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jperl

Trading with Market Statistics VI. Scaling In and Risk Tolerance

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comeon guys, save this stuff for last....so over the head of who is following this so far.

HUPS and market rotation theory next??

 

What stuff are you referring to darth?

 

Next thread will be on counter trend trades at the PVP. We won't get to details about HUP until thread IX or X.

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Well Dogpile, I wish I had traded NQ today instead of ER. There were at least four good long entry points including 1 scale-in point. In all trades, the VWAP was above the PVP, so distribution was skewed to the upside as you can see in each of the charts below.

 

 

Pretty good I'd say using just simple statistics.

Jerry,

In your assessment of VWAP and its SD, does price ever reach the 3rd SD level? If not, why not?

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Jerry,

In your assessment of VWAP and its SD, does price ever reach the 3rd SD level? If not, why not?

 

good question cooter. yes price will reach the 3rd SD at times. This usually occurs on a fast momentum break out. In the last week there has been a lot of this. Extremely difficult to trade, if you didn't catch the move at the start. You don't want to enter a trade when price hits the 3rd SD. A rebound could catch you off guard.

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good question cooter. yes price will reach the 3rd SD at times. This usually occurs on a fast momentum break out. In the last week there has been a lot of this. Extremely difficult to trade, if you didn't catch the move at the start.

 

Perhaps you could point out an instance of this in a future video, as I've yet to see it myself (based on your calculations of the VWAP and its SD).

 

You don't want to enter a trade when price hits the 3rd SD. A rebound could catch you off guard.

 

Why not? Wouldn't you want to fade it and buy the pullback as price regresses towards the mean?

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Jerry,

 

Clarifying question, when calculating your:

 

VWAP

PVP

SD bands

 

Are you only going down to a 2minute chart for accuracy? I mean are you computing the variance, SD and VWAP and PVP using 2min data knowing that it is off a bit. Or are you using 2m of VWAP and SD and then using 1 tick data for volume at every price for the PVP only....Or all of them using tick data but displaying on a 2m chart?

 

This is important as I would like to code exactly what you are doing so that TS users can follow along exactly with what you are doing.

 

Also, nice job dogpile, that is an excellent setup until we get this thing programmed.

 

Thanks Jerry,

 

dbntina

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comeon guys, save this stuff for last....so over the head of who is following this so far.

HUPS and market rotation theory next??

 

I would focus on what jerry has to say and pretty much ignore everything else unless it 'resonates' with a question that you have. I am not sure it is neccasary to fully understand the maths to me it is of secondary importance over whether the tools work through empirical research. If they prove to (they certainly look as if they do) I will probably try to understand the maths better.

 

It seems simple to me (if I understand it correctly) The relationship of the modal point (PVP) and the mean point (VWAP) gives you a bias for the market. This alone is pretty interesting to me and worthy of study. I have a hunch this may be turned on its head (a little) in the end when a market is statistically 'over extended' and we might expect a return to the mean. Maybe it'll be coupled with a switch in PvP....guess we'll see soon.

 

The other 'simple' thing is that an arbitrary tool (though it is statistically derived) is offered for when volatility expands and we anticipate we might not get a revision to the mean. The think I like is that these provide straight forward lines (though I am always suspect of squiggly lines:eek:) to manage your trades from. So far it seems like all bases are being covered.

 

Cheers.

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I was going to answer your original question but I am feeling particularly lazy today :).

 

It does raise an interesting point. Assuming that you only risk ever risk 2% (i.e. it is fixed rather than variable). Then the only variable in the frame work that you have control of is your position size. Knowing where the PVP VWAP & 1SD are you can calculate the size for a single entry at the VWAP or a scaled in entry at SD1 & VWAP so that no more than 2% is put at risk correct?

 

This seems a good point to raise a delicate question.

 

I would quite like to know roughly what percentage of trade type a)VWAP and trade type b) SD1 get stopped out. (I am guessing fairly low as we are often putting quite a large amount at risk compared to the reward). That would give a better idea of whether 2% is a reasonable amount to risk, (and to calculate your risk of ruin, a more interesting statistic I think!).

 

I appreciate it may not be valuable using this R:R value for arbitrary stops and targets however it is valuable looking at it historically to understand the performance of your system/method, the overall expectancy of your trading month to month, and finally what % to put at risk on any particular trade.

 

Another splendid thread Jerry thanks.

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Why not? Wouldn't you want to fade it and buy the pullback as price regresses towards the mean?

 

in reply to my statement:

 

yes price will reach the 3rd SD at times. This usually occurs on a fast momentum break out. In the last week there has been a lot of this. Extremely difficult to trade, if you didn't catch the move at the start. You don't want to enter a trade when price hits the 3rd SD. A rebound could catch you off guard.

 

By entering a trade at the 3rd SD, I meant entering in the same direction as the breakout.

By fading it, you are doing a countertrend trade. This is also dangerous because you are trading against the skew. The breakout could just continue.

We will discuss countertrend trades in the next thread.

 

And yes you should wait for a pull back to the 2nd or better the 1st SD and enter in the direction of the breakout.

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Clarifying question, when calculating your:

 

VWAP

PVP

SD bands

 

Are you only going down to a 2minute chart for accuracy? I mean are you computing the variance, SD and VWAP and PVP using 2min data knowing that it is off a bit. Or are you using 2m of VWAP and SD and then using 1 tick data for volume at every price for the PVP only....Or all of them using tick data but displaying on a 2m chart?

 

This is important as I would like to code exactly what you are doing so that TS users can follow along exactly with what you are doing.

 

 

Thanks Jerry,

 

dbntina

 

The VWAP and SD are both computed using the volume of each bar and the average price of that bar (O+H+L+C)/4 as input to the computation as stated in post 14559. So depending on the time scale of the chart, the VWAP and SD will be slightly different. The differences get small as more bars are added to the charts (less than 1 tick).

For example at 11:54 EST today for NQ, VWAP computations gave the following numbers:

 

2 minute chart VWAP = 1959.88

4 minute chart VWAP = 1959.82

10 minute chart VWAP=1959.67

 

These are all within 1 tick of one another. so yo don't need to use tick data for the computation which is very CPU intensive.

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The biggest thing I have to ask though is should i start out with a really small account, play only 1 car at vwap over 4 markets or wait until i have more capital to be able to scale over a single instrument? or even wait to scale over 4 instruments?

Basically, if you were to start over trading, what would you do??

 

If you are going to use risk tolerance procedures to trade, you need a sufficiently large account so that 2% of it represents enough dollars to scale-in or reverse trades when necessary. Once you have computed your risk tolerance, you can then decide what instruments to trades based on their current SD. Personally, I wish I had known about risk tolerance years ago when I first started trading.

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curious jerry,

 

in what type of enivornment does your method work best and in which type has it not done well historically? do you prefer trend days to make a lot of money (ie yesterday on NQ) or a choppy, 'normal' market (normal meaning avg ATR type of days with 2-way action)?

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This seems a good point to raise a delicate question.

 

I would quite like to know roughly what percentage of trade type a)VWAP and trade type b) SD1 get stopped out. (I am guessing fairly low as we are often putting quite a large amount at risk compared to the reward). That would give a better idea of whether 2% is a reasonable amount to risk, (and to calculate your risk of ruin, a more interesting statistic I think!).

 

I appreciate it may not be valuable using this R:R value for arbitrary stops and targets however it is valuable looking at it historically to understand the performance of your system/method, the overall expectancy of your trading month to month, and finally what % to put at risk on any particular trade.

 

Another splendid thread Jerry thanks.

 

Well it's tough to answer your question Blowfish, because I haven't kept any data on every possible trade that could have been taken.

As far as getting stopped out, that is, my risk tolerance hit, it doesn't happen that often, maybe once every couple of months (turns out it happened yesterday). Usually when it does happen, it's because I did something stupid, like scaling in too early, or not having my system stop in the right place, or not seeing something that I recognized after the fact.

Generally markets rotate daily many times, so there is ample opportunity to exit a trade after scale in. On trend days, you wouldn't scale in, but I think it would be pretty obvious. Trend days usually just creep up an SD with little or no rotation.

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curious jerry,

 

in what type of enivornment does your method work best and in which type has it not done well historically? do you prefer trend days to make a lot of money (ie yesterday on NQ) or a choppy, 'normal' market (normal meaning avg ATR type of days with 2-way action)?

 

Well first, I haven't defined a method as such. I've given you a tool from which you could develop your own method. Every trader using the volume distribution function will use it differently. So far I've shown you some basic entry and exit points, which you could incorporate into a style of trading.

 

Secondly, if you call yesterday a trend day for NQ, it worked pretty well, don't you think? I wouldn't have called yesterday a trend day for NQ, because there was considerable rotation from one SD to another. A trend day from my perspective is one with little rotation, ie, market just creeps up one of the SD curves all day long.

 

There is no preference for environment type as far as using statisitical analyis like this to make a profit. What is more important is how you adjust your trading style to conform to the statistics for the day. You can make money (or lose it) on any type of day.

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Jerry,

 

Thanks for the info Jerry, right now the SD bands and VWAP are calculating correctly then based on how you do it so that's good.

 

However, I am assuming for the PVP you get that calculated on a Tick by Tick basis is that correct? Or do you also just do it on a 2 minute bar chart for example and take the price as o+h+l+c/4 and volume of that bar? It seems that it would be more of a problem estimating as far as the PVP is concerned.

 

I wrote the code for PVP on a 1 Tick chart and I am not even using arrays, just simple code keeping track of the highest volume at price traded and it is taking forever....

 

Thanks,

 

dbntina

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However, I am assuming for the PVP you get that calculated on a Tick by Tick basis is that correct? Or do you also just do it on a 2 minute bar chart for example and take the price as o+h+l+c/4 and volume of that bar?

dbntina

 

the PVP is computed by ensignsoftware. I believe it's computed on a bar by bar basis by dividing the volume for the bar equally between the fixed tick size interval for each bar. However you can ask Howard Arrington at ensign about that

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Jerry,

 

I wrote the code for PVP on a 1 Tick chart and I am not even using arrays, just simple code keeping track of the highest volume at price traded and it is taking forever....

 

Thanks,

 

dbntina

 

Don't you need to store the volume at every price level somwhere? I can't see how you can do that effectively without an array (but I can be pretty dumb sometimes). I guess you could have a variable for each price level or something?

 

I'm being dense again here do you mean its taking forever to calculate or ages to code ?

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A sequence from today. One think I am asking myself is whether to wait for a close through the vwap and then a final kiss goodbye or whether to take the trade as price pulls through.

 

Here is a sequence of DAX trades using the latter am I on the right track Jerry? a couple of inetresting areas the 'flip' (pvp and vwap) around 8.00 and then about an hours consolidation. Also 11 until curent time further consolidation with a nasty spike to our stop at PoC!

 

Despite some unpleasantness I think it looks profitable on the morning. (thats assuming I have got things correct.) I am thinking you might not take the trade right after a flip or the one after when PvP and VWAP are pretty close (not much skew).

 

Comments welcome.

Cheers.

jperltrades1.thumb.png.7aba0d1755723a10b91676466b96530a.png

jperltrades2.thumb.png.ce19aaab48008d7caeaf22119b59d8be.png

jperltrades3.thumb.png.14dbcca5540edc50b429229ac1eb2ea2.png

jperltrades.thumb.png.42fc54467fb0b725fc90042534647464.png

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A sequence from today. One think I am asking myself is whether to wait for a close through the vwap and then a final kiss goodbye or whether to take the trade as price pulls through.

 

Nice charts BlowFish.

 

On the first chart, the first blue up arrow at the VWAP is a good entry. You pull the trigger on the retrace when price is at 1 tick above the VWAP.

If you are an aggressive trader, you would have pulled the trigger 5 bars back when price crossed the VWAP, maybe exited the trade part way up and then pulled the trigger a second time on the retrace. Again this is all a matter of style.

 

3 bars after the retrace, you notice price touched the 1st SD. If you were in a trade with more than 1 contract, exit half there and hold on for the ride up to the 2nd SD with stop at break even. You would have been stopped out of course, on the second contract, but that's ok, you made your profit on the trade.

 

a couple of inetresting areas the 'flip' (pvp and vwap) around 8.00 and then about an hours consolidation.

We'll discuss what to do when the PVP abruptly changes in the next thread on counter trend trading.

 

Despite some unpleasantness I think it looks profitable on the morning. I am thinking you might not take the trade right after a flip or the one after when PvP and VWAP are pretty close (not much skew).

Again that's coming up in the next thread. When the PVP changes so the skew flips sign (in your chart from positive to negative), life gets very interesting and dangerous. The next thread and beyond will be the start of the advanced trader's threads.

 

 

Comments welcome.

Cheers.

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Blowfish,

 

Nice job...I am guessing that is not tradestation? I am wishing upon a star...he he.

 

Blowfish...correct I was iterating each bar but I realize that is going to take up more resources then just doing an array and adding the volume one time on each successive tick...oh well.

 

I can do it through an array...in fact doing it right now.

 

The problem I am going to have is getting the data from the tick to a 2minute chart using ADE. Great tool but not a lot of documentation. The syntax is not hard but understanding the logic and transferring the code to a higher timeframe is not as common apparently as people using it from a higher timeframe to plot on smaller timeframe.

 

Once I get the logic on the tick timeframe...I might need help from others on using ADE to get it to the higher tf and then altering the code on the higher tf.

 

Thanks,

 

dbntina

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Thanks for sharing Jperl!

 

Your timing is perfect after 4.5 years trying i'm more then ready to say goodbye to the classic indicators like CCI , MA, etc.

 

Im looking forward to the next threads and videos

 

Im using MultiCharts whice uses ELD's like tradestation.

I found someone who can create the pvp.

 

Is plotting on a (2 min) intraday chart enough or does the ELD for pvp needs more functionality for the upcomming lessons ? (plotting weekly ? etc.)

 

thanks!

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btw, until we figure out the PVP code -- I am using a screen like this -- call it poor man's PVP -- 2 windows side by side with font shrunk down to '5' (times new roman)

 

 

Hi Dog, can you share your eld of vwap and sd`s.. ? thanks Walter.

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Blowfish,

 

 

Once I get the logic on the tick timeframe...I might need help from others on using ADE to get it to the higher tf and then altering the code on the higher tf.

 

Thanks,

 

dbntina

 

Yeah Id be inclined just to use single time frame to start out and worry about ADE later (if at all). AS Gerry points out the approximation using 2 minute bars is adequate for him (having said that Ensign probably accumulates volume in real time).

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Blowfish,

 

The profile in your chart above looks a lot like the one I found in this TS Forum thread: https://www.tradestation.com/Discussions/Topic.aspx?Topic_ID=50398&SearchTerm=Market%20Profile&txtExactMatch=

 

Sorry, I couldn't get the hyperlink to work properly. Anyway, if so, I downloaded the ELD for 8.1 but can't get it to display on a chart. Any tips?

 

Thanks,

Karl

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    • Date: 17th April 2024. Market News – Appetite for risk-taking remains weak. Economic Indicators & Central Banks:   Stocks, Treasury yields and US Dollar stay firmed. Fed Chair Powell added to the recent sell off. His slightly more hawkish tone further priced out chances for any imminent action and the timing of a cut was pushed out further. He suggested if higher inflation does persist, the Fed will hold rates steady “for as long as needed.” Implied Fed Fund: There remains no real chance for a move on May 1 and at their intraday highs the June implied funds rate future showed only 5 bps, while July reflected only 10 bps. And a full 25 bps was not priced in until November, with 38 bps in cuts seen for 2024. US & EU Economies Diverging: Lagarde says ECB is moving toward rate cuts – if there are no major shocks. UK March CPI inflation falls less than expected. Output price inflation has started to nudge higher, despite another decline in input prices. Together with yesterday’s higher than expected wage numbers, the data will add to the arguments of the hawks at the BoE, which remain very reluctant to contemplate rate cuts. Canada CPI rose 0.6% in March, double the 0.3% February increase BUT core eased. The doors are still open for a possible cut at the next BoC meeting on June 5. IMF revised up its global growth forecast for 2024 with inflation easing, in its new World Economic Outlook. This is consistent with a global soft landing, according to the report. Financial Markets Performance:   USDJPY also inched up to 154.67 on expectations the BoJ will remain accommodative and as the market challenges a perceived 155 red line for MoF intervention. USOIL prices slipped -0.15% to $84.20 per barrel. Gold rose 0.24% to $2389.11 per ounce, a new record closing high as geopolitical risks overshadowed the impacts of rising rates and the stronger dollar. Market Trends:   Wall Street waffled either side of unchanged on the day amid dimming rate cut potential, rising yields, and earnings. The major indexes closed mixed with the Dow up 0.17%, while the S&P500 and NASDAQ lost -0.21% and -0.12%, respectively. Asian stock markets mostly corrected again, with Japanese bourses underperforming and the Nikkei down -1.3%. Mainland China bourses were a notable exception and the CSI 300 rallied 1.4%, but the MSCI Asia Pacific index came close to erasing the gains for this year. 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.vvvvvvv
    • Date: 16th April 2024. Market News – Stocks and currencies sell off; USD up. Economic Indicators & Central Banks:   Stocks and currencies sell off, while the US Dollar picks up haven flows. Treasuries yields spiked again to fresh 2024 peaks before paring losses into the close, post, the stronger than expected retail sales eliciting a broad sell off in the markets. Rates surged as the data pushed rate cut bets further into the future with July now less than a 50-50 chance. Wall Street finished with steep declines led by tech. Stocks opened in the green on a relief trade after Israel repulsed the well advertised attack from Iran on Sunday. But equities turned sharply lower and extended last week’s declines amid the rise in yields. Investor concerns were intensified as Israel threatened retaliation. There’s growing anxiety over earnings even after a big beat from Goldman Sachs. UK labor market data was mixed, as the ILO unemployment rate unexpectedly lifted, while wage growth came in higher than anticipated – The data suggests that the labor market is catching up with the recession. Mixed messages then for the BoE. China grew by 5.3% in Q1 however the numbers are causing a lot of doubts over sustainability of this growth. The bounce came in the first 2 months of the year. In March, growth in retail sales slumped and industrial output decelerated below forecasts, suggesting challenges on the horizon. Today: Germany ZEW, US housing starts & industrial production, Fed Vice Chair Philip Jefferson speech, BOE Bailey speech & IMF outlook. Earnings releases: Morgan Stanley and Bank of America. Financial Markets Performance:   The US Dollar rallied to 106.19 after testing 106.25, gaining against JPY and rising to 154.23, despite intervention risk. Yen traders started to see the 160 mark as the next Resistance level. Gold surged 1.76% to $2386 per ounce amid geopolitical risks and Chinese buying, even as the USD firmed and yields climbed. USOIL is flat at $85 per barrel. Market Trends:   Breaks of key technical levels exacerbated the sell off. Tech was the big loser with the NASDAQ plunging -1.79% to 15,885 while the S&P500 dropped -1.20% to 5061, with the Dow sliding -0.65% to 37,735. The S&P had the biggest 2-day sell off since March 2023. Nikkei and ASX lost -1.9% and -1.8% respectively, and the Hang Seng is down -2.1%. European bourses are down more than -1% and US futures are also in the red. CTA selling tsunami: “Just a few points lower CTAs will for the first time this year start selling in size, to add insult to injury, we are breaking major trend-lines in equities and the gamma stabilizer is totally gone.” Short term CTA threshold levels are kicking in big time according to GS. Medium term is 4873 (most important) while the long term level is at 4605. 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.
    • 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’
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