Former investment bank FX trader: Risk management part II
Firstly, thanks for the overwhelming comments and feedback. Genuinely really appreciated. I am pleased 500+ of you find it useful. If you didn't read the first post you can do so here: risk management part I. You'll need to do so in order to make sense of the topic. As ever please comment/reply below with questions or feedback and I'll do my best to get back to you. Part II
Letting stops breathe
When to change a stop
Entering and exiting winning positions
Letting stops breathe
We talked earlier about giving a position enough room to breathe so it is not stopped out in day-to-day noise. Let’s consider the chart below and imagine you had a trailing stop. It would be super painful to miss out on the wider move just because you left a stop that was too tight. Imagine being long and stopped out on a meaningless retracement ... ouch! One simple technique is simply to look at your chosen chart - let’s say daily bars. And then look at previous trends and use the measuring tool. Those generally look something like this and then you just click and drag to measure. For example if we wanted to bet on a downtrend on the chart above we might look at the biggest retracement on the previous uptrend. That max drawdown was about 100 pips or just under 1%. So you’d want your stop to be able to withstand at least that. If market conditions have changed - for example if CVIX has risen - and daily ranges are now higher you should incorporate that. If you know a big event is coming up you might think about that, too. The human brain is a remarkable tool and the power of the eye-ball method is not to be dismissed. This is how most discretionary traders do it. There are also more analytical approaches. Some look at the Average True Range (ATR). This attempts to capture the volatility of a pair, typically averaged over a number of sessions. It looks at three separate measures and takes the largest reading. Think of this as a moving average of how much a pair moves. For example, below shows the daily move in EURUSD was around 60 pips before spiking to 140 pips in March. Conditions were clearly far more volatile in March. Accordingly, you would need to leave your stop further away in March and take a correspondingly smaller position size. ATR is available on pretty much all charting systems Professional traders tend to use standard deviation as a measure of volatility instead of ATR. There are advantages and disadvantages to both. Averages are useful but can be misleading when regimes switch (see above chart). Once you have chosen a measure of volatility, stop distance can then be back-tested and optimised. For example does 2x ATR work best or 5x ATR for a given style and time horizon? Discretionary traders may still eye-ball the ATR or standard deviation to get a feeling for how it has changed over time and what ‘normal’ feels like for a chosen study period - daily, weekly, monthly etc.
Reasons to change a stop
As a general rule you should be disciplined and not change your stops. Remember - losers average losers. This is really hard at first and we’re going to look at that in more detail later. There are some good reasons to modify stops but they are rare. One reason is if another risk management process demands you stop trading and close positions. We’ll look at this later. In that case just close out your positions at market and take the loss/gains as they are. Another is event risk. If you have some big upcoming data like Non Farm Payrolls that you know can move the market +/- 150 pips and you have no edge going into the release then many traders will take off or scale down their positions. They’ll go back into the positions when the data is out and the market has quietened down after fifteen minutes or so. This is a matter of some debate - many traders consider it a coin toss and argue you win some and lose some and it all averages out. Trailing stops can also be used to ‘lock in’ profits. We looked at those before. As the trade moves in your favour (say up if you are long) the stop loss ratchets with it. This means you may well end up ‘stopping out’ at a profit - as per the below example. The mighty trailing stop loss order It is perfectly reasonable to have your stop loss move in the direction of PNL. This is not exposing you to more risk than you originally were comfortable with. It is taking less and less risk as the trade moves in your favour. Trend-followers in particular love trailing stops. One final question traders ask is what they should do if they get stopped out but still like the trade. Should they try the same trade again a day later for the same reasons? Nope. Look for a different trade rather than getting emotionally wed to the original idea. Let’s say a particular stock looked cheap based on valuation metrics yesterday, you bought, it went down and you got stopped out. Well, it is going to look even better on those same metrics today. Maybe the market just doesn’t respect value at the moment and is driven by momentum. Wait it out. Otherwise, why even have a stop in the first place?
Entering and exiting winning positions
Take profits are the opposite of stop losses. They are also resting orders, left with the broker, to automatically close your position if it reaches a certain price. Imagine I’m long EURUSD at 1.1250. If it hits a previous high of 1.1400 (150 pips higher) I will leave a sell order to take profit and close the position. The rookie mistake on take profits is to take profit too early. One should start from the assumption that you will win on no more than half of your trades. Therefore you will need to ensure that you win more on the ones that work than you lose on those that don’t. Sad to say but incredibly common: retail traders often take profits way too early This is going to be the exact opposite of what your emotions want you to do. We are going to look at that in the Psychology of Trading chapter. Remember: let winners run. Just like stops you need to know in advance the level where you will close out at a profit. Then let the trade happen. Don’t override yourself and let emotions force you to take a small profit. A classic mistake to avoid. The trader puts on a trade and it almost stops out before rebounding. As soon as it is slightly in the money they spook and cut out, instead of letting it run to their original take profit. Do not do this.
Entering positions with limit orders
That covers exiting a position but how about getting into one? Take profits can also be left speculatively to enter a position. Sometimes referred to as “bids” (buy orders) or “offers” (sell orders). Imagine the price is 1.1250 and the recent low is 1.1205. You might wish to leave a bid around 1.2010 to enter a long position, if the market reaches that price. This way you don’t need to sit at the computer and wait. Again, typically traders will use tech analysis to identify attractive levels. Again - other traders will cluster with your orders. Just like the stop loss we need to bake that in. So this time if we know everyone is going to buy around the recent low of 1.1205 we might leave the take profit bit a little bit above there at 1.1210 to ensure it gets done. Sure it costs 5 more pips but how mad would you be if the low was 1.1207 and then it rallied a hundred points and you didn’t have the trade on?! There are two more methods that traders often use for entering a position. Scaling in is one such technique. Let’s imagine that you think we are in a long-term bulltrend for AUDUSD but experiencing a brief retracement. You want to take a total position of 500,000 AUD and don’t have a strong view on the current price action. You might therefore leave a series of five bids of 100,000. As the price moves lower each one gets hit. The nice thing about scaling in is it reduces pressure on you to pick the perfect level. Of course the risk is that not all your orders get hit before the price moves higher and you have to trade at-market. Pyramiding is the second technique. Pyramiding is for take profits what a trailing stop loss is to regular stops. It is especially common for momentum traders. Pyramiding into a position means buying more as it goes in your favour Again let’s imagine we’re bullish AUDUSD and want to take a position of 500,000 AUD. Here we add 100,000 when our first signal is reached. Then we add subsequent clips of 100,000 when the trade moves in our favour. We are waiting for confirmation that the move is correct. Obviously this is quite nice as we humans love trading when it goes in our direction. However, the drawback is obvious: we haven’t had the full amount of risk on from the start of the trend. You can see the attractions and drawbacks of both approaches. It is best to experiment and choose techniques that work for your own personal psychology as these will be the easiest for you to stick with and build a disciplined process around.
Risk:reward and win ratios
Be extremely skeptical of people who claim to win on 80% of trades. Most traders will win on roughly 50% of trades and lose on 50% of trades. This is why risk management is so important! Once you start keeping a trading journal you’ll be able to see how the win/loss ratio looks for you. Until then, assume you’re typical and that every other trade will lose money. If that is the case then you need to be sure you make more on the wins than you lose on the losses. You can see the effect of this below. A combination of win % and risk:reward ratio determine if you are profitable A typical rule of thumb is that a ratio of 1:3 works well for most traders. That is, if you are prepared to risk 100 pips on your stop you should be setting a take profit at a level that would return you 300 pips. One needn’t be religious about these numbers - 11 pips and 28 pips would be perfectly fine - but they are a guideline. Again - you should still use technical analysis to find meaningful chart levels for both the stop and take profit. Don’t just blindly take your stop distance and do 3x the pips on the other side as your take profit. Use the ratio to set approximate targets and then look for a relevant resistance or support level in that kind of region.
Not all returns are equal. Suppose you are examining the track record of two traders. Now, both have produced a return of 14% over the year. Not bad! The first trader, however, made hundreds of small bets throughout the year and his cumulative PNL looked like the left image below. The second trader made just one bet — he sold CADJPY at the start of the year — and his PNL looked like the right image below with lots of large drawdowns and volatility. Would you rather have the first trading record or the second? If you were investing money and betting on who would do well next year which would you choose? Of course all sensible people would choose the first trader. Yet if you look only at returns one cannot distinguish between the two. Both are up 14% at that point in time. This is where the Sharpe ratio helps . A high Sharpe ratio indicates that a portfolio has better risk-adjusted performance. One cannot sensibly compare returns without considering the risk taken to earn that return. If I can earn 80% of the return of another investor at only 50% of the risk then a rational investor should simply leverage me at 2x and enjoy 160% of the return at the same level of risk. This is very important in the context of Execution Advisor algorithms (EAs) that are popular in the retail community. You must evaluate historic performance by its risk-adjusted return — not just the nominal return. Incidentally look at the Sharpe ratio of ones that have been live for a year or more ... Otherwise an EA developer could produce two EAs: the first simply buys at 1000:1 leverage on January 1st ; and the second sells in the same manner. At the end of the year, one of them will be discarded and the other will look incredible. Its risk-adjusted return, however, would be abysmal and the odds of repeated success are similarly poor.
The Sharpe ratio works like this:
It takes the average returns of your strategy;
It deducts from these the risk-free rate of return i.e. the rate anyone could have got by investing in US government bonds with very little risk;
It then divides this total return by its own volatility - the more smooth the return the higher and better the Sharpe, the more volatile the lower and worse the Sharpe.
For example, say the return last year was 15% with a volatility of 10% and US bonds are trading at 2%. That gives (15-2)/10 or a Sharpe ratio of 1.3. As a rule of thumb a Sharpe ratio of above 0.5 would be considered decent for a discretionary retail trader. Above 1 is excellent. You don’t really need to know how to calculate Sharpe ratios. Good trading software will do this for you. It will either be available in the system by default or you can add a plug-in.
VAR is another useful measure to help with drawdowns. It stands for Value at Risk. Normally people will use 99% VAR (conservative) or 95% VAR (aggressive). Let’s say you’re long EURUSD and using 95% VAR. The system will look at the historic movement of EURUSD. It might spit out a number of -1.2%. A 5% VAR of -1.2% tells you you should expect to lose 1.2% on 5% of days, whilst 95% of days should be better than that This means it is expected that on 5 days out of 100 (hence the 95%) the portfolio will lose 1.2% or more. This can help you manage your capital by taking appropriately sized positions. Typically you would look at VAR across your portfolio of trades rather than trade by trade. Sharpe ratios and VAR don’t give you the whole picture, though. Legendary fund manager, Howard Marks of Oaktree, notes that, while tools like VAR and Sharpe ratios are helpful and absolutely necessary, the best investors will also overlay their own judgment. Investors can calculate risk metrics like VaR and Sharpe ratios (we use them at Oaktree; they’re the best tools we have), but they shouldn’t put too much faith in them. The bottom line for me is that risk management should be the responsibility of every participant in the investment process, applying experience, judgment and knowledge of the underlying investments.Howard Marks of Oaktree Capital What he’s saying is don’t misplace your common sense. Do use these tools as they are helpful. However, you cannot fully rely on them. Both assume a normal distribution of returns. Whereas in real life you get “black swans” - events that should supposedly happen only once every thousand years but which actually seem to happen fairly often. These outlier events are often referred to as “tail risk”. Don’t make the mistake of saying “well, the model said…” - overlay what the model is telling you with your own common sense and good judgment.
Coming up in part III
Available here Squeezes and other risks Market positioning Bet correlation Crap trades, timeouts and monthly limits *** Disclaimer:This content is not investment advice and you should not place any reliance on it. The views expressed are the author's own and should not be attributed to any other person, including their employer.
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
The exact mechanism of drain, or transfers from India to Britain was quite simple.
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.
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.
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.
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 seeRajan 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.
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'.
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
Please, don't downvote, instead, some feedback would be appreciated.
Before you continue: Will only work on Apple devices because of the API being used.
You can skip this, just some information: Originally, I found a good looking template that comes with Numbers (Apple) but it doesn't work as expected; Basically it will fail to calculate properly based on different currencies.
General idea was to have something quick, clean, setup-free and portable for Apple devices. Most of the spreadsheets out there are Google-tied. There are a lot of other spreadsheets around fully customizable for Android users.
The spreadsheet works! Per API design, information is updated with PREVIOUS market day closing values.
Check instructions in "Documentation" to override currency settings.
When rebalancing mutual funds, it will calculate how much $ (Cash) to invest, but when doing Stocks / ETFs will do the shares to add and cash too.
For Canadians: TD E-Series values are accurate but with an important delay because of the information not being properly updated by Yahoo.
v1.8a Modifications: - Fixed: Not every label showing in the "Portfolio". - Modified: Portfolio "% Gain" Graphic now showing values. - 52 W. Low / High Graphic in "Watchlist" replaced by Beta Graphic. - Minor tables corrections. v1.8 Modifications: - Reported: Major bug fixed when changing regional and currency settings. - Formula fixed when calculating dividends income. - Several elements locked to avoid dragging on mobile devices. - Watchlist "1y Target" columns modified to make sorting possible. - Watchlist % Growth negative values fixed. - Minor tables fix. v1.7b Modifications: - Fixed formula error in the Watchlist sheet. - Modified tables when scrolling for mobile devices / smaller screens. v1.7a Modifications: - Fixed cell error in the Dividend sheet. - Replaced Dividend's graphic by 2D Donut instead of 2D Bar. v1.7 Modifications: - Working as originally intended: * Just one file for any single country/currency. * Base file provided in Numbers never supported multicurrency independently of the formulas. * Will use as a base the ticker's original currency on which this one is traded. * Depending on the country you live in, the spreadsheet will calculate the proper "Cost Basis", "Market Value" and "Gain". * Support for all major countries and currencies. * The previous setting is based on the device's "Language & Region" configuration. Can be overridden, instructions in the "Documentation" sheet.
"Documentation" sheet modified. Added instructions for currency support and override settings.
"Live Forex Rates & Currencies" provided by Yahoo. Any given difference should be based on this and not on the formulas.
Table optimizations, bug fixes, error handling, removed several calculations.
v1.6 Modifications: - Added % Growth in the Portfolio sheet graphic. - Implemented Dividend income calculation per year in a new sheet. - Added some conditional colouring in the "Rebalance" sheet if "Desired %" is not 0% or 100%. - Some bugs fixes and table corrections. v1.5 Modifications: * Added Multicurrency support and fixed several bugs in the Portfolio page: - "Market Value" and "Cost Basis" per Ticker will be added as in the ticker currency (Do not add a currency format to the cells!) - Total "Market Value" and Total "Cost Basis" will be calculated in the currency you do transactions (Either U.S. or CAD) - Total ticker's gains and the "Gain" total will be displayed in the currency you do transactions (Either U.S. or CAD) If you find any error or problems and/or you need support for any other currency let me know.
With Bitcoin Suddenly Surging, Canaan Stock Is Also Going Up Today
The app is still in Beta. IE there likely will be some bugs, but we are working on them.
The price for the full package is set cheap - $22 for this Financial Year and includes 10,000 trades IF you purchase before EOFY. Afterwards the price will be higher (TBA).
We have had a Chartered Accountant go through the platform to check for whether the output would work for them.
If you have trades that are from an exchange that is not supported send the exchange and your export file to us ([email protected] - include your username/account email so we know who we are talking to)! Worst case scenario we can manually import them for you, but best case we will add support for the exchange pretty quickly. We don't guarantee this service level will last forever, but in the early days we can be very hands on.
Please use the Feature Request page when signed in (free users too) - voting and requesting new features does impact where we put our development resources to.
Future developments (aside from more exchange integrations):
Trader vs CGT differentiation
Mining support (coming soontmbutseriously )
Fork Management (also coming soontm)
Multiple Forex Rate Providers (primarily for accountants)
Specific exchange rates (E.g. Binance) rather than averages - Pending ATO confirmation of what is defined as a reliable source of pricing.
Estimated current portfolio value (I think most people have their own apps for this though - not a high priority unless more people request it)
Accountant Portal (to share data with your accountant in a read-only simplified format)
Popular (think top 10) cryptocurrency address tracking (to automatically import and track expenses)
Coming Later: Integration with popular accounting platforms (Xero, Quickbooks, MYOB).
A final notice - our legal department has made sure I include this disclaimer: Sublime IP and our services do not provide tax, financial or legal advice. Seek a professional for that! We have an accountant already listed on the platform who is versed in cryptocurrency and more soon to come. Kind regards, Nathan P.S. Testers - your accounts have full access and are limited to 100,000 trades. Thank you to those who gave feedback and found bugs.
18 Ways to Earn Money Online from Home Without Investment
Are you looking for the ways to earn money online? Did you try to make money online before but did not get success? Then no need to worry anymore! Because we have already trained more than 70000 people across the world & they are successfully making $200 to $2000 (more than INR 12,000) per month. 18 Ways to Earn Money Online Check some of the best ways below & start immediately-
Earn from PTC sites
If you are trying to earn money online & need only small extra income less than $200 (Rs.12,000) then PTC sites are the best way to start. Here you need to click & read the advertisements for 10 to 3o seconds & get paid for each & every advertisement you view. There are many sites where you can register & make money by reading ads. All sites are free & there is no investment at all.
Earn with GPT Sites
To add more income, you can also join GPT sites where you can earn money by taking small surveys, watching videos, playing games & doing many more activities. We have worked on number of GPT sites but we will recommend only 3 sites which pays their member on time. You can receive your payment by PayPal, cheque or bank transfer.
Become a Captcha Solver
If you have more time then you can add further income in your pocket by working as a captcha solver. This is the one of easiest way to earn money online. As a captcha solver, you need to read the captcha images & type the exact characters. You need to be very fast in order to earn better income. You can get paid up to $2 for every 1000 captchas you solve.
Earn Money from Survey
Here you can make money by completing small surveys which takes 5 minutes to 30 minutes depending on the requirement of a particular company.earn from survey You need to write your feedback & opinion in a survey. You just have to select your choice from the question & there is no need to write anything. You can make $1 to $20 depending on the length of the survey, your profile & the country you are living.
AdSense & other Ad network
Although this one is the most favourite in my list but I put this in #4 because its not as easy as other 3 above & it takes time to make money from Google AdSense.earn from adsense You need a website (which anyone can create now a days) & some tricks to bring the traffic on your website so that you can earn money from AdSense & other ad network. We have prepared one of the best course on AdSense earning which thousands of people in India & all over the world have used & now they are earning $200 to $1000+ per month.
Earn with Affiliate Marketing
If you are serious about earning money online & you are a hard working guy who wants to make big income then affiliate marketing is for you. There is more scope for affiliate marketing than before because of the high growth of online shopping. There are hundreds of online merchants like Flipkart, Amazon, eBay, Clickbank, CJ etc. where you can signup & promote their products. In affiliate marketing, you are simply helping customers to buy the right product by creating a simple website & in return you can earn 4% to 20% commission.
Become a freelancer
Freelancing is another popular way to make money after AdSense & affiliate marketing. As a freelancer, you can work with small or big companies on a temporary basis & provide them your services.earn as freelancer Freelancers can make $500 to $2000+ per month depending on the type of skills you will use as a freelancer. You can work as a content writer, web designer, graphics design or provide services like SEO, data entry & many more. There are dozens of popular websites like Elance, Freelancer.in, WorkNHire, Upwork, People per Hour etc. that can give you the ready platform with ready clients.
A virtual assistant is like a personal assistant who can earn money by working online for someone without being physically present. He can do variety of tasks like taking care of websites, counselling, writing & proofreading, publishing content, marketing, coding, website & app development, research etc. There are dozens of companies like HireMyMom, MyTasker, Zirtual, uAssistMe, 123Employee where you can signup for virtual assistant work.
Writing is another better way to earn money on internet through writing different types of content. You can write for blogs, companies, institutions, individual people etc. Different types of writers get paid differently. Normally people get paid $5 or more for 500 words content. You can go to the sites like Elance, iWriter, WriterBay, FreelanceWriting, TextBroker, ExpressWriters.com, FreelanceWritingGigs.com to find the content writing jobs.
If you have idea of web design & development then you can make money online by taking order from the customers who are looking to develop their website.web design
If you don’t have idea then you can take the training & then start this because this field has got a great potential. Either you can promote this offline or create your own website and promote 0nline.
This is one of the most popular business online & if you have idea of SEO then you don’t have to worry about making money online.seo Companies spend hundreds to thousands of dollars every month on SEO so that their website can get on the top of Google for their business keywords. You need to take the training from a popular institute like SEOTrainingCourse.co.in where you can learn practical SEO tips & implement the same to rank different types of sites.
If you are a kind of person who want simple ways to earn money online & not mare than $200-$300 (Rs.15000) per month then you can become a micro worker. Here you can work on variety of different tasks like identifying an object, rating & commenting on different sites, visiting some websites, finding contact details, doing small research, writing small articles etc. There are many websites like mTurk, MicroWorker, SEOClerk, ClickWorker, GigWalk where you can work as a micro worker & earn extra income.
Seller on Fiverr
Fiverr is a place where you can do any service for $5. You can visit the website Fiverr.com & check which type of service you can do on Fiverr.make_money_with_fiverr You can become a seller on Fiverr & create your gigs where you can tell people that you can do so & so for $5. People see your gig & if they like it, they will order your service. Even if you complete 1 gig a day, you can make $150 or Rs.9000/- per month. Our training material on Fiverr can help you to grow your business & you can make great money from Fiverr.
You go anywhere or do anything, if you love shooting videos on all these occasions then there is a great scope for you to earn money from YouTube. All you need to do is upload the videos on YouTube & become a YouTube partner. For each & every view, you will get paid. Sometime if any of your videos become viral then you can make huge money.
Become an online seller
Online selling is not like traditional selling. Here you just need to become a seller on some of the top shopping portals like eBay, Amazon, Flipkart, SnapDeal etc. & list the products you want to sell. You can roam around your city & check for the best products you can sell on these sites. You need to try the best products that you can sell at lower than market price. Trust me, its easier than your thought. Only thing you need to do is take action.
Domain trading is another high profit business you can do online. But here you need some investment for buying the domain.’ You must be an expert OR you should get detailed knowledge before you start this business. You can buy domains from GoDaddy or other domain registrar for less than $10 & sell in future to the needy person for hundreds of dollars. Your skill here is to identify great domains that are not booked yet & companies in future can try to buy that domain.domain_trading When companies don’t find the domain of their choice, they contact the domain owner for the deal & it’s in your control to fix the price. You can even put your domains on auction so that people can buy directly at your desired price.
Like domain trading, website flipping is also a hot business to earn money online. Here you don’t deal with domains but websites. You have to create a website, work on it for 3-6 months or more so that you can start making money from the websites. After earning for 2-3 months, you can put that site on auction on Flippa & other platforms. You can easily get 15-20 times price of your monthly earning from that website. 14. Provide training & consultancy If you possess some good skills & love to teach then you can start a training or consultancy business online. You can provide training on English or any computer course, provide consultancy on vastu, any technical topic or if you are a doctor can provide consultancy for treatment etc. There are number of things you can teach online. You can promote your business by creating a website or a Facebook page or by placing ads in classified sites etc.
Stock & Forex Trading
Stock trading & forex trading is a very lucrative way to make money for those who has good idea of the market.online trading There are number of free or paid courses available on internet that can train you for online trading. You can even read newspaper like Economic times or watch TV channels like CNBC to become more expert in the field. Its risky to enter into this market without sufficient knowledge. 16. Earn money from your smartphone There are various apps that can make you some small money by doing & completing some simple tasks on your Smartphone.earn_from_smartphone There are at least 10 apps that can earn you some extra income in the range of $100-$150 a month. You have to take simple surveys, complete offers by signup on other websites, play games, watch videos etc. We will show you the list of these apps after you signup for our training.
Sell photos online
This is another use of your smartphone. You can take high quality images of nature, places, people, things, dishes, homes etc. & sell them online. There are number of big sites like Shutterstock, Fotolia, , iStockPhoto, Photobucket where you can submit your photos. Whenever some customer wants to purchase your photos, you will get paid as per the price you fix. You can get paid multiple time for the same photos.
Sell old stuff on OLX or Quikr
I am sure there may be number of things in your home that are lying unused for months & if you take little efforts, you can earn some good money.sell_old_stuff You just need to do 2 things, i.e. find out all the items that you are no longer using, take high quality photos of these items from different angles & list these items on OLX & Quikr for sale. Not only this, you can also ask your friends & relatives for selling their old stuff. You can help them selling these items & make some commission. So these 18 ways can provide a perfect answer for your query ‘how to earn money online” & yes, you can shoot an email to us in case of assistance. Get ready for more info in future !
What have I learned while building Phantom AM? My experiences and goals
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