The Top 5 Proven Strategies in Forex Trading Today - ValueWalk

Former investment bank FX trader: Risk management part II

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
  • Risk:reward ratios
  • Risk-adjusted returns

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.

Risk-adjusted returns

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.

Sharpe ratio

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

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.
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Reddit Forex Scalping: 4 Strategies To Make Money Trading Forex For Newbies

Reddit Forex Scalping: 4 Strategies To Make Money Trading Forex For Newbies

4 Forex and Stocks Scalping Strategies Reddit

We take a look at scalping trading strategies, as well as some useful indicators.
https://preview.redd.it/rb33l4c42nw51.jpg?width=600&format=pjpg&auto=webp&s=c225b90045dcd566f5a85e09cf51d887a1b69ed7

What does scalping mean?

Scalping is a type of trading strategy designed to profit from small price changes since the benefits of these transactions are obtained quickly and once an operation has become profitable. All forms of trading require discipline, but because the number of trades is so large, and the profits from each trade are so small, a scalper must rigorously stick to their trading system, to avoid large losses that could eliminate dozens. successful operations.
The scalper traders: they will take small profits to take advantage of the gains as they appear. The goal is a successful trading strategy by means of a large number of profitable trades, rather than a few successful trades with large profits.
The scalping of the idea of a better risk exposure as the current time each operation is quite short, which reduces the risk of an adverse event that causes a big move. Furthermore, it is considered that smaller movements are easier to achieve than larger movements and that smaller movements are more frequent than larger ones.
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The best scalping strategies

  1. Stochastic Oscillator Strategy
  2. Moving average strategy
  3. Parabolic SAR Indicator Strategy
  4. RSI (Relative Strength Index) Strategy

Reddit Forex Scalping Strategies:

1- Scalping trading using the stochastic oscillator

Scalping can be achieved by using the stochastic oscillator. The term stochastic refers to the current price point relative to its range over a recent period of time. When comparing the price of a security with its recent range, a stochastic tries to provide potential changes. The scalping using said oscillator aims to capture the movements of a market trend, ie, one that moves up or down accordingly. Prices tend to close near the extremes of the recent range before a change occurs, as in the example seen below:
https://preview.redd.it/7wy3ixui2nw51.png?width=1397&format=png&auto=webp&s=91f50d685dd4841015c51322cee9fb90701aad33
the chart above, for Brent over a three minute period, we can see that the price rises even higher, and the lows in the stochastic (marked with arrows) provide entry points for long trades, when the black line of% K is crosses over with the red dotted line of% D. The operation is exited when the stochastic reaches the maximum value of its range, above 80, when a bearish convergence appears, when the line of% K crosses below with% D.
Rather, short positions would be used in a downtrend market, as in the example below. This time, instead of 'buying dips', we are 'selling raises'. Therefore, we will look for a bearish convergence in the direction of the trend, as highlighted below:
https://preview.redd.it/y3qqvejs2nw51.png?width=1398&format=png&auto=webp&s=627f3ded47e901c1f9ea97d5416caeea49b9dc3f

2- Scalping using the moving average

Another method is to use moving averages, usually with two relatively short-term and one longer-term to indicate the trend.
In the examples below, on a three-minute chart of the EUR / USD pair , we are using 5- and 20-period moving averages in the short term, and a further 200-period moving averages in the long term. In the first chart, the longer-term moving average is rising, so we expect the five-period moving average to cross above the 20-period moving average, and then we take positions in the direction of the trend. These are marked with an arrow.
https://preview.redd.it/22jquy1z2nw51.png?width=1499&format=png&auto=webp&s=ed4f724384b86f95dff584c596e25652f23f240d
In the second example, the long-term moving average is declining, so we look for short positions when the price crosses below the 5-period moving average, which has already crossed below the 20-period moving average.
https://preview.redd.it/0tl7mky23nw51.png?width=1496&format=png&auto=webp&s=ca7b44138901537185d9e0dbd639a799407ced08
It is important to remember that these trades are trending and that we are not trying to find and capture every move. As in any scalping strategy, it is essential to have good risk management with stops, which is vital to avoid large losses that could eliminate many small gains quickly.
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3- Scalping with the use of the parabolic SAR indicator

The Parabolic SAR is an indicator that highlights the direction in which the market is moving and also tries to provide entry and exit points. SAR is the acronym for ' stop and reversal ', which means stop and revocation. The indicator is a series of points placed above or below the price bars. One point below the price is bullish and one point above it is bearish.
A change in the position of the points suggests that there is going to be a change in trend. The chart below shows the DAX on a five minute chart; You can open short trades when the price moves below the SAR points and long when the price moves above them. As you can see, some trends are quite widespread and at other times a trader will encounter many trades that generate losses.
https://preview.redd.it/35uo837g3nw51.png?width=1498&format=png&auto=webp&s=f020a461c6ff1f8d49fab381da0713b1de75dbf7

4- Scalping using the RSI

Lastly, investors can use an RSI strategy to find entry points that go with the prevailing trend. In the first example, the price is rising steadily, with three higher overall moving averages.
Downs in the trend are to be bought, so when the RSI drops to 30 and then moves above this line, a possible entry point is created.
https://preview.redd.it/fkk1df2k3nw51.png?width=1499&format=png&auto=webp&s=8e9b4c7b1af0d0732793ddf5dc462aeaa7321dc9
Conversely, when the RSI moves to 70 and then begins to decline within the downtrend, an opportunity is created to 'sell the rally', as we have seen in the example below.
https://preview.redd.it/dlq4ge7p3nw51.png?width=1497&format=png&auto=webp&s=10eb4baf8bd92a4e0e33905464859b73871a6201
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What do you have to know before starting scalping strategies Reddit?

The scalping requires the trader has an iron discipline, but also very demanding as far as time is concerned. Although long-term times and smaller sizes allow investors to move away from their platforms, given that there are few possible entries and can be controlled remotely, scalping requires the investor's full attention.
Possible entry points can appear and disappear very quickly and therefore a trader must be very vigilant about his platform. For individuals who have a day job or other activities, scalping is not necessarily an ideal strategy. On the other hand, long-term operations with higher profit objectives are a more suitable option.
It is difficult to execute a successful scalping strategy. One of the main reasons is that many operations need to be performed over time. Some research in this regard usually shows that more frequent investors only lose money faster, and have a negative capital curve. Instead, most investors are more successful and reduce their time commitments to trading, and even reduce stress by using long-term strategies and avoiding scalping strategies.
The scalping requires quick responses to market movements and the ability to forgo an operation if the exact moment has passed. 'Chase' trades, along with a lack of stop-loss discipline, are the key reasons why scalpers are often unsuccessful. The idea of ​​only being in the market for a short period of time sounds appealing, but the chances of being stopped out on a sudden move with a quick correction are high.
Trading is an activity that rewards patience and discipline. Although those who are successful with scalping do demonstrate these qualities, they are a small number. Most investors do better with a long-term view, smaller position sizes, and a less frenetic pace of activity.
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How To Start A Blog

Creating a blog couldn’t be easier and yet more complicated in 2020.
There are so many different things to think about, and yet so many different platforms you can use to streamline the process.
Understandably you’ll already have an idea of what you want to write about, I, unfortunately, can’t help you with that, but what I can do is show you how you can set up a killer blog that will drive readers to your website.
We’ll take you through what you’ll need to get started, our five steps to setting your blog up, the best blogging platforms to use, how to get your blog discovered, and the do’s and don’ts of blogging.
But first, we need to establish what type of blog you want to set up.

What type of blog?

Firstly you’ll want to have a goal in mind. What are you aiming to achieve through your blog?
Do you want to pull in more users to your sales pages by writing about your brand, to increase its publicity?
Do you want to build a blog that promotes brands and products from other companies?
Or do you just want to set up a blog documenting your travels around the world?
In order to pick the right software for you, you’ll want to have a grasp before you start of how big this blog is going to be, whether you’re going to monetize it, and what type of blog it’s going to become.
For example, if you’re planning on building an affiliate blogging programme, where you promote other brand’s products and call readers to action to but the products, you’ll be writing a lot of content and will benefit from having a more comprehensive blogging system with lots of plugins to promote sales.
But if you’re looking to just set up a personal, or a personal brand blog talking about yourself and your brand, you may not perhaps need as many comprehensive features as you would if you were building an affiliate blog.
You may also want to build an online portfolio of your work, which could require an entirely different piece of blogging kit, as opposed to the traditional blog that hosts articles and journals.

What you’ll need to get started.

There are 3 key things you’ll need to get up and running.

  1. A blogging platform.
After you’ve identified the type of blog you want to set up, plus whether you’re going to make money from it, you’ll then need to pick a blogging platform tailored to your needs. Many people chose to operate on WordPress as it is one of the most comprehensive blogging systems going, but they forget platforms like Wix and Squarespace that are great for both helping you save and make money and are great options for those who are less tech-savvy and are new to the blogging game. Plus if you’re blogging for business, you might want to think about using LinkedIn for your business blog.
We’ll go into more detail on what blogging platforms are best for your needs shortly, but make sure to keep in mind your objectives and technical experience when choosing the right platform for you.
  1. A hosting platform.
Every website needs a web host to store their website’s information on the internet. A web host is an online service provider that will store your website’s information on one of its online servers. This will put your blog out there to the world. The best web hosts will perform a variety of functions for you, for example, Wix is an all-in-one package that will host your website for you, allow you to register a domain name, and has easy to use website design tools to help you start your blog.
Web hosting can be expensive though so make sure you pick the best value for money host that can cater to the amount of traffic you have running through your website. Check out our post on the 11 best hosting providers. [Insert blog link here]
  1. A domain name.
I’m sure by now you already know what sort of blog you want to set up, whether that’s a travel, blog, a blog accompanying your online store, or perhaps an affiliate marketing product review blog. You’ll have a niche and an idea and now all you need is a name. Every website online has what’s called a domain name. It’s included in the website address at the top of your search bar, for example, our domain name is www.digitalsupermarket.com.
You’ll need to register a domain name after you purchase a hosting plan, to enable customers to find your site quickly and easily. One good tip is to find a hosting platform like Bluehost or GoDaddy that will provide you with a free domain name when you register for one of their web hosting plans as domain registration can be fairly pricey. Pick a great domain name that is easy for customers to read and type into Google so they can find it easier online.
TOP TIP: To increase your blog’s search engine ranking, and to help more people find you on Google, try to pick a domain name that has either a .com or .co.uk ending. These domains often rank a lot higher in Google searches than .org’s, .net’s, and .info’s, and for that reason can be slightly more expensive, yet can help boost your site’s reach and credibility.

The Best Blogging Platforms For You.

There are a wealth of platforms out there catering to all your blogging or online portfolio needs. We have listed some of the main ones below shedding some light on what needs they service and why they might be a great option for you.

WordPress - The best software to give you full customisation.

WordPress is perhaps one of the most renowned blogging platforms in the world, running approximately 35% of the internet. It’s favoured highly by professional bloggers because it gives you total freedom to do whatever you want with your blog. WordPress can help you build your blog using one if its search engine optimised themes, you can customise using its drag and drop website builder tool to create a stunning blog.
What’s more, is you’ll be able to use its professional blogging service to post your content online and take advantage of the hundreds of third party app plugins, you can integrate into your blog, to improve automation, add new features, and drive traffic to your site. The only downside of WordPress is that it can be quite technical and can take some time getting used to, but once you’ve got the hang of things, you’ll have great control over everything on your webpage.
Pros:
Cons:

Wix - Best for monetizing your site.

Wix is probably the most streamlined and easiest blog providers. It’s so simple and easy to use, it’s therefore great for anyone just starting out in the blogging world. You can customise one of its stunning templates with Wix’s drag and drop editor, and then upload blog posts to your site by slotting in pictures, gifs, social media buttons, sidebars, and other widgets that will help your blog stand out.
One of the coolest features about Wix is its marketplace integration, where you can install a whole variety of third-party applications to your blog to provide your users with greater features and usability. Wix is the perfect all-in-one blogging solution to help you easily build a platform to amplify your business to the world, helping you to make more money, but it can also save you a lot of money as it’s cost-efficient plans roll up, web hosting, blog posting, and domain registration all into one product!
Check out our Wix review and our comparison of Wix and Squarespace for a deep dive into Wix’s main blogging features. [Insert link here]
Pros:
Cons:

Squarespace - Best for creating visually stunning blogs.

Squarespace is very similar to Wix, in that it is an all-in-one web building and blogging platform that can help you build a blog you can monetize efficiently. It sets itself aside though through its better design and customisation features, making it one of the best platforms on the marketing if you’re looking to design a visually aesthetic blog. I’d recommend using this platform if you are a business operating in some sort of design, arts, or culinary industry.
Although it offers minimal template options, Squarespace’s templates are works of art and offer you great customization when building your blog. Plus Squarespace offers a great blogging tool that lets you schedule posts and customize your blog to suit more mobile audiences.
Pros:
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LinkedIn - Best for blogging businesses.

Aside from setting up a blog on your own site, corporate entities can use LinkedIn to enhance and amplify their presence online. LinkedIn has more than 575 million users, most of whom are professionals and members of corporate conglomerates, and you can use this social platform to target some of the most influential people in the world.
If you’re blogging about business this is the perfect platform to use a pre-existing community of people to enhance your social standing. You’ll then be able to build connections and followers on your profile who can easily share your blog on their platform through a couple of simple clicks.
Pros:
Cons:

Instagram - Best for the Artists.

Instagram is one of the biggest blogging sites in the world and without realising it, we are all technically bloggers in some way with our Instagram accounts, right? Ultimately for professional use, it is great for building a portfolio that has some form of visual or graphic eye-catching media around it. Instagram lets you post videos, photos, boomerangs, even write a blog in the photo’s caption if you wanted to!
Best of all, Instagram is free, and you can use its business software to link up your online store, to drag users away from your profile, using its product tagging features, and land them in your online checkouts. Our top tip for using Instagram is to post regularly and keep on the theme of your blog. Don’t go off-piste as you’re followers will catch on quickly and unfollow you. And with 1 billion people using the platform each day, it is a great way to gain people’s attention and build your brand’s presence online.
Pros:
Cons:

The Do’s And Don’ts Of Blogging

Here are a couple of top tips to bear in mind when building your blog to help you create an awesome, lead driven platform.

The Don’ts

Don’t use complicated language too soon.

With that in mind, do include language that your target audience will understand. But remember they are still here to learn, so don’t drop people in at the deep end right away by using complex jargon off the bat. Define terms and spell it out in layman’s terms for people at the outset, and as the post goes on, then introduce more complex writing. Introducing technical jargon at the start of your posts is an instant turn off for most readers.

Don’t waffle - Keep it succinct.

People want to get to the punchline now. 43% of people admit to skimming through blogs to get to the information they need, meaning to get your blogging site converting leads, you need to engage the reader early on and offer information succinctly throughout your post.
Plus don’t make your blog too long. Depending on what you’re writing, a lot of people will see large volumes of text and will switch off immediately. There is no set limit for what a good and bad amount of text is, that’s something you’ll have to figure out per your industry, but from my experience, the shorter, the better.

Don’t make headlines too long.

Also ensure that your headline is not more than 60 characters long. If it gets too long it won’t rank well in search engines and people just won’t want to read it. Check out this headline analysis tool which will analyse the effectiveness of your proposed headlines.

Don’t plagiarise or use credited images.

Copying other people’s work is lazy and can land you in a lot of hot water in extreme cases if you breach a copyright regulation. But it’s also just unfair on the person who has worked hard or been creative to write that work. The same goes for images, people need to make a living from the content and photos they’re taking so don’t steal that off them.

The Do’s

Do write killer headlines.

People are like goldfish. You only have about 3 seconds to get their attention. That’s why it is important to write catchy, funny, and enticing headlines to draw your reader in. One good way to do it is to use the “How To” and “10 Best” strategies. These sorts of titles telling people ‘How to set up a blog’ or ‘the ten best web hosting platforms’ are search engine optimised, lead winning titles that rank highly in Google searches. Try them out and see!

Do post regularly.

The key to creating a great blog that builds leads is posting regularly. Although it is not the best idea to post regularly. Ideally, you want to post 3-4 times a week to get the best influx of traffic to your site. You’ll also want to check out when’s best to post for your target audience, for example, if you’re in the FOREX market, you’ll want to post your blogs perhaps at 8 AM, before the markets open when city workers are on their staring at their phones on their morning commuter trains to the city.

Do share on social media.

Share your content far and wide on your social platforms. Everyone is on social media these days and its outreach is simply phenomenal. That’s why you should always share your posts to your social channels to get greater traffic on your website, and include share buttons all-around your blog to invite your readers to share your articles too!

Do use SEO keywords to drive more traffic.

In a nutshell, SEO keywords are the phrases people put into search engines when they are looking for information on a certain subject. They are how you get found on your website. Depending on what you are writing about, there is always a set of keywords relating to that topic that you can implement, to help you show up higher in people’s google searches. For example, people might regularly search in google, ‘what is the best compost for growing sunflowers?’ When you come to writing about growing sunflowers in your blog, you might want to use these words or incorporate this question into your blog somewhere, to help you rank higher on Google.

Do use call’s to action to take your readers to the next step.

If you don’t challenge your reader at the end of your blog to follow you on Instagram, or check out your sales pages, you’ll never get the leads or sales you are looking for. With that in mind, build compelling calls to action at the end of each of your posts, to pull readers into taking the next step. Check out our post on landing pages to see a couple of cool ways on how to implement calls to action on your site [insert link here].

Do identify a target audience.

People will often tell you to write as though you were in the shoes of the person you’re looking to bring to your website, but it’s true! Identify what type of people you’re writing to, for instance, if you’re writing a business blog about FOREX trading, you’ll write with potential traders in mind who have one eye on the stock market and the other on your blog. Or if you’re a wedding florist, you’ll set your portfolio up to target those people looking to get married in the next year.

Leads, Sales, Results.

Blogging is one of the most influential marketing strategies in the world and the best bloggers can reap some awesome rewards for producing some truly awesome content.
It is fairly straightforward to get started and we advise if you’re a small business, or someone with minimal blogging experience, to try out Wix or Squarespace first before you jump into using more technical platforms like WordPress. Once you’re up and running remember our top tips on what to do and what to avoid when writing your blog. Plus don’t forget to think about optimising and adding useful applications to your site to help you build and grow your content. Check out these 39 awesome blogging tools you can use to drive greater traffic to your site!
Found this article useful? Make sure you share it with your friends on Facebook and Twitter and let us know in the comments if you have any other useful blogging tips.
submitted by digitalsupermarket to u/digitalsupermarket [link] [comments]

I've reproduced 130+ research papers about "predicting the stock market", coded them from scratch and recorded the results. Here's what I've learnt.

ok, so firstly,
all of the papers I found through Google search and Google scholar. Google scholar doesn't actually have every research paper so you need to use both together to find them all. They were all found by using phrases like "predict stock market" or "predict forex" or "predict bitcoin" and terms related to those.

Next,
I only tested papers written in the past 8 years or so, I think anything older is just going to be heavily Alpha-mined so we can probably just ignore those ones altogether.

Then,
Anything where it's slightly ambiguous with methodology, I tried every possible permutation to try and capture what the authors may have meant. For example, one paper adds engineered features to the price then says "then we ran the data through our model" - it's not clear if it means the original data or the engineered data, so I tried both ways. This happens more than you'd think!

THEN,
Anything that didn't work, I tried my own ideas with the data they were using or substituted one of their models with others that I knew of.

Now before we go any further, I should caveat that I was a profitable trader at multiple Tier-1 US banks so I can say with confidence that I made a decent attempt of building whatever the author was trying to get at.

Oh, and one more thing. All of this work took about 7 months in total.

Right, let's jump in.

So with the papers, I found as many as I could, then I read through them and put them in categories and then tested each category at a time because a lot of papers were kinda saying the same things.
Here are the categories:
Results:
Literally every single paper was either p-hacked, overfit, or a subsample of favourable data was selected (I guess ultimately they're all the same thing but still) OR a few may have had a smidge of Alpha but as soon as you add transaction costs it all disappears.
Every author that's been publicly challenged about the results of their paper says it's stopped working due to "Alpha decay" because they made their methodology public. The easiest way to test whether it was truly Alpha decay or just overfitting by the authors is just to reproduce the paper then go further back in time instead of further forwards. For the papers that I could reproduce, all of them failed regardless of whether you go back or forwards. :)

Now, results from the two most popular categories were:

The most frustrating paper:
I have true hate for the authors of this paper: "A deep learning framework for financial time series using stacked autoencoders and long-short term memory". Probably the most complex AND vague in terms of methodology and after weeks trying to reproduce their results (and failing) I figured out that they were leaking future data into their training set (this also happens more than you'd think).

The two positive take-aways that I did find from all of this research are:
  1. Almost every instrument is mean-reverting on short timelines and trending on longer timelines. This has held true across most of the data that I tested. Putting this information into a strategy would be rather easy and straightforward (although you have no guarantee that it'll continue to work in future).
  2. When we were in the depths of the great recession, almost every signal was bearish (seeking alpha contributors, news, google trends). If this holds in the next recession, just using this data alone would give you a strategy that vastly outperforms the index across long time periods.
Hopefully if anyone is getting into this space this will save you an absolute tonne of time and effort.
So in conclusion, if you're building trading strategies. Simple is good :)

Also one other thing I'd like to add, even the Godfather of value investing, the late Benjamin Graham (Warren Buffet's mentor) used to test his strategies (even though he'd be trading manually) so literally every investor needs to backtest regardless of if you're day-trading or long-term investing or building trading algorithms.
submitted by chiefkul to StockMarket [link] [comments]

I am a professional Day Trader working for a Prop Fund, Hope I can help people out and answer some questions

Howdy all, I work professionally for a proprietary trading fund, and have worked for quite a few in my time, hope I can offer some insights on trading etc you guys might have.
Bonus for you guys
Here are the columns in my trading journal and various explanations where appropriate:
Trade Number – Simply is this the first trade of the year? The 10th?, The 50th? I count a trade
that you opened and closed just one trade number. For example if you buy EUUSD today and
sell it 50 pips later in the day and close out the trade, then that is just one trade for recording
purposes. I do not create a second trade number to describe the exit. Both the entry and exit are
under the same trade number.


Ticket Number – This is ticket number / order ID number that your broker gives you for the trade
on your platform.


Day of the Week – This would be simply the day of the week the trade was initiated


Financial Instrument / Currency Pair – Whatever Financial Instrument or currency pair you are
trading. If you are trading EUUSD, put EUUSD. If you are trading the EuroFX futures
contract, then put in Euro FX. If you are trading the emini S&P, then put in Emini S&P 500. If
you are trading a stock, put in the ticker symbol. Etc.


Buy/Sell or Long/Short – Did you buy or sell to open the new trade? If you bought something to
open the trade, then write in either BUY or LONG. If you sold(shorted) something to open a
trade, then write in SOLD, or SHORT. This is a personal preference. Some people like to put in
their journals as BUY/SELL. Other people like to write in Long/Short. My preference is for
writing in long/short, since that is the more professional way to say it. I like to use the lingo
where possible.


Order Type – Market or Limit – When you entered the trade was it a market order or limit order?
Some people can enter a trade using a combination of market and limit orders. If you enter a
trade for $1 million half of which was market order and the other half was limit order, then you
can write in $500,000 Market, $500,000 Limit as a bullet points.


Position Size / Units / Contracts / Shares – How big was the total trade you entered? If you
bought 1 standard lot of a currency pair, then write in $100,000 or 1 standard lot. If you bought 5
gold futures contracts, then write in 5 contracts. If you bought 1,000 shares of stock, then write
in 1,000 shares. Etc.


Entry Price – The entry price you received entering your opening position. If you entered at
multiple prices, then you can either write in all the different fills you got, or specify the average
price received.


Entry Date – Date that you entered the position. For example January 23, 2012. Or you can
write in 1/23/12

.
Entry Time – Time that you opened the position. If it is multiple positions, then you can specify
each time for each various fill, or you can specify the time range. For example if you got
$100,000 worth of EUUSD filled at 3:00 AM EST, and another $100,000 filled at 3:05 and
another $100,000 filled at 3:25, then you can write all those in, or you can specify a range of 3:00
– 3:30 AM EST.


Entry Spread Cost (in pips) – This is optional if you want to keep track of your spread cost in
pips. If you executed a market order, how many pips did you pay in spread.


Entry Spread Cost (in dollars) – This is optional if you want to keep track of your spread cost in
dollars. If you executed a market order, how many dollars did you pay in spread.


Stop Loss Size – How big is your stop loss size? If you are trading a currency pair, then you
write in the pips. If you are trading the S&P futures contract, then write in the number of points.
If you are trading a stock, then write in how many cents or dollars your stop is away from your
entry price.


% Risk – If you were to get stopped out of the trade, how much % loss of your equity is that?
This is where you input your risk per trade expressed in % terms if you use such a position sizing
method. If you risked 0.50% of your account on the trade, then put in 0.50%


Risk in dollars – If you were to get stopped out of the trade, how much loss in dollars is that. For
example if you have a $100,000 account and you risked 1% on a trade, then write in $1,000
dollars


Potential Reward: Risk Ratio – This is a column that I only sometimes fill in. You write in what
the potential reward risk ratio of the trade is. If you are trading using a 100 pip stop and you
expect that the market can reasonably move 300 pips, then you can write in 3:1. Of course this is
an interesting column because you can look at it after the trade is finished and see how close you
were or how far removed from reality your initial projections were.


Potential Win Rate – This is another column that I only sometimes fill in. You write in what you
believe the potential win rate of this trade is. If you were to place this trade 10 times in a row,
how many times do you think you would win? I write it in as percentage terms. If you believe
the trade has a 50% chance to win, then write in 50%.


Type of Inefficiency – This is where you write in what type of inefficiency you are looking to
capture. I use the word inefficiency here. I believe it is important to think of trading setups as
inefficiencies. If you think in terms of inefficiencies, then you will think in terms of the market
being mispriced, then you will think about the reasons why the market is mispriced and why such
market expectations for example are out of alignment with reality. In this category I could write
in different types of trades such as fading the stops, different types of news trades, expecting
stops to get tripped, betting on sentiment intensifying, betting on sentiment reversing, etc. I do
not write in all the reasons why I took the trade in this column. I do that in another column. This
column is just to broadly define what type of inefficiency you are looking to capture.


Chart Time Frame – I do not use this since all my order flow based trades have nothing to do
with what chart time frame I look at. However, if you are a chartist or price action trader, then
you may want to include what chart time frame you found whatever pattern you were looking at.


Exit Price – When you exit your trade, you enter the price you received here.


Exit Date – The date you exited your trade.


Exit Time – The time you exited your trade.


Trade Duration – In hours, minutes, days or weeks. If the trade lasts less than an hour, I will
usually write in the duration in minutes. Anything in between 1 and 48 hours, I write in the hours
amount. Anything past that and I write it as days or weeks as appropriate, etc.
Pips the trade went against you before turning into a winner – If you have a trade that suffered a
draw down, but did not stop you out and eventually was a winner, then you write it how many
pips the trade went against you before it turned into a profitable trade. The reason you have this
column is to compare it to your stop loss size and see any patterns that emerge. If you notice that
a lot of your winning trades suffer a big draw down and get near your stop loss points but turn out
to be a profitable trade, then you can further refine your entry strategy to get in a better price.


Slippage on the Exit – If you get stopped out for a loss, then you write in how many pips you
suffered as slippage, if any. For example if you are long EUUSD at 1.2500 and have your stop
loss at 1.2400 and the market drops and you get filled at 1.2398, then you would write in -2 pips
slippage. In other words you lost 2 pips as slippage. This is important for a few different
reasons. Firstly, you want to see if the places you put your stop at suffer from slippage. If they
do, perhaps you can get better stop loss placement, or use it as useful information to find new
inefficiencies. Secondly, you want to see how much slippage your broker is giving you. If you
are trading the same system with different brokers, then you can record the slippage from each
one and see which has the lowest slippage so you can choose them.


Profit/Loss -You write in the profit and/or loss in pips, cents, points, etc as appropriate. If you
bought EUUSD at 1.2500 and sell it at 1.2550, you made 50 pips, so write in +50 pips. If you
bought a stock at $50 and you sell it at $60, then write in +$10. If you buy the S&P futures at
1,250 and sell them at 1,275, then write in +25 points. If you buy the GBP/USD at 1.5000 and
you sell it at 1.4900, then write in -100 pips. Etc. I color code the box background to green for
profit and red for loss.


Profit/Loss In Dollars – You write the profit and/or loss in dollars (or euros, or jpy, etc whatever
currency your account is denominated in). If you are long $100,000 of EUUSD at 1.2500 and
sell it at 1.2600, then write in +$1,000. If you are short $100,000 GBP/USD at 1.5900 and it
rises to 1.6000 and you cover, then write in -$1,000. I color code the box background to green
for profit and red for loss.


Profit/Loss as % of your account – Write in the profit and/or loss as % of your account. If a trade
made you 2% of your account, then write in +2%. If a trade lost 0.50%, then write in -0.50%. I
color code the box background to green for profit and red for loss.


Reward:Risk Ratio or R multiple: If the trade is a profit, then write in how many times your risk
did it pay off. If you risked 0.50% and you made 1.00%, then write in +2R or 2:1 or 2.0. If you
risked 0.50% and a trade only makes 0.10%, then write in +0.20R or 0.2:1 or 0.2. If a trade went
for a loss that is equal to or less than what you risked, then I do not write in anything. If the loss
is greater than the amount you risked, then I do write it in this column. For example lets say you
risk 0.50% on a stock, but overnight the market gaps and you lose 1.50% on a trade, then I would
write it in as a -3R.


What Type of trading loss if the trade lost money? – This is where I describe in very general
terms a trade if it lost money. For example, if I lost money on a trade and the reason was because
I was buying in a market that was making fresh lows, but after I bought the market kept on going
lower, then I would write in: “trying to pick a bottom.” If I tried shorting into a rising uptrend
and I take a loss, then I describe it as “trying to pick a top.” If I am buying in an uptrend and buy
on a retracement, but the market makes a deeper retracement or trend change, then I write in
“tried to buy a ret.” And so on and so forth. In very general terms I describe it. The various
ways I use are:
• Trying to pick a bottom
• Trying to pick a top
• Shorting a bottom
• Buying a top
• Shorting a ret and failed
• Wrongly predicted news
• Bought a ret and failed
• Fade a resistance level
• Buy a support level
• Tried to buy a breakout higher
• Tried to short a breakout lower
I find this category very interesting and important because when performing trade journal
analysis, you can notice trends when you have winners or losing trades. For example if I notice a
string of losing trades and I notice that all of them occur in the same market, and all of them have
as a reason: “tried to pick a bottom”, then I know I was dumb for trying to pick a bottom five
times in a row. I was fighting the macro order flow and it was dumb. Or if I notice a string of
losers and see that I tried to buy a breakout and it failed five times in a row, but notice that the
market continued to go higher after I was stopped out, then I realize that I was correct in the
move, but I just applied the wrong entry strategy. I should have bought a retracement, instead of
trying to buy a fresh breakout.


That Day’s Weaknesses (If any) – This is where I write in if there were any weaknesses or
distractions on the day I placed the trade. For example if you are dead tired and place a trade,
then write in that you were very tired. Or if you place a trade when there were five people
coming and out of your trading office or room in your house, then write that in. If you placed the
trade when the fire alarm was going off then write that in. Or if you place a trade without having
done your daily habits, then write that in. Etc. Whatever you believe was a possible weakness
that threw you off your game.


That Day’s Strengths (If any) – Here you can write in what strengths you had during the day you
placed your trade. If you had complete peace and quiet, write that in. If you completed all your
daily habits, then write that in. Etc. Whatever you believe was a possible strength during the
day.


How many Open Positions Total (including the one you just placed) – How many open trades do
you have after placing this one? If you have zero open trades and you just placed one, then the
total number of open positions would be one, so write in “1.” If you have on three open trades,
and you are placing a new current one, then the total number of open positions would be four, so
write in “4.” The reason you have this column in your trading journal is so that you can notice
trends in winning and losing streaks. Do a lot of your losing streaks happen when you have on a
lot of open positions at the same time? Do you have a winning streak when the number of open
positions is kept low? Or can you handle a lot of open positions at the same time?


Exit Spread Cost (in pips) – This is optional if you want to keep track of your spread cost in pips.
If you executed a market order, how many pips did you pay in spread.


Exit Spread Cost (in dollars) – This is optional if you want to keep track of your spread cost in
dollars. If you executed a market order, how many dollars did you pay in spread.


Total Spread Cost (in pips) – You write in the total spread cost of the entry and exit in pips.


Total Spread Cost (in dollars) – You write in the total spread cost of the entry and exit in dollars.


Commission Cost – Here you write in the total commission cost that you incurred for getting in
and out of the trade. If you have a forex broker that is commission free and only gets
compensated through the spread, then you do not need this column.


Starting Balance – The starting account balance that you had prior to the placing of the trade


Interest/swap – If you hold forex currency pairs past the rollover, then you either get interest or
need to pay out interest depending on the rollover rates. Or if you bought a stock and got a
dividend then write that in. Or if you shorted a stock and you had to pay a dividend, then write
that in.


Ending Balance – The ending balance of your account after the trade is closed after taking into
account trade P&L, commission cost, and interest/swap.


Reasons for taking the trade – Here is where you go into much more detail about why you placed
the trade. Write out your thinking. Instead of writing a paragraph or two describing my thinking
behind the trade, I condense the reasons down into bullet points. It can be anywhere from 1-10
bullet points.


What I Learned – No matter if the trade is a win or loss, write down what you believed you
learned. Again, instead of writing out a paragraph or two, I condense it down into bullet points. it
can be anywhere from 1-10 bullet points. I do this during the day the trade closed as a profit or
loss.


What I learned after Long Term reflection, several days, weeks, or months – This is the very
interesting column. This is important because after you have a winning or losing trade, you will
not always know the true reasons why it happened. You have your immediate theories and
reasons which you include in the previous column. However, there are times when after several
days, weeks, or months, you find the true reason and proper market belief about why your trade
succeeded or failed. It can take a few days or weeks or months to reach that “aha” moment. I am
not saying that I am thinking about trades I placed ten months ago. I try to forget about them and
focus on the present moment. However, there will be trades where you have these nagging
questions about they failed or succeeded and you will only discover those reasons several days,
weeks, or months later. When you discover the reasons, you write them in this column.
submitted by Fox-The-Wise to Forex [link] [comments]

Today, Let's dive in what matters 70% percent of the time in the market. That is market psychology

  1. ABSOLUTE DISCIPLINE Only buy / sell on predetermined rules (technical or fundamental). Have a checklist to check against the conditions in the market. ONLY enter the market after irreducible minimums
  2. FLEXIBILITY Talking about flexibility , you should have in mind that facts in the market sometimes changes and that should align well with your mind. For example never STUBBORNLY HOLD ONTO A LOSING POSITION. That is why I advocate for a fixed stop loss. You should always look forward to the amount you will be losing rather than the one you will win. Rem HOPE IS FOR THE HOPELESS IN THE MARKET, Never hold a losing position with hopes.
  3. HARDWORK Yes, you have probably heard that Fx is an easy way of making millions out of the market. Now more than ever Forex could be the most challenging and cumbersome field. Remember there is no free lunch, you should spend timeless time studying and analyzing charts. Take your time in practicing demo so as to device your own strategy based on your personality. Remember to keep records, I personally use EDGEWonk, it is a good software. You can create a flashcard for that matter.
  4. BE PATIENT AND THINK LONG TERM I need not to emphasize on this. But you should learn the magic of compounding.
5.THINK INDEPENDENTLY There is nothing like market gurus. No one knows where the market will go next. Market is based on random emotions of investors. The emotions are basically two; fear and greed and this random motions was well captured by wave theorists , wykloft and Elliot. Therefore most of the time it is advised that you be opposite of the masses.
  1. RISK MANAGEMENT AND CAPITAL MANAGEMENT Always risk 1% of your account. Before you enter a trade ensure you use the position calculator tool, it is an utility tool that helps in choosing the perfect lot size.
  2. TAKE RESPONSIBILITY AND LEARN FROM MISTAKES Never blame the market , learn from your mistakes for you to become a professional trader.
  3. NEVER ATTEMPT TO PREDICT THE MARKET Any attempt to predict the market leads to bad performance. Just follow your rules and stick to the game plan
Guys that is all I had today . I have been trading for the past 5 yrs and I have learnt that for you to be in the market and profitable it takes your psychology. How you control your emotions. You see consistency is all that matters in this game. And with consistency comes long-term profitability.
Happy 'piping' and may the market be with you . :)
submitted by Terrible-Class to Forex [link] [comments]

I've reproduced 130+ research papers about "predicting bitcoin", coded them from scratch and recorded the results. Here's what I've learnt.

ok, so firstly,
all of the papers I found through Google search and Google scholar. Google scholar doesn't actually have every research paper so you need to use both together to find them all. They were all found by using phrases like "predict bitcoin" or "predict stock market" or "predict forex" and terms related to those.

Next,
I only tested papers written in the past 8 years or so, I think anything older is just going to be heavily Alpha-mined so we can probably just ignore those ones altogether.

Then,
Anything where it's slightly ambiguous with methodology, I tried every possible permutation to try and capture what the authors may have meant. For example, one paper adds engineered features to the price then says "then we ran the data through our model" - it's not clear if it means the original data or the engineered data, so I tried both ways. This happens more than you'd think!

THEN,
Anything that didn't work, I tried my own ideas with the data they were using or substituted one of their models with others that I knew of.

Now before we go any further, I should caveat that I was a profitable trader at multiple Tier-1 US banks so I can say with confidence that I made a decent attempt of building whatever the author was trying to get at.

Oh, and one more thing. All of this work took about 7 months in total.

Right, let's jump in.

So with the papers, I found as many as I could, then I read through them and put them in categories and then tested each category at a time because a lot of papers were kinda saying the same things.

Here are the categories:

Results:
Literally every single paper was either p-hacked, overfit, or a subsample of favourable data was selected (I guess ultimately they're all the same thing but still) OR a few may have had a smidge of Alpha but as soon as you add transaction costs it all disappears.

Every author that's been publicly challenged about the results of their paper says it's stopped working due to "Alpha decay" because they made their methodology public. The easiest way to test whether it was truly Alpha decay or just overfitting by the authors is just to reproduce the paper then go further back in time instead of further forwards. For the papers that I could reproduce, all of them failed regardless of whether you go back or forwards. :)

Now, results from the two most popular categories were:

The most frustrating paper:
I have true hate for the authors of this paper: "A deep learning framework for financial time series using stacked autoencoders and long-short term memory". Probably the most complex AND vague in terms of methodology and after weeks trying to reproduce their results (and failing) I figured out that they were leaking future data into their training set (this also happens more than you'd think).

The two positive take-aways that I did find from all of this research are:
  1. Almost every instrument is mean-reverting on short timelines and trending on longer timelines. This has held true across most of the data that I tested. Putting this information into a strategy would be rather easy and straightforward (although you have no guarantee that it'll continue to work in future).
  2. When we were in the depths of the great recession, almost every signal was bearish (seeking alpha contributors, news, google trends). If this holds in the next recession, just using this data alone would give you a strategy that vastly outperforms the index across long time periods.

Hopefully if anyone is getting into this space this will save you an absolute tonne of time and effort.

So in conclusion, if you're building trading strategies, simple is good :)

Also one other thing I'd like to add, even the Godfather of value investing, the late Benjamin Graham (Warren Buffet's mentor) used to test his strategies (even though he'd be trading manually) so literally every investor needs to backtest regardless of if you're day-trading or long-term investing or building trading algorithms.


EDIT: in case anyone wants to read more from me I occasionally write on medium (even though I'm not a good writer)
submitted by chiefkul to CryptoCurrency [link] [comments]

[Table] IAmA Goldman Sachs Investment Banker AMAA

Verified? (This bot cannot verify AMAs just yet)
Date: 2013-01-12
Link to submission (Has self-text)
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Questions Answers
I have a good friend who is a VP at your firm . They blamed the entire Financial crisis on ' poor people who could not afford their mortgages ' they said this was pretty much he opinion among the investment banks . How do you feel about what happened to Greece and Goldmans hand in it ? That is not true. Opinion is very much split within the investment banks and there is no right or wrong answer. I personally don't believe at all that the crisis was caused by 'poor people' - and I don't like that sort of categorization of people in the first place. There are perhaps 15/20 different institutions you could blame for the crisis, there's no way of isolating individuals. I'm not sure what exactly you think GS's hand in the Greece affair was. Of course it's a sad story and I feel remorseful - I recently donated £50,000 at a charity ball to help rebuild one of the islands which has almost been burned to the ground. But ultimately Greece employed GS at the time because they wanted to fudge their finances so as to meet entry requirements for the Euro i.e. the greek government was knowingly employing GS to help perform an extremely risky task - GS didn't force anything upon them. If the experiment explodes 10 years later (as it did), should GS really be the party to blame?
The next day, you are flipping through television channels and randomly come across a pre-season CFL game between the Toronto Argonauts and the Saskatchewan Roughriders. Knowing your inevitable future, do you now watch it? Yes of course i fucking do. The future is inevitable. Chuck Klosterman i like your name.
I love seeing the ignorance that emerges in these AMA's relating to investment bankers. I am really interested in a career in either IB or Consulting, have a few questions for you. Thank you to fletch below for answering this question.
1) How did you cope with the hours? I like working hard, I like working for my money but I also like enjoying free time and having a social life. When working a 100 hours as an analyst that would certainly have to suffer 2)What were you academic results like through your degree? I'm currently in my second year and will be realistically looking at 2.2, 2.2, 2.1 and 2.1 (years 1-4). This summer I'd hope to get an accountancy internship in one of the big 4 followed by an internship next year in one of the large IBs. I know there's more to a candidate than solely their academic credentials + internship but would this stand me well for a BB in London? (Top Irish university, undergrad will be in Business and French) 3) What is it that makes you enjoy this job? I know the paycheck is certainly a bonus but you've said there's more to it than that? Whatever your breakdown between modules is, you need a 2.1 overall. Even if your average is 60% or 61%, that's enough to get you past the minimum requirements and through to interviews. After that it's up to you - they'll take someone with a good business mind and strong communications skills irrespective of whether they average 60 or 78 or 92. I disagree with him. My job is extremely rewarding and i wouldn't swap it for any other industry at the moment. If you want evidence of people enjoying their jobs look at the number of years they spend at their respective firms. Most of the partners at GS are 'home-grown' and have spent 20/30 years sweating away but don't regret it for a second.
Do you realize that in countries like Spain you're seen as an evil person that only wants to get profit and don't have any soul or feelings and probably kicks puppies for fun? If so, how do you feel about it? Yes and understand their anger but it should be re-directed to politicians!
Proof? and of course... how much did you make in 2012 approximately? Approx 600k. How do upload proof e.g. photo evidence?
Sorry, new to reddit!
Do you have free ticket for me? Always looking for handouts. What is it young people say, lolz??
I'm very curious of your opinion of Secretary Geithner's role in LIBOR. Do you think he was guilty? innocent? Thanks! LIBOR scandal is way too complicated to explain at 2.30 am after a few beers. Many active players are implicated and i think he will be seen in the wrong eventually like many others.
What hours do you work? Approx 80 hours a week not incl. flight time I go to festivals in Europe but would love to go it. Do you have free ticket for me?
If the concept and idea of a monetary system was replaced with something better (hypothetically) what would you do? As in for a career or what not since now you are jobless. Resources will always be scarce so someone will have to ensure an optimal allocation. There will always be a market of some kind whether it be a public market or an internal government one.
Hypothetically we could have unlimited power, molecular production, and master matteenergy conversion. Would that change your answer? Good interview question. I'll keep it in mind.
In your view, are there any regulations that could meaningfully alter the moral hazard typified by the 2008-2009 bailout of the financial sector? If so, what might they be? And if not, to what extent does regulatory capture play a role? Regulatory capture is a seriously problem not just in banking e.g. also in the energy business. How do you reduce it? It won't happen unless the public demand it, as everyone with power tends to benefit from it and so they won't make meaningful steps to change anything, i.e. its a win win situation for government and business. However it needs more than just 'occupy movements' but rather i am talking the mass voter population.
Have you seen @gselevator on twitter? if so have you ever contributed/is it legit? Haha yes i have seen it and no its not legit, well at least i think its not. Seriously though the elevator chats can be quite entertaining and revealing.
Do you use a mouse when you work on excel? Are you joking?
No.
In your opinion, do you think the money you make is worth the hell that you go through to make it? I love my job and so i am lucky that the money is not the only motivator.
But yes i love checking my bank balance at an atm.
How can i break into finance with a sub-par gpa? Network and try non BB firms.
A company founded by 100 duck sized horses. or A company founded by 1 horse sized duck? 100 duck sized horses every time. Basic risk management theory - don't put all your eggs in one basket. If that 1 horse sized duck isn't exceptional, your business is going down the tubes.
Prior to the collapse, did you have any idea what was about to happen? It was getting obvious that there was a bubble, but never predicted how great the fallout would be and that in 2013 we would still be suffering
What do you do day to day? I work in the energy field in Europe but don't want to get too specific. Day to day we advise natural resource companies on all things financial such as m&a and financing strategy and then execute on their behalf. So I am on the corporate finance side rather than sales and trading. However I work closely with the syndication and sales guys such as if we are executing an IPO or a follow-on share offering.
I have a buddy who's small but established clean tech company needs money building biodiesel manufacturing plants around the US that run off garbage and wood chips. The technology is actually coming from a company based in Sweden. Can you help him on the money side? Send me a link to their website.
I find clean tech very interesting.
How did you get your job? Did a summer internship then got FT conversion.
What college did you go to? I went to LSE (university in the UK)
What jobs did you work before getting this one? Did another internship whilst at university at an oil company.
At what age did you get this job? 22.
I hear the GS company culture is like " a frat on steriods" true or false? False more than true but depends on team.
Is it as cut throat as I have heard with the bottom 50% of people getting sacked each year to make way for new guys who will probably be sacked the year after? Bottom 5% is more accurate. 7-8% in a bad year, 3-4% in a good year. It's a fine line between 'cut throat' and having a 'healthy competitive atmosphere'. But we'd be out of business very quickly if we kept firing half of our staff every year...
Is there any stock I should look into in 2013? Long term or short term. Short term- African Barrick Gold. The chinese walked away and so the share price plunged and despite serious operational issues, the massive drop has presented a golden buying opportunity.
Long term- anything to avoid inflation, inflation scares the crap out of me and is going to be a big problem in the Uk and elsewhere in the future.
Also buy into soft commodity boom e.g. meat in africa, think zambeef etc if you can find an attractive entry point.
What's the best preparation for an interview with an i-bank? I'm over here in the states and come from a non-target. Read WSO, the forums are full of useful hints and tips especially for non target guys. Depending on what area you are applying for, make sure you know some really good examples and stock pitches as it is amazing how many candidates lack knowledge e.g. if applying for ECM for god sakes know some of the recent IPO's and likewise for equity research have good stock pitches and have conviction when presenting. Best of luck!
How important is your undergrad majogpa I'm double majoring in Econ/Conflict resolution studies with a possible minor in poly sci (depending on how the credits work out) I got a 3.9 gpa last semester but it only brought my overall gpa to a 2.4 because fuck klonopin. I should have at least a 3.0 by graduation, but I'm wondering its worth it to pay for and retake my first semester. Can I have $373 dollars? :D :D I promise only to get moderately drunk with this money. Sorry, a lot of questions, thanks for answering. Oh also, one last thing, all else being equal, is calc I enough math to apply for analyst job? or do I need more? Undergrad course choice is not that important for IBD but obviously for more quant roles you need maths skills Again i am sorry but i am not very clued up on GPA Ok i give you money but first you have to register yourself as a charity so that you can gift aid it and get much more!
Where did you go to college? LSE.
As an undergrad? How hard was it? I hear it's very difficult. Yes, undergrad.
Harder than most places depending on your course. Especially as you are competing with loads of kids from Asia who do extra calculus to relax.
How do you see regulation affecting the overall banking culture? Everything I have been reading and what people have been saying is that the culture is changing. Have you been seeing this? I recommend reading "The Culture of Success" by Lisa Endlich.
Also how do you like the goldman culture? Regulation is hurting us...but: Link to business.financialpost.com
How much total did you make in each of your years at the firm? I don't want to get into specifics.
But for your first three years as an analyst roughly 50k-70k (£ not $)
As an associate 120k-160k.
After that the numbers get exciting.
What tools do you use on a regular basis? Excel, Outlook, Excel, Outlook, Excel, Outlook...powerpoint.
What is the biggest reward of working in IB? Where I study, students with high grades are pushed to chase the prestigious internships firms like GS, MS, etc offer. Their reasoning why they chase these jobs is that they think it is the highest (prestige) in finance they can go or are attracted by the money. It seems shallow to me. What does IB offer that makes your career personally fulfilling? Why didn't you choose to work elsewhere? I find what i do at the front end of the energy sector fascinating. If your interested in business or globalisation or other similiar areas then IBD is pretty much at the cutting edge of it.
Thanks for the reply! When you were first starting out at GS, were you able to balance a personal life aside from your work? Has it gotten easier as you have gained more experience? Would you recommend IB as a field to pursue to your own children today? Thanks again! I'd say during my first 3 years as an analyst the 'balance' was almost non-existent i.e. i was regularly working 100+ hours/week. Since then it's become easier year by year and i think that's true for most. And yes certainly i would encourage my children to pursue it - not that i have any yet.
Where did you go to uni what was your gpa? how many physics majors work their? did you start off as an intern? sorry for rapid firing questions. LSE (london school of economics) - first class honours but don't know how that translates into GPA.
I know only 3/4 physics majors in the office at the moment.
Yes started as an intern.
Do banker run the world? how much political influence do they really have? It works two ways. Some bankers have their fingers in politics in a way they perhaps shouldn't. But equally many politicians have their fingers in banking and can force our hands.
How hard is it for a non ivy leager studying finance to get an entry level job at GS? what about internships? Tough. But with enough internship experience beforehand it's possible.
What do you think of Forex? Would you ever trade on it with your personal money? Difficult to answer - you can trade forex in a million different ways - some ways are more interesting than others. I don't personally trade it, but others forge a very successful career out of it.
What was your bets investment in? (If that's how it works) That's not really my role in IBD.
But outside GS I invested in the Shanghai property market a decade ago or so. My 4 flats there are now worth 10-12 times what they were worth then.
WTF caused the 2010 flash crash? Good question. Nobody knows for sure.
From the link you've provided, I find no.2 the most plausible explanation. But I would also add 6. UBS did something stupid again.
As hardcore capitalists what is your feeling about (management of) banks that seem to live under the impression that profits are for a happy few while losses should be carried by tax-payers? That's not what I believe at all.
And by the way all of us are tax payers too. The top 5% contribute approx. 50% of the government's taxation revenue. So if losses are being 'carried by tax-payers' - that doesn't exclude people in the banking industry by any means.
Matt Levin at Dealbreaker (former GS guy) describes Investment Bankers as "Travelling money salesmen". Do you feel that this description is apt? The operative word in your question is 'former'
Do you think that's how he described investment bankers whilst he was still with the firm?
People tend to get very bitter and sensitive after they get fired. See Gregg Smith for further evidence..
Is an MBA necessary to be competitive when looking for a job or is a B. Comm enough to compete with others when looking for jobs in the industry? Depends on what entry point - if you do an mba then you apply for associate entry whereas b.comm is an undergrad degree and so you apply for analyst roles. If you do a b.comm at a top university/college and get some internships then you should be well placed. Good luck!
Do any of your co-workers frequent Reddit? I imagine less than 0.1%.
Then again 2 people on this feed at least have claimed to be my co-workers, so who knows...
Since you're new to Reddit, what made you want to do an ama here? I'd like to alter the public perception of bankers - not all of us are the obnoxious greedy individuals you read about in the media.
I'm also extremely interested in hearing what non-finance people see as our key economic issues at the moment - this seemed a good way to find out.
Proof? How do i upload photos? i will upload photo proof. Sorry not very experienced with reddit!
I am a senior in high school and I am interested in majoring in either accounting or finance, but I don't think I know enough about either career path to make the best decision, can you explain the large differences the two paths I would go down depending on major, or any advice that may influence my decision that I would not know at this point? What you choose to study doesn't necessarily determine the industry you'll end up in. We have guys in the office who studied history, languages, even medicine. Just go for what interests you the most and focus on getting high marks.
Curious as to what kind of degree you hold/what was your GPA in college? BSc. Economics degree from LSE. First class honours, don't know about gpa
I used to work for the swiss banks and swiss stock market indirectly, and have a few friends in the banking business, including GS and Nakamura in London. What is your personall opinion on prostitution, cocaine, and medication misusage in your business? Also, also what is your stance on GS' questionable involvment in Backpage.com? With regards to backpage.com, the guys on the deal did not do their KYC checks properly. KYC checks are crucial for banks- your reputation and future success is more important than any single customer. Look up riggs bank and the Obiang family and then you'll see!
Possible. But realistically those kind of excuses are given no matter what really happened. For a company as big and powerful as GS I can only take it with a grain of salt. Are you content in the way GS does business from a moral point of view? It's either a pinch of salt, or a grain of sand...
Thanks. I'm not a native english speaker and have not used it regularly for years, so it's gotten pretty shit. Any chance you answer the other questions? Yes, apologies. I think some of our deals have been morally reprehensible in the past. The same goes for any major investment bank. But i think we've done a very good job in 'cleaning up our act' over the past few years and the public has played a large part in that. With any luck we will see a much healthier banking industry soon.
How accurate is what is said on the Twitter handle @GSElevator? It's grossly exaggerated, but not entirely inaccurate...
You guys got trolled hard. A GS IBD guy not knowing how to upload something to the internet? Seriously wtf. Probably some guy from wso who wanted to feel like he was "in". Link to i.imgur.com Just doing some work now! Link to i.imgur.com In case you wondered what Lloyd's signature looked like.
Is there anyway you can help me out, connections or anything, someone I should talk to to get a interview? Can you interview me, I shall forward you my resume! Private message me and we will discuss. Sure i can help you out. I know how tough it is for you guys who are trying to get in!
Any thoughts on the MSI/SSG mini-scandal this week? Yes but won't comment.
Very hush hush.
I also work for GS. Which building are you in? I'm based in PBC. Also IBD, North. Would do an AMA and provide proof. I'm in PBC too, moved from RC quite a few years ago. I'm not sure exactly what sort of proof i'm supposed to provide...?
Would you say you were groomed for this kind of work from a young age? LSE is an elite school. Did you go to elite private schools growing up or were you an exceptional student at a normal school? Yes, Jimmy groomed me from four years old
Do you like your job, or should i say career? Yes. If i did not then i would go and sail around the world again.
From your experience, how relevant is CFA nowdays? Definitely worth doing.
How large was your Xmas bonus and did it get taxed over 50%? See below - total comp was c.600k and yes taxed above 50%
You said in other replies that you were 22 when you got this job and make 600K now. How old are you now, and how long did it take you to get the that salary level? Is it all commission? Was analyst at 22 and then moved up the ranks. Just turned 30, feeling old now!.
Can you give some insight on the business model of Investment banking? (I have no clue to be honest) . And what does a portfolio manager do exactly? Portfolio manager is not IBD. He/she would work in investment management e.g. for blackrock or GSAM or a hedge fund.
I'm currently writing a thesis on the future of rentierism in the gulf with an emphasis on Saudi Arabia. I don't have much of an economic background apart from this, but the international energy market is obviously important to my research. Can you recommend any good (preferably free or low cost) primers and newsletters on the subject? Hmm there are many on energy market but not too sure about rentier specific ones. Will have a think. I did my university thesis on Saudi and so will have a dig around.
How do you live with yourself? Knowing that the company that you work for doesn't give a fuck about you or anybody. All they care about is money. They have ruined america many times over. Seriously, how do you live with yourself? Actually our business is dependent on America and more importantly the rest of the world's prosperity. So actually our interests are nicely aligned.
Link to www.rollingstone.com. Seems to me like your bosses and former bosses don't give a flying fuck about anyone but themselves. Can you name one good thing Sachs has done since you have been there? I think you meant 'don't give a flying fuck" in your comment.
Do you happen to work with quantitative analysts? Depends which deal we are working on. Sometimes we need them, other times we don't.
What's your retirement savings invested in? Property (international and uk), shares mainly through tax efficient ways e.g. isa and EIS, pensions and artwork.
No swiss bank account i am afraid.
"The first thing you'll realize is that they are extremely disciplined. You would never come across a Goldman employee, who would, after two or three beers, say "My colleagues are a bunch of dickheads" From Money and Power William D Cohan. What do you have to say about this? I agree with it.
What advice would you give someone who is interested in going into finance and is currently in university. What would you have liked to do in your time spent at LSE now looking back? Party more! You only live once. You can have that advice for free.
Thanks for the AMA. Do you know anybody I could speak with regarding interviewing and internship opportunities? Private message me.
Doing an AMAA are you putting your job at risk for releasing company secrets/opinions whatever? I've not released a single company secret.
Edit: added an A to AMA. There's nothing in my contract to say I can't express my own opinions.
What do the hopes and dreams of Americans taste like? Raspberry sorbet, in my opinion
What is your feeling on the separation of traditional banking and investment banking as is proposed by the FSA? I think overall it's sensible - Barclays being the best example of why they should be separated.
At GS specifically of course we're not involved in traditional retail banking at all so it's not the most pressing issue for us at the moment.
You mentioned 80 hour work weeks. Could you explain the timeline for your typical work day. Do you work 7 days per week? Is your work more project based where you go non stop and have some time off between projects? There's no typical working day - some days are 18 hours and others are 12. Depends entirely what stage of a deal we are at. Generally I work 5/6 days a week, but keep in email contact with the office 24/7.
Yes, entirely project based. But if we are doing our jobs properly there's not much 'time off' in between.
I'm currently on target for a 2:1 or a first at university in my economics degree. But due to a slight hiccup in my a-levels, in which i got A* A C, still managed to go to a top 10 university but do they look at the C, which was in maths. Your university grades are definitely more important. If you do well in a mathematical module at uni that will allay any fears they have about an A-level grade.
Do they look at a-level grades and expect a minimum maths grade? I'm not bad at maths by any means, just an unfortunate anomaly in the exam season. Which uni are you at and what do you study?
Manchester and economics BA - but i have econometric modules and another mathematical module for 2nd year. Any chance of switching it to a BSc? Immediately reassures employers about your quantitative skills..
Hello there, first of all I want to thank you for doing this AMA. I am a dutch college student and currently I'm writing an essay about the BRIC countries. I used your book to write down predictions of their economic future, and I'd like to ask: did you participate in writing that book? Are you referring to Jim O'Neill's book? I have a copy on my desk, but no I wasn't involved in writing it.
What do the guys at GS think about @gselevator? See same q&a earlier on!
How often do interns get recommended to come back? In a good year, approx. 50% of an intern class will get hired.
In a bad year (2008 for example) perhaps only 10% or 20%
Any opinion on Nautilus Minerals? Can't comment on that company i am afraid.
How do you feel about manipulating the currency markets to screw over the average retail trader? I don't know what you are talking about.
Have you ever seen American Psycho? Yes.
I am going to copy and paste this in an email and send it around my team. You will famous at the firm, well at least in my team in london anyway! Yes of course i fucking do. The future is inevitable. Chuck Klosterman i like your name. That would also be an awesome interview question! And i give them 5 secs to answer.
I highly doubt GS interns work for free. I've almost never heard of an internship in finance that didn't pay -- most firms I've encountered usually pay the same base wage as the first year full timer positions you are interning for. Interns in front office at GS in london get circa £42k pro rata. So not bad for a summer job and remember no tax as they are below threshold across the year!
Gold Mansachs. Not sure about that one.
I prefer Goldman Snachs, the name of our canteen.
Yes, Jimmy groomed me from four years old But yes went to a private boarding school before. Widening the diversity of applicants in IB is a key target for HCM.
What is the future of investment banking in a new world order where both governments and the people are fed up with the excesses that led us into this credit crisis. The industry is always evolving, that's what makes it an exciting industry to be in. I imagine it will take us a good few years to fully regain the trust of certain clients, but ultimately if this whole saga causes us to readdress our methods and practices to improve our service then in the long run it's a positive outcome.
PS. Do you not think people should be fed up with the governments too, as well as the banks?
Not OP but I can answer this as a 2012 intern who got converted for Programming. A Math degree is a good +. There are 2 ways. Either join in as a programmer, show your merit and change departments, ie move to Quant side. Other option is to get a MBA, and join the I-Banking dept you want. What's your name?
Do you have any books or resources you'd recommend the layman for learning investment skills (i.e. the wealthy barber) I ask because i feel there is a lot of crap out there and would like to genuinely learn. I have never heard of the wealthy barber.
Last updated: 2013-01-16 15:54 UTC
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