Connect with us

Uncategorized

Will the Moderation in Wage Growth Continue?  

Wage growth has moderated notably following its post-pandemic surge, but it remains strong compared to the wage growth prevailing during the low-inflation…

Wage growth has moderated notably following its post-pandemic surge, but it remains strong compared to the wage growth prevailing during the low-inflation pre-COVID years. Will the moderation continue, or will it stall? And what does it say about the current state of the labor market? In this post, we use our own measure of wage growth persistence – called Trend Wage Inflation (TWIn in short) – to look at these questions. Our main finding is that, after a rapid decline from 7 percent at its peak in late 2021 to around 5 percent in early 2023, TWin has changed little in recent months, indicating that the moderation in nominal wage growth may have stalled. We also show that our measure of trend wage inflation and labor market tightness comove very closely. Hence, the recent behavior of TWIn is consistent with a still-tight labor market.  

TWIn: Measuring the Persistence of Wage Inflation

To recover the persistent (“core”) component of wage inflation, we rely on a framework that combines worker-level data with time series filtering techniques. Here, we briefly summarize the methodology. Additional details can be found in our previous Liberty Street Economics post and in this paper

We start from monthly data on wage growth across seven different industries from the Current Population Survey (CPS). Following the well-established methodology of the Atlanta Fed Wage Growth Tracker, we define wage growth as the median percent change in the hourly wage of individuals observed twelve months apart. We then estimate a model in which wage growth in each industry is decomposed into the sum of a persistent component and a noise term that captures transitory variation and measurement error. Both persistent and noise components are further split into common and industry-specific terms to accommodate potential cross-sectional correlation. 

Importantly, we estimate the persistence of unobserved monthly wage growth from year-over-year wage changes. Our measure therefore tends to lead year-over-year wage changes, which are influenced by wages in the past twelve months by construction. This produces a timely measure of wage growth, useful to detect turning points in real time.  

Will Strong Wage Growth Last?

The chart below shows our estimated trend (solid blue line) together with the realized twelve-month wage growth defined as described above (black line). The shaded area around the trend is a 68 percent confidence band that captures the uncertainty associated with the estimates. We highlight two main takeaways. 

Wage Growth as Measured by TWIn Peaked in Late 2021, Then Moderated 

Sources: Bureau of Labor Statistics; authors’ estimates. 

First, after remaining stable between 2019 and 2020, the trend increased markedly at the beginning of 2021, nearly doubling over the course of the year. As such, a large chunk of the wage growth we saw over the course of 2021 appears to have been persistent. It is worth stressing once more that the trend extracted by the model is expressed in terms of annualized monthly wage growth, which explains why it leads the actual year-over-year wage growth series in the chart. 

Second, the model suggests that the trend may have peaked in the early months of 2022, and then started declining. The moderation in TWIn flattened out mid-2023 and has remained stagnant since. However, the shaded areas still illustrate considerable uncertainty. The recent slowdown estimated by our model indicates it cannot be ruled out that wage growth will continue to be markedly higher in the near-term than it was before the pandemic.  

However, alternative indicators of wage growth have been sending mixed signals in recent months, as we show in the chart below. The employment cost index (ECI), shown in red, has been trending downward, though the most recent data point for this measure is for the last quarter of 2023. The deceleration in average hourly earnings has stalled recently and the growth rate even ticked up in January. Finally, as discussed, TWIn has been mostly flat in the last six months. These mixed signals reinforce the point on the uncertainty around our TWIn estimates moving forward. 

Alternative Indicators of Wage Growth Are Sending Mixed Signals

Sources: Bureau of Labor Statistics; authors’ estimates. 

Wage Growth Persistence as a Signal of the Labor Market 

Our filtering approach to time aggregation delivers a measure of wage inflation that is timelier than alternatives. We show this in the chart below, which compares the recent evolution of our measure (blue), the employment cost index (red), and the Atlanta Fed Wage Growth Tracker (gold). Our measure of Trend Wage Inflation always leads alternative measures of wage growth: importantly, it is better aligned to labor market tightness. We illustrate this point in the chart where the grey line denotes labor market tightness, defined as job openings divided by the labor force. 

TWIn and Labor Market Tightness Tend to Move in Tandem

Sources: Bureau of Labor Statistics; authors’ estimates. 

Our measure of Trend Wage Inflation therefore represents an additional signal on the current state of the labor market. When labor market conditions are tight – that is, when there are a lot of vacant jobs relative to job seekers – wage growth is high, as firms need to post higher wages to attract and retain workers. TWIn and labor market tightness both peaked toward the end of 2021. Thereafter, both measures have gradually fallen, as the imbalance between job openings and job seekers has gradually diminished. 

What are the implications of persistent nominal wage growth? First and foremost, TWIn adds to other indicators pointing to a still-tight labor market. Many labor market indicators, such as job vacancies or the rate at which unemployed workers find jobs, are still at or above their pre-pandemic level. In addition, persistently elevated nominal wage growth may have repercussions for price inflation, although it may also be the result of wages in nominal terms catching up with previously high price inflation. Our approach offers a way to look under the hood of short-run, noisy fluctuations in wage growth. While considerable uncertainty remains, our estimates point to persistent wage growth that is still above its pre-pandemic levels. 

Martín Almuzara is a research economist in Macroeconomic and Monetary Studies in the Federal Reserve Bank of New York’s Research and Statistics Group.

Richard Audoly is a research economist in Labor and Product Market Studies in the Federal Reserve Bank of New York’s Research and Statistics Group.

Photo of Augustin Belin

Augustin Belin is a research analyst in Macroeconomic and Monetary Studies in the Federal Reserve Bank of New York’s Research and Statistics Group. 

Davide Melcangi is a research economist in Labor and Product Market Studies in the Federal Reserve Bank of New York’s Research and Statistics Group.

How to cite this post:
Martin Almuzara, Richard Audoly, Augustin Belin, and Davide Melcangi, “Will the Moderation in Wage Growth Continue?  ,” Federal Reserve Bank of New York Liberty Street Economics, March 7, 2024, https://libertystreeteconomics.newyorkfed.org/2024/03/will-the-moderation-in-wage-growth-continue/.


Disclaimer
The views expressed in this post are those of the author(s) and do not necessarily reflect the position of the Federal Reserve Bank of New York or the Federal Reserve System. Any errors or omissions are the responsibility of the author(s).

Read More

Continue Reading

Uncategorized

Stock indexes are breaking records and crossing milestones – making many investors feel wealthier

The S&P 500 topped 5,000 on Feb. 9, 2024, for the first time. The Dow Jones Industrial Average will probably hit a new big round number soon t…

Published

on

By

Major stock indexes were hitting or nearing records in February 2024, as they were in early 2020 when this TV chyron appeared. AP Photo/Richard Drew

The S&P 500 stock index topped 5,000 for the first time on Feb. 9, 2024, exciting some investors and garnering a flurry of media coverage. The Conversation asked Alexander Kurov, a financial markets scholar, to explain what stock indexes are and to say whether this kind of milestone is a big deal or not.

What are stock indexes?

Stock indexes measure the performance of a group of stocks. When prices rise or fall overall for the shares of those companies, so do stock indexes. The number of stocks in those baskets varies, as does the system for how this mix of shares gets updated.

The Dow Jones Industrial Average, also known as the Dow, includes shares in the 30 U.S. companies with the largest market capitalization – meaning the total value of all the stock belonging to shareholders. That list currently spans companies from Apple to Walt Disney Co.

The S&P 500 tracks shares in 500 of the largest U.S. publicly traded companies.

The Nasdaq composite tracks performance of more than 2,500 stocks listed on the Nasdaq stock exchange.

The DJIA, launched on May 26, 1896, is the oldest of these three popular indexes, and it was one of the first established.

Two enterprising journalists, Charles H. Dow and Edward Jones, had created a different index tied to the railroad industry a dozen years earlier. Most of the 12 stocks the DJIA originally included wouldn’t ring many bells today, such as Chicago Gas and National Lead. But one company that only got booted in 2018 had stayed on the list for 120 years: General Electric.

The S&P 500 index was introduced in 1957 because many investors wanted an option that was more representative of the overall U.S. stock market. The Nasdaq composite was launched in 1971.

You can buy shares in an index fund that mirrors a particular index. This approach can diversify your investments and make them less prone to big losses.

Index funds, which have only existed since Vanguard Group founder John Bogle launched the first one in 1976, now hold trillions of dollars .

Why are there so many?

There are hundreds of stock indexes in the world, but only about 50 major ones.

Most of them, including the Nasdaq composite and the S&P 500, are value-weighted. That means stocks with larger market values account for a larger share of the index’s performance.

In addition to these broad-based indexes, there are many less prominent ones. Many of those emphasize a niche by tracking stocks of companies in specific industries like energy or finance.

Do these milestones matter?

Stock prices move constantly in response to corporate, economic and political news, as well as changes in investor psychology. Because company profits will typically grow gradually over time, the market usually fluctuates in the short term, while increasing in value over the long term.

The DJIA first reached 1,000 in November 1972, and it crossed the 10,000 mark on March 29, 1999. On Jan. 22, 2024, it surpassed 38,000 for the first time. Investors and the media will treat the new record set when it gets to another round number – 40,000 – as a milestone.

The S&P 500 index had never hit 5,000 before. But it had already been breaking records for several weeks.

Because there’s a lot of randomness in financial markets, the significance of round-number milestones is mostly psychological. There is no evidence they portend any further gains.

For example, the Nasdaq composite first hit 5,000 on March 10, 2000, at the end of the dot-com bubble.

The index then plunged by almost 80% by October 2002. It took 15 years – until March 3, 2015 – for it return to 5,000.

By mid-February 2024, the Nasdaq composite was nearing its prior record high of 16,057 set on Nov. 19, 2021.

Index milestones matter to the extent they pique investors’ attention and boost market sentiment.

Investors afflicted with a fear of missing out may then invest more in stocks, pushing stock prices to new highs. Chasing after stock trends may destabilize markets by moving prices away from their underlying values.

When a stock index passes a new milestone, investors become more aware of their growing portfolios. Feeling richer can lead them to spend more.

This is called the wealth effect. Many economists believe that the consumption boost that arises in response to a buoyant stock market can make the economy stronger.

Is there a best stock index to follow?

Not really. They all measure somewhat different things and have their own quirks.

For example, the S&P 500 tracks many different industries. However, because it is value-weighted, it’s heavily influenced by only seven stocks with very large market values.

Known as the “Magnificent Seven,” shares in Amazon, Apple, Alphabet, Meta, Microsoft, Nvidia and Tesla now account for over one-fourth of the S&P 500’s value. Nearly all are in the tech sector, and they played a big role in pushing the S&P across the 5,000 mark.

This makes the index more concentrated on a single sector than it appears.

But if you check out several stock indexes rather than just one, you’ll get a good sense of how the market is doing. If they’re all rising quickly or breaking records, that’s a clear sign that the market as a whole is gaining.

Sometimes the smartest thing is to not pay too much attention to any of them.

For example, after hitting record highs on Feb. 19, 2020, the S&P 500 plunged by 34% in just 23 trading days due to concerns about what COVID-19 would do to the economy. But the market rebounded, with stock indexes hitting new milestones and notching new highs by the end of that year.

Panicking in response to short-term market swings would have made investors more likely to sell off their investments in too big a hurry – a move they might have later regretted. This is why I believe advice from the immensely successful investor and fan of stock index funds Warren Buffett is worth heeding.

Buffett, whose stock-selecting prowess has made him one of the world’s 10 richest people, likes to say “Don’t watch the market closely.”

If you’re reading this because stock prices are falling and you’re wondering if you should be worried about that, consider something else Buffett has said: “The light can at any time go from green to red without pausing at yellow.”

And the opposite is true as well.

Alexander Kurov does not work for, consult, own shares in or receive funding from any company or organization that would benefit from this article, and has disclosed no relevant affiliations beyond their academic appointment.

Read More

Continue Reading

Uncategorized

Marriage is not as effective an anti-poverty strategy as you’ve been led to believe

Marriage on its own won’t do away with child poverty, and in fact it can create even more instability for low-income families.

Published

on

Despite the popular guidance, marriage can be an economic risk for single parents with unstable partners. simarik/iStock/Getty Images Plus

Brides.com predicts that 2024 will be the “year of the proposal” as engagements tick back up after a pandemic-driven slowdown.

Meanwhile, support for marriage has found new grist in recent books, including sociologist Brad Wilcox’s “Get Married: Why Americans Must Defy the Elites, Forge Strong Families and Save Civilization” and economist Melissa Kearney’s “The Two-Parent Privilege.”

Kearney’s book was hailed by economist Tyler Cowen as possibly “the most important economics and policy book of this year.” This is not because it treads new ground but because, as author Kay Hymowitz writes, it breaks the supposed “taboo about an honest accounting of family decline.”

These developments are good news for the marriage promotion movement, which for decades has claimed that marriage supports children’s well-being and combats poverty. The movement dates back at least to the U.S. Department of Labor’s Moynihan Report of 1965, which argued that family structure aggravated Black poverty.

Forty years after the Moynihan Report, George W. Bush-era programs such as the Healthy Marriage Initiative sought to enlist churches and other community groups in an effort to channel childbearing back into marriage. These initiatives continue today, with the federally subsidized Healthy Marriage and Responsible Fatherhood programs.

Still, nearly 30% of U.S. children live in single-parent homes today, compared with 10% in 1965.

We are law professors who have written extensively about family structure and poverty. We, and others, have found that there is almost no evidence that federal programs that promote marriage have made a difference in encouraging two-parent households. That’s in large part because they forgo effective solutions that directly address poverty for measures that embrace the culture wars.

Child hangs upside down on playground equipment
Having a parent who has a college degree makes kids less likely to live in poverty than having parents who are married. Mayur Kakade/Moment Collection via Getty Images

Marriage and social class

Today’s marriage promoters claim that marriage should not be just for elites. The emergence of marriage as a marker of class, they believe, is a sign of societal dysfunction.

According to census data released in 2021, 9.5% of children living with two parents – and 7.5% with married parents – lived below the poverty level, compared with 31.7% of children living with a single parent.

Kearney’s argument comes down to: 1 + 1 = 2. Two parents have more resources, including money and time to spend with children, than one. She marshals extensive research designed to show that children from married couple families are more likely to graduate from high school, complete college and earn higher incomes as adults than the children of single parents.

It is undoubtedly true that two parents – that is, two nonviolent parents with reliable incomes and cooperative behavior – have more resources for their children than one parent who has to work two jobs to pay the rent. However, this equation does not address causation. In other words, parents who have stable incomes and behaviors are more likely to stay together than parents who don’t.

Ethnographic studies indicate, for example, that the most common reasons unmarried women are no longer with the fathers of their children are the men’s violent behavior, infidelity and substance abuse.

Moreover, income volatility disproportionately affects parents who don’t go to college. So while they may have more money to invest in children together than apart, when one of these parents experiences a substantial drop in income, the other parent may have to decide whether to support the partner or the children on what is often a meager income.

The impact of having single parents also plays out differently by race and class. As sociologist and researcher Christina Cross explains, “Living apart from a biological parent does not carry the same cost for Black youths as for their white peers, and being raised in a two-parent family is not equally beneficial.”

For example, Cross found that living in a single-mother family is less likely to affect high school completion rates for Black children than for white children. Also, Black families tend to be more embedded in extended family than white families, and this additional support system may help protect children from negative outcomes associated with single-parent households.

Making men more ‘marriageable’

Kearney, to her credit, does note that economic insecurity largely explains what is happening to working-class families, and that no parent should have to tolerate violence or substance abuse. But she doubles down on the need to restore a norm of two-parent families.

Many of her policy prescriptions are sensible. She advocates for better opportunities for low-income men – to make them, in the words of sociologist William Julius Wilson, “marriageable.” Such policies would include wage subsidies to improve their job opportunities, investment in community colleges that provide skills training, and the removal of questions about criminal histories from job applications, so that candidates who have previously been incarcerated are not immediately disqualified.

A new marriage model

What marriage promotion efforts overlook, however, are the underlying changes in what marriage has become – both legally and practically.

The new marriage model rests on three premises.

The first is a moral command: Have sex if you want to, but don’t have children until you are ready. While the shotgun marriage once served as the primary response to unplanned pregnancy, such marriages today often derail education and careers and are more likely to result in divorce than other marriages. Research shows that lower-income women’s pregnancies are much more likely to be unplanned.

The second is the ability to pick a partner who will support you and assume joint responsibility for parenting. As women have attained more economic independence, they are less in need of men to raise children, particularly if their partners are insensitive or abusive. With healthy relationships, couples pick partners based on trust, commitment and equal respect. This is more difficult to do in communities with high rates of incarceration and few opportunities for stable employment.

And the third is economic and behavioral stability. Instability undermines even committed unions. Parents who wait until they find the right partner and have stable lives bring a lot more to parenting, whether they marry or not.

We believe that creating opportunities for low-income parents to reach this middle-class model is likely to be the most effective marriage promotion policy.

Economic support is key

In relationships that fall outside of these premises, 1 + 1 often becomes 1 + -1, which equals 0.

Being committed to a partner who can’t pay speeding tickets, runs up credit card bills, comes home drunk or can’t be relied on to pick up the children after school is not a recipe for success.

Economic principles suggest that businesses with more volatile income streams need a stronger capital base to withstand the downturns. Working-class couples who face economic insecurity see commitment as similarly misguided; without a capital base, a downturn for one partner can wipe out the other.

The Biden administration’s child tax credit expansion included in the American Rescue Plan Act of 2021 helped cut the child poverty rate – after accounting for government assistance – to a record low that year. It did more to address child poverty than marriage promotion efforts have ever done.

Researchers have described such income-support policies as the “ultimate multipurpose policy instrument.” They improve the economic circumstances of single-parent families and, in doing so, may also provide greater support for two-parent relationships.

Policymakers know how to solve child poverty – and these measures are far more effective than efforts to put two married parents in every household.

The authors do not work for, consult, own shares in or receive funding from any company or organization that would benefit from this article, and have disclosed no relevant affiliations beyond their academic appointment.

Read More

Continue Reading

Uncategorized

Divergences And Other Technical Warnings

While the bulls remain entirely in control of the market narrative, divergences and other technical warnings suggest becoming more cautious may be prudent….

Published

on

While the bulls remain entirely in control of the market narrative, divergences and other technical warnings suggest becoming more cautious may be prudent.

In January 2020, we discussed why we were taking profits and reducing risk in our portfolios. At the time, the market was surging, and there was no reason for concern. However, just over a month later, the markets fell sharply as the “pandemic” set in. While there was no evidence at the time that such an event would occur, the markets were so exuberant that only a trigger was needed to spark a correction.

“When you sit down with your portfolio management team, and the first comment made is ‘this is nuts,’ it’s probably time to think about your overall portfolio risk. On Friday, that was how the investment committee both started and ended – ‘this is nuts.'”January 11th, 2020.

As the S&P 500 index approaches another psychological milestone of 5000, we again see numerous warning signs emerging that suggest the risk of a correction is elevated. Does that mean a correction will ensue tomorrow? Of course not. As the old saying goes, “Markets can remain irrational longer than you can remain solvent.” However, just as in 2020, it took more than a month before the warnings became reality.

While discussing the risk of a correction, it was just last October that we discussed why a rally was likely. The reasons at that time were almost precisely the opposite of what we see today. There was extremely bearish investor sentiment combined with negative divergences of technical indicators, and analysts could not cut year-end price targets fast enough.

What happened next was the longest win streak in 52 years that pushed the market to new all-time highs.

The last time we saw such a rally was between November 1971 and February 1972. Of course, the “Nifty Fifty” rally preceded the 1973-74 bear market. Then, like today, a handful of stocks were driving the markets higher as interest rates were elevated along with inflation.

That 70s show

While there are many differences today versus then, there are reasons for concern.

The “New Nifty 50”

My colleague Albert Edwards at Societe Generale recently discussed the rising capitalization of the technology market.

I never thought we would get back to the point where the value of the US tech sector once again comprised an incredible one third of the US equity market. This just pips the previous all-time peak seen on 17 July 2000 at the height of the Nasdaq tech bubble.

What’s more, this high has been reached with only three of the ‘Magnificant-7’ internet stocks actually being in the tech sector (Apple, Microsoft, and Nvidia)! If you add in the market cap of Amazon, Meta, Alphabet (Google) and Tesla, then the IT and ‘internet’ stocks dominate like never before.”

US Technology Market Cap

Of course, there are undoubtedly important differences between today and the “Dot.com” era. The most obvious is that, unlike then, technology companies generate enormous revenues and profits. However, this was the same with the “Nifty-50” in the early 70s. The problem is always two-fold: 1) the sustainability of those earnings and growth rates and 2) the valuations paid for them. If something occurs that slows earnings growth, the valuation multiples will get revised lower.

While the economic backdrop has seemingly not caught up with technology companies yet, the divergence of corporate profits between the Technology sector and the rest of the market is likely unsustainable.

Technology EPS vs rest of the market

That inability to match the pace of expectations is already occurring. That divergence poses a substantial risk to investors.

US Trailing Technology EPS not keeping pace with estimates

Again, while the risk is somewhat evident, the “bullishness” of the market can last much longer than logic would predict. Valuations, as always, are a terrible market timing device; however, they tell you a lot about long-term returns from markets. Currently, the valuations paid for technology stocks are alarming and hard to justify.

However, despite valuations, those stocks can keep ramping higher in the short term (6-18 months) as the speculative flows continue.

Tech sector absorbing all market inflows.

However, over the next few months, some divergences and indicators suggest caution is advisable.

Technical Divergences Add To The Risk

Each weekend in the BullBearReport, investor sentiment is something that we track closely. The reason is that when investor sentiment is extremely bullish or bearish, such is the point where reversals have occurred. As Sam Stovall, the investment strategist for Standard & Poor’s, once stated:

“If everybody’s optimistic, who is left to buy? If everybody’s pessimistic, who’s left to sell?”

Currently, everyone is very optimistic about the market. Bank of America, one of the world’s largest asset custodians, monitors risk positioning across equities. Currently, “risk love” is in the 83rd percentile and at levels that have generally preceded short-term corrective actions.

Global Equity risk

At the same time, retail and professional investors are also exuberant, as noted on Tuesday.

“Another measure of bullish sentiment is comparing investor sentiment to the volatility index. Low levels of volatility exist when there is little concern about a market correction. Low volatility and bullish sentiment are often cozy roommates. The chart below compares the VIX/Sentiment ratio to the S&P Index. Once again, this measure suggests that markets are at risk of a short-term price correction.”

Sentiment / Vix ratio versus the market.

However, while everyone is exceedingly bullish on the market, the internal divergence of stocks sends warning signals. Andrei Sota recently showed that market breadth is weakening despite record highs. Note that prior market peaks were accompanied by peaks in the percentage of stocks above their 20, 50, and 200-day moving averages. To further hammer home this point, consider the following Tweet from Jason Goepfert of Sentimentrader:

Man, this is weird. The S&P 500 is within .35% of a 3-year high. Fewer than 40% of its stocks are above their 10-day avg, fewer than 60% above their 50-day, and fewer than 70% above their 200-day. Since 1928, that’s only happened once before: August 8, 1929.

market breadth

That negative divergence between stocks making new highs and the underlying breadth is a good reason to be more cautious with allocations currently.

As I started this commentary, “This is nuts.”

So Why Not Go To Cash

This analysis raises an obvious question.

“Well, if this is nuts, why not go to cash and wait out the correction and then buy back in.”

The best answer to that question came from Albert Edwards this week.

“I cast my mind back to 2000 where the narrative around the then IT bubble was incredibly persuasive, just as it is now. But the problem that skeptical investors have now, as they did in 1999, is that selling, or underweighting US IT, can destroy performance if one exits too early.”

Regarding speculative bull markets, as noted above, the “this is nuts” part can remain “nuts” for much longer than you think. Therefore, given that we have to generate returns for our clients or suffer career risk, we must be careful not to exit the markets too early…or too late.

Therefore, regardless of your personal views, the bull market that started in October remains intact. The speculative frenzy is still present. As such, we are reducing equity exposure modestly and rebalancing risk by following our basic procedures.

  1. Trim Winning Positions back to their original portfolio weightings. (ie. Take profits)
  2. Sell Those Positions That Aren’t Working. If they don’t rally with the market during a bounce, they will decline when it sells off again.
  3. Move Trailing Stop Losses Up to new levels.
  4. Review Your Portfolio Allocation Relative To Your Risk Tolerance. If you have an aggressive allocation to equities at this point of the market cycle, you may want to try to recall how you felt during 2008. Raise cash levels and increase fixed income accordingly to reduce relative market exposure.

Could I be wrong? Absolutely.

But a host of indicators are sending us an early warning.

What’s worse:

  1. Missing out temporarily on some additional short-term gains or
  2. Spending time getting back to even which is not the same as making money.

Opportunities are made up far easier than lost capital.” – Todd Harrison

The post Divergences And Other Technical Warnings appeared first on RIA.

Read More

Continue Reading

Trending