How Your Personality Can Affect Your Portfolio
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How Your Personality Can Affect Your Portfolio

Neuroticism and openness, in particular, are closely linked to investors’ willingness to buy stocks

By LISA WARD
Mon, May 22, 2023 8:53amGrey Clock 3 min

Can certain personality traits explain investors’ risk tolerance and investment decisions?

A forthcoming paper suggests it might. Specifically, the authors found that two personality traits—neuroticism and openness—significantly affect how investors perceive the economy, financial markets and their likelihood to buy stocks or stock funds, with those who are less neurotic and more open tending to have a higher allocation to equities.

While the authors primarily studied investors in the U.S., they also identified similar patterns among investors in Germany, Australia and China.

The Wall Street Journal spoke with two of the paper’s co-authors, Hongjun Yan, a professor of finance at DePaul University’s Driehaus College of Business, and Cameron Peng, an assistant professor of finance at the London School of Economics, about their findings. Zhengyang Jiang, an associate professor of finance at Northwestern University’s Kellogg School of Management, is the paper’s other co-author.

Here are edited excerpts of the conversation.

WSJ: How can psychology theories help to explain investor behaviour?

YAN: Investors often have very different portfolios. Traditionally, economists focus on risk aversion and market expectations, but in this paper we argue that well-known personality traits—extroversion, agreeableness, openness, conscientiousness and neuroticism—provide a new dimension to explain investors’ choices.

In the Winnie-the-Pooh stories, Tigger is always excited and optimistic while Eeyore is always down and pessimistic. You might expect their investment portfolios to look very different and reflect their overall outlook.

WSJ:How did you study this topic?

PENG: We collaborated with the American Association of Individual Investors, administering a survey to over 3,000 of its members. We collected information on their personality traits, market expectations, and investment decisions. The AAII sample is predominantly wealthy, white, older men. And when they make investment decisions, they are usually quite big, involving hundreds of thousands or even millions of dollars. Their actions can have a real impact on the market.

WSJ:What did you find?

YAN: We found that neuroticism and openness are correlated with investors’ beliefs about the market and their likelihood to buy equities. We were surprised that agreeableness wasn’t important when it comes to investment beliefs or decisions since other researchers have found that agreeableness tends to be correlated with other economic outcomes, like success in negotiating wages.

WSJ: How does neuroticism affect investors’ decisions?

YAN: Someone who is more neurotic has a very different outlook than someone who is not in terms of stock-market expectation. For example, an investor ranking in the middle of the [neurotic] scale might expect an annual stock-market premium of about 6%. But investors at the top of the scale are likely to only expect a 4% stock-market premium, while investors at the bottom of the neuroticism scale are likely to expect an 8% stock-market premium.

PENG: Neuroticism also affected how respondents invested their money in their actual accounts. More neurotic investors were less likely to own equities. Very neurotic investors invested about 56% of their portfolio in equities, while investors who weren’t neurotic invested about 64% of their portfolio in equities.

WSJ:How does openness affect investors’ decisions?

PENG: Investors ranking high for openness were more likely to entertain the possibility of extreme events, like a market crash or a run—really any scenario when the market goes up or down by more than 20%.

Investors who were very open were somewhat more likely to take risks by buying equities. Specifically, investors who were the most open were 3 percentage points more likely to own more equities than investors who weren’t. They had about 62% of their portfolio in equities, while investors who were less open had about 59% of their portfolio in equities.

WSJ: What did you find when you looked at data from other countries?

YAN: We find that neuroticism and openness affect market perceptions and decisions fairly consistently across different data sets. That’s quite remarkable considering the culture and investing environment in each country is very different.

WSJ:What are the study’s implications?

YAN: Personality traits may shape investors’ decisions in ways that many economists have yet to seriously consider. Our research, for instance, also suggests more extroverted and more neurotic investors’ investment choices could be highly influenced by social interactions, or what their friends or colleagues are doing. That insight goes beyond economists’ traditional framework, which focuses on risk tolerance and market expectations, and could help researchers better explain investor behaviour.

PENG: Large asset-management firms or financial planners could spend time getting to know their clients’ personalities and use those insights when they make investment recommendations. Maybe they could encourage investors who tend to be neurotic to be a little less pessimistic.



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Gold miners are emerging as a compelling way to navigate market uncertainty, with analysts pointing to strong cash flows, attractive valuations and rising profit margins. As gold prices stabilize above US$4,000 an ounce, mining stocks could offer investors both downside protection and long-term upside.

By Paul R. La Monica
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Gold is one of the market’s go-to hedges in rocky times. Don’t forget that gold miners’ stocks are too.

The stock market’s gains in 2026 belie the rocky macroeconomic picture: elevated inflation, heightened geopolitical tensions, and jitters about the artificial-intelligence trade. That backdrop, in theory, should be the time for gold to shine. Instead, the price of the yellow metal has tumbled more than 5% so far, after last year’s blistering 65% rally. In part, the U.S. dollar’s recovery has stymied gold, which benefited from the greenback’s weakness in 2025.

Even with the precious metal’s recent weakness, gold mining stocks could be the best way to profit from this year’s uncertainty.

Gold miners “are a valuable hedge against macro risks that would likely be damaging for equities,” BCA Research’s Noah Weisberger and Rishabh Shah wrote this week.

Concerns about the Federal Reserve’s next moves to tackle inflation, the increasingly crowded AI trade, and steep valuations for tech stocks are just some of the drivers that could help gold’s price get on even footing— and lead to even bigger gains for miner stocks.

These stocks’ prices tend to outpace gold’s moves, because the companies have fixed operational costs. So when gold’s price rallies, their profit margins soar, and vice versa. For instance, the VanEck Gold Miners GDX +7.39% exchange-traded fund has fallen 11% this year as the metal has slumped.

Now, gold’s price just needs to stabilize to help miners’ stocks take off, and that seems to be happening. The precious metal has recently found support above the $4,000 level, and has stuck in a narrow range since the end of June. But its price rose ever so slightly in July, ending a four-month losing streak for the metal. Technical analysis also suggests that gold is due for a comeback.

Barron’s recently wrote that the pullbacks for both gold miners and the metal itself are overdone. Senior technical analyst Doug Busch noted that the VanEck ETF is on the “verge of a breakout” and has the potential to hit $11o in early 2027, up more than 40% from its current price.

Gold miners also have more than their role as a market hedge going for them. Their fundamentals are solid, too, says Chris Mancini, portfolio co-manager of the Gabelli Gold Fund.

“Precious metals miners are generating substantial amounts of free cash flow given profit margins of over $2,000 per ounce, and are returning this cash to shareholders through buybacks and dividends,” he said in an email.

“Buying the miners is a cheap way to get exposure to the price of gold,” he added. His fund owns Newmont NEM +6.71%, a Barron’s stock pick last year, and Agnico Eagle Mines as top holdings, as well as miners Northern Star Resources, Endeavour Mining, and Kinross Gold K+8.59%.

Miners are better businesses than they used to be, the BCA team added.

“Capex is more disciplined, margins are high and rising…and they are largely independent of the AI story,” Weisberger, BCA’s head of equities, and Shah, a senior analyst, wrote.

That last part is key. AI is disrupting the software industry and many other services and information-oriented businesses, and investors have piled into AI stocks. But ChatGPT, Claude, Grok, and other large-language models aren’t going to replace the need to mine for metals.

“Equity portfolios can benefit from exposure to quality that is uncorrelated to AI risk, and gold miners fit the bill,” the BCA team said.

They recommend that investors buy the VanEck Gold Miners ETF, which owns top miners such as Agnico, Barrick Mining ABX +7.24%, and Newmont.

An important bonus for big gold miners’ stocks is that their valuations are attractive after the gold’s pullback, too. The VanEck ETF is now trading at just a little more than nine times next year’s earnings estimates. That’s a big discount to its five-year average price-to-earnings ratio of 14, according to FactSet.

What’s more, the ETF is currently valued at a more than 50% discount to the S&P 500 SPX -0.17%, which is trading for about 19 times earnings estimates for 2027. Mining stocks have typically traded at just a 25% discount to the broader market over the past five years. So there is significant upside for the group if valuations move back toward normal levels.

One factor that complicates mining stocks as a market hedge, of course, is if stocks bounce back, which has been the case so far in August.

But both the market and economic outlooks remain cloudy, and investors remain nervous about the Fed’s next moves and AI stocks. Gold miners should do just fine, even if the anxious mood on Wall Street persists.

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