vania-janet/multiturn-rag-retrieval-data huggingface dataset:
[Exhibit C](https://gust.com/companies/oddlotbonds) &gt; We are a bond trading broker/dealer located in Aventura, FL. Our ability to specialize in the niche sector we do business in has allowed us to produce very agressive returns annually for over 15 years. We are looking to expand and make this a mid-sized firm and restructure into a fund. We currently do business with high net worth individuals and all top 20 investment banks, retail brokerage firms and liquidity houses.   [Exhibit D](http://www.reddit.com/r/finance/comments/2eh4sw/i_work_at_a_boutique_bd/) &gt;I'm a risk on us debt trader but because I also went to a top film school they want me to get creative and come up with a few ideas of how they can be more innovative and spread they're tentacles.   **--- UBS Comment Due Diligence Quant**"
I'm not meaning to be condescending and I apologize if it came off that way.  I'm offering my perspective.  I see these relationships and have the perspective to see how the traders move about and where they move to as part of my role.  The most common way I see non-tier 1 grads moving into top tier HF trading roles is via stepping into BB's, moving into market making roles, and then using the position of being at the center of the market to network into roles.  Renaissance tech being the exception... most of the traders sustain research roles as well and are most came in with PhD's and academia backgrounds.
"Starting with small amount of money is definitely a good idea, as it is a fact that majority of the online traders lose their initial investment. No wonder that for example in the UK, FCA decided to make steps to raise the chances of clients staying in business by limiting leverage to 1:50 and 1:25. http://www.financemagnates.com/forex/bloggers/new-fca-regulations-going-affect-retail-brokers/ Trading leveraged products is risky and you will lose some, or all your money with very high chance. But that doesn't mean necessarily it is a ""bad investment"" to trade on your own. Imagine you have a $1000 account, and you trade max 0,1 lot fx position at once maximum (=$10.000 position size, that is 1:10 leverage max). Beginner steps are very challenging and exiting, but turning back to your initial question: is there a better way to invest with a small amount of money Obviously you could purchase a cheap ETF that follows a broad market index or an already existing successful portfolio."
Congrats! That's a solid accomplishment for someone who is not even in college yet. I graduated college 3 years ago and I wish I was able to save more in college than I did. The rule of thumb with saving: the earlier the better.  My personal portfolio for retirement is comprised of four areas: Roth IRA contributions, 401k contributions, HSA contributions, Stock Market One of the greatest things about the college I attended was its co-op program. I had 3 internships - each were full time positions for 6 months. I strongly recommend, if its available, finding an internship for whatever major you are looking into. It will not only convince you that the career path you chose is what you want to do, but there are added benefits specifically in regards to retirement and savings. In all three of my co-ops I was able to apply 8% of my paycheck to my company's 401k plan. They also had matching available. As a result, my 401k had a pretty substantial savings amount by the time I graduated college. To circle back to your question, I would recommend investing the money into a Roth IRA or the stock market. I personally have yet to invest a significant amount of money in the stock market. Instead, I have been maxing out my retirement for the last three years. That means I'm adding 18k to my 401k, 5.5k to my Roth, and adding ~3k to my HSA (there are limits to each of these and you can find them online). Compounded interest is amazing (I'm just going to leave this here... https://www.moneyunder30.com/power-of-compound-interest).
I know this isn't de-risking across a number of asset classes by purchasing a number of different EFTs, but the logic still applies, if you will bear with me. Passive Investing I have chosen my example dates of best 10 years and worst 10 years as specific dates that demonstrate my point that active investing will (usually) out-perform passive investing. From a passive investing point of view, here is a graph of the FTSE with two purchase dates chosen (for maximum effect), to show the best and worst return you could receive. Note this ignores brokerage and other fees. In these time frames of data I have … These are contrived dates to illustrate the point, on how ineffective passive investing can be, depending if there is a bear/bull market and where you buy in the cycle. One obviously wouldn’t buy all their stocks in one tranche, but I’m just trying to illustrate the point. Active Investing Let’s consider now active investing. I use the following rules for selling and buying:- This is obviously a very simple technical trading system and I would not recommend using it to trade with, as it is overly simplistic and there are some flaws and inefficiencies in it. So, in my simulation, These beat the passive stock market profit for their respective dates. Summary Passive stock market investing is dependent upon the entry and exit prices on the dates the transactions are made and will trade regardless of market cycles. Active stock market trading or investing engages with the market using a set of criteria, which can change over time, but allows one’s investments to be in or out of the market at any point in time. My time frames were arbitrary, but with the logic applied (which is a very simple technical trading methodology), I would suggest that any 10 year time frame active investing would beat passive investing.
"My tax preparing agent is suggesting that since the stock brokers in   India does not have any US state ITINS, it becomes complicated to file   that income along with US taxes Why? Nothing to do with each other. You need to have ITIN (or, SSN more likely, since you're on H1b). What brokers have have nothing to do with you. You must report these gains on your US tax return, and beware of the PFIC rules when you do it. He says, I can file those taxes separately in India. You file Indian tax return in India, but it has nothing to do with the US. You'll have to deal with the tax treaty/foreign tax credits to co-ordinate. How complicated is it to include Indian capital gains along with US   taxes? ""How complicated"" is really irrelevant. But in any case - there's no difference between Indian capital gains and American capital gains, unless PFIC/Trusts/Mutual funds are involved. Then it becomes complicated, but being complicated is not enough to not report it. If PIFC/Trusts/Mutual funds aren't involved, you just report this on Schedule D as usual. Did anybody face similar situation More or less every American living abroad. Also the financial years are different in India and US Irrelevant."
This post has been wrote in 2014, so if you read this text be aware. At the time, and since France does tax a lot investment, I'd suggest you start a PEA and filling in using the lazy investment portfolio. That means buying European and/or French ETFs & index, and hold them as long as you can. You can fill your PEA (Plan d'Epargne en Action) up to 150.000€ for a period of at least 8 years as long as you fill it with European and French stocks. After the period of 8 years your profit is taxed at only mere 15%, instead of the 33% you see in a raw broker account. Since you are young, I think a 100% stocks is something you can hold on. If you can't sleep at night with 100% stocks, take some bonds up to 25%, even more. Anyway, the younger you start investing, the more ahead you may eventually go.
"Doing your homework means to perform what's more accurately called ""fundamental analysis"". According to proponents of fundamental analysis (FA), it is possible to accurately determine how much a stock should trade for and then buy or sell the stock based on whether it trades above or below this target price. This target price is based on the discounted anticipated future earnings of your stock, so ""doing your homework"" means that you figure out how much future earnings you can expect from the stock and then figuring out at what rate you want to discount those future earnings (Are 1000 dollars that you'll earn next year worth $800 today or $900 or only $500? That depends on the overall economic and political climate...) So does this make any sense? Depends. I'm aware that there are a lot of anecdotes of people researching a stock, buying that stock and doing well with that stock. But poor decisions can at times lead to good outcomes... EDIT: Due to some criticism, I want to expand on a few points. So, is homework completely for naught? No!"
The student would ostensibly be able to purchase anything that they could rationalize as education-related, and I'm not sure what sort of proof different banks would need. Maybe just the confirmation of enrolment is enough. This is the part of my post that should directly answer your question which, using this terminology, boils down to what sorts of expenses can I use the EAP withdrawals for? To this, from what I've read out there, I would say that you could probably purchase anything. From the student's point of view, they are enrolled in a qualifying education institution, and if they don't spend the money on education-related purchases, money required for those purchases will have to come from somewhere else anyway. Other withdrawals Any other type of withdrawal is like walking through a minefield. You can withdraw the original contributions without paying tax on them, but you would need to pay back the corresponding CESG back to the government. Other types of withdrawals would be taxable and may incur a 20% penalty. I don't have any more details on that. As I mentioned, this is from what I've read and looked into for future RESP purposes. A new concept that has popped up is RESP vs TFSA. The TFSA provides the same tax shelter (after-tax dollar contributions, no tax on the gains), but also allows for no tax on the withdrawals. To add to that, the TFSA withdrawals are tax-free as well. The main benefit that the RESP offers that the TFSA doesn't is the CESG. My current opinion (and I could be wrong) is that you should contribute $2500 annually to the RESP in order to get the $500 max CESG, and anything else that you'd like to contribute should go in a TFSA. But I digress. Hopefully my long-winded response makes some sense. Enjoy.
MENA is big and Arabic is a huge advantage in finance right now given the interest in Middle East development projects, sovereign wealth, commodities like oil, and the regional volatility that makes all those things such high risk and high reward.  Someone with your credentials could easily transition to an equities research role, or even a geographic or market research role covering the region. You'll likely have to start at an analyst level and work up if you don't have past work experience, but definitely look at the big investment banks, sovereign wealth funds, and other investment advisers that have holdings in the MENA region.  Another option is the management consultancies. Great money to be made and lots of firms. Oliver Wyman, AT Kearney, McK, Bain &amp; Co., Strategy&amp; - all have big interests in the Middle East and will pay you well.  I also studied conflict in MENA, primarily Egypt. Good luck!
"Between 1 and 2 G is actually pretty decent for a High School Student.  Your best bet in my opinion is to wait the next (small) stock market crash, and then invest in an index fund. A fund that tracks the SP500 or the Russel 2000 would be a good choice. By stock market crash, I'm talking about a 20% to 30% drop from the highest point. The stock market is at an all time high, but nobody knows if it's going to keep going.  I would avoid penny stocks, at least until you can read their annual report and understand most of what they're claiming, especially the cash flow statement. From the few that I've looked at, penny stock companies just keep issuing stock to raise money for their money loosing operations.  I'd also avoid individual stocks for now. You can setup a practice account somewhere online, and try trading. Your classmates probably brag about how much they've made, but they won't tell you how much they lost.  You are not misusing your money by ""not doing anything with it"". Your classmates are gambling with it, they might as well go to a casino.  Echoing what others have said, investing in yourself is your best option at this point. Try to get into the best school that you can. Anything that gives you an edge over other people in terms of experience or education is good. So try to get some leadership and team experience. , and some online classes in a field that interests you."
"ECI is relevant to non-resident aliens who are engaged in trade or business in the US. For that, you have to be present in the US, to begin with, or to own a business or property in the US. So the people to whom it is relevant are non-resident aliens in the US or business/property owners, not foreign contractors.  From the IRS: The following categories of income are usually considered to be   connected with a trade or business in the United States. You are considered to be engaged in a trade or business in the United States if you are temporarily present in the United States as a   nonimmigrant on an ""F,"" ""J,"" ""M,"" or ""Q"" visa. The taxable part of any   U.S. source scholarship or fellowship grant received by a nonimmigrant   in ""F,"" ""J,"" ""M,"" or ""Q"" status is treated as effectively connected   with a trade or business in the United States. If you are a member of a partnership that at any time during the tax year is engaged in a trade or business in the United States, you   are considered to be engaged in a trade or business in the United   States. You usually are engaged in a U.S. trade or business when you perform personal services in the United States. If you own and operate a business in the United States selling services, products, or merchandise, you are, with certain exceptions,   engaged in a trade or business in the United States. For example,   profit from the sale in the United States of inventory property   purchased either in this country or in a foreign country is   effectively connected trade or business income. Gains and losses from the sale or exchange of U.S. real property interests (whether or not they are capital assets) are taxed as if you   are engaged in a trade or business in the United States. You must   treat the gain or loss as effectively connected with that trade or   business. Income from the rental of real property may be treated as ECI if the taxpayer elects to do so."
EFA must be bought and sold in US dollars. XIN allows people to buy and sell EFA in Canadian dollars without exposing their investment to unpredictable swings in the USD/CAD ratio.  This is what's known as a currency-hedged instrument. Now, why the chart sums up to over 100% is anyone's guess.  Presumably it's the result of a couple hundred rounding errors from all the components.  If you view their most recent report, it also sums up to over 100%, but at least the EFA component is (sensibly) under 100%. P.S. I'm not seeing where it says there's only one holding.  There's the primary holding, plus over 100 other cash holdings to effect the currency-hedging.
In India, as suggested above, short/long position can be taken either in F&O or Spot market. The F&O segment short/long can be kept open for appx. 3 months by taking position on the far contract. In intra-day/Spot market, usually the position has to be squared at the end of day or the broker will square it during expiry (forcibly). However, having said that, it is a broker specific feature, as per National Stock Exchange (NSE) or Bombay Stock Exchange (BSE) any transaction has to be settled at the end of T+2 days (T being the trade day). Some brokers allow intra-day positions to be open for T+1 or T+2 days as long as the margin is provided. This is a broker specific discretion as the actual settlement is on T+2 (or in some cases as the exchange specifies). So, in general, to short a stock for a longer time, F&O segment should be used.
FASFA financial aid formulas determine 'expected family contribution'.  For example my alma mater now has a 'list price of over $65k/year.  The average student today actually pays $42k/year after grants.  Students with rich parents pay more than that.  Students with poor parents pay less than that.  Lets say list prices for my kids colleges average $110k/year while they are in school.  If we 'only' make $200k then based on our income alone, EFC would start in the low $50ks per year.  If we have $1M saved in taxable accounts, 529s, rental properties, etc, then we also have to pay 5.64% of the value of those every year for the eight years my kids will be attending - an *extra* $56.4k/year every year for 8 years.  If that $1M is in assets that don't count such as retirement accounts and equity in primary residence, then it doesn't increase the price my kids are billed.  That's a pretty big incentive to put everything I can in home equity, Roth IRA, Spousal Roth IRA, traditional 401k, after-tax 401k, and HSA.  If I could afford to save more I'd switch from traditional to Roth 401k and pre-pay retirement taxes at a higher marginal rate rather than have the savings on the side subjected to the college wealth/income taxes which are effectively a much higher difference between the 25% (now) and 15% (later) federal tax brackets.  Profile and consensus formulas have slightly different percentages and count some home equity if you have an expensive house, but the general idea is the same.
"I'm assuming that by saying ""I'm a US resident now"" you're referring to the residency determination for tax purposes. Should I file a return in the US even though there is no income here ? Yes. US taxes its residents for tax purposes (which is not the same as residents for immigration or other purposes) on worldwide income. If yes, do I get credits for the taxes I paid in India. What form would I need to submit for the same ? I am assuming this form has to be issued by IT Dept in India or the employer in India ? The IRS doesn't require you to submit your Indian tax return with your US tax return, however they may ask for it later if your US tax return comes under examination. Generally, you claim foreign tax credits using form 1116 attached to your tax return. Specifically for India there may also be some clause in the Indo-US tax treaty that might be relevant to you. Treaty claims are made using form 8833 attached to your tax return, and I suggest having a professional (EA/CPA licensed in your State) prepare such a return. Although no stock transactions were done last year, should I still declare the value of total stocks I own ? If so what is an approx. tax rate or the maximum tax rate. Yes, this is done using form 8938 attached to your tax return and also form 114 (FBAR) filed separately with FinCEN. Pay attention: the forms are very similar with regard to the information you provide on them, but they go to different agencies and have different filing requirements and penalties for non-compliance. As to tax rates - that depends on the types of stocks and how you decide to treat them. Generally, the tax rate for PFIC is very high, so that if any of your stocks are classified as PFIC - you'd better talk to a professional tax adviser (EA/CPA licensed in your State) about how to deal with them. Non-PFIC stocks are dealt with the same as if they were in the US, unless you match certain criteria described in the instructions to form 5471 (then a different set of rules apply, talk to a licensed tax adviser).
Does your friend have a preference? Why does he have that preference? Is his reasoning sound or can you make better suggestions.  That's all that matters in a Mac v. PC debate.  I'm assuming your friend is going into an undergraduate program. In which case he most likely won't touch any finance courses until his third year and even then they won't require macros or VBAs.  Companies that he interns at will provide computers (usually) and when he graduates he'll be shopping for another computer anyways.
Here're some findings upon researches: Two main things to watch out for: Estate tax and the 30% tax withholding. These 2 could be get around by investing in Luxembourg or Ireland  domiciled ETF. For instance there's no tax withholding on Ireland domiciled ETF dividend, and the estate tax is not as high. (source: BogleHead forums)  Some Vanguard ETF offered in UK stock market: https://www.vanguard.co.uk/uk/mvc/investments/etf#docstab. Do note that the returns of S&P 500 ETF (VUSA) are adjusted after the 30% tax withholding! Due to VUSA's higher TER (0.09%), VOO should remain a superior choice. The FTSE Emerging Markets and All-World ETFs though, are better than their US-counterparts, for non-US residents. Non-US residents are able to claim back partials of the withhold tax, by filing the US tax form 1040NR. In 2013, non-US resident can claim back at least $3,900. Kindly correct me if anything is inaccurate.
Other than the possibility of minimal entry price being prohibitively high, there's no reason why you couldn't participate in any global trading whatsoever. Most ETFs, and indeed, stockbrokers allows both accounts opening, and trading via the Internet, without regard to physical location. With that said, I'd strongly advice you to do a proper research, and reality check both on your risk/reward profile, and on the vehicles to invest in. As Fools write, money you'll need in the next 6 months have no place on the stockmarket. Be prepared, that you can indeed loose all of your investment, regardless of the chosen vehicle.
"To answer your question directly.. you can investigate by using google or other means to look up research done in this area. There's been a bunch of it Here's an example of search terms that returns a wealth of information. effect+of+periodic+rebalancing+on+portfolio+return I'd especially look for stuff that appears to be academic papers etc, and then raid the 'references' section of those. Look for stuff published in industry journals such as ""Journal of Portfolio Management"" as an example. If you want to try out different models yourself and see what works and what doesn't, this Monte Carlo Simulator might be something you would find useful The basic theory for those that don't know is that various parts of a larger market do not usually move in perfect lockstep, but go through cycles.. one year tech might be hot, the next year it's healthcare. Or for an international portfolio, one year korea might be doing fantastic only to slow down and have another country perform better the next year. So the idea of re-balancing is that since these things tend to be cyclic, you can get a higher return if you sell part of a slice that is doing well (e.g. sell at the high) and invest it in one that is not (buy at the low) Because you do this based on some criteria, it helps circumvent the human tendency to 'hold on to a winner too long' (how many times have you heard someone say 'but it's doing so well, why do I want to sell now""? presuming trends will continue and they will 'lose out' on future gains, only to miss the peak and ride the thing down back into mediocrity.) Depending on the volatility of the specific market, and the various slices, using re balancing can get you a pretty reasonable 'lift' above the market average, for relatively low risk. generally the more volatile the market, (such as say an emerging markets portfolio) the more opportunity for lift. I looked into this myself a number of years back, the concensus I came was that the most effective method was to rebalance based on 'need' rather than time.