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Former investment bank FX trader: some thoughts

Former investment bank FX trader: some thoughts
Hi guys,
I have been using reddit for years in my personal life (not trading!) and wanted to give something back in an area where i am an expert.
I worked at an investment bank for seven years and joined them as a graduate FX trader so have lots of professional experience, by which i mean I was trained and paid by a big institution to trade on their behalf. This is very different to being a full-time home trader, although that is not to discredit those guys, who can accumulate a good amount of experience/wisdom through self learning.
When I get time I'm going to write a mid-length posts on each topic for you guys along the lines of how i was trained. I guess there would be 15-20 topics in total so about 50-60 posts. Feel free to comment or ask questions.
The first topic is Risk Management and we'll cover it in three parts
Part I
  • Why it matters
  • Position sizing
  • Kelly
  • Using stops sensibly
  • Picking a clear level

Why it matters

The first rule of making money through trading is to ensure you do not lose money. Look at any serious hedge fund’s website and they’ll talk about their first priority being “preservation of investor capital.”
You have to keep it before you grow it.
Strangely, if you look at retail trading websites, for every one article on risk management there are probably fifty on trade selection. This is completely the wrong way around.
The great news is that this stuff is pretty simple and process-driven. Anyone can learn and follow best practices.
Seriously, avoiding mistakes is one of the most important things: there's not some holy grail system for finding winning trades, rather a routine and fairly boring set of processes that ensure that you are profitable, despite having plenty of losing trades alongside the winners.

Capital and position sizing

The first thing you have to know is how much capital you are working with. Let’s say you have $100,000 deposited. This is your maximum trading capital. Your trading capital is not the leveraged amount. It is the amount of money you have deposited and can withdraw or lose.
Position sizing is what ensures that a losing streak does not take you out of the market.
A rule of thumb is that one should risk no more than 2% of one’s account balance on an individual trade and no more than 8% of one’s account balance on a specific theme. We’ll look at why that’s a rule of thumb later. For now let’s just accept those numbers and look at examples.
So we have $100,000 in our account. And we wish to buy EURUSD. We should therefore not be risking more than 2% which $2,000.
We look at a technical chart and decide to leave a stop below the monthly low, which is 55 pips below market. We’ll come back to this in a bit. So what should our position size be?
We go to the calculator page, select Position Size and enter our details. There are many such calculators online - just google "Pip calculator".

https://preview.redd.it/y38zb666e5h51.jpg?width=1200&format=pjpg&auto=webp&s=26e4fe569dc5c1f43ce4c746230c49b138691d14
So the appropriate size is a buy position of 363,636 EURUSD. If it reaches our stop level we know we’ll lose precisely $2,000 or 2% of our capital.
You should be using this calculator (or something similar) on every single trade so that you know your risk.
Now imagine that we have similar bets on EURJPY and EURGBP, which have also broken above moving averages. Clearly this EUR-momentum is a theme. If it works all three bets are likely to pay off. But if it goes wrong we are likely to lose on all three at once. We are going to look at this concept of correlation in more detail later.
The total amount of risk in our portfolio - if all of the trades on this EUR-momentum theme were to hit their stops - should not exceed $8,000 or 8% of total capital. This allows us to go big on themes we like without going bust when the theme does not work.
As we’ll see later, many traders only win on 40-60% of trades. So you have to accept losing trades will be common and ensure you size trades so they cannot ruin you.
Similarly, like poker players, we should risk more on trades we feel confident about and less on trades that seem less compelling. However, this should always be subject to overall position sizing constraints.
For example before you put on each trade you might rate the strength of your conviction in the trade and allocate a position size accordingly:

https://preview.redd.it/q2ea6rgae5h51.png?width=1200&format=png&auto=webp&s=4332cb8d0bbbc3d8db972c1f28e8189105393e5b
To keep yourself disciplined you should try to ensure that no more than one in twenty trades are graded exceptional and allocated 5% of account balance risk. It really should be a rare moment when all the stars align for you.
Notice that the nice thing about dealing in percentages is that it scales. Say you start out with $100,000 but end the year up 50% at $150,000. Now a 1% bet will risk $1,500 rather than $1,000. That makes sense as your capital has grown.
It is extremely common for retail accounts to blow-up by making only 4-5 losing trades because they are leveraged at 50:1 and have taken on far too large a position, relative to their account balance.
Consider that GBPUSD tends to move 1% each day. If you have an account balance of $10k then it would be crazy to take a position of $500k (50:1 leveraged). A 1% move on $500k is $5k.
Two perfectly regular down days in a row — or a single day’s move of 2% — and you will receive a margin call from the broker, have the account closed out, and have lost all your money.
Do not let this happen to you. Use position sizing discipline to protect yourself.

Kelly Criterion

If you’re wondering - why “about 2%” per trade? - that’s a fair question. Why not 0.5% or 10% or any other number?
The Kelly Criterion is a formula that was adapted for use in casinos. If you know the odds of winning and the expected pay-off, it tells you how much you should bet in each round.
This is harder than it sounds. Let’s say you could bet on a weighted coin flip, where it lands on heads 60% of the time and tails 40% of the time. The payout is $2 per $1 bet.
Well, absolutely you should bet. The odds are in your favour. But if you have, say, $100 it is less obvious how much you should bet to avoid ruin.
Say you bet $50, the odds that it could land on tails twice in a row are 16%. You could easily be out after the first two flips.
Equally, betting $1 is not going to maximise your advantage. The odds are 60/40 in your favour so only betting $1 is likely too conservative. The Kelly Criterion is a formula that produces the long-run optimal bet size, given the odds.
Applying the formula to forex trading looks like this:
Position size % = Winning trade % - ( (1- Winning trade %) / Risk-reward ratio
If you have recorded hundreds of trades in your journal - see next chapter - you can calculate what this outputs for you specifically.
If you don't have hundreds of trades then let’s assume some realistic defaults of Winning trade % being 30% and Risk-reward ratio being 3. The 3 implies your TP is 3x the distance of your stop from entry e.g. 300 pips take profit and 100 pips stop loss.
So that’s 0.3 - (1 - 0.3) / 3 = 6.6%.
Hold on a second. 6.6% of your account probably feels like a LOT to risk per trade.This is the main observation people have on Kelly: whilst it may optimise the long-run results it doesn’t take into account the pain of drawdowns. It is better thought of as the rational maximum limit. You needn’t go right up to the limit!
With a 30% winning trade ratio, the odds of you losing on four trades in a row is nearly one in four. That would result in a drawdown of nearly a quarter of your starting account balance. Could you really stomach that and put on the fifth trade, cool as ice? Most of us could not.
Accordingly people tend to reduce the bet size. For example, let’s say you know you would feel emotionally affected by losing 25% of your account.
Well, the simplest way is to divide the Kelly output by four. You have effectively hidden 75% of your account balance from Kelly and it is now optimised to avoid a total wipeout of just the 25% it can see.
This gives 6.6% / 4 = 1.65%. Of course different trading approaches and different risk appetites will provide different optimal bet sizes but as a rule of thumb something between 1-2% is appropriate for the style and risk appetite of most retail traders.
Incidentally be very wary of systems or traders who claim high winning trade % like 80%. Invariably these don’t pass a basic sense-check:
  • How many live trades have you done? Often they’ll have done only a handful of real trades and the rest are simulated backtests, which are overfitted. The model will soon die.
  • What is your risk-reward ratio on each trade? If you have a take profit $3 away and a stop loss $100 away, of course most trades will be winners. You will not be making money, however! In general most traders should trade smaller position sizes and less frequently than they do. If you are going to bias one way or the other, far better to start off too small.

How to use stop losses sensibly

Stop losses have a bad reputation amongst the retail community but are absolutely essential to risk management. No serious discretionary trader can operate without them.
A stop loss is a resting order, left with the broker, to automatically close your position if it reaches a certain price. For a recap on the various order types visit this chapter.
The valid concern with stop losses is that disreputable brokers look for a concentration of stops and then, when the market is close, whipsaw the price through the stop levels so that the clients ‘stop out’ and sell to the broker at a low rate before the market naturally comes back higher. This is referred to as ‘stop hunting’.
This would be extremely immoral behaviour and the way to guard against it is to use a highly reputable top-tier broker in a well regulated region such as the UK.
Why are stop losses so important? Well, there is no other way to manage risk with certainty.
You should always have a pre-determined stop loss before you put on a trade. Not having one is a recipe for disaster: you will find yourself emotionally attached to the trade as it goes against you and it will be extremely hard to cut the loss. This is a well known behavioural bias that we’ll explore in a later chapter.
Learning to take a loss and move on rationally is a key lesson for new traders.
A common mistake is to think of the market as a personal nemesis. The market, of course, is totally impersonal; it doesn’t care whether you make money or not.
Bruce Kovner, founder of the hedge fund Caxton Associates
There is an old saying amongst bank traders which is “losers average losers”.
It is tempting, having bought EURUSD and seeing it go lower, to buy more. Your average price will improve if you keep buying as it goes lower. If it was cheap before it must be a bargain now, right? Wrong.
Where does that end? Always have a pre-determined cut-off point which limits your risk. A level where you know the reason for the trade was proved ‘wrong’ ... and stick to it strictly. If you trade using discretion, use stops.

Picking a clear level

Where you leave your stop loss is key.
Typically traders will leave them at big technical levels such as recent highs or lows. For example if EURUSD is trading at 1.1250 and the recent month’s low is 1.1205 then leaving it just below at 1.1200 seems sensible.

If you were going long, just below the double bottom support zone seems like a sensible area to leave a stop
You want to give it a bit of breathing room as we know support zones often get challenged before the price rallies. This is because lots of traders identify the same zones. You won’t be the only one selling around 1.1200.
The “weak hands” who leave their sell stop order at exactly the level are likely to get taken out as the market tests the support. Those who leave it ten or fifteen pips below the level have more breathing room and will survive a quick test of the level before a resumed run-up.
Your timeframe and trading style clearly play a part. Here’s a candlestick chart (one candle is one day) for GBPUSD.

https://preview.redd.it/moyngdy4f5h51.png?width=1200&format=png&auto=webp&s=91af88da00dd3a09e202880d8029b0ddf04fb802
If you are putting on a trend-following trade you expect to hold for weeks then you need to have a stop loss that can withstand the daily noise. Look at the downtrend on the chart. There were plenty of days in which the price rallied 60 pips or more during the wider downtrend.
So having a really tight stop of, say, 25 pips that gets chopped up in noisy short-term moves is not going to work for this kind of trade. You need to use a wider stop and take a smaller position size, determined by the stop level.
There are several tools you can use to help you estimate what is a safe distance and we’ll look at those in the next section.
There are of course exceptions. For example, if you are doing range-break style trading you might have a really tight stop, set just below the previous range high.

https://preview.redd.it/ygy0tko7f5h51.png?width=1200&format=png&auto=webp&s=34af49da61c911befdc0db26af66f6c313556c81
Clearly then where you set stops will depend on your trading style as well as your holding horizons and the volatility of each instrument.
Here are some guidelines that can help:
  1. Use technical analysis to pick important levels (support, resistance, previous high/lows, moving averages etc.) as these provide clear exit and entry points on a trade.
  2. Ensure that the stop gives your trade enough room to breathe and reflects your timeframe and typical volatility of each pair. See next section.
  3. Always pick your stop level first. Then use a calculator to determine the appropriate lot size for the position, based on the % of your account balance you wish to risk on the trade.
So far we have talked about price-based stops. There is another sort which is more of a fundamental stop, used alongside - not instead of - price stops. If either breaks you’re out.
For example if you stop understanding why a product is going up or down and your fundamental thesis has been confirmed wrong, get out. For example, if you are long because you think the central bank is turning hawkish and AUDUSD is going to play catch up with rates … then you hear dovish noises from the central bank and the bond yields retrace lower and back in line with the currency - close your AUDUSD position. You already know your thesis was wrong. No need to give away more money to the market.

Coming up in part II

EDIT: part II here
Letting stops breathe
When to change a stop
Entering and exiting winning positions
Risk:reward ratios
Risk-adjusted returns

Coming up in part III

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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  45. [English] 0h 32m The HTML 5 Course 2020 https://www.udemy.com/course/a-beginners-guide-to-learn-css-3-from-scratch/?couponCode=KOMEN-11
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  47. [English] 6h 3m Product Owner PSPO 1 Scrum Product Owner Certification Prep https://www.udemy.com/course/product-owner-course/?couponCode=FREE-LAUNCH
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  49. [English] 0h 57m Become an UltraLearner: The #1 Study Framework for Success https://www.udemy.com/course/become-a-superlearner-learning-how-to-learn-studyskills-superbrain/?couponCode=SUPERLEARNER
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  51. [English] 16h 56m Tableau 2020 Certification Training (basic to advanced) https://www.udemy.com/course/tableau-certification-training/?couponCode=TABLEAU_FREE_UPLATZ
  52. [English] 4h 28m Microsoft Excel -Basic Excel/ Advanced Excel Formulas https://www.udemy.com/course/microsoft-excel-basic-excel-advanced-excel-formulas/?couponCode=F06DE6E3881DB100F10A
  53. [English] 8h 14m ICT Taskforce: Microsoft Office | Word Expert https://www.udemy.com/course/ict-taskforce-microsoft-office-word-expert/?couponCode=2ND_JOIN
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  55. [English] 20h 17m Angular 8 Certification Training (basic to advanced level) https://www.udemy.com/course/angular-8-certification-training/?couponCode=ANGULAR_FREE_UPLATZ
  56. [English] 20h 16m Web Development Masterclass - Complete Certificate Course https://www.udemy.com/course/web-development-masterclass-complete-certificate-course/?couponCode=YOUACCELNOV02
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  61. [English] 1h 24m The Complete Google Forms Course - Sending & Analyzing Forms https://www.udemy.com/course/the-complete-google-forms-course-sending-analyzing-forms/?couponCode=221A0232CC03C18AAB9E
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  66. [English] 8h 58m Complete Javascript development Bootcamp 2020 with projects https://www.udemy.com/course/javascript-development-bootcamp-2020-wprojects/?couponCode=84451E371A84971A60D6
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  73. [English] 0h 46m Mindfulness For Depression, Anxiety, PTSD, Stress Sampler https://www.udemy.com/course/mindfulness-for-depression-anxiety-ptsd-stress-sample?couponCode=NOV12020
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  82. [English] 16h 40m Complete Video Production, Marketing, & YouTube Mastery 2021 https://www.udemy.com/course/complete-video-marketing-course/?couponCode=TOP111
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  85. [English] 26h 11m GET on TOP of Real Estate Business with Facebook Ads in 2020 https://www.udemy.com/course/facebook-ads-for-real-estate-business/?couponCode=ULTRATOP1
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  88. [English] 13.5hrs + $12.99 [Code: NOVOLEARN2020] 115 Courses – PMP (42 Hours), Agile (32 Hours), PMI-RMP/IIBA-ECBA (37 Hours), Business Analysis (16.5 hours), Operations Management (13.5 Hours) & More https://www.udemy.com/usesorindumitrascu/
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  92. [English] BEST of Digital Marketing: #1 Digital Marketing Course 2021 $9.99 https://www.udemy.com/course/digital-marketing-2021/?couponCode=1NOV999
  93. [English] 27h 55m AWS Certified Solutions Architect Associate - 2020 [SAA-C02] $9.99 https://www.udemy.com/course/aws-certified-solutions-architect-associate-hands-on-labs/?couponCode=AWSNOV
  94. [English] 390 questions AWS Certified Solutions Architect Associate Practice Exams $12 https://www.udemy.com/course/aws-certified-solutions-architect-associate-practice-tests-k/?couponCode=AWSNOV
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  96. [English] 26h 26m The Complete English Language Course Improve Spoken English $9.99 https://www.udemy.com/course/the-complete-english-language-course-improve-spoken-english/?couponCode=THANKS1
  97. [English] 8h 9m Facebook Dynamic Ads (Facebook Dynamic Retargeting) MASTERY $9.99 https://www.udemy.com/course/facebook-dynamic-ads/?couponCode=1NOV999
  98. [English] 42h 20m Project Management Professional Certification Program (PMP) $12.99 https://www.udemy.com/course/project-management-professional-certification-program-pmp/?couponCode=NOVOLEARN2020
  99. [English] 37h 7m Risk Management for Business Analysts (PMI-RMP/IIBA-ECBA) $12.99 https://www.udemy.com/course/risk-management-for-business-analysts-pmi-rmpiiba-ecba/?couponCode=NOVOLEARN2020
  100. [English] 31h 16m The Agile Methodology for Project Risk Managers $12.99 https://www.udemy.com/course/the-agile-methodology-for-project-risk-managers/?couponCode=NOVOLEARN2020
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submitted by ViralMedia007 to FREECoursesEveryday [link] [comments]

Sharing stocks and forex trading materials

PM me if you would like to get these
Stocks, forex ebooks and forum pdf, indicators
Jtrader Daytrading method
YTC trading method
Mark Douglas - Trading in the Zone
spartan fx renko box
Alexander Elder - Lessons From a Traders' Camp 1999
Footprint Deep Dive
Learn, Plan, Profit - Your A-Z Blueprint To Mastering The Stock
MambaFX Day Trading Scalping Bundle 02 19
Forex Trading Pro Indicator
Anyone who are interested in the following trading videos [from successful traders], pls pm or drop me an email. [[email protected]](mailto:[email protected])
Investor Live - Trade on the fly
Investors Live Textbook Trading
Investors Live Tandem Trader
James Dalton Trading Course
SMB Reading the Tape
All Tim Syke Collection
Steven Dux Trading Technique
Steven Dux Duxinator & Freedom Challenge
Akil Stokes & Jason Graystone - TierOneTrading
Andrew Keene - Ichimoku Cloud Course
Auction Market Foundations Course-Tom Alexander
Avdo - ForexGrid Mentoring Program
Axia Futures - The Footprint Course
Cameron Fous – Epic Sequal! FOUS4x2! New Day Trading
Elliott Wave Ultimate
Forex4noobs
Gary Dayton – Trade Tops & Bottoms
Hanzo Shadowcode Forex
ICT mentorship
Investopedia Academy - Advanced Options Trading
Market profile training
OFA Volume Profile Course
Babypips Peter Fader VSA Course
Ryan Teo Price Action Trading Institute
Sang Lucci Trading ORder FLow
Simpler Trading - INTRODUCTION TO THINKSCRIPT
Simpler Trading - The Bullseye System
SMB Foundation Forex
Paul Scolardi Super Trade Bootcamp
Tim Grittani - Trading Tickers
Timothy Morge - Market Geometry
tradeguider-vsa-chart-reading-masterclass
Trader Dale Forex
Trader Dante Bund Method
Understanding Global Fundamentals Course by Chris Lori
Wolf Trading – A Day Trading Guide (Roland Wolf
Wyckoff Trading Making Profits With Demand And Supply
submitted by fistno to FreeKarma4You [link] [comments]

List of 110+ Free Udemy & Popular Discounted : ETL & Data Integration Masterclass, HTML, JavaScript, & Bootstrap, Marketing Analytics, Microsoft Excel, Machine Learning, Android App Developer, React JS - A Complete Guide for Frontend Web Development, Python, Tableau, Instructional Design & Many More

ETL & Data Integration Masterclass, HTML, JavaScript, & Bootstrap, Marketing Analytics, Microsoft Excel, Machine Learning, Android App Developer, React JS - A Complete Guide for Frontend Web Development, Python, Tableau, Instructional Design & Many More
Source: Freebies Global - https://freebiesglobal.com/
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submitted by ViralMedia007 to FREECoursesEveryday [link] [comments]

BE CAREFUL WHICH BROKER YOU CHOOSE! SERIOUSLY, what is YOUR opinion for LONG-TERM INVESTING using EToro VS Trading 212: Invest ? Or even Trading 212 ISA...

Now, I’ve been practicing with Trading 212 (both investing and trading) for years but didn’t start investing money because I was underage.
DISCLAIMER: When I was younger, I thought day trading was “the way to go” to make a lot of money (for some people it is... for me it really isn’t). I luckily figured this out before I bought some “day trading guru’s course for ONLY $299”... fucking bargain btw👌🤯 ...not
I started actually investing in March, and for whatever reason (can’t remember) I decided to go with EToro...
BE WISE ON WHO YOU CHOOSE !
  1. Let’s start with the NUMBER OF STOCKS.
Trading 212: Invest - 3012 stocks available Etoro - 2037 stocks available
And the stocks that Etoro doesn’t have aren’t just foreign stocks like ones listed on the foreign stock markets like FSE or LSE. They also have US companies “missing”. This becomes very apparent when you find some “great” companies to invest in for the long term and they aren’t even listed.
THIS IS ANOTHER THING - they also dictate who you can invest in. For example, I wanted to invest in Spire Healthcare back in March/April, and even though they have it listed, it won’t allow you buy any shares... STILL TO THIS DAY??? ( if anyone knows why, let me know down below please )
  1. ETFs
Trading 212: Invest - 446
EToro - 151 - although they do have ones like SPY, VOO and VTI
  1. Fees
Trading 212: Invest -
Min deposit - EUR 1, USD 1 Deposit fee - none min withdrawal fee - EUR 1, USD 1 Withdrawal fee - no fees
Commission - commission free, unless you buy UK stocks, then you pay 0.5% stamp duty reserve tax because... the British Government can do what they want 🤷‍♂️
EToro -
Min deposit - USD 200 - first deposit, afterwards USD 50 ( I never even realised this lol )
Deposit fee: none
Min withdrawal amount: USD 30
Withdrawal fee: USD 5
  1. Fractional shares
•Trading 212: invest - as little as €1. MOST BUT NOT ALL shares can be bought fractionally as some have a min trade quantity of 1 share.
•Etoro - min amount to open ANY POSITION is $50, defeats the purpose of fraction shares ???? 🤔
🚨——> Now there are a COUPLE ISSUES with this...
But the main issue is a more PERSONAL ONE.
I’m sick of having to think and buy my family things that don’t want or need for birthdays or Christmas...
So I buy them a share, of a good company that I think is a good investment. Sometimes I DO NOT want to spend a minimum of $50 😂 Call me cheap lol but I’ve got pilot school to pay for... and it’s EXPENSIVE.
  1. MISCELLANEOUS
Now Etoro does have CopyTrading. Personally I’ve never used it because I prefer to have an influence over who I invest in, whether it’s the right choice or not. But for some people, they prefer a more “hands-off” approach, so it is good for them.
ANOTHER POSITIVE FOR ETORO - on their app for each company you can chat with other users, and people can post their latest thoughts and research on the company. Trading 212 doesn’t exactly have this but they do have a similar feature which is a forum separate to the app.
I personally prefer the layout of Trading 212, especially when looking into the graphs, or even trying to find out what your ROI is. It’s a much more user-friendly interface, in my opinion.
Etoro doesn’t offer the ability to transfer open positions to another broker... which is shit. Trading 212 will be implementing the ability to transfer from/to other broker by the end of 2020 (supposedly).
Also, Etoro’s customer service is actually really helpful, with their live chat feature. And doesn’t take too long to connect.
—————————
Just to top it off -
Trading 212: invest - you can get a free share worth up to £100
So IN MY OPINION I would 100% go with Trading 212 for INVESTING, and that’s why I’m switching
I only invest, I DO NOT day trade, use CFDs, swing trade, trade commodities, trade forex or (currently) invest in cryptos
This is why, imo, I believe Trading 212 is better than Etoro
Let me know what your opinions are! Also let me know if I’ve missed anything
submitted by MatteoDeBenedictis to investing [link] [comments]

Chance a depressed gap year boy

Note: The mention of O levels and A levels throughout the post refers to the British patterned system of education. O levels is equivalent to the 9th and 10th grade and Alevels is equivalent to the 11th and 12th grade in the American High School System
Hi, I am a Pakistani guy currently on a gap year after doing A levels from one of the most prestigious schools in the country on a 100% scholarship. I did my O levels from a very less renowned school because of my financial condition but my grades allowed me admission into my A levels school. That is why most of my ECAS were done in the last 2 years. I am looking to apply to the following international universities with full scholarship/financial aid:
Majors Intended: Computer Science / Data Science / Artificial Intelligence
Universities: NYUAD (ED), Duke, Rice, Vanderbilt, Northwestern, Case Western Reserve University, Washington and Lee, Colby, Skidmore, CMU Qatar, Georgetown Qatar, NTU, HKUST, HKU, CityU
Academics
Test Scores
Extra-Curriculars / Awards
submitted by Faizan-Raza to chanceme [link] [comments]

How to Trade the Fisher Transform Indicator

One of the good things about trading is that everybody can have their own unique style. albeit two different trading styles conflict, it doesn’t mean that one strategy is true and one is wrong.
With thousands upon thousands of stocks to settle on from, there’s always an abundance of effective ways to trade.
Technical analysis is usually lumped together into one specific style, but not all indicators point within the same direction.
We’re all conversant in commonly used technical concepts like support and resistance and moving averages, alongside more refined tools like MACD and RSI.
No single indicator may be a golden goose for trading profits, but when utilized in the right situations, you'll spot opportunities before the bulk of the gang .
One technical trading indicator that tends to fly under the radar is that the Fisher Transform Indicator.
Despite its lack of recognition , the Fisher Transform Indicator may be a useful gizmo to feature to your trading arsenal since it’s fairly easy to read and influence .
What is the Fisher Transform Indicator?
One of the best struggles in marketing research is the way to affect such a lot of random data.
The distribution of stock prices makes it difficult to locate trends and patterns, which is why technical analysis exists within the first place.
Hey, if the trends were easy to identify , everyone would get rich trading stocks and therefore the advantage provided by technical analysis would be whittled away.
But since technical trends are difficult to identify with an untrained eye, we believe trading tools just like the RSI and MACD to form informed decisions.
The Fisher Transform Indicator was developed by John F. Ehlers, who’s authored market books like Rocket Science For Traders.
Visit Equiti Forex
The Fisher Transform Indicator attempts to bring order to chaos by normalizing the distribution of stock prices over various timeframes.
Instead of messy, random prices, the Fisher Transform Indicators puts prices into a Gaussian Gaussian distribution . you would possibly know such a distribution by its more commonly used name – the bell curve.
Bell curves usually want to measure school grades, but during this instance, it’s wont to more neatly smooth prices along a selected timeline.
Think of stock prices like players on a five – if you organize everyone during a pattern by height, you’ll have a way better understanding of the makeup of the team.
So what does the Fisher Transform Indicator look for? Extreme market conditions.
Unlike other trading signals where many false positives are delivered on a day to day , this indicator is meant to pop only during rare market moments.
By utilizing a normal distribution , much of the noise made by stock prices is ironed away.
Despite the complex mathematics, Fisher Transform tends to offer clear overbought and oversold signals since the extremes of the indicator are rarely reached.
How Can Traders Utilize the Fisher Transform Indicator?
One of the advantages of the Fisher Transform Indicator is its role as a number one indicator, not a lagging indicator.
Lagging indicators tend to inform us of information we already know. a number one indicator is best at remarking potential trend reversals before they occur, not as they’re occurring or after the very fact .
There are two main ways to trade the Fisher Transform Indicator – a sign reversal or the reaching of a particular threshold.
For a sign reversal, you’re simply trying to find the indicator to vary course.
If the Fisher Transform indicator had been during a prolonged upswing but suddenly turned down, it might be foreshadowing a trend reversal within the stock price.
On the opposite hand, the Fisher Transform Indicator might be used as a “breach” indicator for identifying trade opportunities that support certain levels.
A signal line often accompanies the Fisher Transform Indicator, which may be wont to spot opportunities in not just stocks, but assets like commodities and forex also .
Examples
Alphabet (NASDAQ: GOOGL)
Google has been one among tech’s best stay-at-home plays during the coronavirus pandemic, but you wouldn’t have thought that back in late March when shares cratered down near the $1000 mark.
A bounce eventually came, but the stock didn’t rebound quickly.
However, the Fisher Transform Indicator provided a playbook for the stock beginning in February.
The extreme boundary was reached around the same time because the market was high, offering a sell signal before the top of the month. because the shares fell, the Fisher Transform Indicator moved right down to the boundary and bottomed before the stock.
Buying when the indicator eclipsed the signal line in mid-April would have allowed you to catch most of the rebound.
Nikola Corporation (NASDAQ: NKLA)
Before becoming marred in controversy, Nikola Corporation was the most well liked stock of summer 2020.
The obscure car maker was toiling within the $10-12 range before exploding higher in June.
And I don’t mean just a fast double or triple up – Nikola reached a high of $93 before the music stopped.
When a stock goes parabolic, one among the toughest things to work out is when to require profits and bail.
Nikola was a cautionary tale since the corporate seemed pretty shady from the beginning , but traders using the Fisher Transform Indicator got a sign that the highest was in before the stock began its quick descent backtrack .
The June high coincided with the Fisher Transform Indicator reaching its highest level since December of 2019, a sign that sounded the alarm for observant traders.
submitted by equiti-me to u/equiti-me [link] [comments]

My girlfriend of 8 years admitted she cheated on me with a close friend (messy)

So, since I'm here I suppose I should give some backstory. This will probably get lengthy so ill put a tl;dr at the bottom.
I (M/23) started dating my (ex)girlfriend (We'll call her C; F/23) since sophomore year in high school. We were the textbook "high school sweethearts". Fast forward thru 6 years of good, bad and everything in between; having 2 two kids and dealing with a miscarriage, etc... we essentially were a married couple without the title, and we pretty much operated as such. (ironically enough i was planning on proposing to her the week after d-day..)
Now the last year or so me and C had been hanging out with one of my close friends (we'll call him J) and his girlfriend (S); who also have two kids together. Me and J had known each other for years, but hadn't talked much recently so it was cool to catch up; and S and my girlfriend C became friends quickly, as well as our children. At this point we are like family to each other, we went on vacations together, playdates, babysat for each other etc.
Now, the past few months before d-day, C started to show telltale signs of cheating (now that I look back).. but due to the fact that she has severe bipolar disorder which she is prescribed medication for (but she did not take it regularly), it was hard for me to fully gauge what was going on; because manic depressive episodes can exhibit wild symptoms that eerily align with cheating behavior (i know, i pick em great right). So I was concerned; but moreso for her mental well being, than for what I was about to discover in the near future.
Here's where things get hairy.
(D-Day) So I get ready leave the house to do uber eats. I do this part time to pay the bills, I've been learning to trade forex for the last few months so I needed something that could free up time. Anyway, before I leave C asks me for a kiss, I kiss her and the kids and then I head out... No less than 20 minutes after I left, I check my phone and see a string of messages from C, and then I get a call from her. When I answer the phone she's already crying. She tells me that about two months ago her and J fucked. She tells me that J told her I would run off and fuck other girls and meet up with them on some dating app on my phone. None of which is true, for the record. He essentially fed her a bunch of bullshit, and she blindly accepted it as truth. She claims she fucked him to get "revenge" at me for everything I ever "did" (even though as far as infidelity goes, I did nothing). C destroyed our relationship, family, and her friendship with S, all off of hearsay. J helped mastermind it all, and also destroyed our friendship, along with his relationship with S. Worst part is, I was hitting J up the 2 weeks before D-Day to chill, and he wouldn't even respond. Making me look like an even bigger clown. I reacted in pure rage, said some things I probably shouldn't have in the heat of the moment, and then told her to get her shit out of my house.
She of course at this point is hysterical and is screaming through tears for me to not leave her, that she wants to save our family, that it only happened once and there was no feelings involved beyond her trying to get back at me. At this point though I just don't know if I can believe it. both C and J disrespected me to the ABSOLUTE highest level, not only me but also S. They orchestrated a whole plan to make it happen and then hid it for 2 months. She did also come to me and admit it on her own. Not that that excuses it AT ALL, but my thinking is, in reality I could've found out in worse ways than her direct admission.
I'm so torn here reddit. I love this girl to death, and want nothing more than to save our family. I grew up in a split home and i saw and heard things I shouldn't have, and i remember the depression i went through during that time.. i dont want that for my kids..
BUT I also know that I've NEVER been betrayed like this before in my life, not only by an SO but a friend as well. I'm completely heartbroken, and I've had hurt in the past but I've never felt true heartbreak like I do right now. Im doing my best to avoid contacting her, but we have two kids so it makes it really hard at times.. ive been learning to focus on me, but I have to literally keep my mind preoccupied 110% of the time, or I start to go into the same thought loops about this whole situation :(.
Do I give the love of my life a second chance after something like this? For the sake of my family? I know I have zero trust for her, and i understand that if we EVER were to rekindle something in the future, it will be a long time, if ever before the pain goes away. it will not be the same as before, we will be starting from scratch. I just would like advice on if there's anything worth saving or not.
If so, what signs should I be looking for thats shes actually invested in making things right?
If not, how do i start this healing process and begin to move on from an 8 year investment and a now dysfunctional family? Because I'm so fucking lost right now guys.
Thanks for reading all the way to the end, I dropped tears writing this and any advice is appreciated.
**UPDATE 9/20
C is out out the house now. Ironically she's already moved into a new apartment. I'm not dumb and I know 9 times out of 10 you don't just find an new apartment in a single day.. maybe my paranoia but probably not honestly. Ive been avoiding contact with her beyond child related things.
I tried to contact S, but Ironically her phone was broken in the fight her and J had... she tried to message me on Facebook the night I found out to help her move her daughter dressed into a storage unit, but I was physically weak and couldn't even think of what to say in response at that time. Not that she did anything wrong at all. At this point S has removed herself from Facebook so I'm trying to figure out another way to get ahold of her to try to get extra insight. Will post another update if/when I get more details.
C tried to "shit test" me today, and since we're now apart i could see it blind as day. She FaceTimed me, I normally would've ignored but i can see my daughter on the preview so i answer. C claims the kids wanted to talk to me, but they seemed relatively uninterested when I tried. Which no big deal, but its what came next that was so weird. What im talking about is her making a comment on a new vape i just got. How it was "so cool" and she wanted to see me take a drag off it again. This is significant only because I KNOW from being with her for 8 years that it turns her on to see me do smoke tricks. That's just always been her. On top of that, she kept taking the camera off the kids, and trying to talk to me about things that happened in her day indirectly. I kept it brief and told her i was busy before she could drag it on.. WHY IS SHE DOING THIS? This is fucking with my head even more now..
ALSO today I was working on music and I went into my downloads folder and noticed something called "J's App". Its date modified is 8/11. This lines up with the timeline C gave me which made me sick to my stomach. I open it, fully prepared to find some type of cynical cheating app they were using to sneak around on me with...
Turns out its an application for some ged boot camp for high-school drop outs. This girl had the NERVE to let this fucking bum use my laptop to apply for this shit?! I now certainly question the length of their relationship and the details behind it. For now, im going to continue with space and avoiding contact but I will be sitting down with C next week to lay everything on the table. Full truths, full openness, adult discussion no kid games. At that point ill either have closure to know the truth (or as much as I can get of it), or know if there's any chance of redemption, which at this point has went from 25% to 5%.
Thank you all sooo much for your advice and support during this; Alot of hard pills to swallow right now but its what I need. You guys are foreal a family to me and I will be here to support anyone here, new or old thats ever had to feel the way i feel right now.
Tl;dr my girlfriend of 8 years and mother of my 2 kids had an ONS with my friend, who is(was) dating her best friend. Now she wants to work things out
submitted by iknowalotaboutdrugs to survivinginfidelity [link] [comments]

Need someone that uses IBKR to hold my hand.

I'm apparently some kind of moron- I'm unable to figure out how to get set up with automated trading on interactive brokers.
Currently I'm paper trading forex on OandA using some simple curl requests on a headless server. I'd like to start trading futures, and ibkr was the top recommendation.
Goals: -When my own (already developed) system generates an entry or exit alert, execute a market order on a NASDAQ micro futures contact. -Do it on a headless Google cloud server
From chatting with some folks, I've heard I need to use IB Gateway, and there may be a need to initially use GUI for authentication. That's fine, as long as GUI elements aren't needed later when it's running.
I don't need any kind of data feed from IBKR, since I already have a system that generates alerts when I want it to. I just need the bare minimum to actually execute these market orders.
I've signed up for IBKR and gotten my account approved and all that. Then I thought I'd go over to the education library and work through the TWS materials (just to get acquainted) and then go through the TWS programming Python course. At this point, the website wants me to register or login. I click the button that says I already have an ibkr account, it asks me to login, I do, then it takes me to the account page. Where is the course!?😵
After going through that loop every which way, I've given up on that for now and I'm here asking you for help.
Anyone willing to give some guidance, either in this thread or through DM? I feel like what I want to do is extremely simple and I will be barely scratching the surface of what's available to me through IBKR. I just want to get started.
Advice, resources, guides, and insults are all welcome!
Thanks!
submitted by rm-rf_iniquity to algotrading [link] [comments]

Any good sources for fundamental trading and trading psychology

I have been doing several courses intensively, both free and paid, and have covered a great deal on technical analysis.
As much as I am in Forex to make money in the future, I am also doing this because I genuinely enjoy trading. I am in this to learn this international market from top to bottom and not to make a few bucks and leave. My favourite part of all this is the psychology and the fundamental aspect of trading, which just happens to be the parts that most courses only focus on for literally one session while they spend the rest of the course on the technical part.
I have the basic fundamental knowledge required to trade but I want to delve further into the details of what drives the market. What happens to the USD when oil drops and why? How does gold relate to the USD? How does politics affect the market? This is mostly for my own interest.
Does anyone know of any good course, videos or books that explain these concepts?
There are so many sources out there that it becomes difficult to filter out the useless ones, which to be honest there is a lot of.
submitted by themjcg7 to Forex [link] [comments]

Forex Signals Reddit: top providers review (part 1)

Forex Signals Reddit: top providers review (part 1)

Forex Signals - TOP Best Services. Checked!

To invest in the financial markets, we must acquire good tools that help us carry out our operations in the best possible way. In this sense, we always talk about the importance of brokers, however, signal systems must also be taken into account.
The platforms that offer signals to invest in forex provide us with alerts that will help us in a significant way to be able to carry out successful operations.
For this reason, we are going to tell you about the importance of these alerts in relation to the trading we carry out, because, without a doubt, this type of system will provide us with very good information to invest at the right time and in the best assets in the different markets. financial
Within this context, we will focus on Forex signals, since it is the most important market in the world, since in it, multiple transactions are carried out on a daily basis, hence the importance of having an alert system that offers us all the necessary data to invest in currencies.
Also, as we all already know, cryptocurrencies have become a very popular alternative to investing in traditional currencies. Therefore, some trading services/tools have emerged that help us to carry out successful operations in this particular market.
In the following points, we will detail everything you need to know to start operating in the financial markets using trading signals: what are signals, how do they work, because they are a very powerful help, etc. Let's go there!

What are Forex Trading Signals?

https://preview.redd.it/vjdnt1qrpny51.jpg?width=640&format=pjpg&auto=webp&s=bc541fc996701e5b4dd940abed610b59456a5625
Before explaining the importance of Forex signals, let's start by making a small note so that we know what exactly these alerts are.
Thus, we will know that the signals on the currency market are received by traders to know all the information that concerns Forex, both for assets and for the market itself.
These alerts allow us to know the movements that occur in the Forex market and the changes that occur in the different currency pairs. But the great advantage that this type of system gives us is that they provide us with the necessary information, to know when is the right time to carry out our investments.
In other words, through these signals, we will know the opportunities that are presented in the market and we will be able to carry out operations that can become quite profitable.
Profitability is precisely another of the fundamental aspects that must be taken into account when we talk about Forex signals since the vast majority of these alerts offer fairly reliable data on assets. Similarly, these signals can also provide us with recommendations or advice to make our operations more successful.

»Purpose: predict movements to carry out Profitable Operations

In short, Forex signal systems aim to predict the behavior that the different assets that are in the market will present and this is achieved thanks to new technologies, the creation of specialized software, and of course, the work of financial experts.
In addition, it must also be borne in mind that the reliability of these alerts largely lies in the fact that they are prepared by financial professionals. So they turn out to be a perfect tool so that our investments can bring us a greater number of benefits.

The best signal services today

We are going to tell you about the 3 main alert system services that we currently have on the market. There are many more, but I can assure these are not scams and are reliable. Of course, not 100% of trades will be a winner, so please make sure you apply proper money management and risk management system.

1. 1000pipbuilder (top choice)

Fast track your success and follow the high-performance Forex signals from 1000pip Builder. These Forex signals are rated 5 stars on Investing.com, so you can follow every signal with confidence. All signals are sent by a professional trader with over 10 years investment experience. This is a unique opportunity to see with your own eyes how a professional Forex trader trades the markets.
The 1000pip Builder Membership is ordinarily a signal service for Forex trading. You will get all the facts you need to successfully comply with the trading signals, set your stop loss and take earnings as well as additional techniques and techniques!
You will get easy to use trading indicators for Forex Trades, including your entry, stop loss and take profit. Overall, the earnings target per months is 350 Pips, depending on your funding this can be a high profit per month! (In fact, there is by no means a guarantee, but the past months had been all between 600 – 1000 Pips).
>>>Know more about 1000pipbuilder
Your 1000pip builder membership gives you all in hand you want to start trading Forex with success. Read the directions and wait for the first signals. You can trade them inside your demo account first, so you can take a look at the performance before you make investments real money!
Features:
  • Free Trial
  • Forex signals sent by email and SMS
  • Entry price, take profit and stop loss provided
  • Suitable for all time zones (signals sent over 24 hours)
  • MyFXBook verified performance
  • 10 years of investment experience
  • Target 300-400 pips per month
Pricing:
https://preview.redd.it/zjc10xx6ony51.png?width=668&format=png&auto=webp&s=9b0eac95f8b584dc0cdb62503e851d7036c0232b
VISIT 1000ipbuilder here

2. DDMarkets

Digital Derivatives Markets (DDMarkets) have been providing trade alert offerings since May 2014 - fully documenting their change ideas in an open and transparent manner.
September 2020 performance report for DD Markets.
Their manner is simple: carry out extensive research, share their evaluation and then deliver a trading sign when triggered. Once issued, daily updates on the trade are despatched to members via email.
It's essential to note that DDMarkets do not tolerate floating in an open drawdown in an effort to earnings at any cost - a common method used by less professional providers to 'fudge' performance statistics.
Verified Statistics: Not independently verified.
Price: plans from $74.40 per month.
Year Founded: 2014
Suitable for Beginners: Yes, (includes handy to follow trade analysis)
VISIT
-------

3. JKonFX

If you are looking or a forex signal service with a reliable (and profitable) music record you can't go previous Joel Kruger and the team at JKonFX.
Trading performance file for JKonFX.
Joel has delivered a reputable +59.18% journal performance for 2016, imparting real-time technical and fundamental insights, in an extremely obvious manner, to their 30,000+ subscriber base. Considered a low-frequency trader, alerts are only a small phase of the overall JKonFX subscription. If you're searching for hundreds of signals, you may want to consider other options.
Verified Statistics: Not independently verified.
Price: plans from $30 per month.
Year Founded: 2014
Suitable for Beginners: Yes, (includes convenient to follow videos updates).
VISIT

The importance of signals to invest in Forex

Once we have known what Forex signals are, we must comment on the importance of these alerts in relation to our operations.
As we have already told you in the previous paragraph, having a system of signals to be able to invest is quite advantageous, since, through these alerts, we will obtain quality information so that our operations end up being a true success.

»Use of signals for beginners and experts

In this sense, we have to say that one of the main advantages of Forex signals is that they can be used by both beginners and trading professionals.
As many as others can benefit from using a trading signal system because the more information and resources we have in our hands. The greater probability of success we will have. Let's see how beginners and experts can take advantage of alerts:
  • Beginners: for inexperienced these alerts become even more important since they will thus have an additional tool that will guide them to carry out all operations in the Forex market.
  • Professionals: In the same way, professionals are also recommended to make use of these alerts, so they have adequate information to continue bringing their investments to fruition.
Now that we know that both beginners and experts can use forex signals to invest, let's see what other advantages they have.

»Trading automation

When we dedicate ourselves to working in the financial world, none of us can spend 24 hours in front of the computer waiting to perform the perfect operation, it is impossible.
That is why Forex signals are important, because, in order to carry out our investments, all we will have to do is wait for those signals to arrive, be attentive to all the alerts we receive, and thus, operate at the right time according to the opportunities that have arisen.
It is fantastic to have a tool like this one that makes our work easier in this regard.

»Carry out profitable Forex operations

These signals are also important, because the vast majority of them are usually quite profitable, for this reason, we must get an alert system that provides us with accurate information so that our operations can bring us great benefits.
But in addition, these Forex signals have an added value and that is that they are very easy to understand, therefore, we will have a very useful tool at hand that will not be complicated and will end up being a very beneficial weapon for us.

»Decision support analysis

A system of currency market signals is also very important because it will help us to make our subsequent decisions.
We cannot forget that, to carry out any type of operation in this market, previously, we must meditate well and know the exact moment when we will know that our investments are going to bring us profits .
Therefore, all the information provided by these alerts will be a fantastic basis for future operations that we are going to carry out.

»Trading Signals made by professionals

Finally, we have to recall the idea that these signals are made by the best professionals. Financial experts who know perfectly how to analyze the movements that occur in the market and changes in prices.
Hence the importance of alerts, since they are very reliable and are presented as a necessary tool to operate in Forex and that our operations are as profitable as possible.

What should a signal provider be like?

https://preview.redd.it/j0ne51jypny51.png?width=640&format=png&auto=webp&s=5578ff4c42bd63d5b6950fc6401a5be94b97aa7f
As you have seen, Forex signal systems are really important for our operations to bring us many benefits. For this reason, at present, there are multiple platforms that offer us these financial services so that investing in currencies is very simple and fast.
Before telling you about the main services that we currently have available in the market, it is recommended that you know what are the main characteristics that a good signal provider should have, so that, at the time of your choice, you are clear that you have selected one of the best systems.

»Must send us information on the main currency pairs

In this sense, one of the first things we have to comment on is that a good signal provider, at a minimum, must send us alerts that offer us information about the 6 main currencies, in this case, we refer to the euro, dollar, The pound, the yen, the Swiss franc, and the Canadian dollar.
Of course, the data you provide us will be related to the pairs that make up all these currencies. Although we can also find systems that offer us information about other minorities, but as we have said, at a minimum, we must know these 6.

»Trading tools to operate better

Likewise, signal providers must also provide us with a large number of tools so that we can learn more about the Forex market.
We refer, for example, to technical analysis above all, which will help us to develop our own strategies to be able to operate in this market.
These analyzes are always prepared by professionals and study, mainly, the assets that we have available to invest.

»Different Forex signals reception channels

They must also make available to us different ways through which they will send us the Forex signals, the usual thing is that we can acquire them through the platform's website, or by a text message and even through our email.
In addition, it is recommended that the signal system we choose sends us a large number of alerts throughout the day, in order to have a wide range of possibilities.

»Free account and customer service

Other aspects that we must take into account to choose a good signal provider is whether we have the option of receiving, for a limited time, alerts for free or the profitability of the signals they emit to us.
Similarly, a final aspect that we must emphasize is that a good signal system must also have excellent customer service, which is available to us 24 hours a day and that we can contact them at through an email, a phone number, or a live chat, for greater immediacy.
Well, having said all this, in our last section we are going to tell you which are the best services currently on the market. That is, the most suitable Forex signal platforms to be able to work with them and carry out good operations. In this case, we will talk about ForexPro Signals, 365 Signals and Binary Signals.

Forex Signals Reddit: conclusion

To be able to invest properly in the Forex market, it is convenient that we get a signal system that provides us with all the necessary information about this market. It must be remembered that Forex is a very volatile market and therefore, many movements tend to occur quickly.
Asset prices can change in a matter of seconds, hence the importance of having a system that helps us analyze the market and thus know, what is the right time for us to start operating.
Therefore, although there are currently many signal systems that can offer us good services, the three that we have mentioned above are the ones that are best valued by users, which is why they are the best signal providers that we can choose to carry out. our investments.
Most of these alerts are quite profitable and in addition, these systems usually emit a large number of signals per day with full guarantees. For all this, SignalsForexPro, Signals365, or SignalsBinary are presented as fundamental tools so that we can obtain a greater number of benefits when we carry out our operations in the currency market.
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2 years of PTI with the economy

As PTI comes onto two years, I felt like making this post on account of seeing multiple people supporting PML-N for having an allegedly better economy for Pakistan, particularly with allegations present that PTI has done nothing for the economy. So here's a short list of some major achievements done by PTI in contrast to PML-N.
This is by no means a highly comprehensive list, just my opinion on some of the bigger achievements; saving the economy from defaulting, adopting tax reforms, tourism reforms, export reforms among them whilst managing covid and economic stability with relative success.
There are of course a multitude of other factors, successfully avoiding a blacklist from the FATF, macroeconomic reforms, attempts to strengthen the working class; ehsaas programs, Naya Pakistan housing schemes alongside other relief efforts. These are measures in accordance with curtailing the effect of increasing taxation and attempts to abate the economic slowdown that came as a result of forcing an increase in government revenue. Alongside the focus on multiple new hydroelectric dams, industrial cities, reduction of the PM office staff from 552 to 298, 10 billion tree project and an overall renewed interest in renewable energy and green Pakistan. The list is comprehensive.
Pakistan remains on a rocky path, it is not out of the woods yet. Covid-19 has seriously hampered the overall projections, and caused a worldwide economic contraction. Not only that, but there are criticisms that can be attributed to the government as well, as they are not without fault. However, the overall achievements of the government with regards to the economy do present hope for the long-term fiscal policy and development of Pakistan.
submitted by moron1ctendenc1es to pakistan [link] [comments]

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