Friday, September 8, 2017

8/9/17: Euro complicates ECB's decision space


My pre-Council meeting analysis of the ECB monetary policy space was published in Sunday Business Post yesterday: https://www.businesspost.ie/opinion/currency-moves-complicate-ecbs-decision-396981.  It turned out to be pretty much on the money, focusing on euro FX rates constraints and QE normalisation path...


Thursday, September 7, 2017

7/9/17: Millennials’ Support for Liberal Democracy is Failing: A Deep Uncertainty Perspective


We just posted three new research papers on SSRN covering a range of research topics.

The third paper is "Millennials’ Support for Liberal Democracy is Failing: A Deep Uncertainty Perspective" and it is available here: https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3033949.

Abstract
Recent data on electoral dynamics and sociopolitical preferences present evidence of declining popular support for the values and institutions of traditional liberal democracy across some western societies. This decrease is more pronounced within the younger cohort of voters, especially the Millennials. Key drivers for the younger generations’ scepticism toward liberal democratic values are domestic intergenerational political and socioeconomic imbalances that engender the environment of deeper uncertainty. Policy and institutional responses to democratic volatility are inconsistent with those necessary to address rising deep uncertainty and may exacerbate and accelerate the negative fallout from the pressures on liberal democratic institutions.

7/9/17: What the Hack: Systematic Risk Contagion from Cyber Events


We just posted three new research papers on SSRN covering a range of research topics.

The second paper is "What the Hack: Systematic Risk Contagion from Cyber Events", available here: https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3033950.

Abstract:

This paper examines the impact of cybercrime and hacking events on equity market volatility across publicly traded corporations. The volatility influence of these cybercrime events is shown to be dependent on the number of clients exposed across all sectors and the type of the cyber security breach event, with significantly large volatility effects presented for companies who find themselves exposed to cybercrime in the form of hacking. Evidence is presented to suggest that corporations with large data breaches are punished substantially in the form of stock market volatility and significantly reduced abnormal stock returns. Companies with lower levels of market capitalisation are found to be most susceptible. In an environment where corporate data protection should be paramount, minor breaches appear to be relatively unpunished by the stock market. We also show that there is a growing importance in the contagion channel from cyber security breaches to markets volatility. Overall, our results support the proposition that acting in a controlled capacity from within a ring-fenced incentives system, hackers may in fact provide the appropriate mechanism for discovery and deterrence of weak corporate cyber security practices. This mechanism can help alleviate the systemic weaknesses in the existent mechanisms for cyber security oversight and enforcement.



7/9/17: Long-Term Stock Market Volatility & the Influence of Terrorist Attacks


We just posted three new research papers on SSRN covering a range of research topics.

The first paper is "Long-Term Stock Market Volatility and the Influence of Terrorist Attacks in Europe", available here: https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3033951

Abstract:

This paper examines the influence of domestic and international terrorist attacks on the volatility of domestic European stock markets. In the past decade, terrorism fears remained relatively subdued as groups such as Euskadi Ta Askatasuna (ETA) and the Irish Republican Army (IRA) relinquished their arms. However, Europe now faces renewed fear and elevated threats in the form of Middle Eastern and religious extremism sourced in the growth of the Islamic State of Iraq and Levant (ISIL), who remain firmly focused on maximising casualty and collateral damage utilising minimal resources. Our results indicate that acts of domestic terrorism significantly increase domestic stock market volatility, however international acts of terrorism within Europe does not present significant stock market volatility in Ireland and Spain. Secondly, bombings and explosions within Europe present evidence of stock market volatility across all exchanges, whereas infrastructure attacks, hijackings and hostage events do not generate widespread volatility effects. Finally, the growth of ISIL-inspired terror since 2011 is found to be directly influencing stock market volatility in France, Germany, Greece, Italy and the UK.



7/9/17: Deutsche Mark Euro?.. ECB, Taylor rule and monetary policy


In our Economics course @MIIS, we are covering the technological innovation contribution to the break down in the wage inflation, unemployment, and general inflation (Lecture 2). Here is fresh from the press data showing the divergence between actual monetary policy and the Taylor rule in Germany:

Wednesday, August 23, 2017

23/8/17: Ireland: A Haven for SPVs?


Ireland scored another ‘first’ in the league tables relating to tax optimisation and avoidance, staying at the top of the Euro area rankings as a Special Purpose Vehicles (SPVs) destination: http://uk.reuters.com/article/uk-ireland-funds-idUKKCN1AY1AK (featuring my comment, amongst others).

As my comment in the article linked above alludes, there is a combination of factors that is driving Ireland’s ‘competitiveness’ in this area. Some are positive for the economy and non-zero-game in relation to our trading partners, e.g. 
- Ireland providing a functional access to the European markets via regulatory and markets infrastructure arrangements that facilitate trading from Dublin into the rest of the EEC;
- Ireland offering a strong platform for on-shoring human capital, a much more functional platform than any other EU nation, due to greater openness to skills-based migration, English language, common law and open culture;
- Ireland serves as a clustering centre for a range of financial services functions, making it more attractive than traditional tax havens for conducting real business.

Over the recent decades, Irish Governments and business organisations have been aggressive (or better said - active) in positioning the country as a platform for inward investment. The first waves of this strategy involved emphasis on pure tax optimisation (e.g. during the 1990s), with subsequent efforts (often less successful and slower to develop) involving building specialist niches of financial services activities in Ireland (e.g. funds management in the 2000s and focus on specialist listings, such as debt and SPVs, in the 2000s-2010s).

On the other hand, aggressive positioning achieved by Ireland in tax optimisation-driven FDI and tax-focused corporate inversions has become a significant drag on the country’s reputation as a functional (as opposed to post-box) business centre. In addition, the Financial Crisis has introduced new dimensions to this reputational erosion: in addition to the G20-initiated push for greater tax transparency and harmonisation, Ireland also - mistakenly - pursued tax-based incentives for vulture funds acquiring distressed Irish properties from the likes of Nama and IBRC. A combination of growing tax inversions, BEPS reviews and reforms, vulture funds aggressive use of the tax structures has resulted in a more recent tightening of the SPVs regulations and oversight. 

Striking a balance between real economic incentives and egregious tax optimisation is a hard target to hit for a small open economy that, like Ireland, faces very tangible and aggressive international competition. The bad news is that we are yet to find a ‘golden ratio’ for proper regulation and supervision regimes that can allow us to retain a competitive edge, while rebuilding positive reputation with our trading partners and investors as a place for doing functional/tangible business. The good news is that we are becoming more aware of the need to strike such a balance.



Tuesday, August 22, 2017

22/8/17: Focus Economics on Refugees Integration Challenge


Focus Economics posted a neat and timely blog post on the topic of potential economic impacts of mass forced migration that has been sweeping across Europe in recent years, driven by the civil war in Syria and botched 'democratization' efforts in Iraq and Afghanistan, as well as the less-discussed dismantling of Libya.

The link to the post is here: http://www.focus-economics.com/blog/impact-of-refugees-on-european-economies.

In my opinion, the key here is the following issues:

"In the longer term, the picture becomes far murkier. This isn’t just because little is known about the current cohort of refugees, such as their average level of education or how long they will remain in their host countries. It is also because the long-term economic impact of refugees rests largely on how successful countries are at weaving them into the economic fabric of their societies."

Yes, long term viability of all positive assessments of the current migration crisis is questionable. And the problem rests on both sides, the migrants' quality of human capital, and the host countries quality of labor markets.

End result, so far, is that history offers only ominous assessments of the success rates that can be achieved in integrating refugees into active members in the host societies. "If past experience is anything to go by, the full economic integration of refugees will prove an arduous task. Studies from many developed countries have repeatedly shown that refugees tend to earn less, have worse employment prospects and hold lower occupational status than native workers or economic migrants. Even in Sweden, a country with a relatively strong track record of integrating refugees, a study of those arriving between 1997 and 2010 found that fewer than 20% had found employment after one year. Ten years down the line, only between 50% and 60% were working, significantly below the corresponding figure for Swedish natives."

This is not to say that attempts to integrate refugees are a waste of scarce resources. Quite to the contrary, both humanitarian and socio-economic dimensions of the current crisis suggest that we should be doing more (and doing it better) to develop policies and institutions to provide refugees with more open and more efficient access to work-related training, language skills acquisition and general education, including avenues to complete unfinished degrees and pursue higher degrees. As the  Focus Economics post stresses, positive incentives and pro-active systems for engagement should be put forward. One question, however, remains unasked and unanswered, as is common with this analysis: what should be done to identify early and correct any negative choices that some of the refugees might make following their arrival in the host societies. While we have an idea as to how we can help those who want to integrate (note: having an idea is yet to translate into deploying actual policies), we don't really have a good understanding as to how we can prevent adverse choices.


Wednesday, August 16, 2017

16/8/17: Year Eight of the Great American Recovery: Household Debt


U.S. data for household debt for 2Q 2017 is out at last, and the likes of Reuters and there best of the official business media are shouting over each other about the ‘record debt levels’ warnings. As if the ‘record debt levels’ is something so refreshingly new, that no one noticed them in 1Q 2017.

So with that much hoopla in your favourite media pages, what’s the data really telling us?

Quite a bit, folks. Quite a bit.

Let’s start from the top:


Debt levels are up. Almost +4.5% y/y. All debt categories are up, save for HE Revolving debt (down 5.44% y/y). Increases are led by Auto Loans (+7.89% y/y) and Credit Cards (+7.54%). High growth is also in Student Loans (+6.75%). Mortgages debt is rising much slower, as consistent with lack of purchasing power amongst the younger generation of buyers.

As you know, I look at this debt from another perspective, slightly different from the rest of the media pack. That is, I am interested in what is happening with assets-backed debt and asset-free debt. So here it is:


Yes, debt is up again. Mortgages debt share of total household debt has shrunk (it is now at 67.7%) and unsecured debt share is up (32.3%). Unsecured debt was $3.925 trillion in 2016 Q2 and it is now $4.148 trillion. Why this matters? Because although cars can be repossessed and student loans are non-defaultable even in bankruptcy, in reality, good luck collecting many quarters on that debt. Housing debt is different, because with recent lending being a little less mad than in 2004-2007, there is more equity in the system so repossessions can at least recover meaningful amounts of loans. So here’s the thing: low recovery debt is booming. While mortgages debt is still some $600 billion odd below the pre-crisis peak levels.

On the surface, mortgages originations are improving in terms of credit scores. In practice, of course, credit scores are superficially being inflated by all the debt being taken out. Yes, that’s the perverse nature of the American credit ratings system: if you have zero debt, your credit rating is shit, if you are drowning in debt, you are rocking…

Still, here is the kicker: mortgages credit ratings at origination are getting slightly stronger. Total debt written to those with a credit score <660 2016.="" 2016="" 2017="" 2q.="" 2q="" also="" auto="" billion="" buyers="" class="Apple-converted-space" credit="" down="" fell="" from="" good="" improving:="" in="" is="" issuance="" loans="" news.="" origination="" quality="" score="" span="" sub-660="" to="" which=""> 

Bad news:

Severely Derogatory and 120+ delinquent loans are still accounting for 3% of total loans, same as in 2Q 2016 and well above the pre-crisis average of 2.1%. Total share of delinquent loans is at 4.77%, slightly below 1Q 2017 (4.83%) and on par with 4.79% a year ago. So little change in delinquencies as a result of improving credit standards at origination, thus. Which suggests that improving standards are at least in part… err… superficial.

And things are not getting better across majority of categories of delinquent loans:



As the above clearly shows, transition from lesser delinquency to serious delinquency is up for Credit Cards, Student Loans and Auto Loans. And confirming that the problem of reading Credit Scores as improvement in quality of borrowers are the figures for foreclosures and bankruptcies. These stood at 308,840 households in 2Q 2017, up on 294,100 in 1Q 2017 and on 307,260 in 2Q 2016. Now, give it a thought: over the crisis period, many new mortgages issued went to households with better credit ratings, against properties with lower prices that appreciated since issuance, and under the covenants involving lower LTVs. In other words, we should not be seeing rising foreclosures, because voluntary sales should have been more sufficient to cover the outstanding amounts on loans. And that would be especially true, were credit quality of borrowing households improving. In other words, how does one get better credit scores of the borrowers, rising property prices, stricter lending controls AND simultaneously rising foreclosures?

Reinforcing this is the data on third party debt collections: in 2Q 2017, 12.5% of all consumers had outstanding debt collection action against them, virtually flat on 2Q 2016 figure of 12.6%. 


In simple terms, in this Great Recovery Year Eight, one in eight Americans are so far into debt, they are getting debt collectors visits and phone calls. And as a proportion of consumers facing debt collection action stagnates, their cumulative debts subject to collection are rising. 

Things are really going MAGA all around American households, just in time for the Fed to hike cost of credit (and thus tank credit affordability) some more. 

Tuesday, August 15, 2017

15/8/17: A Great Recovery or a Great Stagnation?


Value-added is one measure of economic activity that links the production side to consumption/ demand side (using inputs of say $X value to produce a good that sells for $Y generates $Y-$X in Gross Value Added). Adjusted for inflation, this returns Real Gross Value Added (RGVA) in the economy. Taken across two key sectors that comprise the private sector economy: households & institutions serving the households, and private businesses (including or excluding farming sector), these provide a measure of the economic activity in the private economy (i.e. excluding Government).

Since the end of WW2, negative q/q growth rates in the private sectors RGVA have pretty accurately tracked evolution of economic growth (as measured, usually, by growth rates in GDP). Only in the mid-1950s did the private sector RGVA growth turn negative without triggering associated official recession on two occasions, and even then the negative growth rates signalled upcoming late-1950s recession.

Which brings us to the current period of Great Recovery.

Consider the chart below, computed based on the data from the Fred database:


The first thing that jumps out in the above data is that since the end of the Great Recession, the period of the Great Recovery has been associated with two episodes of sub-zero growth in the private sector RGVA. This is unprecedented for any period of recovery post-recession, except for the period between two closely-spaced 1950s recessions: July 1953-April 1954 and August 1957-March 1958.

The second thing that stands out in the data is the average growth rate in RGVA during the current recovery. At 0.579% q/q, this rate is the lowest on the record for any recovery period since the end of WW2. Worse, it is not statistically within 95% confidence interval bands for average growth rate in post-recovery periods for the entire history of the U.S. economy between January 1948 and October 2007. In other words, the Great Recovery is, statistically, not a recovery at all.

The third matter worth noting is that current non-recovery Great Recovery period is the third consecutive period of post-recession growth with declining average growth rates.

The fourth point that becomes apparent when looking at the data is that the current Great Recovery produced only two quarters with RGVA growth statistically above the average rate of growth for a 'normal' or average recovery. This is another historical record low (on per-annum-of-recovery basis) when compared across all other periods of economic recoveries.

All of the above observations combine to define one really dire aftermath of the Great Recession: despite all the talk about the Great Recovery sloshing around, the U.S. economy has never recovered from the crisis of 2007-2009. Omitting the years of the official recession from the data, the chart below shows two trends in the RGVA for the private sector economy in the U.S.


Based on quadratic trends for January 1948-June 2007 (pre-crisis trend) and for July 2009 - present (post-crisis trend), current recovery period growth is not sufficient to return the U.S. to its pre-crisis long term trend path. This is yet another historical first produced by the data. And worse, looking at the slopes of the two trend lines, the current recovery is failing to catch up with pre-crisis trend not because of the sharp decline in real economic activity during the peak recession years, but because the rate of growth post-Great Recession has been so anaemic. In other words, the current trend is drawing real value added in the U.S. economy further away from the pre-crisis trend.

The Great Recovery, folks, is really a Great (near) Stagnation.

Sunday, August 13, 2017

12/8/17: Some growth optimism from the Russian regional data


An interesting note on the latest data updates for the Russian economy via Bofit.

Per Bofit: "Industrial output in Russian regions rises, while consumption gradually recovers." This is important, because regional recovery has been quite spotty and overall economic recovery has been dominated by a handful of regions and bigger urban centres.

"Industrial output growth continued in the first half of this year in all of Russia’s eight federal districts," with production up 1.5–2% y/y in the Northwest, Central and Volga Federal Districts, as well as in the Moscow city and region. St. Petersburg regional output rose 3-4% y/y.

An interesting observation is that during the recent recession, there has been no contraction in manufacturing and industrial output. Per Bofit: "Over the past couple of years, neither industrial output overall nor manufacturing overall has not contracted in any of Russia’s federal districts. Industrial output has even increased briskly in 2015–16 and this year in the Southern Federal
District due to high growth in manufacturing and in the Far East Federal District driven by growth in the mineral extraction industries."

This is striking, until you consider the nature of the 2014-2016 crisis: a negative shock of collapsing oil and raw materials prices was mitigated by rapid devaluation of the ruble. This cushioned domestic production costs and shifted more demand into imports substitutes. While investment drop off was sharp and negative on demand side for industrial equipment and machinery, it was offset by cost mitigation and improved price competitiveness in the domestic and exports markets.

Another aspect of this week's report is that Russian retail sales continue to slowly inch upward. Retail sales have been lagging industrial production during the first 12 months of the recovery. This is a latent factor that still offers significant upside to future growth in the later stages of the recovery, with investment lagging behind consumer demand.

Now, "retail sales have turned to growth, albeit slowly, in six [out of eight] federal districts."


Here is why these news matter. As I noted above, the recovery in Russian economy has three phases (coincident with three key areas of potential economic activity): industrial production, consumption and investment. The first stage - the industrial production growth stage - is on-going at a moderate pace. The 0.4-0.6 percent annual growth rate contribution to GDP from industrial production and manufacturing can be sustained without a major boom in investment. The second stage - delayed due to ruble devaluation taking a bite from the household real incomes - is just starting. This can add 0.5-1 percent in annual growth, implying that second stage of recovery can see growth of around 2 percent per annum. The next stage of recovery will involve investment re-start (and this requires first and foremost Central Bank support). Investment re-start can add another 0.2-0.3 percentage points to industrial production and a whole 1 percent or so to GDP growth on its own. Which means that with a shift toward monetary accommodation and some moderate reforms and incentives, Russian economy's growth potential should be closer to 3.3 percent per annum once the third stage of recovery kicks in and assuming the other two stages continue running at sustainable capacity levels.

However, until that happens, the economy will be stuck at around the rates of growth below 2 percent.

Saturday, August 12, 2017

12/8/17: Are Irish Property Prices on a Sustainable Path?


Some of the readers of this blog have been asking me to revisit (as I used to do more regularly in the past) the analysis of Irish property prices in relation to the ‘sustainability trend’. With updated CSO data on RPPI, here is the outrun.

The charts below show current National and Dublin property price indices in relation to the trends computed on the basis of the following CORE assumptions:
  • Starting period: January 2005
  • Starting index ‘sustainability’ positions: National = 82.0 (implying that long-term sustainable market valuations were around 18 percentage points below market price levels at January 2005 or at the levels comparable to Q4 2010); Dublin = 83.0 (implying 17 percentage points discount on January 2005).




Charts above use the following SPECIFIC trend assumptions:
  • Linear (simplistic) trend at 2% inflation target + 0.5 percentage points margin. This implies that under this trend, property prices should have evolved broadly-speaking at inflation, plus small margin (close to tracker mortgage rate margin).


In all cases, current markets valuations are well below the long-term sustainability target and there is significant room for further appreciation relative to these trends (see details of target under-shooting in the summary table below).



Chart above shows tow series sustainability targets computed on the basis of different specific assumptions, while retaining same core assumptions:
  • I assume that property prices should be sustainably anchored to weekly earnings. 


Using only weekly earnings evolution over January 2005-present, as shown in the above chart, both Dublin and National house prices are currently statistically at the levels matching sustainability criteria. There is no statistical overshooting of the sustainability bounds, yet.



Chart above again modifies specific assumptions, while retaining the same core assumptions. Specifically:
  • I assume that both earnings and interest rates (using Euribor 12 months rate as a dynamic gauge) co-determine sustainable house prices. In a away, this allows us to reflect on both income and cost of debt drivers for house prices.


As the chart above clearly shows, both National and Dublin property markets are still well underpriced compared to the long term sustainability targets, defined based on a combination of earnings and interest rates. Note: correcting this chart for evolution of unemployment brings sustainability benchmarks roughly half of the way closer to current prices, but does not fully erase the gap.

Summary table below:



So, overall, the above exercise - imperfect as it may be - suggests no evidence of excessive pricing in Irish residential property at this point in time. There are many caveats that apply, of course. Some important ones: I do not account for higher taxes; and I do not factor in difficulties in obtaining mortgages. These are material, but I am not sure they are material enough to bring the above gaps to zero or to trigger overpricing. Most likely, the national residential prices are somewhere around 5-7 percent below their sustainability bounds, while Dublin prices are around 7-10 percent below these bounds. Which means we have a short window of time to bring the markets to the sustainable price dynamics path by dramatically altering supply dynamics in the property sector. A window of 12-18 months, by my estimates.

Thursday, August 10, 2017

10/8/17: 2Q Start Ups Funding Data: Big Lessons Coming


2Q 2017 figures for seed funding and startups capital rounds is in, and the slow bleeding of the Silicon Dreams appears to be entering a new, accelerated stage. 

Seed funding posted continuous declines over the last two years, falling some 40 percent on 3Q 2015 peak in terms of number of transactions and down 24 percent in volume. 


Source: PitchBook Inc

Combined seed and angel investment deals numbered just 900 on 2Q 2017, down 200 on same period in 2016 and well below ca 1,500 deals completed in 2Q 2015. In volume terms, 2Q 2017 came in with total investment of $1.65 billion, down on $1.75 billion in 2Q 2016 and $2.19 billion in 2Q 2015. Masking these falls somewhat, terms of investments have tightened significantly over the last two years, meaning that actual in-hand capital allocations have fallen more than the headline volume figures suggest.

There are some reasons for this decline. Firstly, recent tech IPOs signal Wall Street’s growing scepticism over unicorns valuations of tech companies. Secondly, the quality of new deals coming into the market is slipping: if two years ago everyone was chasing mushrooming sector of ‘Uber-for-X’ companies, today the ‘disruption’ pitch is getting old and the focus might be shifting on later stage financing of already existent companies.Thirdly, investment funds are facing internal problems - the classical allocation dilemmas. As funds under management rise in the angel and VC investment outfits, it becomes harder and harder for them to meaningfully allocate small investments to smaller start ups. They become more dependent on ‘finding the next Uber’. As a result, the funds are shifting their cash to already existent early stage companies, away from angel and seed finance. 

To see the latter two points, consider the median seed deal size. Two years ago, that stood at around $500,000. Today, it is at around $1.5 million. 

There is also the issue of timing. Boom in seed funding in tech sector is now good decade long. And it is time to count the proverbial chickens. As the industry pursued the investment model of ’spray the cash around and pray for a return somewhere’, a range of seed finance funds are closing down and posting poor returns. This, in turn, makes new investors more cautious.

Why this is significant? Because many tech start ups generate no meaningful revenues and, even at later stages of development, once revenues ramp up, they tend to run huge losses. The reason behind this is that many tech start ups (especially the larger ones) pursue business models based on aggressive expansion of market share in markets (e.g. taxis and food deliveries) where traditional business margins are already thin. In other words, by pursuing volume, not profit, the start ups must use increasing injections of capital and large capital allocations up front to stay afloat. 

This, of course, is not a sustainable model for business development. But tell that to the politicians and business leaders and investors, all of whom tend to chase size before understanding that business needs to make profits before it can raise employment and build brand dominance.


So for the future, folks: stop chasing pre-revenue, business plan (or tech platform)-based funding. Focus on generating your first sales and showing these to have margin potential. Remember, corporate finance matters not so much on the capital budgeting side, but on the cash flow spreadsheet.