Showing posts with label Markets volatility. Show all posts
Showing posts with label Markets volatility. Show all posts
Monday, October 5, 2015
Monday, January 23, 2012
23/1/2012: Extreme Events
Going through 2 charts and mapping the big themes of the ongoing crises, one has to be in awe of the volatility. Here are the maps of extreme (3-Sigma-plus) events with 'directionality' reflected:
Lovely, aren't they? But the trick in the above is: we are not at the decay stage of volatility on the sovereigns re-pricing stage. This, to me, suggests that once the sovereign crisis re-pricing draws to conclusion (whenever that might happen - isa different story), there will be the need for finding that 'new normal' (reversion-to-the-trend target) for the markets valuations overall. And that is the whole new game, dependent less on the previous equilibrium that should have followed the Great Bursting period, but more on the future risks and trends in post-debt economies. Which, itself, really depends on whether any given market can sustain growth without endless supports (implicit and explicit) from the Government borrowings.
Just thought I'd throw few thoughts out there...
Lovely, aren't they? But the trick in the above is: we are not at the decay stage of volatility on the sovereigns re-pricing stage. This, to me, suggests that once the sovereign crisis re-pricing draws to conclusion (whenever that might happen - isa different story), there will be the need for finding that 'new normal' (reversion-to-the-trend target) for the markets valuations overall. And that is the whole new game, dependent less on the previous equilibrium that should have followed the Great Bursting period, but more on the future risks and trends in post-debt economies. Which, itself, really depends on whether any given market can sustain growth without endless supports (implicit and explicit) from the Government borrowings.
Just thought I'd throw few thoughts out there...
Sunday, January 1, 2012
1/1/2012: Groundhog Year 2012 - part 1
In the tradition of looking back at the year passed, let's take a quick view of one of my favorite indicators for risk assets fundamentals: the VIX index.
CBOE Volatility Index finished the year well off the inter-year highs, but nonetheless in an unpleasant territory. VIX closed December 2011 at an elevated 23.40, ahead of December 2010 close of 17.75, 2009 close of 21.68 and only behind the December 2008 levels of 40.00. December 2007 close was 22.50 and December 2006 was 11.56.
More unpleasant arithmetic emerges when we consider inter-annual performance. Historical maximum for daily close (from January 1990 through present) is 80.86, while maximum for 2010-present was 48.00 set on August 8, 2011.
The historical average for VIX is 20.57, while the average for January 2008-present is 27.74, for January 2010-present is 23.38 and for 2011 as a whole - 24.20, implying that wile 2011 was not the worst performing year on the record, it was certainly worse than 2010. Table below summarizes annual data comparatives.
Average intra-day volatility actually marks 2011 as the worst year on record. Average intra-day spread for VIX stands at 9.28 in 2011 against 8.97 in 2010-present and 9.08 in 2008-present. And both 3mo and 1mo dynamic standard deviations posted poor performance for VIX in 2011, making it the worst year on the record other than 2009. VIX dynamic 1mo semi-variance closed the year on 7.80 and annual average of 4.26 against 2010 average of 3.96 and 2009 average of 5.78.
Charts below highlight the fact that 2011 was a poor year for fundamentals-based analytics:
All above suggest that volatility is the starting point for 2012. Welcome back to the New 'Groundhog Day' Year.
CBOE Volatility Index finished the year well off the inter-year highs, but nonetheless in an unpleasant territory. VIX closed December 2011 at an elevated 23.40, ahead of December 2010 close of 17.75, 2009 close of 21.68 and only behind the December 2008 levels of 40.00. December 2007 close was 22.50 and December 2006 was 11.56.
More unpleasant arithmetic emerges when we consider inter-annual performance. Historical maximum for daily close (from January 1990 through present) is 80.86, while maximum for 2010-present was 48.00 set on August 8, 2011.
The historical average for VIX is 20.57, while the average for January 2008-present is 27.74, for January 2010-present is 23.38 and for 2011 as a whole - 24.20, implying that wile 2011 was not the worst performing year on the record, it was certainly worse than 2010. Table below summarizes annual data comparatives.
Average intra-day volatility actually marks 2011 as the worst year on record. Average intra-day spread for VIX stands at 9.28 in 2011 against 8.97 in 2010-present and 9.08 in 2008-present. And both 3mo and 1mo dynamic standard deviations posted poor performance for VIX in 2011, making it the worst year on the record other than 2009. VIX dynamic 1mo semi-variance closed the year on 7.80 and annual average of 4.26 against 2010 average of 3.96 and 2009 average of 5.78.
Charts below highlight the fact that 2011 was a poor year for fundamentals-based analytics:
All above suggest that volatility is the starting point for 2012. Welcome back to the New 'Groundhog Day' Year.
Friday, September 9, 2011
09/09/2011: VIX - another blow out
EU debt disaster and US own woes or just EU debt disaster, who knows, but VIX - that indicator of overall risk perceptions in the markets - is again above the psychologically important 40 mark.
Charts to illustrate:
Vix has gone to close at 40.50 today having opened at 35.53 and hitting the high of 40.74. In terms of historical comparatives:
3 mo dynamic standard deviation of VIX index reached 8.981 - the highest level of volatility in VIX since January 1, 2010 and 90th highest since both Jan 1, 2008 and Jan 1, 1990. We are now clocking the highest level of VIX volatility (on 3mo dynamic basis) since February 2009.
Looking at semi-variance:
1mo dynamic semi-variance for VIX is now running at 15.73 - not dramatic, but showing persistently elevated trend since August 5, 2011. Today's reading was, nonetheless, only 27th highest since Jan 1, 2010. To flag that - below is the snapshot of short series range:Yep, folks, with VIX stuck at elevated levels with occasional blowouts like today, with European banks beefing up their deposits with ECB and Bank of Japan, with investors throwing money at Uncle Sam and Bundesbank (at negative interest rates) and demand for CHF undeterred by the threats of continued devaluations, what we are seeing is fundamentals-driven run for safety. Nothing irrational here, unless feeling sh***less scared is irrational...
Charts to illustrate:
Vix has gone to close at 40.50 today having opened at 35.53 and hitting the high of 40.74. In terms of historical comparatives:
- Intra-day high achieved today was 170th highest point reached by VIX since Jan 1, 1990, 147th highest reading since Jan 1, 2008 and 15th highest since Jan 1, 2010
- VIX closing level was 156th highest in history since Jan 1, 1990, 129th highest since Jan 1, 2008 and 8th highest since Jan 1, 2010. The latter being pretty impactful
3 mo dynamic standard deviation of VIX index reached 8.981 - the highest level of volatility in VIX since January 1, 2010 and 90th highest since both Jan 1, 2008 and Jan 1, 1990. We are now clocking the highest level of VIX volatility (on 3mo dynamic basis) since February 2009.
Looking at semi-variance:
1mo dynamic semi-variance for VIX is now running at 15.73 - not dramatic, but showing persistently elevated trend since August 5, 2011. Today's reading was, nonetheless, only 27th highest since Jan 1, 2010. To flag that - below is the snapshot of short series range:Yep, folks, with VIX stuck at elevated levels with occasional blowouts like today, with European banks beefing up their deposits with ECB and Bank of Japan, with investors throwing money at Uncle Sam and Bundesbank (at negative interest rates) and demand for CHF undeterred by the threats of continued devaluations, what we are seeing is fundamentals-driven run for safety. Nothing irrational here, unless feeling sh***less scared is irrational...
Monday, August 17, 2009
Economics 17/08/2009: US markets jitters
US Markets: I've told you to be weary of the return of volatility. Chart below shows today's sudden- 17% jump in VIX volatility index and the coincident fall-off in the main markets (sorry, crumbling Eircom broadband infrastructure means I can't get my hand on better charts right now):
Even more worrisome is the following chart, showing that both near-term VIX and long-term VIX are actually in excess of the current VIX, so markets are now pricing higher volatility for the foreseeable future.
Another telling graph above - notice negative correlation of the last few months turning positive about a week ago and back to negative now - this is a likely holding pattern as in 2007 late Summer and 2008 Summer-Fall.
China was the latest trigger today, but it all goes back to trade flow, as China is a barometer of this and trade flows are a barometer of global growth...
Even more worrisome is the following chart, showing that both near-term VIX and long-term VIX are actually in excess of the current VIX, so markets are now pricing higher volatility for the foreseeable future.
Another telling graph above - notice negative correlation of the last few months turning positive about a week ago and back to negative now - this is a likely holding pattern as in 2007 late Summer and 2008 Summer-Fall.
China was the latest trigger today, but it all goes back to trade flow, as China is a barometer of this and trade flows are a barometer of global growth...
Monday, April 13, 2009
Daily Economics 14/04/09
University Quality & Earnings: this week's paper "University Quality and Graduate Wages in the UK" (IZA Discussion paper 4043, available here) estimates the relationship between the quality of UK universities and earnings of their graduates. From the abstract: "We examine the links between various measures of university quality and graduate earnings in the United Kingdom. We explore the implications of using different measures of quality and combining them into an aggregate measure. Our findings suggest a positive return to university quality with an average earnings differential of about 6 percent for a one standard deviation rise in university quality. However, the relationship between university quality and wages is highly non-linear, with a much higher return at the top of the distribution. There is some indication that returns may be increasing over time."
Of course, these findings present a much expected dilemma for Irish education system. Over proliferation of degrees-issuing organizations: from ITs to various private colleges and state support for increasing the quantity of graduates and post-graduates produced by our education system have done nothing to improve the quality of degrees in Ireland. With only 3 universities making it into top 1,000 world rankings, Ireland is hardly in the league of top performance by the quality of our research or post-graduate supervision. With less than 1/2 of the top professorial staff actually teaching students, we are not in the top league of teaching either. What have we been paying for over the last 15 years when it comes to the third level education?
Good & Bad Volatility: Before news, a quick note for those of you who are interested in academic finance. Per materials I have covered in my recent MSc course on Investment Theory, here is an interesting study of volatility designed to deal with the issue of skewness. The author argues that asymmetric nature of distribution of conditional returns (skewness) is predicated on the existence of two different dynamic processes underlying volatility of returns. In other words, the author tests whether positive returns volatility and negative returns volatility are driven by different dynamic processes. Good read.
Here is another interesting paper, from different field: "Do More Friends Mean Better Grades?: Student Popularity and Academic Achievement" from RAND looks at 'peer interactions' (socializing) role in student academic achievement. The results indicate that, controlling for endogenous friendship formation results in a negative short term effect of social capital accumulation. In other words, social interactions crowd out activities that improve academic performance. Who would have thought that hanging out at frat parties, attending football matches and going out boozing were supposed to be good for academic achievement in the first place, you might ask? The paper has tons of references to the studies that actually claimed this to be the case...
Thin newsfront today due to Easter break, but the US markets have started another week of the ongoing prolonged (some would say overextended and overbought) rally with a small correction. Despite ending trading in the negative, the markets held firm above 8,000 mark - psychology in action. So it's a 'green shoots' theme for now.
Goldman Sachs reported some good results on higher earnings and revenue and announced commencement of a $5bn common shares issue. GS has been a relative out-performer for the sector since the beginning of the crisis. GS said net earnings to March 31 were $1.8bn ($3.39 a share), compared to $1.5bn ($3.23 a share) in the same period a year earlier. This beats (by 2:1 margin) the analysts forecasts. Analysts expected earnings of $1.64 a share, according to Thomson Reuters data. Revenue net of interest expense rose to $9.4bn from $8.3bn. It is hard to estimate how much of this increase came from lower interest rates and access to preferential (TARP etc) lending. GS said that it intends to use proceeds of the $5bn shares issue to help redeem "all of the TARP capital." Good news indeed.
Wells Fargo & GS however are not enough to convince me that we are in a bounce off the bottom. Rather, it looks to me like a cyclical bear rally is upon us, driven by the simple shift of liquidity out of fixed income, commodities and cash and into equities. Thus, the volumes are starting to fall and it is worth tracing this dynamic:
most importantly, see the volumes. Needless to say - once the support folds, liquidity will outflow from equities and the new rally momentum will move onto commodities (assuming the 'green shoots' are still green) or to fixed income (should corporate reporting season turns out nastier than we expect).
And this view is pretty much coincident with the macro outlook predicted by Lary Summers (here): "I think the sense of a ball falling off the table -- which is what the economy has felt like since the middle of last fall -- I think we can be reasonably confident that that's going to end within the next few months and you will no longer have that sense of freefall," said Summers, director of the White House National Economic Council. The recovery is likely to be slowed by "substantial downdrafts" in the economy. "Economies don't go from losing 600,000 jobs a month to a terribly happy path overnight."
Russian markets rally and this means inflation is just around the corner... Yes, I do mean Inflation West of Oder, not in Russia. How? Russian stocks advanced to a five-month high last week, driven by investors taking inflation hedge against oil price increases. RTS index closed up 6.6% at 810.90, breaching 800 mark for the first time in almost 5 months. Ruble-denominated index Micex also rallied. The latest rally brings overall annual gains to 28% since January 2009, beating by 16 percentage points global MSCI emerging markets index. Two big gainers were: state-controlled OAO Sberbank +12% on the strengthening of global finance shares and the largest independent oil producer OAO Lukoil +6.7% on the back of price of oil consolidating above $50pb.
French Leafs of Green? I am less swayed by the claims that the French economy is starting to show signs of stabilization (see the story here). Why? All the data underlying the claim is related to industrial activities that experienced significant - extraordinarily deep - contractions in recent months. A technical bounce is long overdue and signals nothing in terms of bottoming-out. In addition, French data usually is less volatile than that of the US, simply due to significant persistence around the trend. This means shorter falls and smaller rises, shallower recessions that are more prolonged. Timing-wise, I would not anticipate France to come out of the slump before Germany and Germany will lag the US. The former conjecture is simply based on the lack of investment capacity in France internally and the lags in investment inflows into France relative to the US and BRICS. The latter conjecture is based on the nature of two economies - US growth will restart once US consumers de-leverage (a process that is underway for some time now), German economy will restart when foreigners start buying luxury durable goods. This, in turn, cannot take place before the US consumers recover their demand for smaller consumption items...
Daily dose of fun... Courtesy of www.TheDailyStuff.ie is the following test for budding photo journalists out there: You are on an assignment to photograph flood-striken Dublin.
You shoot Sandymount and waves spilling onto the strand. Liffey waters raging to the bay.
You see a man swept by the current, rushed out to the sea ahead. You suddenly realize who it is... It's Brian Cowen! You notice that the raging waters are about to take him under. You think to yourself, you can save the life of Brian, or you can get a Pulitzer Prize winning photo.
QUESTION and please give an honest answer: Would you select
(A) a high contrast colour shot
or (2) a classic black & white?
More to come later...
Of course, these findings present a much expected dilemma for Irish education system. Over proliferation of degrees-issuing organizations: from ITs to various private colleges and state support for increasing the quantity of graduates and post-graduates produced by our education system have done nothing to improve the quality of degrees in Ireland. With only 3 universities making it into top 1,000 world rankings, Ireland is hardly in the league of top performance by the quality of our research or post-graduate supervision. With less than 1/2 of the top professorial staff actually teaching students, we are not in the top league of teaching either. What have we been paying for over the last 15 years when it comes to the third level education?
Good & Bad Volatility: Before news, a quick note for those of you who are interested in academic finance. Per materials I have covered in my recent MSc course on Investment Theory, here is an interesting study of volatility designed to deal with the issue of skewness. The author argues that asymmetric nature of distribution of conditional returns (skewness) is predicated on the existence of two different dynamic processes underlying volatility of returns. In other words, the author tests whether positive returns volatility and negative returns volatility are driven by different dynamic processes. Good read.
Here is another interesting paper, from different field: "Do More Friends Mean Better Grades?: Student Popularity and Academic Achievement" from RAND looks at 'peer interactions' (socializing) role in student academic achievement. The results indicate that, controlling for endogenous friendship formation results in a negative short term effect of social capital accumulation. In other words, social interactions crowd out activities that improve academic performance. Who would have thought that hanging out at frat parties, attending football matches and going out boozing were supposed to be good for academic achievement in the first place, you might ask? The paper has tons of references to the studies that actually claimed this to be the case...
Thin newsfront today due to Easter break, but the US markets have started another week of the ongoing prolonged (some would say overextended and overbought) rally with a small correction. Despite ending trading in the negative, the markets held firm above 8,000 mark - psychology in action. So it's a 'green shoots' theme for now.
Goldman Sachs reported some good results on higher earnings and revenue and announced commencement of a $5bn common shares issue. GS has been a relative out-performer for the sector since the beginning of the crisis. GS said net earnings to March 31 were $1.8bn ($3.39 a share), compared to $1.5bn ($3.23 a share) in the same period a year earlier. This beats (by 2:1 margin) the analysts forecasts. Analysts expected earnings of $1.64 a share, according to Thomson Reuters data. Revenue net of interest expense rose to $9.4bn from $8.3bn. It is hard to estimate how much of this increase came from lower interest rates and access to preferential (TARP etc) lending. GS said that it intends to use proceeds of the $5bn shares issue to help redeem "all of the TARP capital." Good news indeed.
Wells Fargo & GS however are not enough to convince me that we are in a bounce off the bottom. Rather, it looks to me like a cyclical bear rally is upon us, driven by the simple shift of liquidity out of fixed income, commodities and cash and into equities. Thus, the volumes are starting to fall and it is worth tracing this dynamic:
most importantly, see the volumes. Needless to say - once the support folds, liquidity will outflow from equities and the new rally momentum will move onto commodities (assuming the 'green shoots' are still green) or to fixed income (should corporate reporting season turns out nastier than we expect).
And this view is pretty much coincident with the macro outlook predicted by Lary Summers (here): "I think the sense of a ball falling off the table -- which is what the economy has felt like since the middle of last fall -- I think we can be reasonably confident that that's going to end within the next few months and you will no longer have that sense of freefall," said Summers, director of the White House National Economic Council. The recovery is likely to be slowed by "substantial downdrafts" in the economy. "Economies don't go from losing 600,000 jobs a month to a terribly happy path overnight."
Russian markets rally and this means inflation is just around the corner... Yes, I do mean Inflation West of Oder, not in Russia. How? Russian stocks advanced to a five-month high last week, driven by investors taking inflation hedge against oil price increases. RTS index closed up 6.6% at 810.90, breaching 800 mark for the first time in almost 5 months. Ruble-denominated index Micex also rallied. The latest rally brings overall annual gains to 28% since January 2009, beating by 16 percentage points global MSCI emerging markets index. Two big gainers were: state-controlled OAO Sberbank +12% on the strengthening of global finance shares and the largest independent oil producer OAO Lukoil +6.7% on the back of price of oil consolidating above $50pb.
French Leafs of Green? I am less swayed by the claims that the French economy is starting to show signs of stabilization (see the story here). Why? All the data underlying the claim is related to industrial activities that experienced significant - extraordinarily deep - contractions in recent months. A technical bounce is long overdue and signals nothing in terms of bottoming-out. In addition, French data usually is less volatile than that of the US, simply due to significant persistence around the trend. This means shorter falls and smaller rises, shallower recessions that are more prolonged. Timing-wise, I would not anticipate France to come out of the slump before Germany and Germany will lag the US. The former conjecture is simply based on the lack of investment capacity in France internally and the lags in investment inflows into France relative to the US and BRICS. The latter conjecture is based on the nature of two economies - US growth will restart once US consumers de-leverage (a process that is underway for some time now), German economy will restart when foreigners start buying luxury durable goods. This, in turn, cannot take place before the US consumers recover their demand for smaller consumption items...
Daily dose of fun... Courtesy of www.TheDailyStuff.ie is the following test for budding photo journalists out there: You are on an assignment to photograph flood-striken Dublin.
You shoot Sandymount and waves spilling onto the strand. Liffey waters raging to the bay.
You see a man swept by the current, rushed out to the sea ahead. You suddenly realize who it is... It's Brian Cowen! You notice that the raging waters are about to take him under. You think to yourself, you can save the life of Brian, or you can get a Pulitzer Prize winning photo.
QUESTION and please give an honest answer: Would you select
(A) a high contrast colour shot
or (2) a classic black & white?
More to come later...
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