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suby

Don't Be fooled by Randomness Part2 - Day Trading Vs Swing Trading - Who Makes More?

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I am sorry, I just realized what I forgot to point out...and that is there is no right or wrong way to trade.

 

Trading is a personal endevour that will be successful to you alone once you have developed a strategy, that is consistent to your standards, and you are adequately funded to withstand the times where it is not going your way.

 

In other words, nothing is perfect...and trading IS the perfect example of imperfection.

Edited by Manihi

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I'm not naive and oblivious; however, many active traders (especially new ones) end up treating their trading like accounts like a slot machine at the casino.

That is exactly what I did when I first started.

 

But not by day trading - I swing traded for my first couple of years and gambled bigtime.

 

I then gradually moved into and out of day trading, over many more years, then back to predominently swing trading now.

 

In sports there are offensive and defensive players, Stars and niche players. Dumb, athletic types and smart, less physically gifted ones. And the majority somewhere in between.

 

In other words no one way to succeed. Same with trading and any other competitive endeavor.

 

Timeframe matters less so if you have the talent, determination and discipline.

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And one more thing, I boldly stand by what I said earlier that technical analysis has ZERO predictive power when one is applying it to a 1/5/10 min time frame. I stand by that

Sure about that - zero?

 

Citi 5 min chart:

C.thumb.png.0e1b5c872be2577a997077cd2e865fba.png

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I agree with the above that Win Rate is over empasized. You have to look at Win Rate and Win/Loss. Sometimes (depending on your trading approach) you have to be comfortable with a lower win rate - you have to be willing to let go of being "right" more often to be profitable.

 

To answer the original question, I "day trade" meaning I get out of any postions by US EOD regardless of profit or loss. I also trade fully automated (that's another contentious discussion, but let me assure it's possible). Of course, none of my systems trade every day - some are more active in certain types of markets than others. From Jan '08 through yesterday my numbers are:

 

Win Rate: 53.16%

Win/Loss: 1.01

 

And unless you're trading a fixed number of contracts, all other numbers (including PF, CAGR, Average Trade Return, drawdowns, etc.) come down to position sizing, which is hugely important. I use % risk based on a varying percentage of Kelly for each system.

 

Also, when you're testing for trading on shorter timeframes, you have to be very precise with (or overestimate) slippage and commissions. But they definitely have predictive power.

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And one more thing, I boldly stand by what I said earlier that technical analysis has ZERO predictive power when one is applying it to a 1/5/10 min time frame. I stand by that

 

That's a cool story bro.

 

Technical analysis represents probabilities btw, not predictions.

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In other words no one way to succeed. Same with trading and any other competitive endeavor.

 

Timeframe matters less so if you have the talent, determination and discipline.

 

Amen to that brother.

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Agree with O.P.

 

Yes you can make profits day trading but anymore than position trading? I haven't seen it. And is the life you really want?

 

The best day traders develope systems to find high probabilty trades and only trade on those days. The newbies trade every day and lose.

 

For me, I prefer a more passive approach to building wealth. In today's world maybe a fully funded retirement is beyond most people now, sadly, but you could position trade for 15% -20% gains until you drop. Position trading can be 90% retired but still creating income.

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Sure, Albnd. I first figure the Kelly number for each system (and sometimes for both longs and shorts separately). Kelly was originally developed as a gambling approach for bet size. It tells you the % of your total capital you should risk on each bet (or trade) to maximize your total gain without going bust, assuming you know the Win % and the Win/Loss ratio, and that they do not change going forward (which of course they will in trading).

 

I then take a percentage of that Kelly number (say 15% of what Kelly says I should risk - this is usually determined by modeling a given system and seeing what the drawdowns would be given certain percentages of Kelly). Then I set the maximum risk of my total capital to that amount on every trade that particular system places.

 

For example:

 

  1. I first caclulate the Kelly for the system, as shown below. Let's say it works out to be 30.2%.
  2. Then, I pick a pecentage of that number to test. 15% of 30.2% Kelly would be a 4.53% risk per trade (.15*.302=.0453). I keep testing different percentage of Kelly until I find one that gives me a balance of profitability and drawdowns that I like. (To give you an idea, my total portfolio of systems gives me drawdowns of >40%, but I'm comfortable with that. So choose a drawdown that you can handle and be conservative in this estimate because the drawdown will be larger than in testing or history.)
  3. So, then I take total capital times percent risk to get my total $ risk per trade. Say, $100,000 total capital * 4.53% = $4,530 total risk per trade.
  4. Then I find my stop loss per contract on the next trade. I always make my stop loss dynamic, rather than a set amount, by setting my stops a certain percentage of recent volatility away from my entry. ATR (or higher timeframe ATR) works well. Let's say in this example that it's $500 per contact.
  5. Then I just divide total capital risked by stop per contract and round down: $4,530/$500 = 9 contracts.

 

So, what happens is you continue to risk the same amount of your capital on your system on every trade. If you make profits, i.e. - more capital, then your quanitity will rise; if you lose money then it goes down. I try to always think of profits and losses as percentages rather than dollar amounts. That makes all trades (regardless of equtiy) comparable. Hope that helps.

 

From Investopedia:

There are two basic components to the Kelly Criterion:

• Win probability - The probability that any given trade you make will return a positive amount.

• Win/loss ratio - The total positive trade amounts divided by the total negative trade amounts.

 

These two factors are then put into Kelly's equation:

Kelly % = W – [(1 – W) / R]

 

Where:

W = Winning probability

R = Win/loss ratio

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Cory,

 

When i initially posted, I was somewhat ranting but let me clarify. Day trading/intraday trading is a shorter time frame than one who swing trades with EOD data. Many will argue with me that there is no differnce (all good). Intraday trading has way more noise than swing trading and I can back that up to anyone who wants to disagree with that statement. I posted this thread to generate discussion to those who have had success trading intraday (consistently).

 

The fact of the matter is day trading/intraday trading is a lot harder than swing trading in my opinion atleast and I'm curious to hear some of the methods that the community deploys to take advantage of these anomalies. Am I saying that market is random...? no. Due to the market structure (specifically in the equities space) theres a lot more noise in intraday trading as i;ve said a million times before. With that being said... Take a stock the Citibank ©. Take its OHLC prices for its previous days, and closely watch what happens when it hits these levels. You can thank me later for the free ATM

 

Please define what you mean by 'noise', and then please do back it up as you said you would.

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Originally Posted by suby »

And one more thing, I boldly stand by what I said earlier that technical analysis has ZERO predictive power . . .

That's a cool story bro.

 

Technical analysis represents probabilities btw, not predictions.

 

Probably a "trick" statement, since nothing has "predictive power", whether technical analysis or fundamental analysis, except perhaps that the market will always rise. Probabilities, on the other hand . . .

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Thanks to Steve as my experience shows. One must research (e.g. an offer) at least 3 levels deep to verify. Takes time but not as much as when I lose.

 

3 different time frames?

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Sure about that - zero?

 

Citi 5 min chart:

 

I'm not sure if the red dot on the first bar is the opening price but as i said in my post about citi look at the OHLC as they'll give a lot of clues into trading it. under that graph its clear that price consolidates and bounces off of that bar all throughout the day. I'd argue the reason being is 2 reasons. 1) citis correlation to the broad markets behaviour and 2) the specific range that citi trades in is due to etf repurchases or sales. If you want to watch madness. Watch Citi/BAC or any major etf that has to rebalance at 2:30 everyday

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Sure about that - zero?

 

Citi 5 min chart:

 

I still stand by that claim but I am open to be proven/told otherwise. Can you explain to me TA's predictive power on that chart of citi and how it would help someone?

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That's a cool story bro.

 

Technical analysis represents probabilities btw, not predictions.

 

Last I checked, Technical analysis represents the pyschology of market participants. Yes trendlines/ma/and all the indicators can help someone determine where are market is in its regime but thats hindsight. How does it represent probabilities in your eyes?

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I still stand by that claim but I am open to be proven/told otherwise. Can you explain to me TA's predictive power on that chart of citi and how it would help someone?

Thought it was obvious. Blue/long red/short.

 

First bar with red dot is yesterday's opening bar. Not much of a downmove next five minute period but I wait for opening ranges to be established before I trade anyway.

 

But since I don't trade equities C is not something I'd be looking at and note also I don't use the showme indicator by itself. Other factors add confidence.

 

It is very predictable to me though like anything else not 100%.

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Sure, Albnd. I first figure the Kelly number for each system (and sometimes for both longs and shorts separately). Kelly was originally developed as a gambling approach for bet size. It tells you the % of your total capital you should risk on each bet (or trade) to maximize your total gain without going bust, assuming you know the Win % and the Win/Loss ratio, and that they do not change going forward (which of course they will in trading).

 

I then take a percentage of that Kelly number (say 15% of what Kelly says I should risk - this is usually determined by modeling a given system and seeing what the drawdowns would be given certain percentages of Kelly). Then I set the maximum risk of my total capital to that amount on every trade that particular system places.

 

For example:

 

  1. I first caclulate the Kelly for the system, as shown below. Let's say it works out to be 30.2%.
  2. Then, I pick a pecentage of that number to test. 15% of 30.2% Kelly would be a 4.53% risk per trade (.15*.302=.0453). I keep testing different percentage of Kelly until I find one that gives me a balance of profitability and drawdowns that I like. (To give you an idea, my total portfolio of systems gives me drawdowns of >40%, but I'm comfortable with that. So choose a drawdown that you can handle and be conservative in this estimate because the drawdown will be larger than in testing or history.)
  3. So, then I take total capital times percent risk to get my total $ risk per trade. Say, $100,000 total capital * 4.53% = $4,530 total risk per trade.
  4. Then I find my stop loss per contract on the next trade. I always make my stop loss dynamic, rather than a set amount, by setting my stops a certain percentage of recent volatility away from my entry. ATR (or higher timeframe ATR) works well. Let's say in this example that it's $500 per contact.
  5. Then I just divide total capital risked by stop per contract and round down: $4,530/$500 = 9 contracts.

 

So, what happens is you continue to risk the same amount of your capital on your system on every trade. If you make profits, i.e. - more capital, then your quanitity will rise; if you lose money then it goes down. I try to always think of profits and losses as percentages rather than dollar amounts. That makes all trades (regardless of equtiy) comparable. Hope that helps.

 

From Investopedia:

There are two basic components to the Kelly Criterion:

• Win probability - The probability that any given trade you make will return a positive amount.

• Win/loss ratio - The total positive trade amounts divided by the total negative trade amounts.

 

These two factors are then put into Kelly's equation:

Kelly % = W – [(1 – W) / R]

 

Where:

W = Winning probability

R = Win/loss ratio

 

Thanks for your clarification. The Kelly formula I was aware of suggests to discard part of the porftolio according to some specific equity conditions. As far as I understand, this is not your case. Am I missing something?

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Thought it was obvious. Blue/long red/short.

 

First bar with red dot is yesterday's opening bar. Not much of a downmove next five minute period but I wait for opening ranges to be established before I trade anyway.

 

But since I don't trade equities C is not something I'd be looking at and note also I don't use the showme indicator by itself. Other factors add confidence.

 

It is very predictable to me though like anything else not 100%.

 

It's obvious but its also very subjective in my personal opinion. I realize that in trading there is no gaurenttee. But the reason i started this discussion was to get a feel for who is doing really well day trading and what kind of objective methods they are using. The core of that Citibank price range defiantly defines a lot of high probability entries; however, this is hindsight right.

 

Suntrader what is the showme indicator and what others factors would you use to give you a strong buy or sell signal?

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Sure, Albnd. I first figure the Kelly number for each system (and sometimes for both longs and shorts separately). Kelly was originally developed as a gambling approach for bet size. It tells you the % of your total capital you should risk on each bet (or trade) to maximize your total gain without going bust, assuming you know the Win % and the Win/Loss ratio, and that they do not change going forward (which of course they will in trading).

 

I then take a percentage of that Kelly number (say 15% of what Kelly says I should risk - this is usually determined by modeling a given system and seeing what the drawdowns would be given certain percentages of Kelly). Then I set the maximum risk of my total capital to that amount on every trade that particular system places.

 

For example:

 

  1. I first caclulate the Kelly for the system, as shown below. Let's say it works out to be 30.2%.
  2. Then, I pick a pecentage of that number to test. 15% of 30.2% Kelly would be a 4.53% risk per trade (.15*.302=.0453). I keep testing different percentage of Kelly until I find one that gives me a balance of profitability and drawdowns that I like. (To give you an idea, my total portfolio of systems gives me drawdowns of >40%, but I'm comfortable with that. So choose a drawdown that you can handle and be conservative in this estimate because the drawdown will be larger than in testing or history.)
  3. So, then I take total capital times percent risk to get my total $ risk per trade. Say, $100,000 total capital * 4.53% = $4,530 total risk per trade.
  4. Then I find my stop loss per contract on the next trade. I always make my stop loss dynamic, rather than a set amount, by setting my stops a certain percentage of recent volatility away from my entry. ATR (or higher timeframe ATR) works well. Let's say in this example that it's $500 per contact.
  5. Then I just divide total capital risked by stop per contract and round down: $4,530/$500 = 9 contracts.

 

So, what happens is you continue to risk the same amount of your capital on your system on every trade. If you make profits, i.e. - more capital, then your quanitity will rise; if you lose money then it goes down. I try to always think of profits and losses as percentages rather than dollar amounts. That makes all trades (regardless of equtiy) comparable. Hope that helps.

 

From Investopedia:

There are two basic components to the Kelly Criterion:

• Win probability - The probability that any given trade you make will return a positive amount.

• Win/loss ratio - The total positive trade amounts divided by the total negative trade amounts.

 

These two factors are then put into Kelly's equation:

Kelly % = W – [(1 – W) / R]

 

Where:

W = Winning probability

R = Win/loss ratio

 

It's worth noting that the two components, win probability and win:loss ratio, must each be calculated over a large enough sample size to be statistically significant - this means lots of trade data, and not simply minimal trade data derived from lots of price data.

 

Kelly is supposedly what Larry Williams used.

 

BlueHorseshoe

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But the reason i started this discussion was to get a feel for who is doing really well day trading

 

Jim Simmons.

 

and what kind of objective methods they are using.

 

Hidden Markov Models, allegedly.

 

But that's not a great deal of use to you or me. Nor is knowing whether anyone posting here uses TA successfully (the answer is "yes" - law of large numbers!).

 

Here is a possible alternative question - 'Day Trading vs Swing Trading - Who Expends Least Effort for Proportionally Maximal Gain?' Just a thought . . .

 

BlueHorseshoe

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Kelly is supposedly what Larry Williams used.

 

 

The Kelly I had in mind was the "revised" formula proposed by this guy:

 

Quantitative Trading

Quantitative Trading: How to Build Your Own Algorithmic Trading Business (Wiley Trading): Ernie Chan: 9780470284889: Amazon.com: Books

 

[ame=http://www.youtube.com/watch?v=LJIwxiMxbaw]Ernest Chan - Capital Allocation and Risk Management (Kelly) - YouTube[/ame]

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.....

 

Suntrader what is the showme indicator and what others factors would you use to give you a strong buy or sell signal?

 

Nothing fancy. Just something mentioned on many topics here in TL, something that I picked up years back from Larry Connors - RSI (Close, 2).

 

Here is a trade example from yesterday evening in EURUSD a buy signal, within an uptrend, confirmed by bar closing higher than previous close. Also see 2nd chart it was within a wave 4 pivot low zone - price and time coming together (note 16 bars for wave 1 and wave 4 as well).

 

As I mentioned in another forum in elliott terms wave 3 is a bit iffy since it is shorter than wave 1 and much less impulsive.

 

Be that as it may trade worked.

 

HTH

5aa711d875c17_EUrsia.thumb.png.24c1ab4e8a3e36a631081ff938d5246a.png

5aa711d87b64f_EUrsib.thumb.png.b5dc21d2bdabd05e35462a3240293929.png

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Albnd, not sure what you mean by "discard part of the portfolio". I haven't had a chance to watch the presentation you posted yet, but looks interesting - definitely will.

 

As far as my portfolio, the process I described is what I do for each system individually. I then test the portfolio as a whole and make sure that the correlation of the systems' results combined with the position sizings don't give me any extreme historical drawdowns. I run about 15+ system/market combinations, and don't really assess the Kelly of the entire portfolio. I only really reassess the Kelly of a system if I re-optimize for some reason (which changes the Win% and Win/Loss) or if I see a single system or correlation of systems that gives me an unexpected or sharp drawdown (then I might reduce the percent of Kelly).

 

As for BlueHorseshoe's comment earlier, I totally agree that you have to have a large enough sample size and, I would add, as few variables as possible. I like to keep it simple. I test with 7-15 years of data (whatever is available) on 2-60 minute bars, so each system will have at least a thousand plus trades in testing. And all my systems (in Easy Language) will fit on less than 1.5 pages.

 

I'll take a look at that video. Thanks for the link.

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Albnd, not sure what you mean by "discard part of the portfolio". I haven't had a chance to watch the presentation you posted yet, but looks interesting - definitely will.

 

I mean, dropping (selling) part of the portfolio in case of a major drawdown, so to restore the original Kelly ratio. It may look counterintuitive (and scary), but makes sense.

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    • Date: 15th April 2024. Market News – Negative Reversion; Safe Havens Rally. Trading Leveraged Products is risky Economic Indicators & Central Banks:   Markets weigh risk of retaliation cycle in Middle East. Initially the retaliatory strike from Iran on Israel fostered a haven bid, into bonds, gold and other haven assets, as it threatens a wider regional conflict. However, this morning, Oil and Asian equity markets were muted as traders shrugged off fears of a war escalation in the Middle East. Iran said “the matter can be deemed concluded”, and President Joe Biden has called on Israel to exercise restraint following Iran’s drone and missile strike, as part of Washington’s efforts to ease tensions in the Middle East and minimize the likelihood of a widespread regional conflict. New US and UK sanctions banned deliveries of Russian supplies, i.e. key industrial metals, produced after midnight on Friday. Aluminum jumped 9.4%, nickel rose 8.8%, suggesting brokers are bracing for major supply chain disruption. Financial Markets Performance:   The USDIndex fell back from highs over 106 to currently 105.70. The Yen dip against USD to 153.85. USOIL settled lower at 84.50 per barrel and Gold is trading below session highs at currently $2357.92 per ounce. Copper, more liquid and driven by the global economy over recent weeks, was more subdued this morning. Currently at $4.3180. Market Trends:   Asian stock markets traded mixed, but European and US futures are slightly higher after a tough session on Friday and yields have picked up. Mainland China bourses outperformed overnight, after Beijing offered renewed regulatory support. The PBOC meanwhile left the 1-year MLF rate unchanged, while once again draining funds from the system. Nikkei slipped 1% to 39,114.19. On Friday, NASDAQ slumped -1.62% to 16,175, unwinding most of Thursday’s 1.68% jump to a new all-time high at 16,442. The S&P500 fell -1.46% and the Dow dropped 1.24%. Declines were broadbased with all 11 sectors of the S&P finishing in the red. JPMorgan Chase sank 6.5% despite reporting stronger profit in Q1. The nation’s largest bank gave a forecast for a key source of income this year that fell below Wall Street’s estimate, calling for only modest growth. Apple shipments drop by 10% in Q1. Always trade with strict risk management. Your capital is the single most important aspect of your trading business. Please note that times displayed based on local time zone and are from time of writing this report. Click HERE to access the full HFM Economic calendar. Want to learn to trade and analyse the markets? Join our webinars and get analysis and trading ideas combined with better understanding on how markets work. Click HERE to register for FREE! Click HERE to READ more Market news. Andria Pichidi Market Analyst HFMarkets Disclaimer: This material is provided as a general marketing communication for information purposes only and does not constitute an independent investment research. Nothing in this communication contains, or should be considered as containing, an investment advice or an investment recommendation or a solicitation for the purpose of buying or selling of any financial instrument. All information provided is gathered from reputable sources and any information containing an indication of past performance is not a guarantee or reliable indicator of future performance. Users acknowledge that any investment in FX and CFDs products is characterized by a certain degree of uncertainty and that any investment of this nature involves a high level of risk for which the users are solely responsible and liable. We assume no liability for any loss arising from any investment made based on the information provided in this communication. This communication must not be reproduced or further distributed without our prior written permission.
    • The morning of my last post I happened to glance over to the side and saw “...angst over the FOMC’s rate trajectory triggered a flight to safety, hence boosting the haven demand. “   http://www.traderslaboratory.com/forums/topic/21621-hfmarkets-hfmcom-market-analysis-services/page/17/?tab=comments#comment-228522   I reacted, but didn’t take time to  respond then... will now --- HFBlogNews, I don’t know if you are simply aggregating the chosen narratives for the day or if it’s your own reporting... either way - “flight to safety”????  haven ?????  Re: “safety  - ”Those ‘solid rocks’ are getting so fragile a hit from a dandelion blowball might shatter them... like now nobody wants to buy longer term new issues at these rates...yet the financial media still follows the scripts... The imagery they pound day in and day out makes it look like the Fed knows what they’re doing to help ‘us’... They do know what they’re doing - but it certainly is not to help ‘us’... and it is not to ‘control’ inflation... And at some point in the not too distant future, the interest due will eat a huge portion of the ‘revenue’ Re: “haven” The defaults are coming ...  The US will not be the first to default... but it will certainly not be the very last to default !! ...Enough casual anti-white racism for the day  ... just sayin’
    • Date: 12th April 2024. Producer Inflation On The Rise, But Will Earnings Hold Demand Steady?     Producer inflation rose slightly less than previous expectations, but the annual figure continues to rise. The annual PPI rose to 2.1% and the Core PPI rose to 2.4%. The NASDAQ and SNP500 end the day higher, but the Dow Jones continues to struggle. This morning earnings kick off with the banking sector including JP Morgan, BlackRock and Wells Fargo. All 3 stocks trade higher during pre-trading hours. The Euro trades lower against all currencies despite the ECB’s attempt to establish a hawkish tone. USA100 – The NASDAQ Climbs Higher, But Is the Growth Sustainable? The NASDAQ was the only index which did not witness a significant decline at the opening of the US session. In addition to this, the USA100 is the only index which is witnessing indications of a bullish market. The price has crossed onto a higher high breaking the resistance level at $18,269. The index is also trading above the 75-Bar EMA and at the 65.00 level on the RSI which signals buyers are controlling the market. However, a similar large bullish impulse wave was also formed on the 3rd and 5th of the month and was followed by a correction. Therefore, investors need to be cautious of a bearish breakout which may signal a correction back to the 75-bar EMA (18,165). The medium-term growth and its sustainability will depend on the upcoming earnings data.   Bond yields declined during this morning’s Asian session by 18 points, which is positive for the stock market. However, even with the decline, bond yields remain significantly higher than Monday’s opening yield. This week the 10-year bond yield rose from 4.424 to 4.558, which is a concern. If bond yields again start to rise, the stock market potentially can again become pressured. 25% of the NASDAQ ended the day lower and 75% higher. This gives a clear indication of the sentiment towards the technology sector and reassures traders about the price movement. Another positive was all of the top 12 influential stocks rose in value. Apple, NVIDIA and Broadcom saw the strongest gains, all rising more than 4%. Producer inflation read slightly lower than expectations, however, the index continues to rise. The Producer Price Index rose from 1.6% to 2.1% and the Core PPI from 2.1% to 2.4%. Therefore, it is not indicating inflation will become easier to tackle in the upcoming months. For this reason, investors should note that inflation and the monetary policy is still a risk and can trigger strong bearish impulse waves. EURUSD – The Euro Declines Against Major Currencies The European Central Bank is attempting to concentrate on the positive factors and give no indications of when the committee may opt to cut rates. For example, President Lagarde advises “sales figures” remain stable, but the issue remains they are stably low. Officials said the decline in prices generally confirms medium-term forecasts and is ensured by a decrease in the cost of food and goods. Most experts continue to believe that the first reduction in interest rates will happen in June, and there may be three or four in total during the year. Due to this, the Euro is declining against all currencies including the Pound, Yen and Swiss Franc. The US Dollar Index on the other hand trades 0.39% higher and is almost trading at a 23-week high. Due to this momentum, the price of the exchange continues to indicate a decline in favor of the US Dollar.   Always trade with strict risk management. Your capital is the single most important aspect of your trading business. Please note that times displayed based on local time zone and are from time of writing this report. Click HERE to access the full HFM Economic calendar. Want to learn to trade and analyse the markets? Join our webinars and get analysis and trading ideas combined with better understanding on how markets work. Click HERE to register for FREE! Click HERE to READ more Market news. Michalis Efthymiou Market Analyst HMarkets Disclaimer: This material is provided as a general marketing communication for information purposes only and does not constitute an independent investment research. Nothing in this communication contains, or should be considered as containing, an investment advice or an investment recommendation or a solicitation for the purpose of buying or selling of any financial instrument. All information provided is gathered from reputable sources and any information containing an indication of past performance is not a guarantee or reliable indicator of future performance. Users acknowledge that any investment in FX and CFDs products is characterized by a certain degree of uncertainty and that any investment of this nature involves a high level of risk for which the users are solely responsible and liable. We assume no liability for any loss arising from any investment made based on the information provided in this communication. This communication must not be reproduced or further distributed without our prior written permission.
    • $MSFT Microsoft stock top of range breakout above 433.1, https://stockconsultant.com/?MSFT
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