spontaneous movement towards industrialisation is unlikely in such a situation.
So now we've established India did not have industrial potential, was India similar to Japan just before the Meiji era? The answer, yet again, unsurprisingly, is no. Japan's economic situation was not comparable to India's, which allowed for Japan to finance its revolution. From Yasuba (1986):
All in all, the Japanese standard of living may not have been much below the English standard of living before industrialization, and both of them may have been considerably higher than the Indian standard of living. We can no longer say that Japan started from a pathetically low economic level and achieved a rapid or even "miraculous" economic growth. Japan's per capita income was almost as high as in Western Europe before industrialization, and it was possible for Japan to produce surplus in the Meiji Period to finance private and public capital formation.
The circumstances that led to Meiji Japan were extremely unique. See Tomlinson (1985):
Most modern comparisons between India and Japan, written by either Indianists or Japanese specialists, stress instead that industrial growth in Meiji Japan was the product of unique features that were not reproducible elsewhere. [...] it is undoubtably true that Japan's progress to industrialization has been unique and unrepeatable
So there you have it. Unsubstantiated statistical assumptions, calling any number you can a drain & assuming a counterfactual for no good reason gets you this $45 trillion number. Hopefully that's enough to bury it in the ground.
1. Several authors have affirmed that Indian identity is a colonial artefact. For example see Rajan 1969:
Perhaps the single greatest and most enduring impact of British rule over India is that it created an Indian nation, in the modern political sense. After centuries of rule by different dynasties overparts of the Indian sub-continent, and after about 100 years of British rule, Indians ceased to be merely Bengalis, Maharashtrians,or Tamils, linguistically and culturally.
or see Bryant 2000:
But then, it would be anachronistic to condemn eighteenth-century Indians, who served the British, as collaborators, when the notion of 'democratic' nationalism or of an Indian 'nation' did not then exist. [...] Indians who fought for them, differed from the Europeans in having a primary attachment to a non-belligerent religion, family and local chief, which was stronger than any identity they might have with a more remote prince or 'nation'.

Bibliography

Chakrabarti, Shubra & Patnaik, Utsa (2018). Agrarian and other histories: Essays for Binay Bhushan Chaudhuri. Colombia University Press
Hickel, Jason (2018). How the British stole $45 trillion from India. The Guardian
Bhuyan, Aroonim & Sharma, Krishan (2019). The Great Loot: How the British stole $45 trillion from India. Indiapost
Monbiot, George (2020). English Landowners have stolen our rights. It is time to reclaim them. The Guardian
Tsjeng, Zing (2020). How Britain Stole $45 trillion from India with trains | Empires of Dirt. Vice
Chaudhury, Dipanjan (2019). British looted $45 trillion from India in today’s value: Jaishankar. The Economic Times
Roy, Tirthankar (2019). How British rule changed India's economy: The Paradox of the Raj. Palgrave Macmillan
Patnaik, Utsa (2018). How the British impoverished India. Hindustan Times
Tuovila, Alicia (2019). Expenditure method. Investopedia
Dewey, Clive (2019). Changing the guard: The dissolution of the nationalist–Marxist orthodoxy in the agrarian and agricultural history of India. The Indian Economic & Social History Review
Chandra, Bipan et al. (1989). India's Struggle for Independence, 1857-1947. Penguin Books
Frankema, Ewout & Booth, Anne (2019). Fiscal Capacity and the Colonial State in Asia and Africa, c. 1850-1960. Cambridge University Press
Dalal, Sucheta (2019). IL&FS Controversy: Centre is Paying Up on Sovereign Guarantees to ADB, KfW for Group's Loan. TheWire
Chaudhuri, K.N. (1983). X - Foreign Trade and Balance of Payments (1757–1947). Cambridge University Press
Sunderland, David (2013). Financing the Raj: The City of London and Colonial India, 1858-1940. Boydell Press
Dewey, Clive (1978). Patwari and Chaukidar: Subordinate officials and the reliability of India’s agricultural statistics. Athlone Press
Smith, Lisa (2015). The great Indian calorie debate: Explaining rising undernourishment during India’s rapid economic growth. Food Policy
Duh, Josephine & Spears, Dean (2016). Health and Hunger: Disease, Energy Needs, and the Indian Calorie Consumption Puzzle. The Economic Journal
Vankatesh, P. et al. (2016). Relationship between Food Production and Consumption Diversity in India – Empirical Evidences from Cross Section Analysis. Agricultural Economics Research Review
Gupta, Shaibal (1980). Potential of Industrial Revolution in Pre-British India. Economic and Political Weekly
Raychaudhuri, Tapan (1983). I - The mid-eighteenth-century background. Cambridge University Press
Yasuba, Yasukichi (1986). Standard of Living in Japan Before Industrialization: From what Level did Japan Begin? A Comment. The Journal of Economic History
Tomblinson, B.R. (1985). Writing History Sideways: Lessons for Indian Economic Historians from Meiji Japan. Cambridge University Press
Rajan, M.S. (1969). The Impact of British Rule in India. Journal of Contemporary History
Bryant, G.J. (2000). Indigenous Mercenaries in the Service of European Imperialists: The Case of the Sepoys in the Early British Indian Army, 1750-1800. War in History
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اولین پیام کارگزاری‌ها درباره عرضه اولیه «پیزد» / امکان ...tejaratnews.com › ثبت-سفارش-برای-پیزد ۲ روز پیش - پس از اعلام زمان عرضه اولیه «پیزد»، امروز کارگزاری‌ها به سهامداران در این مورد پیامی دادند و امکان ثبت سفارش برای خرید آفلاین سهام این نماد بورسی فعال شد. ... نقدینگی موردنیاز چقدر است؟ بهترین روش ورود و سرمایه‌گذاری در بورس ایران ... تصاویر برای نحوه خرید عرضه اولیه سهام در بورس فیلترهای جستجوی هدایت‌شده کارگزاری آگاهبوک بیلدینگاوراق بهادارفرابورسسرمایه گذاریمعاملاتیمعاملاتبورسیفارابیکسوagahسودنمادipoسهامی نتیجه تصویری برای نحوه خرید عرضه اولیه سهام در بورس نتیجه تصویری برای نحوه خرید عرضه اولیه سهام در بورس نتیجه تصویری برای نحوه خرید عرضه اولیه سهام در بورس نتیجه تصویری برای نحوه خرید عرضه اولیه سهام در بورس نتیجه تصویری برای نحوه خرید عرضه اولیه سهام در بورس نتیجه تصویری برای نحوه خرید عرضه اولیه سهام در بورس نتیجه تصویری برای نحوه خرید عرضه اولیه سهام در بورس نتیجه تصویری برای نحوه خرید عرضه اولیه سهام در بورس نتیجه تصویری برای نحوه خرید عرضه اولیه سهام در بورس نتیجه تصویری برای نحوه خرید عرضه اولیه سهام در بورس مشاهده همه تصاویر بیشتر برای نحوه خرید عرضه اولیه سهام در بورس گزارش تصاویر جستجوهای مربوط به نحوه خرید عرضه اولیه سهام در بورس خرید عرضه اولیه کارگزاری مفید
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بهترین آموزش بورس
آموزش بورس - باشگاه کارگزاری آگاهbashgah.com › blog › education آموزش بورس شامل یادگیری تحلیل ها، بازارشناسی و تحلیل بنیادی می باشد. کارگزاری آگاه تا کنون بیش از 600 دوره موفق آموزش بورس را در ایران برگزار کرده است. ... دوره آموزش تحلیل تکنیکال مقدماتی و پیشرفته و آموزش تصویری بورس از طریق فیلم ...
بسته آموزش تحلیل تکنیکال - آموزش خرید سهام از روی نمودارهاtalarebourse.com › shop › technical-analysis بهترین آموزش تحلیل تکنیکال که می‌توان در خانه و با کامپیوتر به صورت فیلم ویدیویی مشاهده کرد. ... شرایط خوبی داشته باشد تا زمانی که تقاضای خرید برای سهام آن شرکت زیاد نشود، ... تحلیل تکنیکال ۱ (مقدماتی) ... تحلیل تکنیکال ۲ (پیشرفته).
آموزش مقدماتی تحلیل تکنیکال (Technical Analysis) در ...faradars.org › courses › fvtifn9704-basic-of-technical-a... آموزش مقدماتی تحلیل تکنیکال (Technical Analysis) در بازارهای مالی (Financial ... می توان به کتاب غلبه بر بازار که توسط انتشارات سازمان بورس به چاپ رسیده، اشاره نمود. ... هدف از این فرادرس، آموزش اصول تحلیل تکنیکال به عنوان یکی از موثرترین روش های ... هر هفته به فرادرس سر میزنم تا ببینم دوره پیشرفته رو کی منتشر می کنید.
بسته آموزش تحلیل تکنیکال فراتر از کاربردی – آکادمی خانه ...www.khanesarmaye.com › academy › product با استفاده از این مجموعه شما تبدیل به یک تحلیلگر حرفه ای بازار شده و خودتان میتوانید ... در کمتر از ۳ دقیقه معرفی بسته آموزشی تحلیل تکنیکال کاربردی مختص بورس ایران را ... مپنا را در ۱۹۰ تومان بخرید و تا ۹۰۰ تومان با سهم بمانید (۳۷۰٪ سود ) ... فلسفه تحلیل تکنیکال; ساختار نمودار; مفاهیم مقدماتی روند; فیبوناچی و نقاط حمایتی ... رتبه: ۴٫۷ - ‏۱۹ مرور جستجوهای مربوط به آموزش بورس و تحلیل تکنیکال مقدماتی تا پیشرفته آموزش تحلیل تکنیکال مقدماتی
آموزش گام به گام تحلیل تکنیکال
آموزش قدم به قدم تحلیل تکنیکال
اصول تحلیل تکنیکال
آموزش تحلیل تکنیکال بورس ایران
فیلم آموزش بورس
نرم افزار تحلیل تکنیکال بورس
آموزش تحلیل تکنیکال خانه سرمایه
پیمایش صفحه
عرضه اولیه سهام چیست؟ خرید عرضه اولیه به روش بوک بیلدینگwww.khanesarmaye.com › ipo-bookbuilding عرضه اولیه سهام در بورس برای سرمایه گذاران مهم می باشد. ... پس اگر علاقه مند به آشنایی با مباحث عرضه اولیه سهام و آموزش بورس و هم چنین روش بوک بیلدینگ هستید، با ... عرضه اولیه سهام چگونه عرضه اولیه بخریم؟ روش بوک بیلدینگ در عرضه اولیه چیست؟
عرضه اولیه چیست ؟ + فیلم آموزش نحوه خرید عرضه اولیه + ... - ...talarebourse.com › ipo ۲۳ اسفند ۱۳۹۸ - عرضه اولیه یا عرضه عمومی اولیه یعنی وقتی سهام یک شرکتی برای اولین بار در بورس می‌آید و ما بتوانیم از طریق بورس سهام آن شرکت را بخریم،
آموزش کامل عرضه اولیه سهام (آنچه برای کسب سود باید بدانید ...www.bourseiness.com › initial-public-offering-guarante... قبلا از اینکه روش بوک‌بیلدینگ برای عرضه اولیه در بورس تهران به کار رود، خریداری سهام در عرضه اولیه کار آسانی نبود و اغلب با مشکل مواجه می‌شد. زیرا همزمان تعداد ...
آموزش عرضه اولیه سهام بورس - فرانشfaranesh.com › blog › initial-public-offering آموزش کامل عرضه اولیه سهام در بورس: با ویدیو آموزشی رایگان | عرضه اولیه چرا سود دارد؟ چگونه بخریم؟ سقف خرید آن؟ اطلاع یافتن از زمان عرضه؟! ‏چرا عرضه اولیه سود دارد؟ · ‏چگونه از زمان عرضه اولیه ... · ‏سقف خرید عرضه اولیه
مراحل خرید سهام عرضه اولیه در بورس بصورت گام به گام همراه ...ihadaf.com › مراحل-خرید-سهام-عرضه-اولیه خرید سهام عرضه اولیه برای افراد دارای کدبورسی (کدمعاملاتی) آزاد می باشد. خرید سهام در عرضه اولیه یک راه بی‌خطر برای تجربه اولین سرمایه‌گذاری در بورس می باشد، زیرا ...
آموزش خرید عرضه اولیه - آپاراتwww.aparat.com › آموزش_خرید_عرضه_اولیه دوستان علاقه مند به بورس می توانند ویدئو های آموزشی ما را در این کانال بازدید نمایند. برای دریافت کد بورسی و خرید و فروش آنلاین سهام به سایت ما مراجعه نمایید ... ویدئوها
2:02 آموزش خرید عرضه اولیه در کارگزاری مفید آپارات - ۱ روز پیش
8:22 آموزش خرید عرضه اولیه آپارات - ۱۱ بهمن ۱۳۹۸
2:11 آموزش خرید عرضه اولیه در بورس آپارات - ۳۱ فروردین ۱۳۹۹
8:47 آموزش فروش سهام عرضه اولیه در بورس آپارات - ۱۶ بهمن ۱۳۹۸
3:44 نحوه خرید عرضه اولیه آپارات - ۷ بهمن ۱۳۹۸
6:54 آموزش خرید سهام عرضه اولیه در بورس آپارات - ۲۹ آذر ۱۳۹۸
15:06 آموزش نحوه خرید عرضه اولیه آپارات - ۱۶ بهمن ۱۳۹۸
1:36 آموزش خرید عرضه اولیه آپارات - ۴ مهر ۱۳۹۸ نتایج وب
عرضه اولیه چیست ؟ (تمام نکات لازم برای خرید) - بآشگاه ...bashgah.com › blog › عرضه-اولیه-چیست-تمام-نکات-لا... ۸ آبان ۱۳۹۸ - عرضه اولیه چیست و به چه معناست وقتی سهام شرکتی اولین بار در بورس عرضه می شود ... از صفر تا صد بورس را توسط بهترین اساتید آموزش ببینید.
عرضه اولیه چیست؟ چگونه آن را خریداری کنیم؟ | آموزش بورس از ...tboursecollege.com › بورس را استارت بزن اگر بخواهیم عرضه اولیه را به‌طور خلاصه بیان کنیم به شرکت هایی که سهام شان برای اولین بار در بورس به فروش می‌رسد را عرضه اولیه گویند. معمولاً این عرضه اولیه ها ... رتبه: ۳ - ‏۱ رأی تصاویر برای ‏آموزش عرضه اولیه سهام بورس فیلترهای جستجوی هدایت‌شده کارگزاری آگاهفرابورساوراق بهادارمعاملاتیبوک بیلدینگبورسیسرمایه گذارینمادمعاملاتبخریمسودمصطفی روشنی نتیجه تصویری برای ‏آموزش عرضه اولیه سهام بورس نتیجه تصویری برای ‏آموزش عرضه اولیه سهام بورس نتیجه تصویری برای ‏آموزش عرضه اولیه سهام بورس نتیجه تصویری برای ‏آموزش عرضه اولیه سهام بورس نتیجه تصویری برای ‏آموزش عرضه اولیه سهام بورس نتیجه تصویری برای ‏آموزش عرضه اولیه سهام بورس نتیجه تصویری برای ‏آموزش عرضه اولیه سهام بورس نتیجه تصویری برای ‏آموزش عرضه اولیه سهام بورس نتیجه تصویری برای ‏آموزش عرضه اولیه سهام بورس نتیجه تصویری برای ‏آموزش عرضه اولیه سهام بورس مشاهده همه تصاویر بیشتر برای ‏آموزش عرضه اولیه سهام بورس گزارش تصاویر جستجوهای مربوط به ‏آموزش عرضه اولیه سهام بورس نحوه خرید عرضه اولیه سهام
عرضه اولیه را کی بفروشیم
نحوه خرید عرضه اولیه در کارگزاری آگاه
خرید عرضه اولیه کارگزاری مفید
کانال تلگرام عرضه اولیه بورس
خرید عرضه اولیه در روز دوم
آموزش بورس
نحوه خرید عرضه اولیه به روش بوک بیلدینگ
مجموعه آموزش بورس و تحلیل تکنیکال - مقدماتی تا پیشرفته ...faradars.org › stock-and-technical-analysis فیلم های آموزشی بورس و تحلیل تکنیکال و مباحث مرتبط با آن از مبتدی تا پیشرفته، به صورت گام به گام و کاربردی با مجرب‌ ترین اساتید‎ شما این صفحه را 2 بار دیدید. آخرین بازدید: 5/1/20
آموزش تحلیل تکنیکال بورس رایگان 2020 (+ دانلود ویدیوی ...faranesh.com › blog › stock-technical-analysis آموزش تحلیل تکنیکال رایگان + ویدیو آموزشی: کندل شناسی، حمایت و مقاومت، خط روند و ... | یادگیری کامل و جامع از مقدماتی تا پیشرفته در فرانش. ‏آموزش گام به گام بورس · ‏الگوها در تحلیل تکنیکال ... · ‏آموزش تابلو خوانی در بورس ویدئوها
39:25 آموزش تحلیل تکنیکال جلسه اول آپارات - ۴ فروردین ۱۳۹۹
43:10 آموزش بورس (تحلیل تکنیکال) آپارات - ۲۷ اسفند ۱۳۹۸
10:24 آموزش تحلیل تکنیکال بورس به زبان ساده آپارات - ۳ فروردین ۱۳۹۹
25:20 آموزش تحلیل تکنیکال جلسه سوم آپارات - ۶ فروردین ۱۳۹۹
5:52 آموزش الگوهای تحلیل تکنیکال با جناب مهندس هادی نورپوری کارگزاری فارابی - ۴ تیر ۱۳۹۷
35:14 دوره آموزش تحلیل تکنیکال مقدماتی بخش 1 آپارات - ۱۸ اسفند ۱۳۹۸
8:28 آموزش بورس:تحلیل تکنیکال تشخیص روند بازار آپارات - ۲۶ فروردین ۱۳۹۹
4:57 آموزش بورس | تحلیل تکنیکال پیشرفته قسمت 1 آپارات - ۴ فروردین ۱۳۹۹
29:27 آموزش بورس :(تحلیل تکنیکال) فلسفه تحلیل تکنیکال مدرس ... آپارات - ۹ اردیبهشت ۱۳۹۹
26:41 آموزش سرمایه گذاری در بورس به وسیله تحلیل تکنیکال - قسمت 1 گروه آموزشی پژواک دانش YouTube - ۱۵ تیر ۱۳۹۸ نتایج وب
تحلیل تکنیکال بورس در بازارهای مالی به چه روشی انجام می شود؟www.khanesarmaye.com › technicalanalysis تحلیل تکنیکال بورس در بازار های مالی روشی برای پیش بینی رفتار احتمالی نمودار از طریق داده های گذشته همچون قیمت و تغییرات آن، حجم ... آموزش تحلیل تکنیکال ...
آموزش تحلیل تکنیکال - آپاراتwww.aparat.com › result › آموزش_تحلیل_تکنیکال تحلیل تکنیکال - آموزش میانگین های متحرک(moving average) برای تحلیل بورس تهران. همه چیز درباره بورس. 79 بازدید 3 روز پیش. 51:35 ...
آموزش تحلیل تکنیکال | - بورسینسwww.bourseiness.com › technical-analysis-training دسته‌بندی کلی برای همه موارد آموزشی تحلیل تکنیکال اعم از فیلم‌ها، کتاب‌های الکترونیک، دوره‌های آنلاین آموزش ... شرح 3 الگوی مثلث در بورس (همراه استراتژی معاملات).
فیلم های آموزش تحلیل تکنیکال مقدماتی تا پیشرفته بورس ...chartiran.com › تحلیل-تکنیکال-به-زبان-فارسی فیلم های آموزش تحلیل تکنیکال پیشرفته بورس تا مقدماتی قرار میگیرد امیدواریم از دانلود فیلم ویدیوهای آموزش تحلیل تکنیکال پیشرفته تا مقدماتی بورس.
آموزش بورس - باشگاه کارگزاری آگاهbashgah.com › blog › education آموزش بورس به زبان ساده شامل یادگیری مفاهیم بورسی، آموزش گام به گام سرمایه گذاری در بورس، آشنایی با تحلیل تکنیکال، درک مفاهیم تحلیل بنیادی و کسب دانش ...
بسته آموزش تحلیل تکنیکال - آموزش خرید سهام از روی ... - بورسtalarebourse.com › shop › technical-analysis بسته آموزشی خرید و فروش سهام از روی نمودارها. بهترین آموزش تحلیل تکنیکال که می‌توان در خانه و با کامپیوتر به صورت فیلم ویدیویی مشاهده کرد. تصاویر برای آموزش بورس (تحلیل تکنیکال) فیلترهای جستجوی هدایت‌شده سهامفرادرسدورهفارکساوراق بهاداربورسیعلیرضا کریمیانکارگزارینموداراندیکاتورمقدماتیمعاملاتسرمایهبازارسهمنمودارهایمعاملاتیفرانش نتیجه تصویری برای آموزش بورس (تحلیل تکنیکال) نتیجه تصویری برای آموزش بورس (تحلیل تکنیکال) نتیجه تصویری برای آموزش بورس (تحلیل تکنیکال) نتیجه تصویری برای آموزش بورس (تحلیل تکنیکال) نتیجه تصویری برای آموزش بورس (تحلیل تکنیکال) نتیجه تصویری برای آموزش بورس (تحلیل تکنیکال) نتیجه تصویری برای آموزش بورس (تحلیل تکنیکال) نتیجه تصویری برای آموزش بورس (تحلیل تکنیکال) نتیجه تصویری برای آموزش بورس (تحلیل تکنیکال) نتیجه تصویری برای آموزش بورس (تحلیل تکنیکال) مشاهده همه تصاویر بیشتر برای آموزش بورس (تحلیل تکنیکال) گزارش تصاویر جستجوهای مربوط به آموزش بورس (تحلیل تکنیکال) آموزش تحلیل تکنیکال مقدماتی
آموزش تحلیل تکنیکال بورس به زبان ساده
نرم افزار تحلیل تکنیکال بورس
آموزش قدم به قدم تحلیل تکنیکال
تحلیل تکنیکال فرادرس
دانلودکتاب تحلیل تکنیکال بورس
فیلم آموزش تحلیل تکنیکال پیشرفته
آموزش گام به گام تحلیل تکنیکال
مجموعه آموزش بورس و تحلیل تکنیکال - مقدماتی تا پیشرفته ...faradars.org › stock-and-technical-analysis مجموعه آموزش بورس و تحلیل تکنیکال | مقدماتی تا پیشرفته. امروزه، یکی از فعالیت‌ های مفید و پرسود اقتصادی ورود به بازار سهام و فعالیت در آن است. اما این حوزه نیز ... ‏(Technical Analysis) معاملات ... · ‏آموزش تحلیل تکنیکال ... · ‏آموزش مقدماتی بازار بورس شما این صفحه را 2 بار دیدید. آخرین بازدید: 5/1/20
آموزش تحلیل تکنیکال بورس رایگان 2020 (+ دانلود ویدیوی ...faranesh.com › blog › stock-technical-analysis رفتن به مجموعه آموزش بورس و تحلیل تکنیکال - این مجموعه شامل مفاهیمی ساده مثل کندل شناسی و رنگ بندی ... از تحلیل تکنیکال در بورس بداند، گفته شده است. ‏آموزش گام به گام بورس · ‏الگوها در تحلیل تکنیکال ... · ‏آموزش تابلو خوانی در بورس
آموزش بورس - باشگاه کارگزاری آگاهbashgah.com › blog › education آموزش بورس شامل یادگیری تحلیل ها، بازارشناسی و تحلیل بنیادی می باشد. ... از بورس، آموزش معاملات آنلاین و نظایر آن در مجموعه اموزش بورس اوراق بهادار قرار می گیرد.
مجموعه کامل آموزش مفاهیم تکنیکال - دانشکده آموزش بازار بورس ...fxf1.com › forex-trading-videos › مجموعه-کامل-آموزش-م... مجموعه کامل آموزش مفاهیم تکنیکال :روشی برای پیش‌بینی قیمت‌ها در بازار از طریق مطالعه وضعیت گذشته بازار است. در این تحلیل از طریق بررسی تغییرات و نوسان‌ ... ویدئوها
43:10 آموزش بورس (تحلیل تکنیکال) آپارات - ۲۷ اسفند ۱۳۹۸
9:54 مجموعه ویدئوهای آموزش تحلیل تکنیکال - قسمت دهم آپارات - ۱ شهریور ۱۳۹۷
30:26 معرفی منابع آموزشی بورس و تحلیل تکنیکال - از صفر تا صد FaraDars — فرادرس YouTube - ۷ اردیبهشت ۱۳۹۹
پیش‌نمایش 0:42 کارگاه تحلیل تکنیکال مجموعه آموزش گام به گام بورس آپارات - ۲۵ فروردین ۱۳۹۷
1:55 مجموعه ویدئوهای آموزش تکنیکال - قسمت اول آپارات - ۱ شهریور ۱۳۹۷
29:43 اموزش کامل تحلیل تکنیکال | از صفر تا صد تحلیل تکنیکال ... آپارات - ۳۰ دی ۱۳۹۷
پیش‌نمایش 4:07 0 تا 100 آموزش بورس رایگان آپارات - ۱۲ اسفند ۱۳۹۸
43:00 آموزش سرمایه گذاری در بورس به وسیله تحلیل تکنیکال - قسمت ... آپارات - ۲۴ اسفند ۱۳۹۸
1:15:01 دانلود فیلم آموزش تحلیل بورس | تحلیل تکنیکال | امیر هوشنگ ... آپارات - ۱۲ دی ۱۳۹۸
1:22:53 دانلود فیلم آموزش تحلیل بورس | تحلیل تکنیکال | امیر هوشنگ ... آپارات - ۱۲ دی ۱۳۹۸ نتایج وب
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submitted by mosavi154 to u/mosavi154 [link] [comments]

Trump Didn’t Kill the Global Trade System. He Split It in Two.

This article is taken from the Wall Street Journal written about nine months ago and sits behind a a paywall, so I decided to copy and paste it here. This article explains Trump's policies toward global trade and what has actually happened so far. I think the article does a decent job of explaining the Trade War. While alot has happenedsince the article was written, I still think its relevant.
However, what is lacking in the article, like many articles on the trade war, is it doesn't really explain the history of US trade policy, the laws that the US administration is using to place tariffs on China and the official justification for the US President in enacting tariffs against China. In my analysis I will cover those points.

SUMMARY

When Trump entered the White House people feared he would dismantle the global system the US and its allies had built over the last 75 years, but he hasn't. He has realign into two systems. One between the US and its allies which looks similar to the one built since the 1980s with a few of quota and tariffs. As the article points out
Today, Korus and Nafta have been replaced by updated agreements(one not yet ratified) that look much like the originals. South Korea accepted quotas on steel. Mexico and Canada agreed to higher wages, North American content requirements and quotas for autos. Furthermore, the article points out Douglas Irwin, an economist and trade historian at Dartmouth College, calls these results the “status quo with Trumpian tweaks: a little more managed trade sprinkled about for favored industries. It’s not good, but it’s not the destruction of the system.” Mr. Trump’s actions so far affect only 12% of U.S. imports, according to Chad Bown of the Peterson Institute for International Economics. In 1984, 21% of imports were covered by similar restraints, many imposed by Mr. Reagan, such as on cars, steel, motorcycles and clothing. Protectionist instincts go so far in the US, there are strong lobby groups for both protectionist and freetrade in the US.
The second reflects a emerging rivalry between the US and China. Undo some of the integration that followed China accession to the WTO. Two questions 1) How far is the US willing to decouple with China 2) Can it persuade allies to join.
The second is going to be difficult because China's economic ties are greater than they were between the Soviets, and China isn't waging an ideological struggle. Trump lacks Reagan commitment to alliance and free trade. The status quo with China is crumbling Dan Sullivan, a Republican senator from Alaska, personifies these broader forces reshaping the U.S. approach to the world. When Mr. Xi visited the U.S. in 2015, Mr. Sullivan urged his colleagues to pay more attention to China’s rise. On the Senate floor, he quoted the political scientist Graham Allison: “War between the U.S. and China is more likely than recognized at the moment.” Last spring, Mr. Sullivan went to China and met officials including Vice President Wang Qishan. They seemed to think tensions with the U.S. will fade after Mr. Trump leaves the scene, Mr. Sullivan recalled. “I just said, ‘You are completely misreading this.’” The mistrust, he told them, is bipartisan, and will outlast Mr. Trump. both Bush II and Obama tried to change dialogue and engagement, but by the end of his term, Obama was questioning the approach. Trump has declared engagement. “We don’t like it when our allies steal our ideas either, but it’s a much less dangerous situation,” said Derek Scissors, a China expert at the American Enterprise Institute whose views align with the administration’s more hawkish officials. “We’re not worried about the war-fighting capability of Japan and Korea because they’re our friends.”
The article also points out unlike George Kennan in 1946 who made a case for containing the Soviet Union, the US hasn't explicitly made a case for containing the Soviets, Trump's administration hasn't, because as the the article explains its divided Michael Pillsbury a Hudson Institute scholar close to the Trump team, see 3 scenarios
Pillsbury thinks the third is most likely to happen, even though the administration hasn't said that it has adopted that policy. The US is stepping efforts to draw in other trading partners. The US, EU and Japan have launched a WTO effort to crack down on domestic subsidies and technology transfers requirement. US and Domestic concerns with prompted some countries to restrict Huawei. The US is also seeking to walloff China from other trade deals. However, there are risk with this strategy

ARTICLE

Trump Didn’t Kill the Global Trade System. He Split It in Two.

INTRODUCTION

My main criticism of this article is it tries like the vast majority of articles to fit US trade actions in the larger context of US geopolitical strategy. Even the author isn't certain "The first goes to the heart of Mr. Trump’s goal. If his aim is to hold back China’s advance, economists predict he will fail.". If you try to treat the trade "war" and US geopolitical strategy toward China as one, you will find yourself quickly frustrated and confused. If you treat them separately with their different set of stakeholders and histories, were they intersect with regards to China, but diverge. During the Cold War, trade policy toward the Soviet Union and Eastern Bloc was subordinated to geopolitical concerns. For Trump, the trade issues are more important than geopolitical strategy. His protectionist trade rhetoric has been fairly consistent since 1980s. In his administration, the top cabinet members holding economic portfolios, those of Commerce, Treasury and US Trade Representative are the same people he picked when he first took office. The Director of the Economic Council has changed hands once, its role isn't as important as the National Security Advisor. While State, Defense, CIA, Homeland Security, UN Ambassador, National Security Advisor have changed hands at least once. Only the Director of National Intelligence hasn't changed.
International Trade makes up 1/4 of the US economy, and like national security its primarily the responsibility of the Federal government. States in the US don't implement their own tariffs. If you add the impact of Treasury policy and how it relates to capital flows in and out of the US, the amounts easily exceed the size of the US economy. Furthermore, because of US Dollar role as the reserve currency and US control of over global system the impact of Treasury are global. Trade policy and investment flows runs through two federal departments Commerce and Treasury and for trade also USTR. Defense spending makes up 3.3% of GDP, and if you add in related homeland security its at most 4%. Why would anyone assume that these two realms be integrated let alone trade policy subordinate to whims of a national security bureaucracy in most instances? With North Korea or Iran, trade and investment subordinate themselves to national security, because to Treasury and Commerce bureaucrats and their affiliated interest groups, Iran and the DPRK are well, economic midgets, but China is a different matter.
The analysis will be divided into four sections. The first will be to provide a brief overview of US trade policy since 1914. The second section will discuss why the US is going after China on trade issues, and why the US has resorted using a bilateral approach as opposed to going through the WTO. The third section we will talk about how relations with China is hashed out in the US.
The reason why I submitted this article, because there aren't many post trying to explain US-China Trade War from a trade perspective. Here is a post titled "What is the Reasons for America's Trade War with China, and not one person mentioned Article 301 or China's WTO Commitments. You get numerous post saying that Huawei is at heart of the trade war. Its fine, but if you don't know what was inside the USTR Investigative report that lead to the tariffs. its like skipping dinner and only having dessert When the US President, Donald J Trump, says he wants to negotiate a better trade deal with other countries, and has been going on about for the last 35 years, longer than many of you have been alive, why do people think that the key issues with China aren't primarily about trade at the moment.

OVERVIEW OF THE UNITED STATES TRADE ORIENTATION

Before 1940s, the US could be categorized as a free market protectionist economy. For many this may seem like oxymoron, how can an economy be free market and protectionist? In 1913, government spending made up about 7.5% of US GDP, in the UK it was 13%, and for Germany 18% (Public Spending in the 20th Century A Global Perspective: Ludger Schuknecht and Vito Tanzi - 2000). UK had virtual zero tariffs, while for manufactured goods in France it was 20%, 13% Germany, 9% Belgium and 4% Netherlands. For raw materials and agricultural products, it was almost zero. In contrast, for the likes of United States, Russia and Japan it was 44%, 84% and 30% respectively. Even though in 1900 United States was an economic powerhouse along with Germany, manufactured exports only made up 30% of exports, and the US government saw tariffs as exclusively a domestic policy matter and didn't see tariffs as something to be negotiated with other nations. The US didn't have the large constituency to push the government for lower tariffs abroad for their exports like in Britain in the 1830-40s (Reluctant Partners: A History of Multilateral Trade Cooperation, 1850-2000).
The Underwood Tariffs Act of 1913 which legislated the income tax, dropped the tariffs to 1850 levels levels.Until 16th amendment was ratified in 1913 making income tax legal, all US federal revenue came from excise and tariffs. In contrast before 1914, about 50% of UK revenue came from income taxes. The reason for US reluctance to introduced income tax was ideological and the United State's relative weak government compared to those in Europe. After the First World War, the US introduced the Emergency Tariff Act of 1921, than the Fordney–McCumber Tariff of 1922 followed by a Smoot-Hawley Act of 1930. Contrary to popular opinion, the Smoot-Hawley Act of 1930 had a small negative impact on the economy, since imports and exports played a small part of the US economy, and the tariffs were lower than the average that existed from 1850-1914.
Immediately after the Second World War, when the US economy was the only industrialized economy left standing, the economic focus was on rehabilitation and monetary stability. There was no grandiose and ideological design. Bretton Woods system linked the US dollar to gold to create monetary stability, and to avoid competitive devaluation and tariffs that plagued the world economy after Britain took itself off the gold in 1931. The US$ was the natural choice, because in 1944 2/3 of the world's gold was in the US. One reason why the Marshall Plan was created was to alleviate the chronic deficits Europeans countries had with the US between 1945-50. It was to rebuild their economies so they could start exports good to the US. Even before it was full implemented in 1959, it was already facing problems, the trade surpluses that the US was running in the 1940s, turned to deficits as European and Japanese economies recovered. By 1959, Federal Reserves foreign liabilities had already exceeded its gold reserves. There were fears of a run on the US gold supply and arbitrage. A secondary policy of the Bretton woods system was curbs on capital outflows to reduce speculation on currency pegs, and this had a negative impact on foreign investment until it was abandoned in 1971. It wasn't until the 1980s, where foreign investment recovered to levels prior to 1914. Factoring out the big spike in global oil prices as a result of the OPEC cartel, it most likely wasn't until the mid-1990s that exports as a % of GDP had reached 1914 levels.
Until the 1980s, the US record regarding free trade and markets was mediocre. The impetus to remove trade barriers in Europe after the Second World War was driven by the Europeans themselves. The EEC already had a custom union in 1968, Canada and the US have yet to even discuss implementing one. Even with Canada it took the US over 50 years to get a Free Trade Agreement. NAFTA was inspired by the success of the EEC. NAFTA was very much an elite driven project. If the Americans put the NAFTA to a referendum like the British did with the EEC in the seventies, it most likely wouldn't pass. People often look at segregation in the US South as a political issue, but it was economic issue as well. How could the US preach free trade, when it didn't have free trade in its own country. Segregation was a internal non-tariff barrier. In the first election after the end of the Cold War in 1992, Ross Perot' based most of independent run for the Presidency on opposition to NAFTA. He won 19% of the vote. Like Ross Perot before him, Donald Trump is not the exception in how America has handled tariffs since the founding of the Republic, but more the norm.
The embrace of free trade by the business and political elite can be attributed to two events. After the end of Bretton Woods in 1971, a strong vested interest in the US in the form of multinationals and Wall Street emerged advocating for removal of tariffs and more importantly the removal of restrictions on free flow of capital, whether direct foreign investment in portfolio investment. However, the political class embrace of free trade and capital only really took off after the collapse of the Soviet Union propelled by Cold War triumphalism.
As mentioned by the article, the US is reverting back to a pre-WTO relations with China. As Robert Lighthizer said in speech in 2000
I guess my prescription, really, is to move back to more of a negotiating kind of a settlement. Return to WTO and what it really was meant to be. Something where you have somebody make a decision but have it not be binding.
The US is using financial and legal instruments developed during the Cold War like its extradition treaties (with Canada and Europe), and Section 301. Here is a very good recent article about enforcement commitment that China will make.‘Painful’ enforcement ahead for China if trade war deal is reached with US insisting on unilateral terms
NOTE: It is very difficult to talk about US-China trade war without a basic knowledge of global economic history since 1914. What a lot of people do is politicize or subordinate the economic history to the political. Some commentators think US power was just handed to them after the Second World War, when the US was the only industrialized economy left standing. The dominant position of the US was temporary and in reality its like having 10 tonnes of Gold sitting in your house, it doesn't automatically translate to influence. The US from 1945-1989 was slowly and gradually build her influence in the non-Communist world. For example, US influence in Canada in the 1960s wasn't as strong as it is now. Only 50% of Canadian exports went to the US in 1960s vs 80% at the present moment.

BASIS OF THE US TRADE DISCUSSION WITH CHINA

According to preliminary agreement between China and the US based on unnamed sources in the Wall Street Journal article US, China close in on Trade Deal. In this article it divides the deal in two sections. The first aspects have largely to do with deficits and is political.
As part of a deal, China is pledging to help level the playing field, including speeding up the timetable for removing foreign-ownership limitations on car ventures and reducing tariffs on imported vehicles to below the current auto tariff of 15%. Beijing would also step up purchases of U.S. goods—a tactic designed to appeal to President Trump, who campaigned on closing the bilateral trade deficit with China. One of the sweeteners would be an $18 billion natural-gas purchase from Cheniere Energy Inc., people familiar with the transaction said.
The second part will involve the following.
  1. Commitment Regarding Industrial Policy
  2. Provisions to protect IP
  3. Mechanism which complaints by US companies can be addressed
  4. Bilateral meetings adjudicate disputes. If talks don't produce agreement than US can raise tariffs unilaterally
This grouping of conditions is similar to the points filled under the 301 investigation which serve the basis for initiating the tariffs. I have been reading some sources that say this discussion on this second group of broader issues could only be finalized later
The official justifications for placing the tariffs on Chinese goods is found under the March 2018 investigation submitted by the office of the President to Congress titled FINDINGS OF THE INVESTIGATION INTO CHINA’S ACTS, POLICIES, AND PRACTICES RELATED TO TECHNOLOGY TRANSFER, INTELLECTUAL PROPERTY, AND INNOVATION UNDER SECTION 301 OF THE TRADE ACT OF 1974. From this investigation the United States Trade Representative (USTR) place US Tariffs on Chinese goods as per Section 301 of the Trade Act of 1974. Here is a press release by the USTR listing the reasons for placing tariffs, and the key section from the press release. Specifically, the Section 301 investigation revealed:
In the bigger context of trade relations between US and China, China is not honoring its WTO commitments, and the USTR issued its yearly report to Congress in early February about the status of China compliance with its WTO commitments. The points that served as a basis for applying Section 301, also deviate from her commitments as Clinton's Trade Representative Charlene Barshefsky paving the way for a trade war. Barshefsky argues that China's back sliding was happening as early as 2006-07, and believes the trade war could have been avoided has those commitments been enforced by previous administrations.
I will provide a brief overview of WTO membership and China's process of getting into the WTO.
WTO members can be divided into two groups, first are countries that joined in 1995-97, and were members of GATT, than there are the second group that joined after 1997. China joined in 2001. There is an argument that when China joined in 2001, she faced more stringent conditions than other developing countries that joined before, because the vast majority of developing countries were members of GATT, and were admitted to the WTO based on that previous membership in GATT. Here is Brookings Institute article published in 2001 titled "Issues in China’s WTO Accession"
This question is all the more puzzling because the scope and depth of demands placed on entrants into the formal international trading system have increased substantially since the formal conclusion of the Uruguay Round of trade negotiations in 1994, which expanded the agenda considerably by covering many services, agriculture, intellectual property, and certain aspects of foreign direct investment. Since 1994, the international community has added agreements covering information technology, basic telecommunications services, and financial services. WTO membership now entails liberalization of a much broader range of domestic economic activity, including areas that traditionally have been regarded by most countries as among the most sensitive, than was required of countries entering the WTO’s predecessor organization the GATT.
The terms of China’s protocol of accession to the World Trade Organization reflect the developments just described and more. China’s market access commitments are much more far-reaching than those that governed the accession of countries only a decade ago. And, as a condition for membership, China was required to make protocol commitments that substantially exceed those made by any other member of the World Trade Organization, including those that have joined since 1995. The broader and deeper commitments China has made inevitably will entail substantial short-term economic costs.
What are the WTO commitments Barshefsky goes on about? When countries join the WTO, particularly those countries that weren't members of GATT and joined after 1997, they have to work toward fulfilling certain commitments. There are 4 key documents when countries make an accession to WTO membership, the working party report, the accession protocol paper, the goods schedule and service schedule.
In the working party report as part of the conclusion which specifies the commitment of each member country what they will do in areas that aren't compliant with WTO regulations on the date they joined. The problem there is no good enforcement mechanism for other members to force China to comply with these commitments. And WTO punishments are weak.
Here is the commitment paragraph for China
"The Working Party took note of the explanations and statements of China concerning its foreign trade regime, as reflected in this Report. The Working Party took note of the commitments given by China in relation to certain specific matters which are reproduced in paragraphs 18-19, 22-23, 35-36, 40, 42, 46-47, 49, 60, 62, 64, 68, 70, 73, 75, 78-79, 83-84, 86, 91-93, 96, 100-103, 107, 111, 115-117, 119-120, 122-123, 126-132, 136, 138, 140, 143, 145, 146, 148, 152, 154, 157, 162, 165, 167-168, 170-174, 177-178, 180, 182, 184-185, 187, 190-197, 199-200, 203-207, 210, 212-213, 215, 217, 222-223, 225, 227-228, 231-235, 238, 240-242, 252, 256, 259, 263, 265, 270, 275, 284, 286, 288, 291, 292, 296, 299, 302, 304-305, 307-310, 312-318, 320, 322, 331-334, 336, 339 and 341 of this Report and noted that these commitments are incorporated in paragraph 1.2 of the Draft Protocol. "
This is a tool by the WTO that list all the WTO commitment of each country in the working paper. In the goods and service schedule they have commitments for particular sectors. Here is the a press release by the WTO in September 2001, after successfully concluding talks for accession, and brief summary of key areas in which China hasn't fulfilled her commitments. Most of the commitments made by China were made to address its legacy as a non-market economy and involvement of state owned enterprises. In my opinion, I think the US government and investors grew increasingly frustrated with China, after 2007 not just because of China's back sliding, but relative to other countries who joined after 1997 like Vietnam, another non-market Leninist dictatorship. When comparing China's commitments to the WTO its best to compare her progress with those that joined after 1997, which were mostly ex-Soviet Republics.
NOTE: The Chinese media have for two decades compared any time the US has talked about China's currency manipulation or any other issue as a pretext for imposing tariffs on China to the Plaza Accords. I am very sure people will raise it here. My criticism of this view is fourfold. First, the US targeted not just Japan, but France, Britain and the UK as well. Secondly, the causes of the Japan lost decade were due largely to internal factors. Thirdly, Japan, UK, Britain and France in the 1980s, the Yuan isn't undervalued today. Lastly, in the USTR investigation, its China's practices that are the concern, not so much the trade deficit.

REASONS FOR TRUMPS UNILATERAL APPROACH

I feel that people shouldn't dismiss Trump's unilateral approach toward China for several reasons.
  1. The multilateral approach won't work in many issues such as the trade deficit, commercial espionage and intellectual property, because US and her allies have different interest with regard to these issues. Germany and Japan and trade surpluses with China, while the US runs a deficit. In order to reach a consensus means the West has to compromise among themselves, and the end result if the type of toothless resolutions you commonly find in ASEAN regarding the SCS. Does America want to "compromise" its interest to appease a politician like Justin Trudeau? Not to mention opposition from domestic interest. TPP was opposed by both Clinton and Trump during the election.
  2. You can't launch a geopolitical front against China using a newly formed trade block like the TPP. Some of the existing TPP members are in economic groups with China, like Malaysia and Australia.
  3. China has joined a multitude of international bodies, and at least in trade, these bodies haven't changed its behavior.
  4. Dealing with China, its a no win situation whether you use a tough multilateral / unilateral approach. If the US endorse a tough unilateral approach gives the impression that the US is acting like the British during the Opium War. If you take a concerted Western approach you are accused of acting like the 8 Powers Alliance in 1900.
  5. Trump was elected to deal with China which he and his supporters believe was responsible for the loss of millions manufacturing jobs when China joined the WTO in 2001. It is estimate the US lost 6 Million jobs, about 1/4 of US manufacturing Jobs. This has been subsequently advanced by some economists. The ball got rolling when Bill Clinton decided to grant China Most Favored Nation status in 1999, just a decade after Tiananmen.
  6. China hasn't dealt with issues like IP protection, market access, subsidies to state own companies and state funded industrial spying.
To his credit, Trump has said his aim was not to overthrow authoritarian governments, and that even applies to the likes of Iran. The Arab spring scared Russia and China, because the US for a brief moment placed the spread of democracy over its security interest.

UNDERSTANDING HOW THE US MAKES DECISIONS REGARDING CHINA

At this moment, China or the trade war isn't an area of great concern for the American public, among international issues it ranks lower than international terrorism, North Korea and Iran's nuclear program.
According to the survey, 39 percent of the country views China’s growing power as a “critical threat” to Americans. That ranked it only eighth among 12 potential threats listed and placed China well behind the perceived threats from international terrorism (66 percent), North Korea’s nuclear program (59 percent) and Iran’s nuclear program (52 percent). It’s also considerably lower than when the same question was asked during the 1990s, when more than half of those polled listed China as a critical threat. That broadly tracks with a recent poll from the Pew Research Center that found concern about U.S.-China economic issues had decreased since 2012.
In looking at how US conducts relations foreign policy with China, we should look at it from the three areas of most concern - economic, national security and ideology. Each sphere has their interest groups, and sometimes groups can occupy two spheres at once. Security experts are concerned with some aspects of China's economic actions like IP theft and industrial policy (China 2025), because they are related to security. In these sphere there are your hawks and dove. And each sphere is dominated by certain interest groups. That is why US policy toward China can often appear contradictory. You have Trump want to reduce the trade deficit, but security experts advocating for restrictions on dual use technology who are buttressed by people who want export restrictions on China, as a way of getting market access.
Right now the economic concerns are most dominant, and the hawks seem to dominate. The economic hawks traditionally have been domestic manufacturing companies and economic nationalist. In reality the hawks aren't dominant, but the groups like US Companies with large investment in China and Wall Street are no longer defending China, and some have turned hawkish against China. These US companies are the main conduit in which China's lobby Congress, since China only spends 50% of what Taiwan spends lobbying Congress.
THE ANGLO SAXON WORLD AND CHINA
I don't think many Chinese even those that speak English, have a good understanding Anglo-Saxon society mindset. Anglo Saxons countries, whether US, UK, Canada, Australia, New Zealand and Ireland are commerce driven society governed by sanctity of contracts. The English great philosophical contributions to Western philosophy have primarily to do with economics and politics like Adam Smith, John Locke, David Hume and Thomas Hobbes. This contrast with the French and Germans. Politics in the UK and to a lesser extent the US, is centered around economics, while in Mainland Europe its religion. When the Americans revolted against the British Empire in 1776, the initial source of the grievances were taxes.
Outside of East Asia, the rest of the World's relationship with China was largely commercial, and for United States, being an Anglosaxon country, even more so. In Southeast Asia, Chinese aren't known for high culture, but for trade and commerce. Outside Vietnam, most of Chinese loans words in Southeast Asian languages involve either food or money. The influence is akin to Yiddish in English.
Some people point to the Mao and Nixon meeting as great strategic breakthrough and symbol of what great power politics should look like. The reality is that the Mao-Nixon meeting was an anomaly in the long history of relations with China and the West. Much of China-Western relations over the last 500 years was conducted by multitudes of nameless Chinese and Western traders. The period from 1949-1979 was the only period were strategic concerns triumphed trade, because China had little to offer except instability and revolution. Even in this period, China's attempt to spread revolution in Southeast Asia was a threat to Western investments and corporate interest in the region. During the nadir of both the Qing Dynasty and Republican period, China was still engaged in its traditional commercial role. Throughout much of history of their relations with China, the goals of Britain and the United States were primarily economic,
IMAGINE JUST 10% OF CHINA BOUGHT MY PRODUCT
From the beginning, the allure of China to Western businesses and traders has been its sheer size I. One of the points that the USTR mentions is lack of market access for US companies operating in China, while Chinese companies face much less restrictions operating in the US.
This is supported by remarks by Henry Paulson and Charlene Barshefsky. As Paulson remarked
Trade with China has hurt some American workers. And they have expressed their grievances at the ballot box.
So while many attribute this shift to the Trump Administration, I do not. What we are now seeing will likely endure for some time within the American policy establishment. China is viewed—by a growing consensus—not just as a strategic challenge to the United States but as a country whose rise has come at America’s expense. In this environment, it would be helpful if the US-China relationship had more advocates. That it does not reflects another failure:
In large part because China has been slow to open its economy since it joined the WTO, the American business community has turned from advocate to skeptic and even opponent of past US policies toward China. American business doesn’t want a tariff war but it does want a more aggressive approach from our government. How can it be that those who know China best, work there, do business there, make money there, and have advocated for productive relations in the past, are among those now arguing for more confrontation? The answer lies in the story of stalled competition policy, and the slow pace of opening, over nearly two decades. This has discouraged and fragmented the American business community. And it has reinforced the negative attitudinal shift among our political and expert classes. In short, even though many American businesses continue to prosper in China, a growing number of firms have given up hope that the playing field will ever be level. Some have accepted the Faustian bargain of maximizing today’s earnings per share while operating under restrictions that jeopardize their future competitiveness. But that doesn’t mean they’re happy about it. Nor does it mean they aren’t acutely aware of the risks — or thinking harder than ever before about how to diversify their risks away from, and beyond, China.
What is interesting about Paulson's speech is he spend only one sentence about displaced US workers, and a whole paragraph about US business operating in China. While Kissinger writes books about China, how much does he contribute to both Democrats and the Republicans during the election cycle? China is increasingly makING it more difficult for US companies operating and those exporting products to China.

CONTINUED

submitted by weilim to IntlScholars [link] [comments]

Introduction to investing as a U.S. citizen residing in Japan

[meta: I ask for help in making sure this information is accurate and correct. Please contribute as you see fit!]
WARNING!! I am not a lawyer, accountant, or broker, nor do I have any experience or training in any of those fields. ALWAYS confirm with a professional before taking any advice you read on the internet.
Foreward
If you're old enough to pay taxes, you should start investing. The earlier, the better.
Here’s another example to illustrate the enormous benefit of getting an early start. At age 25, Eric Early invests $4,000 per year in a Roth IRA for 10 years and stops investing. His total investment is $40,000. Larry Lately makes yearly deposits of $4,000 in his Roth IRA starting at age 35 for 30 years. His total investment is $120,000. Assuming both portfolios earn an 8 percent average annual return, at age 65, Eric’s IRA will be worth $629,741, but Larry’s IRA will be worth only $489,383. By starting 10 years earlier and making one third of the investment, Eric ends up with 29 percent more.
- quote from "The Boglehead's Guide to Investing"
Target audience
This is an introduction for U.S. citizens with residency in Japan who want to do long-term investing in U.S. equity (stocks, bonds, etc.).
Disclaimer
This advice may not be accurate for citizens of countries other than the U.S. or for those U.S. citizens living in Japan who work for the military or are only temporarily living and working in Japan as affiliated with a U.S. company. This is also not advice for ForEx or day traders looking to make money. Nor is it advice for what to invest in. This is also not advice for investing in the Japanese stock market.
This is just one way to invest in U.S. equity from Japan. There are other ways.
Assumptions
  • You're a U.S. citizen
  • Your income is in JPY
  • You want to invest in U.S. equity (stock market, bond market, etc)
  • You have basic knowledge about taxes and tax-related terms
  • You have at least $10,000 USD to invest (or $3,000 USD if age 25 or younger)
Background
I am an ordinary guy living in Japan. I have disposable income and, rather than pour all of it into my local izakaya and Philipino hookers (who hang out in front of Mister Donut at night and ask if I "want the massage?" (just kidding, really!)), I wanted to invest in my future by saving for retirement. I'm an early 30's-year-old guy and spent about a month reading up on investing and then set off trying to invest as a resident of Japan.
My Story
I moved to Japan 3 years ago after working in the U.S. I have an IRA leftover from my time in the U.S., but never contributed to it since moving to Japan (thankfully - find out why in a bit). I recently saw a post from /personalfinance (seriously, go read information in that sub if you want to have more money upon retirement or just get out of debt!) and decided to read the book "The Boglehead's Guide to Investing" based on recommendations there. After that, I started looking into my options for investing from Japan.
Before I left the U.S. for Japan, I rolled over my 401k into an IRA using Vanguard (arguably the best broker available for U.S. citizens). Since moving to Japan, I had not contributed anything to my IRA. So, the first thing I wanted to do was start contributing to my IRA again, and use any remainder to invest in U.S. equity. Turns out this is not as easy as it sounds.
I found out that in order to legally contribute to my IRA, I had to pay U.S. taxes on my income used to contribute to it. Well, if you're like me and don't make an awful lot of money, you're probably filing with Foreign Tax Credit/IRS Foreign Earned Income Exclusion. This stuff basically let's you deduct all your taxes in Japan, as it on Japanese income and you already paid glorious Nippon taxes on that income. For me, this basically meant that I owed the IRS absolutely nothing every year. Great! Right? Buuuuut since I didn't pay any U.S. tax on my income, I cannot use it to contribute to my IRA! Dammit! (But actually a blessing in disguise because if I had been contributing to my IRA, I would have been breaking U.S. tax law because I didn't pay taxes on it.)
So, I started looking into other ways to invest: the U.S. stock market, bonds, etc. After reading The Boglehead's Guide, I knew I wanted to invest in Vanguard's mutual index funds. My first instinct was to open a brokerage account (which is different from your IRA account) with Vanguard. I started filling out the online form, but ran into issues. You have to specify a U.S. address. Also, you have to specify your U.S. employer. I had neither of these, so I called Vanguard (from Japan at a ridiculous call charge) and spoke with someone about doing this. They gave me the OK but said I'd have to submit a paper form through snail mail, and sent me a PDF to fill out and mail in. I mailed it (from Japan using EMS which was like $20..), and got a call about a week later. Surprise! Because I'm not working in Japan temporarily for a U.S. company or living on a U.S. military base (considered U.S. soil, I assume?), I actually can't open a brokerage account with them. Dammit again! What a waste of money calling them and mailing the form overseas.
So, I started looking into other options. I read about a few other brokers and most people agreed that I should either use Fidelity or Interactive Brokers. I had never heard of Interactive Brokers and honestly they seemed scary at first, so I decided to go with Fidelity, who I had actually heard of and is a U.S. based firm. I created an account with Fidelity, but once again ran into roadblocks when trying to open a stock trading account. I didn't have a U.S. address or employer, and actually wasn't able to link my U.S. bank account with them either (for reasons unknown). Dammit once again!
So, I started reading more about Interactive Brokers. Okay, it's still a little scary, but there are positive reports about using them online. I signed up for an account with minimal hassle, linked up my bank account, was able to transfer money over to them, and then successfully bought U.S. shares! Sweet success! Finally!

How to Invest

Part I: Contributing to your IRA
If you do not have an IRA, you probably should, as they are your basic investment option and tax-friendly to boot. However, good luck setting one up as a resident in Japan! Vanguard will happily babysit an IRA you opened prior to leaving the U.S., but they will not let you open a new one with a foreign address. I don't know about other brokers such as Fidelity or Schwabb, but it's probably the same story there.
If you are like me and happen to have an IRA leftover in the U.S., you CAN contribute to it, but in order to do so you must not deduct your Japanese tax on your IRS 1040 or file Form 1116, "Foreign Tax Credit". In other words, you must pay U.S. taxes on any income used to contribute to the IRA.
Refer to your broker for how to actually get the money to them from Japan.
Part II: Investing in U.S. Equity from Japan
Using Interactive Brokers
First, let me tell you a little bit about Interactive Brokers (IB). They are a service mostly used by regulaprofessional traders. The fees are very low and reasonable. However, they have a service charge of $10/month if your commission is equal to or less than $10 USD in that month. This is probably not a problem for people over 25 years old investing with $10,000+ USD, but for people 25 and under with an initial investment of $3000, it's possible you might not make the minimum commission per month. Beware of this fee.
IB lets you fund the account from many different currencies, regardless of what market you are buying (this needs confirmation, but seems to be accurate). So, whether you have a U.S. bank account or a Japanese bank account, you can fund the IB account. You can even fund from both.
IB does not let you invest in U.S. mutual funds. This sounds like a deal-breaker, but it's actually not. You can still invest in U.S. ETFs. This includes Vanguard's total stock market index ETF, total bond market index ETF, etc.
IB has an iPhone app that is pretty good and probably an Android app too. Although, as someone doing long-term investing for retirement, you probably don't need this and don't want to be checking your account too much (refer to /personalfinance as to why).
IB has multiple account types. You will probably see IBLLC and IBSJ. The differences are two-fold: First: an IBSJ is only used to trade Japan domestic equity. You don't want this because you want to trade U.S. equity. Instead, IBLLC is used to trade overseas (U.S. equity). Second: as of 2016, IBJS requires your My Number information, but IBLLC does not. Again, you don't want IBJS, so don't worry about the My Number information.
Open a "Japan Resident Individual Account for IBLLC" account online. This is a lengthy process. Make sure you have the required information.
  • You will need to send info about your current address in Japan, your 在留カード (zairyuu/"gaijin" card), job information, bank account information, and so on. I got confused and sent my My Number card information as well, but this only caused a hiccup in their process and I was told to remove it. Don't submit your My Number information.
  • You need to choose your base currency. Your base currency determines what currency you trade in and receive dividends/money from selling in. I think you need to specify USD here, but not sure. I chose USD because U.S. stocks are in USD and I used my U.S. bank account to intially fund my account. It may not matter, but this needs confirmation.
  • You need to specify that you have trading experience. I forget the actual numbers you need to put into the form, but make sure you put enough experience that allows you to trade ETFs overseas. You can fiddle with the numbers right there in the form, and options open up as you change the numbers. Play with it until it's just right. This part is hazy, and just seems to be some safeguards for IB so that new investors can't sue/blame IB for their own trading stupidity when they lose all their money. If you really don't have any experience trading, IB offers virtual "fake" accounts you can use to play around with trading. I suggest you try it.
After about a week you should have your new account. The next step is funding it, or you may have selected to fund it up front when you created the account so it may already be done. Anyway, the easiest way is to have IB request the wire transfer from your bank. I did this. It was really annoying, but it took about another week or so to go through. Beware that you probably can't start buying right away and need to wait for the transfer to clear.
Congratulations! You're ready to start buying now. Refer to /personalfinance in what to invest in. Remember that you are limited to buying ETFs and a few other things, and not mutual funds (but you can get their ETF equivalents).
Using
TBD... (anyone want to fill this out?)
Part III: Taxes
You need to declare and pay taxes on your dividends and any capital gains you make. Beware.
TBD... (this is arguably the most important part, but I just don't have time to go into it now. Someone feel free to help!)
TL;DR: Open an account with Interactive Brokers online and buy ETFs.
submitted by crab_balls to japanlife [link] [comments]

The XTRD Megathread

What is XTRD?

XTRD is a technology company that are introducing a new infrastructure that would allow banks, hedge funds, and large institutional traders to easily access cryptocurrency markets.
XTRD is launching three separate products in sequential stages to solve the ongoing problems caused by having so many disparate markets. Firstly a unified FIX API followed by XTRD Dark Pools and finally the XTRD Single Point of Access or SPA.
Our goal is to build trading infrastructure in the cyptospace and become one of the first full service shops in the cryptocurrency markets for large traders and funds.

What are the industry issues?

COMPLEX WEB OF EXCHANGES. A combination of differing KYC policies, means of funding, interfaces and APIs results in a fragmented patchwork of liquidity for cryptocurrencies. Trading in an automated fashion with full awareness of best pricing and current liquidity necessitates the opening and use of accounts on multiple exchanges, coding to multiple API’s, following varying funding and withdrawal procedures. Once those hurdles are cleared, market participants must convert fiat currency to BTC or ETH and then forward the ETH on to an exchange that may not accept fiat, necessitating yet another transaction to convert back to fiat. Major concerns for market participants range from unmitigated slippage and counterparty risk to hacking prevention and liquidity.
HIGH FEES. Execution costs are even more of a factor. Typical exchange commissions are in the 0.1% – 0.25% range per transaction (10 to 25 basis points), but the effective fees are much higher when taking into bid and ask spreads maintained by the exchanges. As most exchanges are unregulated, there is generally no central authority or regulator to examine internal exchange orders that separate proprietary activity from customer activity and ensure fair pricing.
THIN LIQUIDITY. A large institutional order, representing a sizable percentage of daily volume can move the market for a product, and related products in an exchange by a factor of 5-10%. That means a single order to buy $1,000,000 worth of bitcoin can cost an extra $50,000-$100,000 per transaction given a lack of liquidity if not managed correctly and executed on only one exchange. By way of comparison, similar trades on FX exchanges barely move markets a fraction of a percent; those price changes cost traders money, and deter investment.

What are the XTRD solutions?

FIX API
An API is an “Application Programming Interface”, a set of rules that computer programs use to communicate. FIX stands for “Financial Information eXchange”, the API standard used by most financial organizations as the intermediary protocol to communicate amongst disparate systems such as market data, execution, trade reporting, and order entry for the past 25 years.XTRD is fixing the problem of having 100 different APIs for 100 exchanges by creating a single FIX based API for market data and execution – the same FIX API that all current financial institutions utilize.XTRD will leverage our data center presences in DC3 Chicago and NY4 New Jersey to host FIX trading clients and reduce their trading latencies to single milliseconds, a time acceleration of 100x when it comes to execution vs internet. More infrastructure and private worldwide internet lines will be added in 2018 and beyond to enable secure, low latency execution for all XTRD clients, FIX and PRO.
XTRD PRO
XTRD PRO is a professional trading platform that will fix the basic problems with trading across crypto exchanges – the need to open multiple web pages, having to click around multiple windows, only being able to use basic order types, and not seeing all your positions, trades, and market data in one place.XTRD PRO will be standalone, downloadable, robust end-to-end encrypted software that will consolidate all market data from exchanges visually into one order book, provide a consolidated position and order view across all your exchange accounts, and enable client side orders not available on exchanges – keyboard macro shortcuts, VWAP/TWAP, shaving the bid and offer, hit through 1% of the inside, reserve orders that bid 100 but show 1, SMART order routing to best exchange and intelligent order splicing across exchanges based on execution costs net of fees, OCO and OTO, many others.
XTRD SPA
XTRD SPA is the solution to bridge cross-exchange liquidity issues. XTRD is creating Joint Venture partnerships with trusted cryptocurrency exchanges to provide clients on those exchanges execution across other exchanges where they do not have accounts by leveraging XTRD’s liquidity pools.An order placed by a client at CEX.IO, XTRD’s first JV partner, can be executed by XTRD at a different exchange where there may be a better price or higher liquidity for a digital asset. Subsequently, XTRD will deliver the position to CEX.IO and then CEX.IO will deliver the execution to the client, with XTRD acting as just another market participant at the CEX.IO exchange.XTRD does not take custody of funds, we are a technology partner with exchanges. All local exchange rules, procedures, and AML/KYC policies apply.
XTRD DARK
Institutions and large market participants who have large orders of 100 BTC or more generally must execute across multiple markets, increasing their counterparty risk, paying enormous commissions and spreads, and generally having to deal with the vagaries of the crypto space. Alternatives are OTC brokers that charge multiple percents or private peer-to-peer swaps which are difficult to effectuate unless one is deeply in the space.XTRD is launching XTRD DARK – a dark liquidity pool to trade crypto vs fiat that matches buyers and sellers of large orders, discreetly and anonymously, at a much lower cost. Liquidity is not displayed so large orders do not move thin markets as they would publicly. The liquidity will come from direct XTRD DARK participants as well as aggregation of retail order flow into block orders, XTRD’s own liquidity pools, connections with decentralized exchanges to effectuate liquidity swaps, and OTC broker order flow.XTRD is partnering with a fiat banking providebroker dealer to onboard all XTRD DARK participants for the fiat currency custody side with full KYC/AML procedures.

XTRD Tokenomics

Who is XTRD intended for?

XTRD is mainly aimed at major institutions, hedge funds, algorithmic traders who are currently unable to enter the crypto markets.
These firms include companies such as Divisa Capital run by XTRD Advisor Mushegh Tovmasyan.

XTRD Weekly Updates

Upcoming Events

AMA's

Further AMA's will be coming soon!

XTRD In The Media

Resources

More information will be added to this thread as the project develops.
We are currently looking for key community members to assist in building out this thread.
If you are interested please email [[email protected]](mailto:[email protected])
submitted by tylerbro77 to XtradeIO [link] [comments]

Subreddit Stats: cs7646_fall2017 top posts from 2017-08-23 to 2017-12-10 22:43 PDT

Period: 108.98 days
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Top Submitters' Top Submissions

  1. 296 points, 24 submissions: tuckerbalch
    1. Project 2 Megathread (optimize_something) (33 points, 475 comments)
    2. project 3 megathread (assess_learners) (27 points, 1130 comments)
    3. For online students: Participation check #2 (23 points, 47 comments)
    4. ML / Data Scientist internship and full time job opportunities (20 points, 36 comments)
    5. Advance information on Project 3 (19 points, 22 comments)
    6. participation check #3 (19 points, 29 comments)
    7. manual_strategy project megathread (17 points, 825 comments)
    8. project 4 megathread (defeat_learners) (15 points, 209 comments)
    9. project 5 megathread (marketsim) (15 points, 484 comments)
    10. QLearning Robot project megathread (12 points, 691 comments)
  2. 278 points, 17 submissions: davebyrd
    1. A little more on Pandas indexing/slicing ([] vs ix vs iloc vs loc) and numpy shapes (37 points, 10 comments)
    2. Project 1 Megathread (assess_portfolio) (34 points, 466 comments)
    3. marketsim grades are up (25 points, 28 comments)
    4. Midterm stats (24 points, 32 comments)
    5. Welcome to CS 7646 MLT! (23 points, 132 comments)
    6. How to interact with TAs, discuss grades, performance, request exceptions... (18 points, 31 comments)
    7. assess_portfolio grades have been released (18 points, 34 comments)
    8. Midterm grades posted to T-Square (15 points, 30 comments)
    9. Removed posts (15 points, 2 comments)
    10. assess_portfolio IMPORTANT README: about sample frequency (13 points, 26 comments)
  3. 118 points, 17 submissions: yokh_cs7646
    1. Exam 2 Information (39 points, 40 comments)
    2. Reformat Assignment Pages? (14 points, 2 comments)
    3. What did the real-life Michael Burry have to say? (13 points, 2 comments)
    4. PSA: Read the Rubric carefully and ahead-of-time (8 points, 15 comments)
    5. How do I know that I'm correct and not just lucky? (7 points, 31 comments)
    6. ML Papers and News (7 points, 5 comments)
    7. What are "question pools"? (6 points, 4 comments)
    8. Explanation of "Regression" (5 points, 5 comments)
    9. GT Github taking FOREVER to push to..? (4 points, 14 comments)
    10. Dead links on the course wiki (3 points, 2 comments)
  4. 67 points, 13 submissions: harshsikka123
    1. To all those struggling, some words of courage! (20 points, 18 comments)
    2. Just got locked out of my apartment, am submitting from a stairwell (19 points, 12 comments)
    3. Thoroughly enjoying the lectures, some of the best I've seen! (13 points, 13 comments)
    4. Just for reference, how long did Assignment 1 take you all to implement? (3 points, 31 comments)
    5. Grade_Learners Taking about 7 seconds on Buffet vs 5 on Local, is this acceptable if all tests are passing? (2 points, 2 comments)
    6. Is anyone running into the Runtime Error, Invalid DISPLAY variable when trying to save the figures as pdfs to the Buffet servers? (2 points, 9 comments)
    7. Still not seeing an ML4T onboarding test on ProctorTrack (2 points, 10 comments)
    8. Any news on when Optimize_Something grades will be released? (1 point, 1 comment)
    9. Baglearner RMSE and leaf size? (1 point, 2 comments)
    10. My results are oh so slightly off, any thoughts? (1 point, 11 comments)
  5. 63 points, 10 submissions: htrajan
    1. Sample test case: missing data (22 points, 36 comments)
    2. Optimize_something test cases (13 points, 22 comments)
    3. Met Burt Malkiel today (6 points, 1 comment)
    4. Heads up: Dataframe.std != np.std (5 points, 5 comments)
    5. optimize_something: graph (5 points, 29 comments)
    6. Schedule still reflecting shortened summer timeframe? (4 points, 3 comments)
    7. Quick clarification about InsaneLearner (3 points, 8 comments)
    8. Test cases using rfr? (3 points, 5 comments)
    9. Input format of rfr (2 points, 1 comment)
    10. [Shameless recruiting post] Wealthfront is hiring! (0 points, 9 comments)
  6. 62 points, 7 submissions: swamijay
    1. defeat_learner test case (34 points, 38 comments)
    2. Project 3 test cases (15 points, 27 comments)
    3. Defeat_Learner - related questions (6 points, 9 comments)
    4. Options risk/reward (2 points, 0 comments)
    5. manual strategy - you must remain in the position for 21 trading days. (2 points, 9 comments)
    6. standardizing values (2 points, 0 comments)
    7. technical indicators - period for moving averages, or anything that looks past n days (1 point, 3 comments)
  7. 61 points, 9 submissions: gatech-raleighite
    1. Protip: Better reddit search (22 points, 9 comments)
    2. Helpful numpy array cheat sheet (16 points, 10 comments)
    3. In your experience Professor, Mr. Byrd, which strategy is "best" for trading ? (12 points, 10 comments)
    4. Industrial strength or mature versions of the assignments ? (4 points, 2 comments)
    5. What is the correct (faster) way of doing this bit of pandas code (updating multiple slice values) (2 points, 10 comments)
    6. What is the correct (pythonesque?) way to select 60% of rows ? (2 points, 11 comments)
    7. How to get adjusted close price for funds not publicly traded (TSP) ? (1 point, 2 comments)
    8. Is there a way to only test one or 2 of the learners using grade_learners.py ? (1 point, 10 comments)
    9. OMS CS Digital Career Seminar Series - Scott Leitstein recording available online? (1 point, 4 comments)
  8. 60 points, 2 submissions: reyallan
    1. [Project Questions] Unit Tests for assess_portfolio assignment (58 points, 52 comments)
    2. Financial data, technical indicators and live trading (2 points, 8 comments)
  9. 59 points, 12 submissions: dyllll
    1. Please upvote helpful posts and other advice. (26 points, 1 comment)
    2. Books to further study in trading with machine learning? (14 points, 9 comments)
    3. Is Q-Learning the best reinforcement learning method for stock trading? (4 points, 4 comments)
    4. Any way to download the lessons? (3 points, 4 comments)
    5. Can a TA please contact me? (2 points, 7 comments)
    6. Is the vectorization code from the youtube video available to us? (2 points, 2 comments)
    7. Position of webcam (2 points, 15 comments)
    8. Question about assignment one (2 points, 5 comments)
    9. Are udacity quizzes recorded? (1 point, 2 comments)
    10. Does normalization of indicators matter in a Q-Learner? (1 point, 7 comments)
  10. 56 points, 2 submissions: jan-laszlo
    1. Proper git workflow (43 points, 19 comments)
    2. Adding you SSH key for password-less access to remote hosts (13 points, 7 comments)
  11. 53 points, 1 submission: agifft3_omscs
    1. [Project Questions] Unit Tests for optimize_something assignment (53 points, 94 comments)
  12. 50 points, 16 submissions: BNielson
    1. Regression Trees (7 points, 9 comments)
    2. Two Interpretations of RFR are leading to two different possible Sharpe Ratios -- Need Instructor clarification ASAP (5 points, 3 comments)
    3. PYTHONPATH=../:. python grade_analysis.py (4 points, 7 comments)
    4. Running on Windows and PyCharm (4 points, 4 comments)
    5. Studying for the midterm: python questions (4 points, 0 comments)
    6. Assess Learners Grader (3 points, 2 comments)
    7. Manual Strategy Grade (3 points, 2 comments)
    8. Rewards in Q Learning (3 points, 3 comments)
    9. SSH/Putty on Windows (3 points, 4 comments)
    10. Slight contradiction on ProctorTrack Exam (3 points, 4 comments)
  13. 49 points, 7 submissions: j0shj0nes
    1. QLearning Robot - Finalized and Released Soon? (18 points, 4 comments)
    2. Flash Boys, HFT, frontrunning... (10 points, 3 comments)
    3. Deprecations / errata (7 points, 5 comments)
    4. Udacity lectures via GT account, versus personal account (6 points, 2 comments)
    5. Python: console-driven development (5 points, 5 comments)
    6. Buffet pandas / numpy versions (2 points, 2 comments)
    7. Quant research on earnings calls (1 point, 0 comments)
  14. 45 points, 11 submissions: Zapurza
    1. Suggestion for Strategy learner mega thread. (14 points, 1 comment)
    2. Which lectures to watch for upcoming project q learning robot? (7 points, 5 comments)
    3. In schedule file, there is no link against 'voting ensemble strategy'? Scheduled for Nov 13-20 week (6 points, 3 comments)
    4. How to add questions to the question bank? I can see there is 2% credit for that. (4 points, 5 comments)
    5. Scratch paper use (3 points, 6 comments)
    6. The big short movie link on you tube says the video is not available in your country. (3 points, 9 comments)
    7. Distance between training data date and future forecast date (2 points, 2 comments)
    8. News affecting stock market and machine learning algorithms (2 points, 4 comments)
    9. pandas import in pydev (2 points, 0 comments)
    10. Assess learner server error (1 point, 2 comments)
  15. 43 points, 23 submissions: chvbs2000
    1. Is the Strategy Learner finalized? (10 points, 3 comments)
    2. Test extra 15 test cases for marketsim (3 points, 12 comments)
    3. Confusion between the term computing "back-in time" and "going forward" (2 points, 1 comment)
    4. How to define "each transaction"? (2 points, 4 comments)
    5. How to filling the assignment into Jupyter Notebook? (2 points, 4 comments)
    6. IOError: File ../data/SPY.csv does not exist (2 points, 4 comments)
    7. Issue in Access to machines at Georgia Tech via MacOS terminal (2 points, 5 comments)
    8. Reading data from Jupyter Notebook (2 points, 3 comments)
    9. benchmark vs manual strategy vs best possible strategy (2 points, 2 comments)
    10. global name 'pd' is not defined (2 points, 4 comments)
  16. 43 points, 15 submissions: shuang379
    1. How to test my code on buffet machine? (10 points, 15 comments)
    2. Can we get the ppt for "Decision Trees"? (8 points, 2 comments)
    3. python question pool question (5 points, 6 comments)
    4. set up problems (3 points, 4 comments)
    5. Do I need another camera for scanning? (2 points, 9 comments)
    6. Is chapter 9 covered by the midterm? (2 points, 2 comments)
    7. Why grade_analysis.py could run even if I rm analysis.py? (2 points, 5 comments)
    8. python question pool No.48 (2 points, 6 comments)
    9. where could we find old versions of the rest projects? (2 points, 2 comments)
    10. where to put ml4t-libraries to install those libraries? (2 points, 1 comment)
  17. 42 points, 14 submissions: larrva
    1. is there a mistake in How-to-learn-a-decision-tree.pdf (7 points, 7 comments)
    2. maximum recursion depth problem (6 points, 10 comments)
    3. [Urgent]Unable to use proctortrack in China (4 points, 21 comments)
    4. manual_strategynumber of indicators to use (3 points, 10 comments)
    5. Assignment 2: Got 63 points. (3 points, 3 comments)
    6. Software installation workshop (3 points, 7 comments)
    7. question regarding functools32 version (3 points, 3 comments)
    8. workshop on Aug 31 (3 points, 8 comments)
    9. Mount remote server to local machine (2 points, 2 comments)
    10. any suggestion on objective function (2 points, 3 comments)
  18. 41 points, 8 submissions: Ran__Ran
    1. Any resource will be available for final exam? (19 points, 6 comments)
    2. Need clarification on size of X, Y in defeat_learners (7 points, 10 comments)
    3. Get the same date format as in example chart (4 points, 3 comments)
    4. Cannot log in GitHub Desktop using GT account? (3 points, 3 comments)
    5. Do we have notes or ppt for Time Series Data? (3 points, 5 comments)
    6. Can we know the commission & market impact for short example? (2 points, 7 comments)
    7. Course schedule export issue (2 points, 15 comments)
    8. Buying/seeking beta v.s. buying/seeking alpha (1 point, 6 comments)
  19. 38 points, 4 submissions: ProudRamblinWreck
    1. Exam 2 Study topics (21 points, 5 comments)
    2. Reddit participation as part of grade? (13 points, 32 comments)
    3. Will birds chirping in the background flag me on Proctortrack? (3 points, 5 comments)
    4. Midterm Study Guide question pools (1 point, 2 comments)
  20. 37 points, 6 submissions: gatechben
    1. Submission page for strategy learner? (14 points, 10 comments)
    2. PSA: The grading script for strategy_learner changed on the 26th (10 points, 9 comments)
    3. Where is util.py supposed to be located? (8 points, 8 comments)
    4. PSA:. The default dates in the assignment 1 template are not the same as the examples on the assignment page. (2 points, 1 comment)
    5. Schedule: Discussion of upcoming trading projects? (2 points, 3 comments)
    6. [defeat_learners] More than one column for X? (1 point, 1 comment)
  21. 37 points, 3 submissions: jgeiger
    1. Please send/announce when changes are made to the project code (23 points, 7 comments)
    2. The Big Short on Netflix for OMSCS students (week of 10/16) (11 points, 6 comments)
    3. Typo(?) for Assess_portfolio wiki page (3 points, 2 comments)
  22. 35 points, 10 submissions: ltian35
    1. selecting row using .ix (8 points, 9 comments)
    2. Will the following 2 topics be included in the final exam(online student)? (7 points, 4 comments)
    3. udacity quiz (7 points, 4 comments)
    4. pdf of lecture (3 points, 4 comments)
    5. print friendly version of the course schedule (3 points, 9 comments)
    6. about learner regression vs classificaiton (2 points, 2 comments)
    7. is there a simple way to verify the correctness of our decision tree (2 points, 4 comments)
    8. about Building an ML-based forex strategy (1 point, 2 comments)
    9. about technical analysis (1 point, 6 comments)
    10. final exam online time period (1 point, 2 comments)
  23. 33 points, 2 submissions: bhrolenok
    1. Assess learners template and grading script is now available in the public repository (24 points, 0 comments)
    2. Tutorial for software setup on Windows (9 points, 35 comments)
  24. 31 points, 4 submissions: johannes_92
    1. Deadline extension? (26 points, 40 comments)
    2. Pandas date indexing issues (2 points, 5 comments)
    3. Why do we subtract 1 from SMA calculation? (2 points, 3 comments)
    4. Unexpected number of calls to query, sum=20 (should be 20), max=20 (should be 1), min=20 (should be 1) -bash: syntax error near unexpected token `(' (1 point, 3 comments)
  25. 30 points, 5 submissions: log_base_pi
    1. The Massive Hedge Fund Betting on AI [Article] (9 points, 1 comment)
    2. Useful Python tips and tricks (8 points, 10 comments)
    3. Video of overview of remaining projects with Tucker Balch (7 points, 1 comment)
    4. Will any material from the lecture by Goldman Sachs be covered on the exam? (5 points, 1 comment)
    5. What will the 2nd half of the course be like? (1 point, 8 comments)
  26. 30 points, 4 submissions: acschwabe
    1. Assignment and Exam Calendar (ICS File) (17 points, 6 comments)
    2. Please OMG give us any options for extra credit (8 points, 12 comments)
    3. Strategy learner question (3 points, 1 comment)
    4. Proctortrack: Do we need to schedule our test time? (2 points, 10 comments)
  27. 29 points, 9 submissions: _ant0n_
    1. Next assignment? (9 points, 6 comments)
    2. Proctortrack Onboarding test? (6 points, 11 comments)
    3. Manual strategy: Allowable positions (3 points, 7 comments)
    4. Anyone watched Black Scholes documentary? (2 points, 16 comments)
    5. Buffet machines hardware (2 points, 6 comments)
    6. Defeat learners: clarification (2 points, 4 comments)
    7. Is 'optimize_something' on the way to class GitHub repo? (2 points, 6 comments)
    8. assess_portfolio(... gen_plot=True) (2 points, 8 comments)
    9. remote job != remote + international? (1 point, 15 comments)
  28. 26 points, 10 submissions: umersaalis
    1. comments.txt (7 points, 6 comments)
    2. Assignment 2: report.pdf (6 points, 30 comments)
    3. Assignment 2: report.pdf sharing & plagiarism (3 points, 12 comments)
    4. Max Recursion Limit (3 points, 10 comments)
    5. Parametric vs Non-Parametric Model (3 points, 13 comments)
    6. Bag Learner Training (1 point, 2 comments)
    7. Decision Tree Issue: (1 point, 2 comments)
    8. Error in Running DTLearner and RTLearner (1 point, 12 comments)
    9. My Results for the four learners. Please check if you guys are getting values somewhat near to these. Exact match may not be there due to randomization. (1 point, 4 comments)
    10. Can we add the assignments and solutions to our public github profile? (0 points, 7 comments)
  29. 26 points, 6 submissions: abiele
    1. Recommended Reading? (13 points, 1 comment)
    2. Number of Indicators Used by Actual Trading Systems (7 points, 6 comments)
    3. Software Install Instructions From TA's Video Not Working (2 points, 2 comments)
    4. Suggest that TA/Instructor Contact Info Should be Added to the Syllabus (2 points, 2 comments)
    5. ML4T Software Setup (1 point, 3 comments)
    6. Where can I find the grading folder? (1 point, 4 comments)
  30. 26 points, 6 submissions: tomatonight
    1. Do we have all the information needed to finish the last project Strategy learner? (15 points, 3 comments)
    2. Does anyone interested in cryptocurrency trading/investing/others? (3 points, 6 comments)
    3. length of portfolio daily return (3 points, 2 comments)
    4. Did Michael Burry, Jamie&Charlie enter the short position too early? (2 points, 4 comments)
    5. where to check participation score (2 points, 1 comment)
    6. Where to collect the midterm exam? (forgot to take it last week) (1 point, 3 comments)
  31. 26 points, 3 submissions: hilo260
    1. Is there a template for optimize_something on GitHub? (14 points, 3 comments)
    2. Marketism project? (8 points, 6 comments)
    3. "Do not change the API" (4 points, 7 comments)
  32. 26 points, 3 submissions: niufen
    1. Windows Server Setup Guide (23 points, 16 comments)
    2. Strategy Learner Adding UserID as Comment (2 points, 2 comments)
    3. Connect to server via Python Error (1 point, 6 comments)
  33. 26 points, 3 submissions: whoyoung99
    1. How much time you spend on Assess Learner? (13 points, 47 comments)
    2. Git clone repository without fork (8 points, 2 comments)
    3. Just for fun (5 points, 1 comment)
  34. 25 points, 8 submissions: SharjeelHanif
    1. When can we discuss defeat learners methods? (10 points, 1 comment)
    2. Are the buffet servers really down? (3 points, 2 comments)
    3. Are the midterm results in proctortrack gone? (3 points, 3 comments)
    4. Will these finance topics be covered on the final? (3 points, 9 comments)
    5. Anyone get set up with Proctortrack? (2 points, 10 comments)
    6. Incentives Quiz Discussion (2-01, Lesson 11.8) (2 points, 3 comments)
    7. Anyone from Houston, TX (1 point, 1 comment)
    8. How can I trace my error back to a line of code? (assess learners) (1 point, 3 comments)
  35. 25 points, 5 submissions: jlamberts3
    1. Conda vs VirtualEnv (7 points, 8 comments)
    2. Cool Portfolio Backtesting Tool (6 points, 6 comments)
    3. Warren Buffett wins $1M bet made a decade ago that the S&P 500 stock index would outperform hedge funds (6 points, 12 comments)
    4. Windows Ubuntu Subsystem Putty Alternative (4 points, 0 comments)
    5. Algorithmic Trading Of Digital Assets (2 points, 0 comments)
  36. 25 points, 4 submissions: suman_paul
    1. Grade statistics (9 points, 3 comments)
    2. Machine Learning book by Mitchell (6 points, 11 comments)
    3. Thank You (6 points, 6 comments)
    4. Assignment1 ready to be cloned? (4 points, 4 comments)
  37. 25 points, 3 submissions: Spareo
    1. Submit Assignments Function (OS X/Linux) (15 points, 6 comments)
    2. Quantsoftware Site down? (8 points, 38 comments)
    3. ML4T_2017Spring folder on Buffet server?? (2 points, 5 comments)
  38. 24 points, 14 submissions: nelsongcg
    1. Is it realistic for us to try to build our own trading bot and profit? (6 points, 21 comments)
    2. Is the risk free rate zero for any country? (3 points, 7 comments)
    3. Models and black swans - discussion (3 points, 0 comments)
    4. Normal distribution assumption for options pricing (2 points, 3 comments)
    5. Technical analysis for cryptocurrency market? (2 points, 4 comments)
    6. A counter argument to models by Nassim Taleb (1 point, 0 comments)
    7. Are we demandas to use the sample for part 1? (1 point, 1 comment)
    8. Benchmark for "trusting" your trading algorithm (1 point, 5 comments)
    9. Don't these two statements on the project description contradict each other? (1 point, 2 comments)
    10. Forgot my TA (1 point, 6 comments)
  39. 24 points, 11 submissions: nurobezede
    1. Best way to obtain survivor bias free stock data (8 points, 1 comment)
    2. Please confirm Midterm is from October 13-16 online with proctortrack. (5 points, 2 comments)
    3. Are these DTlearner Corr values good? (2 points, 6 comments)
    4. Testing gen_data.py (2 points, 3 comments)
    5. BagLearner of Baglearners says 'Object is not callable' (1 point, 8 comments)
    6. DTlearner training RMSE none zero but almost there (1 point, 2 comments)
    7. How to submit analysis using git and confirm it? (1 point, 2 comments)
    8. Passing kwargs to learners in a BagLearner (1 point, 5 comments)
    9. Sampling for bagging tree (1 point, 8 comments)
    10. code failing the 18th test with grade_learners.py (1 point, 6 comments)
  40. 24 points, 4 submissions: AeroZach
    1. questions about how to build a machine learning system that's going to work well in a real market (12 points, 6 comments)
    2. Survivor Bias Free Data (7 points, 5 comments)
    3. Genetic Algorithms for Feature selection (3 points, 5 comments)
    4. How far back can you train? (2 points, 2 comments)
  41. 23 points, 9 submissions: vsrinath6
    1. Participation check #3 - Haven't seen it yet (5 points, 5 comments)
    2. What are the tasks for this week? (5 points, 12 comments)
    3. No projects until after the mid-term? (4 points, 5 comments)
    4. Format / Syllabus for the exams (2 points, 3 comments)
    5. Has there been a Participation check #4? (2 points, 8 comments)
    6. Project 3 not visible on T-Square (2 points, 3 comments)
    7. Assess learners - do we need to check is method implemented for BagLearner? (1 point, 4 comments)
    8. Correct number of days reported in the dataframe (should be the number of trading days between the start date and end date, inclusive). (1 point, 0 comments)
    9. RuntimeError: Invalid DISPLAY variable (1 point, 2 comments)
  42. 23 points, 8 submissions: nick_algorithm
    1. Help with getting Average Daily Return Right (6 points, 7 comments)
    2. Hint for args argument in scipy minimize (5 points, 2 comments)
    3. How do you make money off of highly volatile (high SDDR) stocks? (4 points, 5 comments)
    4. Can We Use Code Obtained from Class To Make Money without Fear of Being Sued (3 points, 6 comments)
    5. Is the Std for Bollinger Bands calculated over the same timespan of the Moving Average? (2 points, 2 comments)
    6. Can't run grade_learners.py but I'm not doing anything different from the last assignment (?) (1 point, 5 comments)
    7. How to determine value at terminal node of tree? (1 point, 1 comment)
    8. Is there a way to get Reddit announcements piped to email (or have a subsequent T-Square announcement published simultaneously) (1 point, 2 comments)
  43. 23 points, 1 submission: gong6
    1. Is manual strategy ready? (23 points, 6 comments)
  44. 21 points, 6 submissions: amchang87
    1. Reason for public reddit? (6 points, 4 comments)
    2. Manual Strategy - 21 day holding Period (4 points, 12 comments)
    3. Sharpe Ratio (4 points, 6 comments)
    4. Manual Strategy - No Position? (3 points, 3 comments)
    5. ML / Manual Trader Performance (2 points, 0 comments)
    6. T-Square Submission Missing? (2 points, 3 comments)
  45. 21 points, 6 submissions: fall2017_ml4t_cs_god
    1. PSA: When typing in code, please use 'formatting help' to see how to make the code read cleaner. (8 points, 2 comments)
    2. Why do Bollinger Bands use 2 standard deviations? (5 points, 20 comments)
    3. How do I log into the [email protected]? (3 points, 1 comment)
    4. Is midterm 2 cumulative? (2 points, 3 comments)
    5. Where can we learn about options? (2 points, 2 comments)
    6. How do you calculate the analysis statistics for bps and manual strategy? (1 point, 1 comment)
  46. 21 points, 5 submissions: Jmitchell83
    1. Manual Strategy Grades (12 points, 9 comments)
    2. two-factor (3 points, 6 comments)
    3. Free to use volume? (2 points, 1 comment)
    4. Is MC1-Project-1 different than assess_portfolio? (2 points, 2 comments)
    5. Online Participation Checks (2 points, 4 comments)
  47. 21 points, 5 submissions: Sergei_B
    1. Do we need to worry about missing data for Asset Portfolio? (14 points, 13 comments)
    2. How do you get data from yahoo in panda? the sample old code is below: (2 points, 3 comments)
    3. How to fix import pandas as pd ImportError: No module named pandas? (2 points, 4 comments)
    4. Python Practice exam Question 48 (2 points, 2 comments)
    5. Mac: "virtualenv : command not found" (1 point, 2 comments)
  48. 21 points, 3 submissions: mharrow3
    1. First time reddit user .. (17 points, 37 comments)
    2. Course errors/types (2 points, 2 comments)
    3. Install course software on macOS using Vagrant .. (2 points, 0 comments)
  49. 20 points, 9 submissions: iceguyvn
    1. Manual strategy implementation for future projects (4 points, 15 comments)
    2. Help with correlation calculation (3 points, 15 comments)
    3. Help! maximum recursion depth exceeded (3 points, 10 comments)
    4. Help: how to index by date? (2 points, 4 comments)
    5. How to attach a 1D array to a 2D array? (2 points, 2 comments)
    6. How to set a single cell in a 2D DataFrame? (2 points, 4 comments)
    7. Next assignment after marketsim? (2 points, 4 comments)
    8. Pythonic way to detect the first row? (1 point, 6 comments)
    9. Questions regarding seed (1 point, 1 comment)
  50. 20 points, 3 submissions: JetsonDavis
    1. Push back assignment 3? (10 points, 14 comments)
    2. Final project (9 points, 3 comments)
    3. Numpy versions (1 point, 2 comments)
  51. 20 points, 2 submissions: pharmerino
    1. assess_portfolio test cases (16 points, 88 comments)
    2. ML4T Assignments (4 points, 6 comments)

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  23. awhoof (113 points, 72 comments)
  24. SharjeelHanif (106 points, 59 comments)
  25. larrva (101 points, 69 comments)
  26. augustinius (100 points, 52 comments)
  27. oimesbcs (99 points, 67 comments)
  28. vansh21k (98 points, 62 comments)
  29. W1redgh0st (97 points, 70 comments)
  30. ybai67 (96 points, 41 comments)
  31. JuanCarlosKuriPinto (95 points, 54 comments)
  32. acschwabe (93 points, 58 comments)
  33. pharmerino (92 points, 47 comments)
  34. jgeiger (91 points, 28 comments)
  35. Zapurza (88 points, 70 comments)
  36. jyoms (87 points, 55 comments)
  37. omscs_zenan (87 points, 44 comments)
  38. nurobezede (85 points, 64 comments)
  39. BelaZhu (83 points, 50 comments)
  40. jason_gt (82 points, 36 comments)
  41. shuang379 (81 points, 64 comments)
  42. ggatech (81 points, 51 comments)
  43. nitinkodial_gatech (78 points, 59 comments)
  44. harshsikka123 (77 points, 55 comments)
  45. bkeenan7 (76 points, 49 comments)
  46. moxyll (76 points, 32 comments)
  47. nelsongcg (75 points, 53 comments)
  48. nickzelei (75 points, 41 comments)
  49. hunter2omscs (74 points, 29 comments)
  50. pointblank41 (73 points, 36 comments)
  51. zheweisun (66 points, 48 comments)
  52. bs_123 (66 points, 36 comments)
  53. storytimeuva (66 points, 36 comments)
  54. sva6 (66 points, 31 comments)
  55. bhrolenok (66 points, 27 comments)
  56. lingkaizuo (63 points, 46 comments)
  57. Marvel_this (62 points, 36 comments)
  58. agifft3_omscs (62 points, 35 comments)
  59. ssung40 (61 points, 47 comments)
  60. amchang87 (61 points, 32 comments)
  61. joshuak_gatech (61 points, 30 comments)
  62. fall2017_ml4t_cs_god (60 points, 50 comments)
  63. ccrouch8 (60 points, 45 comments)
  64. nick_algorithm (60 points, 29 comments)
  65. JetsonDavis (59 points, 35 comments)
  66. yjacket103 (58 points, 36 comments)
  67. hilo260 (58 points, 29 comments)
  68. coolwhip1234 (58 points, 15 comments)
  69. chvbs2000 (57 points, 49 comments)
  70. suman_paul (57 points, 29 comments)
  71. masterm (57 points, 23 comments)
  72. RolfKwakkelaar (55 points, 32 comments)
  73. rpb3 (55 points, 23 comments)
  74. venkatesh8 (54 points, 30 comments)
  75. omscs_avik (53 points, 37 comments)
  76. bman8810 (52 points, 31 comments)
  77. snladak (51 points, 31 comments)
  78. dfihn3 (50 points, 43 comments)
  79. mlcrypto (50 points, 32 comments)
  80. omscs-student (49 points, 26 comments)
  81. NellVega (48 points, 32 comments)
  82. booglespace (48 points, 23 comments)
  83. ccortner3 (48 points, 23 comments)
  84. caa5042 (47 points, 34 comments)
  85. gcalma3 (47 points, 25 comments)
  86. krushnatmore (44 points, 32 comments)
  87. sn_48 (43 points, 22 comments)
  88. thenewprofessional (43 points, 16 comments)
  89. urider (42 points, 33 comments)
  90. gatech-raleighite (42 points, 30 comments)
  91. chrisong2017 (41 points, 26 comments)
  92. ProudRamblinWreck (41 points, 24 comments)
  93. kramey8 (41 points, 24 comments)
  94. coderafk (40 points, 28 comments)
  95. niufen (40 points, 23 comments)
  96. tholladay3 (40 points, 23 comments)
  97. SaberCrunch (40 points, 22 comments)
  98. gnr11 (40 points, 21 comments)
  99. nadav3 (40 points, 18 comments)
  100. gt7431a (40 points, 16 comments)

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  2. [Project Questions] Unit Tests for optimize_something assignment by agifft3_omscs (53 points, 94 comments)
  3. Proper git workflow by jan-laszlo (43 points, 19 comments)
  4. Exam 2 Information by yokh_cs7646 (39 points, 40 comments)
  5. A little more on Pandas indexing/slicing ([] vs ix vs iloc vs loc) and numpy shapes by davebyrd (37 points, 10 comments)
  6. Project 1 Megathread (assess_portfolio) by davebyrd (34 points, 466 comments)
  7. defeat_learner test case by swamijay (34 points, 38 comments)
  8. Project 2 Megathread (optimize_something) by tuckerbalch (33 points, 475 comments)
  9. project 3 megathread (assess_learners) by tuckerbalch (27 points, 1130 comments)
  10. Deadline extension? by johannes_92 (26 points, 40 comments)

Top Comments

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  3. 30 points: tuckerbalch's comment in Why Professor is usually late for class?
  4. 23 points: davebyrd's comment in Deadline extension?
  5. 20 points: jason_gt's comment in What would be a good quiz question regarding The Big Short?
  6. 19 points: yokh_cs7646's comment in For online students: Participation check #2
  7. 17 points: i__want__piazza's comment in project 3 megathread (assess_learners)
  8. 17 points: nathakhanh2's comment in Project 2 Megathread (optimize_something)
  9. 17 points: pharmerino's comment in Midterm study Megathread
  10. 17 points: tuckerbalch's comment in Midterm grades posted to T-Square
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Best Moving Average Trading Strategy (MUST KNOW) - YouTube Secret Moving Average Strategy - YouTube Easy Day Trading Strategy  Scalp Trading Moving Average ... The Power of the 20-day Moving Average - YouTube How to Trade Moving Averages like a Forex Pro - YouTube Moving Average Trading Secrets (This is What You Must Know ... how to use best moving averages forex trading strategies ...

Moving average 101 is part of a series of books written by, Steve and Holly Burns (husband & wife team). [What this book is about] It goes in depth into the use of moving average, which is considered the most “popular” indicator. You’ll learn what are the short, medium and long term moving averages, and how you can use it in your trading. This is not some regurgitated stuff you’ll see ... For a more detailed discussion on the calculations of the moving average please click here> Simple moving averages Those of you who have completed Barry Thorntons With ALL the Odds course will know that the moving average he likes using is the 3 period simple moving average displaced by 3 periods. This means it is an ordinary moving average moved forward by 3 periods. It is set on the closing ... books on moving averages have gone beyond the plebeian in their attempts to explain how moving averages can be used to a trader’s advantage. Another problem with books that have addressed this subject is that they frequently err on the side of complexity. Experienced traders are aware that the more complex a given trading system is, the less often it provides useful trading signals. In the ... moving average, which is based on the previous 10 days of data, remains above the price. If the price were rising, the SMA would most likely be below. Because moving averages are lagging indicators, they fit in the category of trend following indicators. When prices are trending, moving averages work well. However, when prices are not trending, moving averages can give misleading signals ... When focusing on the method, many market gurus or books talk about moving averages and to buy and sell there but the why’s are missing. This book give an excellent explanation of the why’s. You’ll get a better understanding of the risk/reward of your purchase decisions using the information gained in this book. Also, I see few books that have better explained to me the questions I had ... 1.4 Moving average trading and market efficiency 10 1.5 Motivation 12 1.6 Remodelling the price crossover rule 12 1.7 Research objectives 17 1.8 Scope 18 1.9 Contributions 18 1.10Thesis outline 19 2 Literature Review 20 2.1 Technical analysis 20 2.2 Survey literature 23 2.3 Conclusion 27 3 Data and Test Method 29 3.1 Data 29 3.1.1 Requirements and considerations 30 3.1.2 Content and format 31 ... Moving Average and Price Action. The first step to trading with a technical indicator is to see how it interacts with price. To keep things simple, I am using a 20-period simple moving average here. You can also apply the same trading concepts with other types of moving average. #1: Direction. The basic function of a moving average is to smooth ...

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how to use best moving averages forex trading strategies Welcome Friends to pakistan 's Biggest Technical Analysis Youtube Channel Our Dream is to make you a... How to trade the moving average indicator and moving average crossover? I'm going to share with you some moving average basics and how you can use this movin... Discover how the moving average trading indicator helps you better time your entries, "predict" market turning points, and increase your winning rate.** FREE TR... 1. Boiler Room Trading Course & Live Trading Group (LINK BELOW) https://boilerroomtrading.teachable.com/p/home 2. Trade Ideas Scanners Best Scanning Softwa... My next Day Trading Webinar (7th November/8th November) https://drive.google.com/file/d/1_OsIP-XCP813RqgJ0f1w1M_qzms0FHof/view?usp=sharing Feedback from prev... Enjoy the videos and music you love, upload original content, and share it all with friends, family, and the world on YouTube. In this video we show you the BEST moving average trading strategy that will take your trading to next level.The specific moving average we use is the 50 EMA me...

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