7/5/21: Record Wealth in the Post-Covid World... for the select few

 Demolishing American middle class... one year at a time

1/8/19: Wages vs GDP growth: when economic growth stops benefiting workers

I have posted earlier some data on the gap between real GDP and real disposable income per capita in the U.S. (see here: https://trueeconomics.blogspot.com/2019/08/1819-debasement-of-real-disposable.html) that evidences the longer-term nature of the ongoing debasement of real incomes in the repeated cycles of financialisation of the U.S. economy. Here is another view of the same subject matter:

Per chart above, consistent with my arguments in the case of disposable income, U.S. labor incomes have been sustaining ongoing deterioration relative to overall economic growth since at least the 1970s. In fact, the current expansionary cycle (yellow line) shows relatively benign speed of deterioration in real wages or labor income share of total real GDP, although the length of the cycle means that the total end-of-recession-to-present decline of ca 54 percent is deeper than that in the expansion of the 2000s (decline of 50 percent).

A different view of the same data is presented below, plotting historical gap between wages and GDP over longer horizon and showing expansion-periods' averages, contrasted against Trump Administration tenure average:

Once again, all evidence points to the decreasing, not increasing rate of wages fall relative to GDP over the years.

Of course, the effects are cumulative, which means that our perceptions of labor share collapse and the amplifying pressure on labor income earners in the economy is warranted.

1/8/19: Debasement of Real Disposable Income share of GDP: Historical Trends

I have been crunching some data recently on the historical gap between real GDP growth and wages/income of households. Some of this work will be forthcoming in an article due later this month, so keep an eye out for it. Some of it is post-dating the article submission. Here is an example of the latter. The following chart plots index of real GDP from 1Q 1959 through 1Q 2019 against the index of real disposable income per capita. Both indices are set at 100 at 1959 average.

There are 5 distinct periods over which growth in real GDP moved further and further away from growth in real disposable income. All are associated with monetary accommodation periods post-recessions, and all are associated with increasing post-recession financialization of the U.S. economy and financial or real estate asset booms.

Interestingly, the current rate of acceleration in the gap between economic growth and disposable income growth is... underwhelming. It pales in comparison to what was witnessed in the 1980s, 1990s and 2000s. To see this, consider the chart showing this gap by itself:

Despite our commonly-expressed public, media and analysts' perceptions of the declining share of economic growth going to disposable personal incomes being a new (current) phenomena, the reality of historical data paints a different picture. Most of declines in the share of economic activity accruing to wages, bonuses and investment and retirement incomes have taken place in previous decades, with the ratio of real GDP to real disposable income being relatively stable from the start of 2013 on. Prior to that rate of the decline in the relative share of disposable income has been less sharp from 1999 through 2012, when compared against all other decades.

The debasement of real incomes has been a steady and historical continuous process over the last 60 years.

23/4/19: Income per Capita and Middle Class

New research reported by the Deutsche Bank Research shows that, on average, there is a positive (albeit non-linear) relationship between the per capita income and the share of middle class in total population:

Source: https://pbs.twimg.com/media/D42GiWNXkAMpID2.png:large

There is an exception, however, although DB's data does not test formally for it being an outlier, and that exception is the U.S. Note, ignore daft comparative reported in chart, referencing 'levels' in the U.S. compared to Russia, Turkey and China: all three countries are much closer to the regression line than the U.S., which makes them 'normal', once the levels of income per capita are controlled for. In other words, it is the distance to the regression line that matters.

Another interesting aspect of the chart is the cluster of countries that appear to be statistically indistinguishable from Russia, aka Latvia, Estonia and Lithuania. All three are commonly presented as more viable success stories for economic development, contrasting, in popular media coverage, the 'underperforming' Russia. And yet, only Latvia (completely counter-intuitively to its relative standing to Estonia and Lithuania in popular perceptions) appears to be somewhat (weakly) better off than Russia in income per capita terms. None of the Baltic states compare favourably to Russia in size of the middle class (Latvia - statistically indifferent, Lithuania and Estonia - somewhat less favourably than Russia).

9/9/18: Populism, Middle Class and Asset Bubbles

The range of total returns (unadjusted for differential FX rates) for some key assets categories since 2009 via Goldman Sachs Research:

The above highlights the pivot toward financial assets inflation under the tidal wave of Quantitative Easing programmes by the major Central Banks. The financial sector repression is taking the bite out of the consumer / household finances through widening profit margins, reflective of the economy's move toward higher financial intensity of output. Put differently, the CPI gap to corporate costs inflation is widening, and with it, the asset price inflation is drifting toward financial assets:

This is the 'beggar-thy-household' economy, folks. Not surprisingly, while the proportion of total population classifiable as middle-class might be stabilising (after a massive decline from the 1970s and 1980s levels):

 Incomes of the middle class are stagnant (and for lower earners, falling):

And post-QE squeeze (higher interest rates and higher cost of credit intermediation) is coming for the already stretched households. Any wonder that political populism/opportunism is also on the rise?

19/12/16: Income Polarization in the U.S.: Building Blocks of Trumplitics

Having just reviewed some fresh evidence on the trends and underlying drivers of declining wage growth rates in the U.S. post-Global Financial Crisis (GFC) in the previous post here: , now let’s take a look at some current state of research on income inequality dynamics. In general, relative income dynamics can be driven by increases in income at the top of the income distribution relative to the rest of the distribution - the so-called 1% effect or inequality factor; or by decreases in income distribution at the bottom of distribution - another inequality factor; or they can be driven by the decline in incomes in the middle of income distribution relative to both top earners and bottom earners (polarisation).

A new study from the IMF concerns with the latter type of dynamic. Titled “Income Polarization in the United States” and authored by Ali Alichi, Kory Kantenga, Kory and Juan Solé, study documents “the rise of income polarization - what some have referred to as the 'hollowing out' of the income distribution - in the United States, since the 1970s.”

The key findings are:

“While in the initial decades more middle-income households moved up, rather than down, the income ladder, since the turn of the current century, most of polarization has been towards lower incomes.” In other words, the middle class is increasingly joining the poor, rather than the upper classes.

And this holds for all demographic cohorts or the U.S. population:

CHARTS: Middle-Income Population 1970-2014 (percent of total population with the same characteristic)

 So the younger cohorts are now experiencing more hollowing out of the middle class than the older cohorts and this trend started manifesting itself around 2000.

 Education no longer protects the middle class, either.

And in racial terms, there is more marked decline in the fortunes of the middle class for the whites, whilst the recovery of the 1990s-2007 period in the fortune of the African-Americans  has been reduce by more than 50 percent since the onset of the GFC.

Similarly to race trends, gender trends offer nothing to be proud of.

“…after conditioning on income and household characteristics, the marginal propensity to consume from permanent changes in income has somewhat fallen in recent years.” Put differently, when today’s middle class workers receive a wage increase, they tend to save more and spend less out of that increase than before. This can only occur if today’s middle class workers are saving more from wages increases. Incidentally, the authors also show that the same has taken place for higher income households.

Secular decreases in MPC can reflect either increased investment (from savings) or increased precautionary savings (including savings used to buffer against liquidity risks). Unfortunately, the authors do not look into which effect is at play here, or (if both are) which effect dominates.

And here is another conclusion from the authors worth noting: “Income polarization has risen substantially in the past four decades—much the same, if not even faster than inequality.”

Which, of course, helps explain why we are witnessing activist voting by the disenchanted, angry middle class voters. You can blame political candidates, you can blame the media, you can blame outside forces and powers. But you can't avoid one simple conclusion: the U.S. middle class is pis*ed off with the status quo. For one very good reason that the status quo doesn't work for them.


Full study here: Alichi, Ali and Kantenga, Kory and Solé, Juan A., Income Polarization in the United States (June 2016). IMF Working Paper No. 16/121. https://ssrn.com/abstract=2882555

8/12/16: Democratic Party: The Eraser of Middle Class Vote?

More of the same didn't cut it for the American middle class this November, ... and so the Obama voters went to the Republicans, as Hillary Clinton failed to impress onto the middle class any sort of vision they can relate to.

Per Pew Research, out of 57 'solidly middle-class areas' examined, "In 2016, Trump successfully defended all 27 middle-class areas won by Republicans in 2008. In a dramatic shift, however, Hillary Clinton lost in 18 of the 30 middle-class areas won by Democrats in 2008."

So the "deplorables" turned out to be middle-class voters and they clearly heard Hillary Clinton applying a new descriptive term to them. The term they did not quite embrace.

Now, if I were an adviser to the Democratic Party, I would start by putting its leaders in front of a mirror and ask them to point out every little wrinkle and crease in their faces that makes them so publicly loath middle-class as to endorse a candidate that called them 'deplorables'. Step one of the multi-year journey toward rebuilding the party will then be accomplished.

Rest of Pew Research analysis here.

18/1/16: Forget Conventional Geopolitics, Demographics is the New Global Conflict Ground Zero

While analysts are worried about geopolitical tensions relating to *hot*, *cold* and *frozen* conflicts of traditional nature, the real Global Conflict is unfolding, slowly-paced, in the realm of demographics.

Here are two key themes underlying it:

Firstly, the ongoing widening of the generational gap, highlighted in my recent talks including here: http://trueeconomics.blogspot.ie/2015/07/29715-retailgoogle-key-trends-on.html. The Generational gap that can be described as the difference between economic power and aspirations of two distinct generations: the post-millenials and baby-boomers.

To see this we can take two examples of views from the baby-boom generation:

• The view of Jeremy Paxman: http://www.dailymail.co.uk/news/article-2055497/JEREMY-PAXMAN-Baby-Boomers-selfish-generation-history.html
• And the view of Edwina Currie: http://www.telegraph.co.uk/finance/personalfinance/pensions/12102364/Hey-youngsters-No-pension-No-home-No-wonder.-Look-at-you.html

The second manifestation is that of the disappearing middle classes, best highlighted by the following series of links covering Pew Research analysis of the U.S. data:

• The shrinking of the U.S. middle class: http://www.pewresearch.org/fact-tank/2015/12/14/americas-middle-class-is-shrinking-so-whos-leaving-it/
• And income impact of the above: http://www.pewsocialtrends.org/2015/12/09/4-middle-class-incomes-fall-further-behind-upper-tier-incomes/
• Including changing nature of demand: http://www.pewresearch.org/fact-tank/2015/12/30/its-no-longer-a-leave-it-to-beaver-world-for-american-families-but-it-wasnt-back-then-either/?utm_content=buffere1c76&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
• As well as changing social preferences: http://www.zerohedge.com/news/2015-12-24/faltering-faith-losing-hope-rising-charity-15-striking-findings-2015
• Leading to the growing gap between baby-boomers and the millennials:  http://www.bloombergview.com/interactives/2015-millennials/

All of the above concluding with the twin trend of vanishing core generational driver for the global economy: http://www.pewsocialtrends.org/2015/12/09/the-american-middle-class-is-losing-ground/

If you still think conventional weapons and geopolitical power plays are the biggest disruptors of status quo ante, think again.

8/13/2013: Sunday Times, August 11: Wither Middle Ireland

This is an unedited version of my Sunday Times article from August 11, 2013.


Recent data from Irish retailers, aggregate services indices as well as household surveys paints a picture of an economy divided in misery and fortunes. Following an already unprecedented five years of straight declines, domestic demand, stripping out one-off effects, such as weather, continues to shrink. This is the paralysed core of our economy. At the opposite side of the spectrum, pockets of strength remain within some demographic groups – namely the young and mobile professionals and debt-free older households. These form a de facto sub-economy only marginally attached to Ireland’s long-term future. With personal consumption still accounting for over half of the total annual GDP, a society torn between these two divergent drivers of domestic demand, savings and investment, is an economy at risk.


On the surface, CSO data through H1 2013 shows that Irish retail sales (excluding cars) grew modestly in June 2013 when compared to the same period a year ago. Much of this growth was due to weather effects and these are likely to strengthen even further in the third quarter. However, removing food, fuel and bars sales, core retail sales were down 1.7 percent in value and were up 0.8% percent in volume in April-June 2013, year-on-year. In other words, core sales are still being driven primarily by price declines rather than by organic growth in demand.

Meanwhile, aggregate data released this week, covering services (as opposed to sales of goods alone) showed annual declines in June 2013 in accommodation, and food and beverage services activities.

The bad news is that five years into the process of reducing household expenditures, Irish consumers are still tightening their belts. Not only discretionary spending is dropping, but demand for staples is contracting as well. At the end of H1 2013, retail sales were down on 2007 levels for both durable and non-durable household consumption items, as well as food.

This data is largely consistent with the analysis of the household budget surveys released earlier this month.  These surveys showed that compared to 2009, Irish households have cut deeper into their bills in twelve months through Q3 2012. Demand for groceries, clothing and footware, recreation, health Insurance and education saw continued cutbacks. For example, in the 24 months prior to June 2011, 56 percent of Irish households cut down on food purchases. Further 51 percent cut spending in the 12 months through September 2012. Despite these already severe cutbacks, industry surveys show that Irish households are still concerned with high cost of basic consumables.

Households’ propensity to cut costs has risen in the twelve months through September 2012 compared to the 24 months period to June 2011 as those still holding onto their jobs are now shifting into deeper cost savings mode. This busts the myth that the only people forced to severely cut their spending are the unemployed and the poor. The largest proportion of severe cuts in the earlier part of the recession fell onto the shoulders of the households where at least one person was jobless, followed by students. Back then households in employment were the category second least impacted by household budgets cuts. Last year, households still in employment were the second most likely to reduce spending. Significantly - households with some members on home duties, retired or not at work due to illness or disability posted the shallowest average cuts of all demographic groups.

The above explains why the data from multiples retailers in Ireland has been showing a V-shaped pattern of changes in consumer demand, with higher demand witnessed in lower-priced categories of own-brand goods supplied by discount retailers, such as Aldi and Lidl, and the premium own-brands of traditional multiples, such as Tesco. Demand for mid-range priced goods usually purchased by the middle class continued to fall.

Ditto for the luxury end of the market, with exception of Dublin, as sales of food and drink in specialist stores have fallen almost 20 percent on pre-crisis peak. Exactly the same pattern of shift away from the middle of price range sales emerged in the demand for electrical goods.


The drivers for the above trends are crystal clear. Middle Ireland is under severe pressures financially, while Happily-Retired and Yappy Irelands are having a relatively easy recession or living through the good times. The main force working through the Irish domestic demand is that of polarization of households not along the lines of employed v unemployed, but along the more complex and fragmented demographic lines.

The average number of spending cutbacks in 12 months through September 2012 for households with no person at work stood at 2.6 categories of spending. The same numbers for households with one and two persons working were 3.3 and 3.2 categories, respectively.

This pattern of cutbacks and income distribution changes across the households is also strengthening over time. In effect, due to Government policies, Ireland is becoming a country with severely polarised distribution of financial well-being. This polarisation is contrary to the one witnessed in normal economies and is different from the one that majority of out policymakers and analysts have been decrying to-date.

The Great Recession has finally exhausted ordinary savings of both working and unemployed households, while lack of income growth has meant that even those in employment are now sinking under the weight of debt and tax and cost inflation driven by the State budgetary policies to-date.

Last week, CSO reported distribution of the households by their ability to manage bills and debts over 12 months prior to July-September 2012. Of households with at least one adult aged 65 and over, up to 28 percent were experiencing difficulties in managing their debts and bills. For households with all adults under the age of 65 the corresponding number was up to 46 percent. Up to 69 percent of the families with children were in the same boat. The older the respondent was, the less pressure on paying their bills their reported.

In normal economies it is the older families that face tighter budget constraints. In today's Ireland it is the younger and the middle-age families with children that are being pressured the hardest by the crisis. This bedrock of financial health in the normal times has been pulled from underneath the economy by the Great Recession.

At the same time, the crisis has generated a new class of the relatively well-off. Based on employment levels and quality, earnings, as well as regular and irregular bonuses data, three sectors in the Irish economy stand out as the winners during the crisis: the ICT services, specialist exports-focused services and international financial services. All three sectors are dominated by younger workers with high percentage of employees coming from abroad and working on a temporary assignment basis here. The demographic they represent is primarily from mid-20s through mid-30s, with smaller size families. These groups of employees are also heavily concentrated geographically, with exporting services sectors workers primarily living in Dublin, followed by a handful of other core urban areas.

Even as early as 2006-2007, market research has shown that these types of households favour premium consumption of convenience food, spend more of their income on going out and travel abroad, and less on purchases of durable goods, household goods, education and health insurance. They do not invest in this economy and hold off-shore most of their long-term savings. Their financial investments are also held and managed abroad and often include mostly shares and options in their own employers. Their children are not going to continue growing up in Ireland and will not be a part of our future workforce. The skills they accumulate while working here are transitory to the overall stock of Irish human capital. On a social level, their demand for entertainment is currently best exemplified by the booming restaurants and bars across the D2-D4-D6 areas of Dublin and stands in stark contrast to Middle Ireland’s hollowed out town centres and neighborhoods with empty storefronts and vacant building sites.


Today’s Ireland is a society where the middle class and large swaths of the upper-middle class have been dragged under water by the combination of the unprecedented crisis, compounded by rampant state-sanctioned cost inflation and legacy debt.

The data on domestic demand suggests that we might be entering a classic ‘Bull trap’. Here, tight rental markets in the leafy South Dublin neighborhoods fuels sales of rentable properties to service the needs of the Yappy Ireland. These pockets of activity are at a risk of generating inflated expectations of incoming prosperity. Don’t be fooled by this – the risks to the real Irish economy are still there, in plain view, in the streets of real Ireland.

Recognising this reality requires the Government to reconsider the tax increases that are impacting adversely the middle and the upper-middle classes. It also means that the State must reform, rapidly and thoroughly the semi-state sector to reduce the cost drag exerted by the Irish utilities, transportation, health and education services providers on Middle Ireland families’ balancesheets.  Lastly, prudent risk management requires for us to manage very carefully the process of mortgages arrears restructuring and debt work-outs. While many economy have survived sovereign and banking sectors busts, no economy can emerge from a crisis having destroyed its middle classes.

Box-out:

In Ptolemaic cosmology, astronomers believed that the Earth was the centre of the Universe. To balance this Universe, Ptolemists used to draw complex sets of larger and smaller circles - known as epicycles - to describes their orbits around the Earth. The problem with epicycles spelled the demise of the Ptolemaic cosmology in the end: as the known number of planets and stars increased, the system of superficial orbits rapidly collapsed under its own complexity. The Ptolemaic absurdity, however, is still alive today in Irish economic policies. A year ago, the Government had a clear choice of policy options: a site-value tax (SVT) that can be levied on all forms of properties, including land, or a residential property tax that can be levied only on structures. In a study covering all known forms of policy mechanisms used to fund public infrastructure around the world,  submitted to the Department of Environment, I have argued that one of the major advantage of the SVT over a property tax was that it would have incentivised more efficient use land, reducing land hoarding and speculation. There were multiple other advantages of SVT over the property tax as well. Alas, the Government opted for a property tax favouring under-use of land over all other properties. This tax suits the major lobbies influencing the State: farmers and well-off rural landed families. Fast-forward eight months from last December: this week, Dublin City Council called for a levy on unused vacant sites. Hundreds of sites lay vacant across the city - blotching the cityscape and posing a threat to personal safety to many workers, as well as an unpleasant reminder of the property bust and economy's dysfunctionality to the would-be foreign investors. Dublin City has been trying to force this land back into development since 2009, although no one in the city has a slightest idea where the demand for such development might come from. Thus, our Ptolemaic system of economic policies is about to draw yet another contrived, complex and inefficient balancing circle on the map of our tax policies to compensate for the Government's rejection of the site value tax. After all, managing the superficial complexity of a political economy that attempts to appease the landed classes, while satisfying the needs and demands of foreign investors and urban authorities is an arduous task

2/4/2012: Impact of the middle class on economic, social and political institutions

A fascinatingly interesting study of the effects the middle class has on economic, social and political institutions.

The World Bank Policy Research Working Paper 6015: "Do Middle Classes Bring Institutional Reforms?" by Norman Loayza Jamele Rigolini Gonzalo Llorente (link here - emphasis mine) "examines the link between poverty, the middle class and institutional outcomes using a new cross-country panel dataset on the distribution of income and expenditure." The data "spans 672 yearly observations across 128 countries" allowing the authors "...to gauge whether a larger middle class has a causal effect on policy and institutional outcomes in three areas:

• social policy in health and education 
• market- oriented economic structure and 
• quality of governance." 

The study finds that "when the middle class becomes larger (measured as the proportion of people earning more than US$10 a day),

• social policy on health and education becomes more progressive [expansion of share of these expenditures to GDP], and 
• the quality of governance (democratic participation and official corruption) also improves. 
• This trend does not occur at the expense of economic freedom, as a larger middle class also leads to more market-oriented economic policy on trade and finance." 

From data (econometrics) perspective: "These beneficial effects of a larger middle class appear to be more robust than the impact of lower poverty, lower inequality or higher gross domestic product per capita."

The causality of the latter effect is itself an interesting point: "That may be linked to the evolution of the middle class: they are more enlightened, more likely to take political actions and have a stronger voice. They also share preferences and values for policy and institutional reforms, as well as higher stakes in property rights and wealth accumulation."

The authors note that their results show that "the indicators of poverty and inequality are also relevant determinants for social policies, economic structure, and governance quality, but not always in the expected way or with the consistency shown by the middle class measure. For instance, a decrease in income inequality seems to produce a decline in official corruption (as possibly expected) but also a reduction in democratic participation (which may be harder to explain). Similarly, a decrease in the poverty headcount appears to induce a liberalization of international trade but also, surprisingly, a constriction of credit markets."

Fascinating stuff, in my view.