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Eiger

[VSA] Volume Spread Analsysis Part III

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Since the VSA II thread now has over 2,200 posts and 128,000 visits, it seemed time to start VSA III. To get us rolling, here is quick VSA look at how the market unfolded this morning on the 3-minute time frame (S&P e-minis).

 

 

The market opened higher than yesterday’s close, fell off over the first 15 minutes to A, and then tried to rally.

 

B – the rally to B did not bring out demand, and the bars at B were weak, closing on their lows.

 

C – A very weak bar with an increase in spread and volume to the downside. Supply came into the market here.

 

D – No demand on the first rally after weakness appeared and a good short.

 

E – Volume drops off as the market moves lower into the area of yesterday’s close.

 

F – A bottom reversal on good spread indicating demand.

 

G – the market tests the lows of E/F and is unable to draw supply. As it begins to rally, it tests again at G1.

 

H – An increase in volume with a good close, but the spread narrows – caution for longs.

 

J – Down bar, on wide spread and high volume shows supply has reentered the market.

 

J – No Demand followed by a small hidden upthrust.

 

K – Again we come back into the lows and find no supply and the market rallies.

 

T – Tests occur below the resistance at I indicating a rally and a break of I.

 

L – small bottom reversal/key reversal bar which tests for supply by dipping lower one last time before moving up to close on its high.

 

M – Break through the resistance at I and a rally into the noon hour. Note that the volume falls off as we move into the noon hour and come into the morning supply at A.

 

Hope this is helpful,

 

Eiger

5aa70ecd87231_ES3-minMay609.thumb.png.61752d084a144dfcd153f5e223eaec02.png

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At the start of this new thread I'd like to share with you an indicator that someone made for me. The idea was as follows: VSA folks often place significance on volume that's less than the previous two bars. Why not create an indicator that reflects this by painting such a volume histogram blue? Well, I started with Tradestation's "Volume Average" indicator (standard issue) and tried to play around with it myself to adapt it, but I'm not good enough at EasyLanguage, so I threw it out to the Tradestation forum and somebody coded up for me the indicator I've got attached.

 

As you can see from the attached chart, it doesn't work so hot. All the vertical lines are places where the volume was less than the previous 2 bars, but it didn't get a blue color added to it. I'm not sure why that is. If someone can fix it so it correctly shows each and every instance where the volume of a given bar is less than the previous two, I'd be very grateful.

 

As it is, the indicator does have some value, especially when you get multiple bars with decreasing volume. It just gives you a visual cue that can be especially helpful when scanning charts.

 

Good trading all,

Tasuki

Volume Avg Vol2Less1.ELD

5aa70ece0defc_VolumeAvgVol2Less1.thumb.png.3e49563d38356bfe47c00fb35b4c5499.png

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At the start of this new thread I'd like to share with you an indicator that someone made for me. The idea was as follows: VSA folks often place significance on volume that's less than the previous two bars. Why not create an indicator that reflects this by painting such a volume histogram blue? Well, I started with Tradestation's "Volume Average" indicator (standard issue) and tried to play around with it myself to adapt it, but I'm not good enough at EasyLanguage, so I threw it out to the Tradestation forum and somebody coded up for me the indicator I've got attached.

 

As you can see from the attached chart, it doesn't work so hot. All the vertical lines are places where the volume was less than the previous 2 bars, but it didn't get a blue color added to it. I'm not sure why that is. If someone can fix it so it correctly shows each and every instance where the volume of a given bar is less than the previous two, I'd be very grateful.

 

As it is, the indicator does have some value, especially when you get multiple bars with decreasing volume. It just gives you a visual cue that can be especially helpful when scanning charts.

 

Good trading all,

Tasuki

 

Thanks for posting this. It would be a very useful paintbar application. It is interesting that you post this now as I just sent a check out today to open an account at TradeStation. I haven't used TS for quite some time, but when I did, I thought it was quite good. So, I would find this helpful as well. It would also be useful to color code the price bars as up (higher close than previous bar's close), down (lower close than previous bar's close) and level (same close) -- see example in the chart in the first post on this thread. If no one picks up on this in a day or two, I'll copy it into the coding forum and make the request there. Thanks, Tas - it's a good idea.

 

Eiger

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I would like ask Eiger ,what do you think about it. ??

It is chart 5 min ES yesterday.

http://www.sierrachart.com/userimages/upload_2/1241665291_84_UploadImage.png

After spring (S) bar 12,30 -- 12,35 h. I looked for test bar but I didnt find, so I didnt take long trade.

 

It is chart 5 min ES yesterday too,but every bar starts 9,37 -- 9,42,--- 9,47 h.......

http://www.sierrachart.com/userimages/upload_2/1241665703_93_UploadImage.png

Here I see test (T) in bar 12,37-12,42h. What is your opininion. It is good take long trade after this test bar ???

Thank you

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Thanks for posting this. It would be a very useful paintbar application. It is interesting that you post this now as I just sent a check out today to open an account at TradeStation. I haven't used TS for quite some time, but when I did, I thought it was quite good. So, I would find this helpful as well. It would also be useful to color code the price bars as up (higher close than previous bar's close), down (lower close than previous bar's close) and level (same close) -- see example in the chart in the first post on this thread. If no one picks up on this in a day or two, I'll copy it into the coding forum and make the request there. Thanks, Tas - it's a good idea.

 

Eiger

 

Hi Eiger

 

I've been hesitant to post the volume indicator I am using because I am not a very efficient programmer and also don't really want to start supporting indicators, but here it goes... Maybe someone can use this as a building block, or optimize the code.

 

The colors used are:

Green = Regular up bar

Dark Green = No Demand

Red = Regular down bar

Dark Red = No Supply

White = Same close than previous bar on higher volume

Yellow = Same close than previous bar on lowest volume in two bars

Magenta = Highest Volume of last two bars, smallest range of last two bar and at a 5 bar high or low.

 

I also plot the 20 bar moving average of volume and 1.5 and 2 times the average volume.

 

I am using MultiCharts, but the code should compile on TradeStation.

 

inputs:	PlotAvg(True), 
	AvgLength(20 ), 
	Val1(1.5),
	Val2(2),
	UpColor(Green),
	DownColor(Red),
	NoDemandColor(DarkGreen),
	NoSupplyColor(DarkRed),
	ChurnColor(magenta);	

variables: 
Vol( 0 ),
VolAvg( 0 ),
StdVal(0),
Body(0);

If BarType >= 2 then Vol = Volume else Vol = Ticks;	

VolAvg = AverageFC(Vol, AvgLength ) ; 
StdVal = StandardDev(Vol, AvgLength, 1) ;

Plot1(Vol, "Vol" );
If PlotAvg then begin
Plot2(VolAvg, "VolAvg" ) ;
Plot3(VolAvg * Val1,"SDV1");
Plot4(VolAvg * Val2,"SDV2");
end;	


if C > C[1] then begin
SetPlotColor( 1, UpColor ); 
If Vol < Lowest(Vol,2)[1] then SetPlotColor(1,NoDemandColor);
end	
else if C < C[1] then begin
SetPlotColor( 1, DownColor ) ;
If Vol < Lowest(Vol,2)[1] then SetPlotColor(1,NoSupplyColor);	
end	
else begin
if C = C[1] then SetPlotColor(1,White);
If Vol < Lowest(Vol,2)[1] then SetPlotColor(1,Yellow);	
end;	

If (Vol > Vol[1] and Vol > Vol[2]) and Range <= Lowest(Range,2)[1] and 
(High = Highest(High,5) or Low = Lowest(low,5)) then SetPlotColor(1,ChurnColor);

5aa70ece15866_VSAVolume.thumb.png.877c3b3f110cb1fc3c75f8640b12fdb9.png

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Hi Eiger

 

I've been hesitant to post the volume indicator I am using because I am not a very efficient programmer and also don't really want to start supporting indicators, but here it goes... Maybe someone can use this as a building block, or optimize the code.

 

The colors used are:

Green = Regular up bar

Dark Green = No Demand

Red = Regular down bar

Dark Red = No Supply

White = Same close than previous bar on higher volume

Yellow = Same close than previous bar on lowest volume in two bars

Magenta = Highest Volume of last two bars, smallest range of last two bar and at a 5 bar high or low.

 

I also plot the 20 bar moving average of volume and 1.5 and 2 times the average volume ...

 

 

Hi Sevensa,

 

Thanks for posting this. I am glad you did -- it's a big help.

 

FWIW - For volume, I have always used a standard deviation function off the 20-period SMA of the volume. Even though our data is not normally distributed, the standard deviation function gives us a pretty good sense of the probabilities of the volume bar. We know, for example, that about 68 percent of all individual volume bars should fall within one SD of the mean. When the volume hits or exceeds 2 SDs,we know it can be significant (either producing an impulse move when pushing though a trading range or stopping/climactic volume). An upper Bollinger Band applied to the volume or a SD function both do the same job.

 

Hope this is helpful,

 

Eiger

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I would like ask Eiger ,what do you think about it. ??

It is chart 5 min ES yesterday.

http://www.sierrachart.com/userimages/upload_2/1241665291_84_UploadImage.png

After spring (S) bar 12,30 -- 12,35 h. I looked for test bar but I didnt find, so I didnt take long trade.

 

It is chart 5 min ES yesterday too,but every bar starts 9,37 -- 9,42,--- 9,47 h.......

http://www.sierrachart.com/userimages/upload_2/1241665703_93_UploadImage.png

Here I see test (T) in bar 12,37-12,42h. What is your opininion. It is good take long trade after this test bar ???

Thank you

 

Springs are one of my favoirte trades. I have studied and traded them for a long time and have a pretty good grasp on their characteristics. Because of that, I usually don't wait for a test for confirmation. Many times springs will just take off like it did here.

 

So, how would you know whether a spring has high odds or not. Your chart has all the characteristics I look for in a spring:

 

First, the background. Here, the market is in an uptrend. It has made higher highs and higher lows. Springs do not work well in a downtrend. I never take a spring when the trend is down unless a clear SOS and a base (cause) have occured. When I see an uptrend in place, I start thinking pullbacks and springs. Note that once again, the all-important background is always the first consideration.

 

What is particularly nice about this spring is that there was a reaction back to support on relatively light volume. This is a choice setup; I really like this look. It is described in the Wyckoff texts as a Jump Across the Creek, and then a Back Up to the the Edge of the Creek. The creek represents supply and the jump across the creek indicates a sign of strength. The market will frequently come back to the edge of the creek and test, as it did here. Testing in this context means not on a single bar as in VSA, but coming back into the area of supply (red curved line) aand testing it to make sure no additional supply is there which would thwart an up move. Volume on the reaction was lighter than the rally.

 

The bar before the Sping was telling. That bar looked ominous, closing on its low and closing lower than the closes of the last four bars. Volume did not increase substantially, however, and the spring bar dipped lower, turned around, closed on its highs, and volume came in. If you were watching this bar develop real time, you would have seen the volume come in as the bar rallied up - this is demand off the bottom. The spring bar is also a bottom reversal in VSA terms, so it had that going for it, too.

 

The final piece to this is that the spring bar was powerful enough to come right up to the minor supply line of the reaction. Any further advance in price would take out this line, which occured shortly thereafter.

 

Regarding switching how the chart displays the bars to look for confirmation -- I personally wouldn't do that. This is akin to committing "confirmation bias," or looking for indications you normally don't look at to support a decision. It is better to either study springs until you are completely confident in trading them without a test for confirmation or specifying that a spring must be confirmed by a test and if a test does not occur, just let the trade pass. Either is perfectly fine.

 

If your criteria includes a test and a test does not occur, so what. A trade was missed. No big deal. There is always another good trade coming just around the next corner. If you note on the chart after rallying aggressively off the spring, the market moved up above the last high (HH) making another new high, rested, held its gains, and gave a nice VSA Test for entry (green arrow).

 

Hope this is helpful,

 

Eiger

5aa70ece3834d_SpringMay509.png.0dbd2c11e9f6ee7623da0ccd720be0e7.png

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I am using MultiCharts, but the code should compile on TradeStation.

 

 

Yes, it does work in Tradestation version 8.6 build 2525.

Very nice indicator. thanks, sevensa.

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I just wanna say thank you for opening this new thread!I hope that it will be as successful as other 2 : }

 

I second that..

Anyone trade forex here? I just found this forum and haven't finished reading VSA I or VSA II..

 

Thanks

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You will discover the answer to that as you read through the threads! Don't be fooled by what people tell you, there is no volume reported on forex, People happily (and successfully apparently) use tick volume as a proxy for volume. Be aware it is only actually a proxy for order book activity so you get ticks without trades taking place. For example If I best bid then cancel it this will cause ticks without a trade taking place. So in short why pick an instrument where there is no volume reported when there hundreds of thousands where there is?

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You will discover the answer to that as you read through the threads! Don't be fooled by what people tell you, there is no volume reported on forex, People happily (and successfully apparently) use tick volume as a proxy for volume. Be aware it is only actually a proxy for order book activity so you get ticks without trades taking place. For example If I best bid then cancel it this will cause ticks without a trade taking place. So in short why pick an instrument where there is no volume reported when there hundreds of thousands where there is?

 

Did you mean to trade others than forex?

I saw people trade successfully in forex with VSA at another forum..but the forum didn't have much info coz they were focusing on indicators..

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Did you mean to trade others than forex?

I saw people trade successfully in forex with VSA at another forum..but the forum didn't have much info coz they were focusing on indicators..

 

If you are keen on trading currency why not trade Currency futures (CME) a regulated market and where true vol is reported, VSA principles will work just as well and the moves will be in line with forex, only less spikey.

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If you are keen on trading currency why not trade Currency futures (CME) a regulated market and where true vol is reported, VSA principles will work just as well and the moves will be in line with forex, only less spikey.

 

Absolutely. Not only that they have recently introduced mini futures (which I hear are picking up in liquidity) which would suit those with smaller accounts.

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.... Be aware it is only actually a proxy for order book activity so you get ticks without trades taking place. For example If I best bid then cancel it this will cause ticks without a trade taking place...

 

I have always understood tick volume (in general) to reflect actual trades and not withdrawn bids/offers, but then I don't trade FX, so this is new for me?? When I traded commodities futures years ago I do remember seeing a study done comparing tick with true volume in commodities (grains, I think) and having a correlation of about 85-90%.

 

In addition to currency futures and emini futures, there are currency ETFs with good liquidity and, thus, good volume.

 

Eiger

Edited by Eiger

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Eiger

 

Do you have any VSA related indicator/template for ensign, that I can use. Some posted alerts, but I am able to put up those alers in ensign. The alerts painted bars with volume < 2 previous bars and r quite helpful. Any1 could upload them as a template here.

Thanks

 

Thanks for posting this. It would be a very useful paintbar application. It is interesting that you post this now as I just sent a check out today to open an account at TradeStation. I haven't used TS for quite some time, but when I did, I thought it was quite good. So, I would find this helpful as well. It would also be useful to color code the price bars as up (higher close than previous bar's close), down (lower close than previous bar's close) and level (same close) -- see example in the chart in the first post on this thread. If no one picks up on this in a day or two, I'll copy it into the coding forum and make the request there. Thanks, Tas - it's a good idea.

 

Eiger

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Eiger

 

As the thread starter, maybe u may want to come up with some directives for newbies who accidentally came across this thread and start posing noobie questions without reading part 1 and part 2. I think it should be mandatory reading for any VSA enthusiasts to read Tom Williams MTM, and to at least take the time to read the 1st 10 pages of part 1 and part 2, before posing questions. Another second directive should be that when noobies or recent arrivals to VSA posed questions, their questions should be annoted on charts. Certain directives need to be put to grow the thread, so that we can each day come and poss our readings, or better, post mo realtime developments on the charts.

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Eiger

 

As the thread starter, maybe u may want to come up with some directives for newbies who accidentally came across this thread and start posing noobie questions without reading part 1 and part 2. I think it should be mandatory reading for any VSA enthusiasts to read Tom Williams MTM, and to at least take the time to read the 1st 10 pages of part 1 and part 2, before posing questions. Another second directive should be that when noobies or recent arrivals to VSA posed questions, their questions should be annoted on charts. Certain directives need to be put to grow the thread, so that we can each day come and poss our readings, or better, post mo realtime developments on the charts.

 

See this thread:

 

http://www.traderslaboratory.com/forums/f151/helpful-ideas-for-newcomers-to-vsa-5944.html#post64769

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That is what i try hard to learn.The backgroung.I read a lot of post from a lot of tarders and saw that most common mistake is not to look for the background.Pro traders or expirienced one talk much abt it but no one say this and this is the background.So that`s why i post this to see if anyone could give me a reasonable explanation if this is a valid signal not based only on these individual bars but on the back ground.As for background looking in my charts i see no previous highs or something i see that the trend is down.This is short term down from yesterday.This is the only thing i can see.So could someone give me reasonable explanation why this should be a good short or why not due to all we need to enter a tarde .. background and individual bars ... Thanks a lot.

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      Hey guys , what are the main things you look for to detect if the consolidation area is accumulating or distributing ? 
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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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