Showing posts with label Demographics. Show all posts
Showing posts with label Demographics. Show all posts

Thursday, December 28, 2017

Lacy Hunt On The Unintended Consequences Of Federal Reserve Policies

Authored by Mike Shedlock via www.themaven.net/mishtalk,


The Financial Repression Authority interviewed Lacy Hunt, Chief Economist at Hoisington Management on Fed policies.





The interview below first appeared on the FRA website along with a video.



The emphasis in italics is mine.








FRA: Hi, welcome to FRA’s Roundtable Insight. Today, we have Dr. Lacy Hunt. He’s an internationally recognized economist and the Executive V.P. and Chief Economist of Hoisington Investment Management Company, a firm that manages over $4.5 billion USD and specializing in the management of fixed income accounts for large institutional clients. He also served in the past as Senior Economist for the Federal Reserve Bank of Dallas, where he was a member of the Federal Reserve System Committee on Financial Analysis. Welcome. Dr. Hunt.








Dr. Lacy Hunt: Nice to be with you, Richard.








FRA: Great. I thought we’d have a discussion on a variety of topics relating to the economy and the financial markets. You recently mentioned that you thought this was the worst economic expansion recovery in U.S. history since 1790. Wow. Can you elaborate?








Dr. Lacy Hunt: If you calculate the average growth rate in the expansions since 1790, this is a long-running expansion, but it’s the slowest and in the last 10 years the household sector lagged very, very badly. The rate of growth in real disposable household income per capita is only 0.9 percent per year. And in the last 12 months, we’re up only 0.6 percent per year. So it’s a long-running expansion, but it’s been a poor expansion. There are certainly problems with some of the earlier data, but this appears to be the slowest expansion since the turn of the 18th Century and our households are the main problem for the growth rate lag.








FRA: And do you point a finger for this cause as primarily on the Federal Reserve or do you see structural changes happening to the economy?








Dr. Lacy Hunt: I think that the main element suppressing growth is the heavily leveraged U.S. economy. We have too much public and private debt, and this debt does not generate an income stream for the aggregate economy. As a result of the prolonged indebtedness, which is on the verge of going much higher because of problems in the governmental sector, the economy is now experiencing very poor demographics. We have a baby bust, a household formation bust, and the lowest birth rate since 1937. These demographics are exacerbating the problems because we have too much of the wrong type of debt and thus the velocity of money has been falling since 1997. Velocity this year is only 1.43 percent, which is the lowest since 1949. Furthermore, the debt creates a situation where monetary policy capabilities are asymmetric. In other words, a lot of action is needed to provoke even a muted impact on the economy, whereas the slightest monetary tightening goes a long way in depressing economic activity. So the root cause of this underperformance is extreme indebtedness.


FRA: And what about the Federal Reserve? How has it undermined the economy’s ability to grow?


Dr. Lacy Hunt: The Fed’s most serious mistake was made in the 1990s up until 2006 during which they allowed the private sector to become extremely over-indebted with the wrong type of debt. And, in essence, I think that quantitative easing, through the push for higher stock prices, created more problems than it has solved for the economy. QE caused the corporate executives to switch funds from real capital investments into financial investments through the paying of higher dividends, buying shares of their own companies, and buying back their shares from others. While this type of action does produce a higher stock market; it doesn’t generate a higher standard of living. And so, Federal Reserve policy has not improved the economy, although it certainly has well served components of the economy.








FRA: And due to that do you think that there’s been too much financial investment versus real economy investment in terms of diverting the economic financial resources away from the real economy?








Dr. Lacy Hunt: I think that’s the principal problem. Business debt last year reached a record high relative to GDP. As I said earlier, Fed policies have created a higher stock market but have not generated an improved standard of living. When the Reserve undertook quantitative easing, it was a signal to the corporate executives that the Fed preferred and would protect financial investments. But that meant financial assets were preferred over real side investments. And so QT is intermingling with the growth-depressing effects of too much debt. And the debt levels are getting ready to move substantially higher in our governmental sector. Government debt is already approaching 106 percent of GDP, a record high with the exception of a brief period during World War II. And by 2030, federal debt will be approximately 125 percent of GDP. For a long time, we’ve known about the issues that would inflate the entitlements — such as the prior-mentioned demographic problems — but there is an increasing likelihood that new federal programs with expenditure increases will further accelerate the growth in federal debt. I think there is clear evidence that increases in federal debt at these high levels relative to GDP over any measurable length of time, reduces economic activity. Thus, the multiplier is not a positive but negative figure, or otherwise exactly what economist David Ricardo hypothesized in his 1821 work. I have looked at the relationship between per capita changes in real GDP and government debt per capita and the relationship is negative, not positive. And so, we’re trying to solve an indebtedness problem by taking on more debt. You can get intermittent spurts of economic activity and inflation, but ultimately the debt is a millstone around the economy’s neck.








FRA: So would you say that we have migrated to a sort of financial economy?


Dr. Lacy Hunt: Let me give you a couple of examples. There’s so much liquidity in the financial markets, particularly the stock market, that a lot of the economic news is constructively interpreted even when it’s unconstructive. Virtually the world believes that the United States is experiencing large job gains and the idea that such productivity may be incorrect is hardly considered. But the rate of growth in payroll employment on a 12-month basis peaked at 2.4 percent in early 2015 and for the last 12 months, has sunk to 1.4 percent. What is even more critical — if you look at just the expansions and don’t include the recessions since 1968 – is that the average growth in employment in an expansion year was 1.9 percent. And in the last 12 months, we are half a percentage point under that figure. Yet, given these numbers, there is an erroneous perception that the employment gains are strong. And this view undermines the improvement in the standard of living. And because of the liquidity and the need of some investors to fully participate in the rising stock market, investors tend to overlook other important developments. If we go back to the 12 months ending November of 2015, real average hourly earnings were up about 2.5 percent. And in the latest 12 months, real average hourly earnings gained a miniscule 0.2 percent. The liquidity tends to push the focus away from the more realistic interpretation of the economy for certain types of assets.








However, the weak performance overall and the deceleration in some of the indicators that I just referred to is not unnoticed by the bond market. So, we have a dichotomy in which the stock market is strongly up but the long-term bond yields are down. Now, the short-term yields are up because they are under the control or heavy influence of the Federal Reserve. The Federal Reserve is in the process of raising the short-term rates and winding down their portfolio. They sold 20 billion dollars of government agency securities in October and November, pushing up the short-term rates. Erstwhile, the long-term rates — which look at some of the more important economic fundamentals — are actually declining.








Another element not in the public understanding, since the Federal Reserve no longer produces this sort of monetary analysis, is a very sharp slowdown in the money supply’s rate of growth, bank loans, and within important credit aggregates. Last year, the M2 money supply was up 7 percent. In the latest 12 months, it decelerated to less than 4.5 percent. The rate of growth in bank loans and commercial paper, which topped out on a 12- month basis about 9 percent, is now under 4 percent. So the Fed is raising the short-term rates, reducing the monetary base, and causing a tightening in the financial side of the economy. Some investors understand what is happening and yet it’s not in the general psyche because such monetary analysis is increasingly rare.








However, another more public indicator is the very dramatic flattening of the yield curve. And when the yield curve flattens in such a way, first of all, it’s a symptom that monetary restraint is beginning to bite. Now, the slowdown in money supply growth and the bank credit flattening of the yield curve will occur well before there is any noticeable impact on a broad array of economic indicators or long lags in monetary policy. But when the yield curve starts flattening, that intensifies the effect of the monetary tightening because it takes away or, at the very least, greatly reduces the profitability of the banks and all those that act like banks. Banks make a profit by borrowing short and lending long. When those spreads recede, bank profitability is hurt, particularly for the higher, riskier types of bank loans since not enough spread exists to cover the risk premium. So the banks begin to pull back, further intensifying the restraint pressing on economic growth. To the vast majority of investors, we have an economy that is apparently doing well, but in fact there are elements right beneath the surface that strongly suggest to me that the outlook for 2018 is considerably more guarded than conventional wisdom implies.








FRA: And do you see the potential for an inverted yield curve in the near future?








Dr. Lacy Hunt: I’m not sure that we will have to invert because the economy is so heavily indebted and the velocity of money is its lowest since 1949. Now, a number of people have pointed out that we typically invert before a recession and historically such inversions have been the case most of the time — but not always if you go back far enough in time — and you should since this is not a normal economy. For example, money supply growth since 1900 has averaged about 7 percent per annum, whereas, currently, the rate of growth in M2 is about 36 percent below the long-term average, indicating a very weak growth rate. And the velocity of money is lower than all of the years since 1942 — with the exception of 7 years — and the economy has never been this heavily indebted. And so the yield curve could possibly approach inversion, but it may or may not occur or stay there very long because at that stage of the game, the flattening of the yield curve will greatly intensify all the other effects — the reduction in the reserve, monetary, and credit aggregates, as well as the weakness in velocity. And when this reduction becomes apparent, the Federal Reserve will not be able to reverse gears quickly enough to ameliorate the impact produced upon future economic growth.


FRA: So do you still see a secular low in bond yields on the long into the yield curve remaining in the future sometime?








Dr. Lacy Hunt: The lows have not been seen. The path there will remain extremely volatile. We will have episodes in which the long yields rise. My attitude is that the long yields can go up over the short run for any number of causes. While many elements work out of the system in the long end, yields cannot stay up. When yields go up — especially now that the yield curve is flattening — this intensifies monetary restraint, which puts downward pressure on commodities. This puts upward pressure on the value of the dollar and cuts back on the lending operations. Something I think has been somewhat overlooked in general euphoria over the strength of economic indicators, is the that commercial and industrial loans for all of the banks in the United States are now only up one-tenth of one percent in the last 12 months. There are forward-looking elements that have historically been very important for signaling that change is ahead. They don’t tell us the timing — timing is always difficult — but they are flashing signals that should be observed.








FRA: And as this plays out, do you see monetary policy and fiscal policy is changing, like will we get fiscal policy stimulus? Will there be a change in monetary policy and how will that look like?








Dr. Lacy Hunt: Here’s my attitude: the new federal initiatives, whether tax cuts or infrastructure or otherwise will not provide a boost to the economy if they are funded with increases in debt — that’s where we’re at. And by the way, it’s been that way for some time. If you go back to 2009, we had a one-trillion-dollar stimulus package that was said to be inflationary and was going to boost economic growth, but yet we still had this very poor expansion and little inflation except for intermittent bouts here and there, largely from highly-priced inelastic goods. All the while, the inflation rate has trended lower.








For example, when President Reagan cut taxes, government debt was 31 percent of GDP and now that’s 106 percent on its way to 120-125 percent. And so if you go back and if you read Ricardo’s great article in 1821, he was asked whether it made a difference as to whether the Napoleonic wars were financed by taxes or by borrowing. Ricardo said that, theoretically, either way private sector activity was going to be suppressed. Now we have a lot of evidence, including some that I produced, that the government multiplier is negative, not positive, over a three-year period. Thus, the tax cuts may work for a very short while, but not on balance. And if the tax cuts were revenue-neutral and financed by reductions in government expenditures that would be a positive since the evidence shows tax multipliers are more favorable than expenditure multipliers. Such a theoretical proposal would provide greater efficiency for private sector spending and government spending. There’s also evidence that you would lower the cost of capital, but that’s not what we’re talking about is it? We’re talking about a debt-financed tax cut and we’re not talking about a revenue-neutral infrastructure plan, just as we were not talking about a revenue-neutral stimulus package in 2009. We’re talking about the debt-financed variety of tax cuts and at this stage of the game, this will make us more vulnerable, except for a few fleeting instances.


I will say this: when you have a debt-financed infrastructure program or tax cut, there will be pockets within the economy that will benefit, but the aggregate economic performance will not benefit and so fiscal policy, as I see it, is not really going to be helpful. The risk is that the debt buildup will add to the problems. There is extensive academic research indicating that when government debt rises above 90 percent of GDP for more than five years, this trend will reduce the economy’s growth rate by a third. Remember, we’re at 106 percent debt to GDP and there’s evidence these higher levels of debt have a non-linear effect. In other words, we use up growth at a faster pace. And there’s a lot of evidence from the available data that we’re even losing a half of our growth rate from the trend. For example, GDP has risen at 2.1 percent per capita since 1790. The latest 10 years produced a reduction to 1.0 percent. And so we should have lost only seven-tenths or come down at 1.3 over 1 but we didn’t and this is a consequence that we have to deal with. We’re not in a position to ignore the debt levels. Fiscal policy can be talked about, we can debate about it, and we can proclaim its benefits, but I don’t see them in the current environment just as I didn’t see them in 2009. I would change my tune if they were revenue-neutral, but that’s not the issue here.








To me, inflation is a money-price-wage spiral not a wage-price spiral as with the Phillips curve. The way inflations begin is by money supply growth acceleration not being offset by weakness in velocity, which shifts the aggregate demand curve inward. Remember, the aggregate demand curve is equal to money times the velocity by algebraic substitution as evidenced in all the leading textbooks on macroeconomics. So you have declines in the money supply and velocity, which will make the aggregate demand curve shift inward over time. This shift gives you a lower price level and a lower level of real GDP. It doesn’t happen every quarter or even every year, but it’s the basic trend. Thus, monetary policy is in the process not of decelerating money supply growth and by a significant amount. If the Fed adheres to their schedule of quantitative tightening, I calculate M2 will grow by the end of the first quarter – it’s currently running around four and a half percent – and the year over year growth rate will be down to less than 3 percent. And so monetary policy is taking steps to lower the reserve monetary and credit aggregates, and these actions will further flatten the curve because they can press the short rates upward. But I think the long-term investors will understand that the inflationary prospects on a fundamental basis are weakening not strengthening.








FRA: And do you see these trends as being exacerbated on the emerging government pension fund crisis? Could there be more debt used to solve that like for bailouts? Do you see that potentially happening?








Dr. Lacy Hunt: Well the main problem with government debt is that we’re going to have approximately one million folks a year reach age 70 in the next 14 to 15 years and we’ve known that this was coming, but we didn’t prepare for it. We’ve made a lot of promises under Social Security Medicare and the Affordable Care Act and government debt will have to be used to fund the entitlement benefits — I don’t see any other way around it. Another overlooked problem is that the actual federal fiscal situation is much worse than these surface numbers. For example, in the last three years, the budget deficit worsened each year. If you sum the budget deficits for 2015, 2016 and 2017, the sum is 1.2 trillion, but a lot of what was previously called “outlays” have been moved off budget — we call them investments (such as student loans) and there are other examples. The actual increase in federal debt in the last three years is 3.2 trillion. So the budget deficit is actually greatly understating what is happening to the level of federal debt which wasn’t always the case. Furthermore, the deficit was made worse by a 2015 bipartisan deal between Congress and the White House. And while neither party is blameless — they both agreed on the deal — yet it doesn’t change the fact that the federal situation is deteriorating and at a much worse rate than the deficit numbers themselves indicate.


FRA: And what about for state and local jurisdiction locales, in terms of their government pension funds? Could there be federal level bailouts at that level?








Dr. Lacy Hunt: Again, what are they going to bail them out with? You’re going to have to sell Federal Securities. And one of the multipliers on new sales of Federal debt is negative, not positive. Forget what was taught you in your macroeconomic class 30, 20, or even 15 years ago. When I was in graduate school, I was taught that the government multiplier was somewhere between four and five percent. Now, it looks like the multiplier is at best zero and even possibly slightly negative.








FRA: Great insight as always. How can our listeners learn more about your work, Dr. Hunt?








Dr. Lacy Hunt: We put out a quarterly letter as a public service. Write to us at hoisingtonmgt.com and we’ll put your name on the subscription list. We don’t spam you with marketing so please go ahead and subscribe.








FRA: Okay, great. Thank you very much for being on the Program, Dr. Hunt. Thank you.








Dr. Lacy Hunt: My pleasure Richard. Nice to be with you








Economics as Taught








Note Lacy"s comments on what he learned in graduate school. Lacy once told me that he had to "unlearn" nearly everything he was taught in school about economic.








Multiple generations of economists have been trained to believe inflation is a good thing, saving is bad, that there are no consequences for piling up debt.





 









Wednesday, December 27, 2017

"As Good As It Gets" - What A Difference 11 Months Makes

Authored by Robert Gore via Straight Line Logic,


What a difference eleven months make.



Shortly after Donald Trump was inaugurated he fired Michael Flynn.


What’s become the conventional subtext is that the intelligence agencies have launched a “soft coup” against Trump, he has been significantly weakened, and the Deep State has scored a major victory.


Plot Holes,” SLL, 2/26/17



Rejecting that subtext, SLL developed in “Plot Holes” and later articles a series of interrelated hypotheses. We posited that Trump was smarter and the Deep State weaker and more incompetent than generally reckoned. Also, that the Deep State’s animus towards Trump was based chiefly on fear of exposure and prosecution for its long history of corruption and criminality, not policy differences, notably concerning Russia. Finally, we suggested Trump is chiefly motivated by a drive for power. These hypotheses yielded testable predictions.


As predicted, the Russiagate investigation, based as it is on nothing, is now recognized as a monumental blunder. It forced the Deep State into the open and revealed its prosecutorial forbearance towards Hillary Clinton, its effort to help her and hinder Trump during the election, and its attempt to depose Trump afterwards. The FBI has been exposed as the antithesis of a concept implied by the word investigation: impartiality. Holdovers from the Obama Justice Department have been compromised.


The tables are turned. As the Russiagate investigation fades, Trump is left with investigatory gold mines: Uranium One, Fusion GPS, FBI and Department of Justice political meddling and obstruction of justice, Hillary Clinton’s emails, and the Clinton foundation. Trump could fire Robert Mueller with only a minor political uproar, but Mueller’s making a fool of himself to Trump’s political benefit. Why stop him?


As for those gold mines, Trump will decide if the threat of an investigation or an actual investigation best satisfies his leverage and power calculations and proceed accordingly. There has been no general swamp draining, nor will there be. Trump uses investigatory threats as a Machiavellian tactic to extract what he wants from compromised political actors in useful positions. The Clintons and James Comey, no longer in power and thus, no longer useful, are the most likely to be investigated and prosecuted.


In foreign policy, recognizing Jerusalem as the capital of Israel emphasizes Trump’s pronounced tilt toward Israel. Acquiescing to Saudi Arabia’s hapless war against Yemen and Mohammed Bin Salman’s recent purge confirms his support of that regime. In return, Israel and Saudi Arabia have sat still for Trump’s discontinuance of the US policy of supporting Islamic extremists to further regime changes (see “Powerball, Part Two”). This has meant accepting a de facto victory for the Russian-Shia alliance in Syria. US support for the Middle East’s Sunni bloc and Israel as Russian backs the Shiite bloc may lead to a standoff that brings a reduction in violence in that troubled region. It has already begun to reduce refugee flows from the area to Europe.


This is not to say that Trump’s rhetorical broadsides against Iran will stop, but the claims that the US is on the verge of war are overblown. Such a conflict would lead to a Middle East conflagration and the third officially recognized world war.


Trump’s blasts against North Korea are more problematic. His task there is more difficult than Iran; North Korea has nuclear weaponry purportedly able to strike most of the US. Trump has two options: a military strike designed to wipe out North Korea’s nuclear arsenal and Kim Jong-un’s regime, or negotiations that ratify the status quo, with Russia and China applying continuing pressure to enforce Kim’s compliance. At this point Trump may not know what he’s going to do, other than more verbal shots at North Korea and continuing displays of military strength in the region.


Trump has started no new wars. His administration has rolled back some regulations and he just won a legislative victory on tax reform. That may give him enough of a headwind to readdress Obamacare, which has neither been repealed nor replaced. He has his enemies on their back feet. Only fringe elements are still talking about impeachment. The government’s statistics indicate growth is running at above 3 percent, better than trend Obama growth, and the stock indexes keep making new records.


In 2017 SLL made contrarian, optimistic predictions for the president and pessimistic predictions for the economy and stock market (see “Hard Core Doom Porn”) We’ve been more right on the former than the latter…so far. For 2018, we’re with the minority who see clouds and thunderstorms, not silver linings. This is about as good as it gets for Trump.


Deft—by this analysis—as Trump has been, his biggest challenge lies ahead. The government is bankrupt, and demographics will push it ever-deeper in the hole. The global economy is struggling under monstrous and unsupportable debt. Fiat money something-for-nothing has a sell-by date, sooner or later the stock market and economy will head south. Historically, there’s been a tight correlation between stocks, the economy, and presidential popularity.


Is Trump Winning?” SLL, 8/6/17



Debt has been Trump’s siren song his entire career, and more than once he’s crashed on the rocks. Big triumphs have been followed by big disasters, hubris undoubtedly playing a role.


Stock market and cryptocurrency pyrotechnics have obscured an incipient bear trend in a much more important market, bonds, which in the US apparently topped out in July 2016. Falling bond prices mean rising interest rates. The world has never been more indebted; a global bear market in bonds would be toxic to equity markets and economies (and perhaps cryptocurrencies). Tellingly, high yield bond prices are diverging from rising stock prices, indicating increasing credit stress. According to David Stockman, tax reform will increase the government’s borrowing to $1.25 trillion in fiscal year 2019. Rising rates would add more to the government’s interest bill, and hit indebted businesses and individuals as well. They would offer relief to savers long abused by the Fed’s interest rate suppression tactics, but savers are a much smaller group than borrowers, and they spend less.


Rising debt and ever-expanding government are in large part responsible for a long-term decline in trend economic growth rates across the developed world. Much of what growth there has been was funded with debt. If you buy $100 dollars worth of good or services on credit you have not increased your income, your personal “gross domestic product.” If the government does the same, it registers as an increase in the gross domestic product. Back out such debt-funded “growth” and it’s unclear if there’s been any growth at all since 2009.


In the US, real incomes have stagnated since the turn of the century. Rising equity markets and falling growth rates mean that corporate valuations are in the stratosphere. Joined with off-the-chart measures of optimism and declining central bank support, equity markets are poised for a fall. That it hasn’t happened yet doesn’t mean it won’t. It’s never “different this time.” Given the leverage and speculation embedded in the market, the fall could be breathtaking, a quick drop of 50 percent or more.


As noted, falling stock markets and economies generally take the popularity of incumbent politicians with them. Trump, the most polarizing political figure since Franklin Roosevelt, is not all that popular to begin with. The Deep State that has ruled this country since World War II is down; it would be unwise to count it out. It will certainly capitalize on financial and economic turmoil to launch a counterattack against Trump.


Next year’s silver lining may be that it marks peak government. Governments have coopted much of the world’s resources and put a gigantic lien on its future production. In a severe economic contraction, the wherewithal from taxes and credit markets that would allow them to grow even bigger—and thus more intrusive and repressive—simply won’t be there.


A financial and political focal point will be pension and medical funds. Many such funds are visibly under stress. Widespread insolvency is inevitable, especially if equity and credit markets head south. The resultant fear and fury will be uncontrollable, obliterating today’s widespread, quasi-religious faith in government and its works. The upheaval would make present discord look like a picnic in the park.


It would be unwise to rely on anything but one’s own resources, family, and friends during the coming turmoil. It would be wise to shore up those defenses, and soon.









Wednesday, December 20, 2017

Exodus Starts: Millennials Ditch City Life

The urban revival of America’s core inner cities has been a decades-long failed experiment, as deindustrialization coupled with failed liberal policies have created a growing problem of inequality and violent crime. Middle-class advancement was once localized in the core of America’s cities, but that is not so much the case today, as those areas are labeled a “barbell economy,” divided between highly-paid professionals and low-skill service workers.


Brookings Institution notes as early as the 1970s, middle-class income in the inner cities started to shrink more than anywhere else. Today, in most US inner cities, the cores are more unequal than their surrounding suburbs, noted geographer Daniel Herz.


As the failed American inner city experiment nears the latter stages before a collapsing point, a new report from Time could be the final nail in the coffin for some American inner cities, as the article suggests “cities have already reached ‘Peak Millennial’ as young people begin to leave.” 



According to the latest Census data, after years of growth, the population of millennials in Boston and Los Angeles have declined since 2015, as a mass exodus from city life starts to take shape. Other cities such as Chicago, New York, and Washington, D.C., are experiencing similar issues but not as severe while growth rates of millennials plateau.


Dowell Myers, professor of demography at the University of Southern California, called the peak of the millennial population in major U.S. cities back in 2015, with the largest birth group of the cohort turning 27 this year. To note, Myers could be a far better forecaster than Dennis Gartman, but we’ll leave that for another conversation.


Myers said at the critical age of 27 and above, that is the time when the millennial generation will participate in, what we call, ‘millennial flight’ to the suburbs. Such a trend could be the final nail in the coffin for some American inner cities, who were expecting the millennial generation to lead the charge in the revival process, as what we’ve learned from Myers– that may not be the case.


The Times explains how Myers coined the term— ‘peak millennial’. Interesting, the plateauing of millennial populations are occurring in East Coast cities, while the West Coast is still drawing in young people.




To see which cities have reached “peak millennial” — a term Myers coined —we analyzed a decade of Census data through 2016. We found that while tech hubs like San Francisco and Seattle are still drawing young people, large East Coast cities, like New York and D.C., are fast approaching peak millennial, with plateauing populations of those born between 1980 and 1996.


 


And then there are cities like Boston, which already appear to have reached their peak. Boston lost roughly 7,000 millennials in 2016, after a record high of 259,000 the previous year.




In the explanation of millennial flight from America’s inner cities, Jim Rooney, president of the Greater Boston Chamber of Commerce said, “they’re doing what every generation does — they get married, start a family and think about having a backyard and looking at school systems” in the suburbs.


While that is definitely true, and what we’ve mentioned above, millennials tend to live in core inner cities, where inequality and violent crime are sometimes out of control. Also, many millennials are becoming priced out of real estate in these areas, as wage stagnation is drowning many millennials into more and more debt, on top of their already ballooning balance sheet of liabilities. Think student loans….


In Boston, the millennial peak was confirmed in 2014 through 2015, as it appears it’s all downside from here. Rooney’s findings conclude millennials in the region are being priced out of homes with the median home in Boston around $561,000, according to Zillow.



In Chicago, the millennial plateau occurred in 2014 through 2015, hitting a high of 814,000 millennials in 2015 and falling by a few hundred in 2016. Jack Lavin, president of the area’s Chamber of Commerce said millennials are moving to the suburbs to start a family— ditching urban areas. Nevertheless, the article does not mention— the out of control homicides adding to the fear of city life.



In Los Angeles, the millennial peak was confirmed in 2015, which saw a decline of about 2,500 millennials in 2016. “It’s hard for millennials to achieve a middle-class lifestyle that they think they deserve”, said Myers. With that being said, millennials are moving out.



Bottomline: The ruling elite and their inner-city playground planners who were expecting the millennial generation to revive their decades-long failed experiment are about to come to harsh terms with the reality of a millennial exodus.









Saturday, December 16, 2017

This Map Shows Where Millennials Are Buying Houses (And For How Much)

Millennial homeownership rates are essential to understanding the housing market because they facilitate additional home sales for other people.


How does this work? As HowMuch.net explains, suppose you make an offer on a house. The current owner is also probably on the market, and he or she likely has a contingent offer on another house. This sets off a chain reaction throughout the economy. Millennial homeownership rates are therefore an easy way to judge the economic vitality of any given area.


That’s why HowMuch.net created this new map...



Source: HowMuch.net


Our viz takes millennial homeownership data from Abodo and maps it by metro area across the country. Abodo adopted the data from the U.S. Census Bureau, which regularly collects a variety of information about the population, including the age of homeowners, the estimated value of their homes, and how long it would take to accumulate a 20% down payment. Our numbers are from 2015. We then overlaid this information across metro areas with bubbles representing the portion of millennial homeowners in each market: the bigger the bubble, the more millennial homeowners there are. We also color-coded each bubble to represent the median value of their homes—dark red circles mean the homes are worth over $500k, and dark blue means under $200k. This gives you a quick snapshot of the overall economy and the housing market.


The first trend you can see on the map is a clustering of red circles on both the West Coast and along the Northeast.


The most expensive city in the country for millennials is San Jose, CA, where the average millennial buys a home worth $737,077. Seattle, WA in the Northwest is also relatively expensive at $342,769. These are population-dense areas with booming tech sectors. At the other end of the spectrum, you can see clusters of blue bubbles across the Midwest in old manufacturing cities like Detroit, MI ($148,404) and Cleveland, OH ($160,251). Memphis, TN is the cheapest place for millennials at $142,795. Southern states like Texas and Florida are also relatively affordable thanks in large part to their suburban sprawl, which Zillow predicts will expand next year.


It’s no surprise that homes are more expensive in California (think Silicon Valley) than the industrial heartland, but consider how homeownership rates change based on affordability. The red bubbles all tend to be smaller than the blue bubbles. This means that as homes get more expensive, millennials become increasingly unable to afford them. It’s not like there’s a surplus of ultra-rich millennials buying up all the houses in California and New York. Millennials are just as sensitive to high prices as everyone else.


Let’s break the map down into a top ten list of the urban areas with the highest rates of millennial homeownership, combined with the average price of their home. A full 42% of the millennials living in Minneapolis-St. Paul, MN own their own home, the highest rate in the country.


1. Minneapolis-St. Paul-Bloomington, MN-WI: 42.4% and $222,528


2. St. Louis, MO-IL: 40.2% and $167,791


3. Detroit-Warren-Dearborn, MI: 40.2% and $148,404


4. Louisville/Jefferson County, KY-IN: 38.5% and $158,974


5. Pittsburgh, PA: 37.5% and $152,731


6. Indianapolis-Carmel-Anderson, IN: 37.4% and $161,856


7. Kansas City, MO-KS: 37.1% and $170,254


8. Nashville-Davidson--Murfreesboro-Franklin, TN: 37.0% and $213,090


9. Oklahoma City, OK: 36.7% and $172,485


10. Baltimore-Columbia-Towson, MD: 36.3% and $272,805



Buying a home is often the biggest financial decision anybody makes, and that’s especially true for young people. And there’s a lot to consider when buying your first home, but one thing other than affordability to keep in mind is how many other millennials are in the same situation. If you’re a millennial looking to buy a home, and you want to live next to other young people, you just might have to move to the Midwest.









Monday, December 11, 2017

A Gift From The Oldies

By Chris at www.CapitalistExploits.at




I bumped into a friendly bloke at my local gym last week. Jim is his name.



Jim tells me he just started because, and I quote, "my doctor says I"m going to die unless I do something".



Now, I assure you it doesn"t take a doctor to figure this out.


One glance in Jim"s direction and you can tell that underneath all that weight there"s a big struggling heart in there... just ready to explode. He was surprisingly frank and tells me it"s so bad that he can only do little bits of exercise because if he pushes it too hard, there is a very serious risk that his ticker just says, "You know what... f*ck it," and gives up.



Jim"s 52, which is really a ripe old age and about normal life expectancy — if we lived in the 1700"s. But we don"t.


I feel for Jim, told him so, and naturally we all hope that he can bring himself back from the brink. But the fact is many people aren"t like Jim. As mentioned in a previous article on pensions, they"re living longer and stronger.








Years ago it seemed that when you hit 65 you’d retire, receive a gold watch, and proceed to spend your pension money on a rocking chair and pot plants. Ten years later you’d be in a box and, since pot plants are cheap, the cost of keeping you alive wasn’t prohibitive.


 



Not anymore. Today things are different. My wife belongs to a running club and there are a bunch of octogenarians there who put us both to shame. Nope, today you retire and spend your pension on kickboxing classes and second wives, with no plan of dying anytime soon.




Now, this second group (our kickboxing oldies) pose a grave problem.



You see, unlike Jim, these folks, who’ve spent their life exercising, go on and on and on.



70 is spring chicken young for them, and many make it well into their 80"s and 90"s when inevitably they need nappies, nursing care, accommodation, and mushy food to eat. And then finally machines on wheels need to be wheeled in and they end up with tubes in their noses. Don"t laugh. We"re all going to get there, unless we"re fortunate enough to just drop dead quick and fast. The point is this all costs a boatload of money.


Now, I"m aware that this topic isn"t rosy Friday red or shampoo advert fresh and clean, but there are some serious implications that I think you"ll thank me for so hear me out.


Demographics and Pensions



Demographics is an elephant in the room we shouldn"t ignore. It"s stomped around, defecated in the corner, and is now proceeding to knock over all the furniture. Ignore it at your peril. Rather, there are a number of ways to invest.



Let"s explore a few...



Old people (Mabel and Bob) pay for their retirements with pensions, and those pensions are held in pooled accounts at the DTC and managed by folks with pointy shoes and Tom Ford suits.



And because old Mabel and Bob are closer to the box than younger folks, the pointy shoed gents are extremely risk averse (as they should be), and this is where it gets exciting because you know what?



They"re presently engaged in the worst possible leveraged speculation you can think of.



Nope, it"s not Bitcoin.



First, to understand the insanity we have to take a step back and examine how these pointy shoed gents think.


They like fixed income because it"s far less volatile and ostensibly less risky than equities.


They hate small caps and frankly can"t invest in them due to their size, and they have a disdain for commodity markets. That volatility thing again...



In fact, volatility is like a barometer in their world by which everything else is measured.



The problem is with central banks shatbit crazy interest rate policies none of them have been able to make any money in a yield starved world and so they"re, wait for it, selling volatility.


Either through tailor made products from the investment banks or by buying any number of the low volatility ETPs out there.





Volatility isn"t even an asset.



In fact, the VIX is an index of volatility on 1 month to expiry ATM puts and calls on stocks in the S&P 500.


But now the geniuses on Wall Street have figured that they can actually package this animal, which as you can see, is a derivative of a derivative, and treat it like a bond. Fun, heh?


In all fairness, hats off to the asset managers who"ve had the balls to do this. They believed in the central banks" liquidity machine, and they backed their belief and for that they deserve to be paid. I sure wouldn"t have been able to do it.



Now, I"m not some miserable jealous git here to tell you that armageddon is coming and I"ve the answers.


God knows there"s enough of that nonsense in the financial publishing blogosphere for you to get your fill elsewhere. What we do know, however, is that this entire game: the selling of vol, the passive indexing — all of it is predicated on one thing. The central banks keeping rates low and pumping liquidity into the market. It"s why BTFD has become a meme.


The problem that I have with it, other than the distortions made, is that when so many are on one side of the boat like right now and that boat has many moving pieces, then I begin to wonder.



I"m reminded that markets change at the margin, where the slightest hiccup can act like a spark to light the fire of volatility, and these poor suckers who"ve managed to earn steady incomes selling puts find out what "unlimited risk" actually looks like as they"re forced to cover in a market that"s gapping the other way.


I"ve thought about this a lot and, in fact, we recently published how we are going "long vol" for members. And no, it"s not buying puts on VIX because that is, in my humble opinion... how do I say this politely, like begging to be stabbed in the eyes. repeatedly.



In any event that"s just one angle to this market. Here"s another.


Redemptions



I would be remiss in mentioning that as retirees retire, these pension funds will be drawn down.



It"s what Mabel and Bob do to pay for their mushy food, viagra, and bingo nights.


Now, I"m sure you"re all sharp enough to figure out what can happen to the assets these guys have been buying when they have to go from flat out full throttle, to stall, to reverse.



How big is this problem?


Well, for some context global institutional pension fund assets in 22 major markets stood at US$36.4 trillion at year end 2016, amounting to 62% of global GDP.


That is a staggeringly large amount of money.


Pension funds are big cumbersome dumb money. And they"re all allocated in equally dumb indexes, passive strategies, and bonds. So what happens when pensioners draw down on their funds?



You tell me...



Talking of staggeringly large amounts of money, the passive bubble grows bigger as I write this because this beast is fuelled not just by our pointy shoed friends but by Joe Sixpack himself.



Bloomberg just ran a piece:


BlackRock and Vanguard Are Less Than a Decade Away From Managing $20 Trillion


Two towers of power are dominating the future of investing.

Dominating indeed. Here"s how come the pointy shoed crowd can afford Tom Ford suits.


The article goes on to say:







Investors from individuals to large institutions such as pension and hedge funds have flocked to this duo, won over in part by their low-cost funds and breadth of offerings. The proliferation of exchange-traded funds is also supercharging these firms and will likely continue to do so.



Sometimes when everyone is zigging and you zag, you just get run over. But think about it...


We don"t need to go the other way. All we need to do is look where others are no longer.


These behemoths don"t do battle in the little unloved sectors or with stocks that don"t make it into an index. They can"t because they"re too big.


This means that there are a lot of orphans out there and here"s the good news. If it"s not in an index, passives aren"t buying it. And if passives aren"t buying it, it"s only active money that"s even looking at it.



Which brings me to the double helping of good news.



Here"s your competition in active with the accompanying passive.



Right now, it"s a mosh pit food fight to grab and create the next index or ETF so that more capital can be attracted, earning more fees, buying more suits.


This is all well and good.



Markets do what markets do, and I"m not here to grumble about it. I"m here to make money. And indeed if I was in the passive business, I"d be enjoying the steady stream of fees and hoping like hell the market keeps going up.



QE more? Yes, please.



But I"m not.



I"m a humble squirrel searching for nuts in the forest. And gosh, with all this moshing going on it"s wonderful how few other squirrels there are about. The same Bloomberg article makes a good point on this.








While bigger may be better for the fund giants, passive funds may be blurring the inherent value of securities, implied in a company’s earnings or cash flow.



Nah. You think?


Stocks in the index funds no longer trade on fundamentals but rather on asset flows, which sucks the oxygen out of the small guys who don"t make it into the indexes where brain dead passive money is playing.



It means we can gladly play in a sandpit with all the toys and there are very few we have to share them with.


The Cracks Have Already Appeared



Nothing lasts forever, and as I argued when discussing the impact of the incoming strong men on the global economy, there are 3 critical points worth thinking about:


  1. Political cohesion and stability can no longer be relied upon as politics becomes inward looking with everything from trade deals to central bank swap lines being renegotiated or cancelled altogether.

  2. Global coordinated central bank action. The era of global coordinated monetary policy which we’ve been experiencing since the GFC, especially with the three largest players (ECB, FED and BOJ), will be looked back upon with nostalgia by the current clutch of central bankers who muddy the halls of power. Policy will increasingly be driven with greater sensitivity to nationalist rather than international concerns, which brings me to…

  3. Liquidity in the financial system which has stemmed from easing monetary policy is already contracting. In a world where derivatives traverse borders, connecting financial systems like never before, a liquidity crisis presents enormous tail risk in a leveraged world.


Invest accordingly, and thank you for reading.



- Chris



“If you can’t take a small loss, sooner or later you will take the mother of all losses.” — Ed Seykota


--------------------------------------


Liked this article? Then you"ll probably like my other missives on


this topic as well. Go here to access them (free, of course).


-------------------------------------

No Risk Of Recession?

Authored by Lance Roberts via RealInvestmentAdvice.com,


Review


I have been traveling a lot the last couple of weeks, so a big “Thank You” goes to Michael Lebowitz for “pinch hitting” for me. This week, I just want to review a couple of things as we begin to wrap up 2017.


Earlier this week, I wrote a piece called This Is Nuts.”   If you haven’t got a chance to read it, I suggest you do. It outlines my view on the current market extension in the short-term and the potential for a mean-reverting correction at some point in the future. To wit:


“More importantly, a decline of such magnitude will threaten to trigger ‘margin calls’ which, as discussed previously, is the ‘time bomb’ waiting to happen.


 


Here is the point. The ‘excuses’ driving the rally are just that. The election of President Trump has had no material effect on the market outside of the liquidity injections which have exceeded $2 Trillion.


 


Importantly, on a weekly basis, the market has pushed into the highest level of overbought conditions on record since 2005. I have marked on the chart below each previous peak above 80 which has correlated to a subsequent decline in the near future.”




As I noted, the problem for investors is not being able to tell whether the next correction will be just a “correction” within an ongoing bull market advance, or something materially worse. Unfortunately, by the time most investors figure it out – it is generally far too late to do anything meaningful about it. 


“As shown below, price deviations from the 50-week moving average has been important markers for the sustainability of an advance historically. Prices can only deviate so far from their underlying moving average before a reversion will eventually occur. (You can’t have an ‘average’ unless price trades above and below the average during a given time frame.)”




“Notice that price deviations became much more augmented heading into 2000 as electronic trading came online and Wall Street turned the markets into a ‘casino’ for Main Street. At each major deviation of price from the 50-week moving average, there has either been a significant correction, or something materially worse.”



However, in the short-term, the market trends are CLEARLY bullish, very overbought, but nonetheless bullish.



As such, our portfolios remain “long” on the equity side of the ledger…for now. 


I am still somewhat suspicious of the markets going into 2018. As I laid out over the last couple of weeks, I believe the risk of “tax-related” selling is a strong possibility at the beginning of the year as portfolios lock in gains without having to pay taxes until 2019. While the risk to the overall market trend remains small, a correction of 3-5% is possible. I am still looking for the right “setup” by the end of the month to add a small “short S&P 500” position to portfolios and increase longer-duration bond exposure to hedge off some of the potential risks. I will keep you apprised.


Importantly, while the short-term backdrop is clearly bullish, and as noted above, the longer-term overbought condition remains worrisome. The monthly chart below shows the current market extension is at levels rarely seen in market history. With the market trading into 3-standard deviations above the 3-year moving average, RSI pushing well above 70, and the MACD line hitting the highest level since 2000, the risk of a market reversion has risen.



While there is plenty of discussion of the support of Central Banks keeping markets afloat indefinitely into the future, it should be remembered that at the peak of every major market throughout history, it was always believed to be “different this time.”


But in the end, it wasn’t, and this time is unlikely to be different as well.


No Risk Of A Recession?


I have discussed, along with Doug Kass, several different “meme’s” running around as of late trying to justify the current market extension. To wit:


“The advance has had two main storylines to support the bullish narrative.


  • It’s an earnings recovery story, and;

  • It’s all about tax cuts.”


We can add to that list “economic growth” given the strength of the rebound over the last two-quarters which followed two quarters of exceptionally weak growth in Q4 of 2016 and Q1 of 2017. While the growth has certainly gotten everyone excited as of late, it is quite possible we have seen the peak of the “restocking cycle” for now.


Under the guise of these “meme’s” it is currently believed that a “recession” is nowhere to be found and therefore it should be “clear sailing” for investors as we head into 2018 and beyond.


But, is that necessarily the case?


A Funny Thing Happened On The Way To The Recession


The majority of the analysis of economic data is short-term focused with prognostications based on single data points. For example, let’s take a look at the data below of real economic growth rates:


  • January 1980:        1.43%

  • July 1981:                 4.39%

  • July 1990:                1.73%

  • March 2001:           2.30%

  • December 2007:    1.87%

Each of the dates above shows the growth rate of the economy immediately prior to the onset of a recession.


You will remember that during the entirety of 2007, the majority of the media, analyst, and economic community were proclaiming continued economic growth into the foreseeable future as there was “no sign of recession.”


I myself was rather brutally chastised in December of 2007 when I wrote that:


“We are now either in, or about to be in, the worst recession since the ‘Great Depression.’”



Of course, a full year later, after the annual data revisions had been released by the Bureau of Economic Analysis was the recession officially revealed. Unfortunately, by then it was far too late to matter.


However, it is here the mainstream media should have learned their lesson.


The chart below shows the S&P 500 index with recessions and when the National Bureau of Economic Research dated the start of the recession.



There are three lessons that should be learned from this:


  1. The economic “number” reported today will not be the same when it is revised in the future.

  2. The trend and deviation of the data are far more important than the number itself.

  3. “Record” highs and lows are records for a reason as they denote historical turning points in the data.

For example, the level of jobless claims is one data series currently being touted as a clear example of why there is “no recession” in sight. As shown below, there is little argument that the data currently appears extremely “bullish” for the economy.



However, if we step back to a longer picture we find that such levels of jobless claims have historically noted the peak of economic growth and warned of a pending recession.



This makes complete sense as “jobless claims” fall to low levels when companies “hoard existing labor” to meet current levels of demand. In other words, companies reach a point of efficiency where they are no longer terminating individuals to align production to aggregate demand. Therefore, jobless claims naturally fall. 


But there is more to this story.


Less Than Meets The Eye


The last two-quarters of economic growth have stronger than the last two, but not breaking any records by any measure. However, these two stronger quarters of growth come at a time when oil prices are recovering modestly from their crash boosting activity and earnings. 


Furthermore, this widely touted economic and earnings “recovery,” as witnessed by surging asset prices, should have certainly been met by stronger activity from the majority of Americans, right?



What’s going on here?


Economic cycles are only sustainable for as long as excesses are being built. The natural law of reversions, while they can be suspended by artificial interventions, cannot be repealed. 


More importantly, while there is currently “no sign of recession,” what is going on with the main driver of economic growth – the consumer?


The chart below shows the real problem. Since the financial crisis, the average American has not seen much of a recovery. Wages have remained stagnant, real employment has been subdued and the actual cost of living (when accounting for insurance, college, and taxes) has risen rather sharply. The net effect has been a struggle to maintain the current standard of living which can be seen by the surge in credit as a percentage of the economy. 



To put this into perspective, we can look back throughout history and see that substantial increases in consumer debt to GDP have occurred coincident with recessionary drags in the economy. No sign of recession? Are you sure about that?



There has been a shift caused by the financial crisis, aging demographics, massive monetary interventions and the structural change in employment which has skewed the seasonal-adjustments in economic data. This makes every report from employment, retail sales, and manufacturing appear more robust than they would be otherwise. This is a problem mainstream analysis continues to overlook but will be used as an excuse when it reverses.


Here is my point. While the call of a “recession” may seem far-fetched based on today’s economic data points, no one was calling for a recession in early 2000 or 2007 either. By the time the data is adjusted, and the eventual recession is revealed, it won’t matter as the damage will have already been done.


As Howard Marks once quipped:


“Being right, but early in the call, is the same as being wrong.” 



While being optimistic about the economy and the markets currently is far more entertaining than doom and gloom, it is the honest assessment of the data and the underlying trends that are useful in protecting one’s wealth longer term.


Is there a recession currently? No.


Will there be a recession in the not so distant future? Absolutely.


Whether it is a mild, or “massive,” recession will make little difference to individuals as the net destruction of personal wealth will be just as damaging. Such is the nature of recessions on the financial markets.



Of course, I am sure to be chastised for penning such thoughts just as I was in 2000 and again in 2007. That is the cost of heresy against the financial establishment, unexperienced investors consumed by complacent optimism and emotionally-driven willful blindness. I am okay with that, it is a price I will gladly pay to keep my clients, and loyal readers, from being burned at the stake, not if, but when the next recession begins.









Sunday, December 10, 2017

Here"s How Much Retirees Are Spending To Support Their Adult Kids

At one point in time in America, living at home with mom and dad after crossing out of your teenage years and into your 20s was embarrassing and something that was generally avoided at all costs.  And while hard times come and go, 20-somethings who were forced back into their parents" care worked their tails off until they could save up enough money to once again regain their freedom.


But, these days millennials seem to be embracing the free room and board provided by their parents.  According to a new study from the Census Bureau, roughly one-third of all millennials live at home with their parents and one-fourth of them can"t be bothered with enrolling in school or finding a job.


Of course, while living at home can help millennials cut down on costs, according to a new study from Nerd Wallet, it can also have a devastating impact on the retirement savings potential of their overly accommodating parental units...to the tune of a quarter million dollars.  Here are some of the key takeaways from Nerd Wallet"s survey:








  • Parents could miss out on almost a quarter-million dollars in retirement savings by paying their adult kids’ expenses: According to NerdWallet analysis, a parent’s retirement savings could be $227,000 higher if they chose to save the money that would otherwise go to their child’s living expenses and tuition.

 


  • Parents paying college costs could be missing out on almost $80,000 in retirement savings: More than a quarter of parents of children 18 and older (28%) are paying or have paid for their adult children’s tuition or student loans. The average parent takes out $21,000 in loans for their child’s college education, but the hit to retirement savings is almost quadruple that amount.

 


  • Most adult children are living with their parents for more than a year after they turn 18: Almost 3 in 5 parents with kids 18 and older (59%) have had adult children living with them for more than a year; over 1 in 5 (23%) have had adult children living with them for more than five years. On average, these parents say the longest period of time they have had their adult children living with them is 4.5 years.

 


  • Parents expect their kids to help them financially during retirement: Almost a quarter of parents saving for retirement (23%) expect their children to provide financial support for them after they retire. Millennial parents are most likely to say this (44% vs. 25% of Generation X parents and 5% of baby boomer parents), despite saving more than parents from other generations.


So where is the money going..








Many parents of children 18 and older are paying or have paid for their adult children’s basic living costs, including groceries (56%), health insurance (40%) and rent or housing outside the family home (21%). Some parents are also covering or have covered their adult child’s cell phone bill (39%) and car insurance (34%). But it’s important for parents — especially those who are behind in saving for retirement — to note that those same dollars could significantly grow their nest eggs over time.


 


In addition to these living costs, some parents of children 18 and older are paying or have paid for other expenses, such as clothing (32%), entertainment (20%), an allowance (10%) or a car loan (10%).




So, how long can your adult children be expected to interrupt your golden years? According to Nerd Wallet, 1 in 5 households surveyed said their adult children lived with them for more than half a decade.



Frankly, we continue to be shocked that all of those kids out there with $250,000 Art and Anthropology degrees are finding it difficult to land their dream jobs...










Friday, December 1, 2017

Surveillance State: Stanford Researchers Use AI To Determine Neighborhood"s Bias By Its Cars

A team of researchers at Stanford University have trained artificial intelligence algorithms to observe and study millions of images on Google Street View to determine how people vote by the make of their car. The algorithms were trained to recognize the make, model, and year of every car produced since 1990, in more than 50 million Google Street View images across 200 American cities.



The data on car types and location were then compared against the most comprehensive demographic database in use today, the American Community Survey, and against presidential election voting data to estimate demographic factors such as race, education, income and voter preferences, the Stanford News reported.


Fei-Fei Li, an associate professor of computer science at Stanford and director of the Stanford Artificial Intelligence Lab, led the team of researchers who published the study on Tuesday in the official journal of the U.S. National Academy of Sciences, and found a “simple linear relationship” between cars, demographics and political persuasion.


Li is an expert in computer vision and deep learning, a form of artificial intelligence in which she teaches algorithms to “recognize three-dimensional objects in two-dimensional images”. The algorithms were trained, but more importantly, they became self-aware combing through millions of images on Google Street View in identifying the political preference of a citizen through the car they owned.


“Using easily obtainable visual data, we can learn so much about our communities, on par with some information that takes billions of dollars to obtain via census surveys. More importantly, this research opens up more possibilities of virtually continuous study of our society using sometimes cheaply available visual data,” Li said.


According to the study: "If the number of sedans in a neighborhood is greater than the number of pickups, there is an 88 percent chance that the precinct will vote Democratic. Transpose those numbers to have more pickups than sedans and there is an 82 percent chance a precinct will vote Republican.  



The algorithms worked day and night for two weeks and were able to probe through 50 million images creating 2,657 categories by make, model, and year. Standford News said that “a human working at a relatively high rate of six images a minute would need 15 years to complete the same task”.


Researchers believe their algorithm could be an inexpensive real time solution to the more costly demographic surveys. For example, the American Community Survey costs the U.S. more than $250 million per year a lag time between data collection and publication that could span 2-years. Li’s algorithm is a hopeful to replace the current surveys.


Not so fast, however said Timnit Gebru, first author of the paper and formerly a member of Li’s lab, who does not “see something like this replacing the American Community Survey, but as a supplement to keep the data up to date.” Gebru has high hopes for the technology of extracting critical information in the world around us on inexpensive platforms such as Google Street View.


“If you walk around a neighborhood looking at cars, the density of traffic sometimes tells you things as valuable as the types of cars you see on the streets. We can use all this information in our algorithms,” Gebru said. Li agreed, counterting that “It can help us understand how our society works, the things people need and how we can improve lives,” Li said. “There is great potential to use computer vision technology in a constructive and benevolent way.”


And while AI algos at an elite academic institution are mapping out the political preferences of each American by location, with what one hopes are ultimately benign intentions, one wonders what would happen if the data fell into the wrong hands, or if - gasp - the "election manipulating" Russians were to do a similar analysis using entirely publicly available data? Would America"s next president be an organgutan?









Pew Research Center Says EU Muslim Population Could Triple By 2050

Over the past couple of years, Europe has experienced a record influx of asylum seekers fleeing conflicts in Syria and other predominantly Muslim countries. Not surprisingly, the massive wave of Muslim migrants has become a political hot topic, particularly in countries like Germany, U.K., France, Italy and Sweden which have taken in a combined total of nearly 3 million migrants over just the past couple of years.  Per the Pew Research Center (PRC):



Now, in an effort to quantify how this massive wave of immigration may transform Europe"s demographics over the next several decades, the PRC has released a study estimating how the size of Europe’s Muslim population may evolve depending on future levels of migration.


To start, PRC estimated that Muslims made up roughly 4.9% of Europe"s overall population at the end of 2016 with Bulgaria (11.1%), France (8.8%) and Sweden (8.1%) having the highest concentrations.



They then proceeded to analyze how those populations may evolve over the next ~30 years under various immigration scenarios with the highest migration estimates resulting in a tripling of Europe"s overall Muslim population.


The baseline for all three scenarios is the Muslim population in Europe (defined here as the 28 countries presently in the European Union, plus Norway and Switzerland) as of mid-2016, estimated at 25.8 million (4.9% of the overall population) – up from 19.5 million (3.8%) in 2010.


 


Even if all migration into Europe were to immediately and permanently stop – a “zero migration” scenario – the Muslim population of Europe still would be expected to rise from the current level of 4.9% to 7.4% by the year 2050. This is because Muslims are younger (by 13 years, on average) and have higher fertility (one child more per woman, on average) than other Europeans, mirroring a global pattern.


 


A second, “medium” migration scenario assumes that all refugee flows will stop as of mid-2016 but that recent levels of “regular” migration to Europe will continue (i.e., migration of those who come for reasons other than seeking asylum; see note on terms below). Under these conditions, Muslims could reach 11.2% of Europe’s population in 2050.


 


Finally, a “high” migration scenario projects the record flow of refugees into Europe between 2014 and 2016 to continue indefinitely into the future with the same religious composition (i.e., mostly made up of Muslims) in addition to the typical annual flow of regular migrants. In this scenario, Muslims could make up 14% of Europe’s population by 2050 – nearly triple the current share, but still considerably smaller than the populations of both Christians and people with no religion in Europe.




And here"s a more granular look at each country assuming a "zero migration scenario"...



..."medium migration scenario"...



and "high migration scenario."



Per the charts above, under the "high migration scenario," Finland"s Muslim population alone could increase by more than 5.5 times, while the UK could see an increase of 2.7 times and Sweden nearly 4x.


Of course, it"s probably not that big a deal...what could go wrong?