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Visualizing Asset Class Correlation Over 25 Years (1996-2020)

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Asset Class Correlation

Asset Class

This infographic is available as a poster.

Asset Class Correlation Over 25 Years

How can you minimize the impact of a market crash on your portfolio? One main strategy is building a portfolio with asset classes that have low or negative correlation.

However, the correlation between asset classes can change depending on macroeconomic factors. In this Markets in a Minute from New York Life Investments, we show the correlation of select asset classes and how they have shifted over time.

What is Correlation?

Correlation measures how closely the price movement of two asset classes are related. For example, consider asset class A and B.

  • If asset class A rises 10% and asset class B also rises 10%, they have a perfect positive correlation of 1.
  • If asset class A rises 10% and asset class B doesn’t move at all, they have no correlation.
  • If asset class A drops 10% and asset class B rises 10%, they have a perfect negative correlation of -1.

When investors are building a portfolio, asset classes with negative correlation or no correlation are most desirable. This is because if one asset class drops during a market downturn, the other asset class will either rise or be unaffected.

Correlation Between Stock Categories

Stock categories have historically had some level of positive correlation. Here are the correlations for small and large cap stocks, as well as developed and emerging market stocks.

 U.S. Small Cap vs. U.S. Large Cap StocksDeveloped vs. Emerging Market Stocks
19960.640.51
19970.630.76
19980.970.87
19990.580.80
20000.380.74
20010.870.78
20020.730.90
20030.850.75
20040.830.79
20050.930.93
20060.750.93
20070.890.75
20080.960.95
20090.910.88
20100.960.97
20110.970.89
20120.910.89
20130.860.86
20140.750.78
20150.820.76
20160.890.73
20170.390.14
20180.880.73
20190.940.91
20200.930.89
Min0.380.14
Max0.970.97

Rolling 1-year correlations based on monthly returns.

When macroeconomic conditions are strong, the correlation between stock categories tends to be lower as investors focus on individual company prospects. However, when market volatility rises, stocks tend to become more correlated as investors move to safer assets.

This was the case in 1998, when small and large cap stocks reached a peak correlation of 0.97. Russia defaulted on its debt, and a highly-leveraged hedge fund called Long Term Capital Management (LTCM) faced its own defaults as a result. Many banks and pension funds were invested in LTCM, and the Federal Reserve bailed out the fund to avoid a bigger crisis.

Shortly thereafter, small and large cap stock correlation reached a low in 2000. The dotcom bubble initially burst among large cap stocks, impacting some of the world’s largest companies. Small cap stocks didn’t see losses until 2002.

For developed and emerging markets, correlation peaked in 2010 when many countries were recovering from the global financial crisis. On the other end of the scale, correlation plummeted to its lowest level in 2017. One reason is that emerging markets became more distinct from one another due to their varying political risk and sector makeup.

Bonds, Commodities, and Currencies

In contrast to stock categories, there are some asset class pairings that have provided a low or negative correlation. Here is historical correlation data for U.S. stocks and bonds, as well as gold and the U.S. dollar.

 U.S. Stocks vs. U.S. BondsGold vs. U.S. Dollar
19960.510.29
19970.68-0.40
1998-0.41-0.19
19990.34-0.36
20000.40-0.44
2001-0.39-0.38
2002-0.72-0.30
2003-0.04-0.43
20040.04-0.65
2005-0.20-0.27
20060.28-0.86
2007-0.44-0.55
20080.34-0.67
20090.64-0.33
2010-0.580.29
2011-0.35-0.59
2012-0.37-0.53
20130.33-0.11
20140.24-0.60
2015-0.26-0.10
2016-0.21-0.58
2017-0.09-0.23
2018-0.26-0.51
2019-0.37-0.51
20200.29-0.43
Min-0.72-0.86
Max0.680.29

Rolling 1-year correlations based on monthly returns.

Stocks and bonds generally have low correlation, with negative correlation in 14 of the last 25 years. Correlation tends to be highest during periods of high inflation expectations. On the flip side, correlation is typically lower during periods of low inflation expectations or high stock market volatility.

These factors contributed to negative correlation in 1998 during the Asian Financial Crisis. Stock prices flattened due to company trade relationships with Asian economies, while bonds benefited from lower rates and lower inflation. In 2002, high market volatility due to the dotcom bubble resulted in stocks and bonds reaching their most negative correlation.

Similarly, gold and the U.S. dollar generally move in opposite directions, with negative correlation in 23 of the last 25 years. When optimism in the U.S. economy is high, the U.S. dollar tends to rise. Conversely, when there are concerns about the U.S. economy or inflation, gold is considered a safe asset that holds its value.

In 2006, gold and the U.S. dollar reached their most negative correlation. As the beginnings of the subprime mortgage crisis appeared, investors piled into safe haven assets such as gold. In 2010, gold and the US dollar had a brief moment of positive correlation. Concerned about the European debt crisis, investors sought safe haven assets elsewhere, including both gold and the U.S. dollar.

Choosing Asset Classes

As investors think about which asset classes to include in their portfolios, it’s important to consider correlation. For instance, stock categories have historically been positively correlated. To diversify, investors may want to consider bonds and alternative assets such as gold.

In addition, macroeconomic events such as financial crises can have an impact on correlation, and investors may want to monitor these changes over time. Finally, considering the risk and return characteristics of various asset classes will allow investors to build a portfolio best suited to their needs.

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Markets in a Minute

Charted: The Rise of Stock Buybacks Over 20 Years

Unlike the last two downturns, stock buybacks could hit a record $1.3T in 2022. We chart their growth over the last two decades.

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Stock Buybacks

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Chart: The Rise of Stock Buybacks Over 20 Years

Despite market turbulence, stock buybacks are on track to hit record levels by year-end.

Spurring this wave of buybacks are strong corporate cash flows⁠—sitting near $2 trillion—and a 1% excise tax on buybacks approaching in 2023. This signals a vote of confidence from corporations on their financial health even as a recession looms large.

In this Markets in a Minute from New York Life Investments, we chart the growth of buybacks over the last two decades and the implications for investors looking ahead.

How Stock Buybacks Work

In stock buybacks, corporations buy their own shares from existing shareholders. This reduces the number of shares in the market and boosts earnings per share. Often, this can increase share prices given the rise in earnings growth.

It was not until 1982 that share repurchases became legal, driving wider usage among corporations as a capital allocation tool.

By comparison, dividends are another common form of distributing capital back to shareholders.

Dividends are bound by strict policies and do not offer the same tax advantages and flexibility as buybacks. While dividends are taxed as income, buybacks are taxed as capital gains—making them a preferential choice for investors. Given these advantages, stock buybacks have outpaced dividends over the last two decades.

In fact, in the third quarter of 2022, an estimated one in five companies in the S&P 500 Index conducted buybacks that in turn increased their earnings per share by at least 4% year-over-year.

Stock Buyback Trends

As the below table shows, stock buybacks in the S&P 500 Index outnumber dividends by about double in 2022:

YearS&P 500 Stock BuybacksS&P 500 Dividends
2022*$1.00T$0.54T
2021$0.88T$0.51T
2020$0.52T$0.48T
2019$0.73T$0.49T
2018$0.81T$0.46T

Source: S&P Dow Jones Indices (Sep 2022). *For the 12-months ending June 2022.

However, stock buybacks fluctuate more often than dividends since corporations can turn them on or off. For example, in 2020, buybacks sharply declined given growing financial uncertainty. Meanwhile, companies issued dividends at a steady pace.

In this way, when share prices decline, buybacks typically decrease.

Yet unlike the last two recessions in 2008 and 2020, buybacks have shown notable strength in 2022 in spite of falling share prices.

What Are the Top Sectors for Stock Buybacks?

We can see in the table below that the biggest share repurchasers are in the tech sector, with $2.1 trillion in buybacks since 2009.

SectorCumulative Buybacks Since 2009Q2 Buybacks
Information Technology$2,060.4B$72.0B
Financials$1,265.0B$21.2B
Consumer Discretionary $941.7B$27.6B
Health Care$929.1B$17.2B
Industrials$717.6B$17.4B
Consumer Staples$548.1B$10.7B
Communication Services$369.6B$29.4B
Energy$337.9B$13.4B
Materials$187.0B$8.7B
Utilities $26.8B$0.5B
Real Estate$16.9B$1.1B
Total$7,382.6B$219.6B

Source: Yardeni Research (Nov 2022). Represents stock buybacks for S&P 500 Index sectors.

On the other hand, utilities and other capital-intensive sectors tend to spend less on buybacks in contrast to asset-light sectors such as tech and financials.

What is also characteristic to share buybacks is their concentration. As we have seen in the second quarter this year, the top 20% of buybacks make up 47% of all repurchases across the S&P 500 Index.

New Tax On Stock Buybacks

Stock buybacks have drawn criticism for using cash to benefit shareholders instead of boosting production or improving the quality of the business.

In response, beginning in 2023, the Inflation Reduction Act puts a 1% excise tax on buybacks.

What this means is that public companies based in the U.S. must now pay a 1% tax on share repurchases, which could result in millions of additional expenses. Given this new tax rule, corporations may be accelerating buybacks ahead of year-end.

Implications for Investors

As stock buybacks have grown in prominence, it’s worth noting that not all are equal.

When a buyback aligns with a company’s long-term plan, and the company can cover their operational expenses, it can support the stability and growth of the company. When stock prices are volatile, companies can repurchase shares when they are undervalued.

By contrast, if a company takes on excess leverage in order to buyback shares, it can contribute to lower financial resilience. When a company uses a buyback to opportunistically repurchase shares, the boost in share prices may be short-lived.

In addition, it could also prevent capital from being directed to growth initiatives. In this way, it’s important to consider stock buybacks on a case-by-case basis.

With this in mind, investors can look to companies with healthy balance sheets that can weather economic storms. Here, companies that illustrate price discipline and buy back shares at a discount may help build long-term value, providing benefits to investors who stay the course.

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Mapped: Global Energy Prices, by Country in 2022

Energy prices have been extremely volatile in 2022. Which countries are seeing the highest prices in the world?

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Energy Prices

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Mapped: Global Energy Prices, by Country in 2022

For some countries, energy prices hit historic levels in 2022.

Gasoline, electricity, and natural gas prices skyrocketed as Russia’s invasion of Ukraine ruptured global energy supply chains. Households and businesses are facing higher energy bills amid extreme price volatility. Uncertainty surrounding the war looms large, and winter heating costs are projected to soar.

Given the global consequences of the energy crisis, this Markets in a Minute from New York Life Investments shows the price of energy for households by country.

1. Global Energy Prices: Gasoline

Which countries and regions pay the most for a gallon of gas?

RankCountry/ RegionGasoline Prices
(USD per Gallon)
1🇭🇰 Hong Kong$11.1
2🇨🇫 Central African Republic$8.6
3🇮🇸 Iceland$8.5
4🇳🇴 Norway$8.1
5🇧🇧 Barbados$7.8
6🇩🇰 Denmark$7.7
7🇬🇷 Greece$7.6
8🇫🇮 Finland$7.6
9🇳🇱 Netherlands$7.6
10🇧🇪 Belgium$7.4
11🇬🇧 United Kingdom$7.2
12🇪🇪 Estonia$7.2
13🇨🇭 Switzerland$7.2
14🇸🇬 Singapore$7.2
15🇸🇪 Sweden$7.1
16🇸🇨 Seychelles$7.1
17🇮🇱 Israel$7.0
18🇩🇪 Germany$7.0
19🇺🇾 Uruguay$7.0
20🇼🇫 Wallis and Futuna$7.0
21🇱🇮 Liechtenstein$6.9
22🇮🇪 Ireland$6.8
23🇵🇹 Portugal$6.8
24🇱🇻 Latvia$6.7
25🇧🇿 Belize$6.7
26🇦🇱 Albania$6.6
27🇦🇹 Austria$6.6
28🇲🇨 Monaco$6.6
29🇪🇸 Spain$6.6
30🇨🇿 Czech Republic$6.5
31🇲🇼 Malawi$6.5
32🇰🇾 Cayman Islands$6.4
33🇸🇰 Slovakia$6.4
34🇲🇺 Mauritius$6.3
35🇱🇺 Luxembourg$6.3
36🇱🇹 Lithuania$6.3
37🇦🇩 Andorra$6.3
38🇮🇹 Italy$6.3
39🇺🇬 Uganda$6.2
40🇭🇺 Hungary$6.2
41🇯🇴 Jordan$6.2
42🇸🇾 Syria$6.1
43🇫🇷 France$6.0
44🇧🇮 Burundi$6.0
45🇧🇸 Bahamas$6.0
46🇳🇿 New Zealand$5.8
47🇸🇲 San Marino$5.8
48🇭🇷 Croatia$5.8
49🇷🇴 Romania$5.7
50🇾🇹 Mayotte$5.7
51🇷🇼 Rwanda$5.7
52🇿🇲 Zambia$5.7
53🇷🇸 Serbia$5.7
54🇱🇦 Laos$5.6
55🇲🇳 Mongolia$5.6
56🇰🇪 Kenya$5.6
57🇨🇾 Cyprus$5.6
58🇯🇲 Jamaica$5.5
59🇲🇰 Northern Macedonia$5.5
60🇨🇱 Chile$5.5
61🇧🇦 Bosnia$5.5
62🇱🇨 Saint Lucia$5.5
63🇵🇱 Poland$5.4
64🇩🇴 Dominican Republic$5.4
65🇨🇦 Canada$5.4
66🇲🇦 Morocco$5.4
67🇦🇼 Aruba$5.4
68🇸🇮 Slovenia$5.4
69🇧🇬 Bulgaria$5.3
70🇵🇪 Peru$5.3
71🇱🇰 Sri Lanka$5.3
72🇨🇷 Costa Rica$5.2
73🇲🇬 Madagascar$5.2
74🇬🇳 Guinea$5.2
75🇳🇵 Nepal$5.2
76🇲🇿 Mozambique$5.2
77🇳🇮 Nicaragua$5.2
78🇲🇱 Mali$5.1
79🇸🇳 Senegal$5.1
80🇺🇦 Ukraine$5.2
81🇩🇲 Dominica$5.0
82🇲🇪 Montenegro$5.0
83🇲🇹 Malta$5.0
84🇲🇩 Moldova$5.0
85🇨🇩 DR Congo$5.0
86🇨🇼 Curacao$5.0
87🇨🇻 Cape Verde$4.9
88🇧🇩 Bangladesh$4.9
89🇱🇷 Liberia$4.9
90🇰🇭 Cambodia$4.8
91🇮🇳 India$4.8
92🇨🇺 Cuba$4.8
93🇭🇳 Honduras$4.7
94🇬🇪 Georgia$4.7
95🇿🇦 South Africa$4.7
96🇹🇿 Tanzania$4.7
97🇫🇯 Fiji$4.7
98🇨🇳 China$4.7
99🇲🇽 Mexico$4.6
100🇬🇹 Guatemala$4.6

Source: GlobalPetrolPrices.com. As of October 31, 2022. Represents average household prices.

At an average $11.1 USD per gallon, households in Hong Kong pay the highest for gasoline in the world—more than double the global average. Both high gas taxes and steep land costs are primary factors behind high gas prices.

Like Hong Kong, the Central African Republic has high gas costs, at $8.6 USD per gallon. As a net importer of gasoline, the country has faced increased price pressures since the war in Ukraine.

Households in Iceland, Norway, and Denmark face the highest gasoline costs in Europe. Overall, Europe has seen inflation hit 10% in September, driven by the energy crisis.

2. Global Energy Prices: Electricity

Extreme volatility is also being seen in electricity prices.

The majority of the highest household electricity prices are in Europe, where Denmark, Germany, and Belgium’s prices are about double that of France and Greece. For perspective, electricity prices in many countries in Europe are more than twice or three times the global average of $0.14 USD per kilowatt-hour.

Over the first quarter of 2022, household electricity prices in the European Union jumped 32% compared to the year before.

RankCountry/ RegionElectricity Prices
(kWh, USD)
1🇩🇰 Denmark$0.46
2🇩🇪 Germany$0.44
3🇧🇪 Belgium$0.41
4🇧🇲 Bermuda$0.40
5🇰🇾 Cayman Islands$0.35
6🇯🇲 Jamaica$0.34
7🇬🇧 United Kingdom$0.32
8🇪🇸 Spain$0.32
9🇳🇱 Netherlands$0.32
10🇧🇧 Barbados$0.32
11🇪🇪 Estonia$0.32
12🇱🇹 Lithuania$0.31
13🇦🇹 Austria$0.31
14🇮🇹 Italy$0.30
15🇨🇿 Czech Republic$0.29
16🇨🇻 Cape Verde$0.28
17🇮🇪 Ireland$0.28
18🇸🇪 Sweden$0.27
19🇧🇸 Bahamas$0.26
20🇬🇹 Guatemala$0.26
21🇱🇮 Liechtenstein$0.26
22🇨🇾 Cyprus$0.25
23🇷🇼 Rwanda$0.25
24🇭🇳 Honduras$0.24
25🇺🇾 Uruguay$0.24
26🇵🇹 Portugal$0.24
27🇸🇻 El Salvador$0.23
28🇱🇻 Latvia$0.22
29🇫🇮 Finland$0.22
30🇱🇺 Luxembourg$0.22
31🇧🇿 Belize$0.22
32🇯🇵 Japan$0.22
33🇨🇭 Switzerland$0.22
34🇵🇪 Peru$0.21
35🇰🇪 Kenya$0.21
36🇦🇺 Australia$0.21
37🇧🇷 Brazil$0.20
38🇲🇱 Mali$0.20
39🇸🇬 Singapore$0.19
40🇷🇴 Romania$0.19
41🇧🇫 Burkina Faso$0.19
42🇸🇮 Slovenia$0.19
43🇬🇦 Gabon$0.19
44🇸🇰 Slovakia$0.19
45🇦🇼 Aruba$0.19
46🇬🇷 Greece$0.19
47🇫🇷 France$0.18
48🇳🇿 New Zealand$0.18
49🇹🇬 Togo$0.18
50🇳🇮 Nicaragua$0.17
51🇻🇪 Venezuela$0.17
52🇵🇦 Panama$0.17
53🇵🇭 Philippines$0.17
54🇵🇱 Poland$0.17
55🇮🇱 Israel$0.16
56🇺🇲 U.S.$0.16
57🇺🇬 Uganda$0.16
58🇭🇰 Hong Kong$0.16
59🇸🇳 Senegal$0.16
60🇲🇴 Macao$0.15
61🇨🇱 Chile$0.15
62🇰🇭 Cambodia$0.15
63🇿🇦 South Africa$0.14
64🇲🇺 Mauritius$0.14
65🇲🇬 Madagascar$0.14
66🇭🇷 Croatia$0.14
67🇮🇸 Iceland$0.14
68🇳🇴 Norway$0.13
69🇲🇹 Malta$0.13
70🇲🇿 Mozambique$0.13
71🇨🇴 Colombia$0.13
72🇧🇬 Bulgaria$0.12
73🇲🇻 Maldives$0.12
74🇨🇷 Costa Rica$0.12
75🇨🇦 Canada$0.11
76🇲🇼 Malawi$0.11
77🇨🇮 Ivory Coast$0.11
78🇳🇦 Namibia$0.11
79🇲🇦 Morocco$0.11
80🇹🇭 Thailand$0.10
81🇦🇲 Armenia$0.10
82🇯🇴 Jordan$0.10
83🇹🇿 Tanzania$0.10
84🇸🇿 Swaziland$0.10
85🇪🇨 Ecuador$0.10
86🇧🇼 Botswana$0.10
87🇩🇴 Dominican Republic$0.10
88🇲🇰 Northern Macedonia$0.10
89🇦🇱 Albania$0.10
90🇱🇸 Lesotho$0.09
91🇸🇱 Sierra Leone$0.09
92🇮🇩 Indonesia$0.09
93🇧🇾 Belarus$0.09
94🇭🇺 Hungary$0.09
95🇧🇦 Bosnia & Herzegovina$0.09
96🇹🇼 Taiwan$0.09
97🇰🇷 South Korea$0.09
98🇲🇽 Mexico$0.09
99🇷🇸 Serbia$0.09
100🇨🇩 DR Congo$0.08

Source: GlobalPetrolPrices.com. As of March 31, 2022. Represents average household prices.

In the U.S., consumer electricity prices have increased nearly 16% annually compared to September last year, the highest increase in over four decades, fueling higher inflation.

However, households are more sheltered from the impact of Russian supply disruptions due to the U.S. being a net exporter of energy.

3. Global Energy Prices: Natural Gas

Eight of the 10 highest natural gas prices globally fall in Europe, with the Netherlands at the top. Overall, European natural gas prices have spiked sixfold in a year since the invasion of Ukraine.

RankCountry/ RegionNatural Gas Prices
(kWh, USD)
1🇳🇱 Netherlands$0.41
2🇸🇪 Sweden$0.24
3🇩🇪 Germany$0.21
4🇧🇷 Brazil$0.20
5🇩🇰 Denmark$0.19
6🇪🇸 Spain$0.17
7🇮🇹 Italy$0.16
8🇦🇹 Austria$0.16
9🇸🇬 Singapore$0.15
10🇧🇪 Belgium$0.15
11🇭🇰 Hong Kong$0.14
12🇨🇿 Czech Republic$0.14
13🇬🇷 Greece$0.12
14🇫🇷 France$0.12
15🇯🇵 Japan$0.11
16🇬🇧 United Kingdom$0.10
17🇨🇭 Switzerland$0.10
18🇨🇱 Chile$0.10
19🇵🇹 Portugal$0.09
20🇧🇧 Barbados$0.09
21🇵🇱 Poland$0.09
22🇧🇬 Bulgaria$0.09
23🇮🇪 Ireland$0.08
24🇦🇺 Australia$0.07
25🇲🇽 Mexico$0.07
26🇳🇿 New Zealand$0.06
27🇸🇰 Slovakia$0.06
28🇺🇲 U.S.$0.05
29🇰🇷 South Korea$0.04
30🇨🇴 Colombia$0.04
31🇨🇦 Canada$0.03
32🇷🇸 Serbia$0.03
33🇹🇼 Taiwan$0.03
34🇺🇦 Ukraine$0.03
35🇲🇾 Malaysia$0.03
36🇭🇺 Hungary$0.03
37🇹🇳 Tunisia$0.02
38🇦🇿 Azerbaijan$0.01
39🇧🇭 Bahrain$0.01
40🇧🇩 Bangladesh$0.01
41🇹🇷 Turkey$0.01
42🇷🇺 Russia$0.01
43🇦🇷 Argentina$0.01
44🇧🇾 Belarus$0.01
45🇩🇿 Algeria$0.003
46🇮🇷 Iran$0.001

Source: GlobalPetrolPrices.com. As of March 31, 2022. Represents average household prices.

The good news is that the fall season has been relatively warm, which has helped European natural gas demand drop 22% in October compared to last year. This helps reduce the risk of gas shortages transpiring later in the winter.

Outside of Europe, Brazil has the fourth highest natural gas prices globally, despite producing about half domestically. High costs of cooking gas have been especially challenging for low-income families, which became a key political issue in the run-up to the presidential election in October.

Meanwhile, Singapore has the highest natural gas prices in Asia as the majority is imported via tankers or pipelines, leaving the country vulnerable to price shocks.

Increasing Competition

By December, all seaborne crude oil shipments from Russia to Europe will come to a halt, likely pushing up gasoline prices into the winter and 2023.

Concerningly, analysis from the EIA shows that European natural gas storage capacities could sink to 20% by February if Russia completely shuts off its supply and demand is not reduced.

As Europe seeks out alternatives to Russian energy, higher demand could increase global competition for fuel sources, driving up prices for energy in the coming months ahead.

Still, there is some room for optimism: the World Bank projects energy prices will decline 11% in 2023 after the 60% rise seen after the war in Ukraine in 2022.

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