While developed markets’ aging population problem becomes increasingly pronounced, Asian countries are witnessing a rapid rise of youth with some sub-regions’ median age staying firmly under 30. Global strategy advisor and economist Parag Khanna said Asians’ movements around the world and their increasingly deep intra-region relationships will have massive geopolitical and workforce impacts on global markets. 

 While developed markets’ aging population problem becomes increasingly pronounced, South Asian and ASEAN countries are witnessing a rapid rise of youth with the regions’ median age staying firmly under 30.  

There will eventually be “more Asian youth than any other category of human being” according to global strategy advisor and economist Parag Khanna speaking at the Fiduciary Investors Symposium, and their movements around the world will have massive political and workforce impacts on global markets.  

“When people ask this big, weighty question of what the future of humanity is, you’ll hear lots of philosophical answers. People will say things like religious wars or capitalism, which are lofty kinds of ideas,” he told the symposium in Singapore.  

“I think the factual answer to the question is literally two words: Asian youth.” 

While the world is used to the Chinese diaspora being the largest community numerically, Khanna said that will cease to be the case “imminently” as more Chinese retreat to Asia, not to mention the country’s median age (40) is older than the rest of region.  

Instead, South Asians (with youth giants like India, Pakistan and Bangladesh) will play a bigger part in the global markets from this point on, especially in regions like the US, Canada and Europe where they already occupy a greater share of the workforce than the Chinese. This is thanks to various outbound motivation drivers like pollution, economics and corruption. 

Apart from demographic advantages, Asia also has economic perks such as low currency volatility. The Gulf countries have long pegged their currencies to USD to underpin continued currency stability, and long-term low interest rates across Asia’s major economies have enabled steady credit availability and flows.  

Asia also accounts for most of the emerging market equity growth. Khanna said longer-term factors including capital account liberalisation and accelerated privatisation will unlock new investment inflows into fresh Asian listings. 

“[Emerging markets] is a term I hate, and I only use it in quotes,” Khanna said. “Because you throw a bunch of countries together as if there’s any kind of correlation between what’s happening in Brazil, Nigeria, or South Africa today versus the [Asian] region.” 

“Think regionally, think geographically, and that’s going to serve you a whole lot better.” 

Asianisation

Khanna said many people have considered the rise of China as the megatrend of the century. However, it was only a part of a broader “Asianisation” trend, marked by the resurrection of the Asian system and deepening relationships between states and subregions.  

“The further we look into the future and look back from that future, the more apparent it is that Asia has multiple drivers, multiple anchors and multiple pillars. The overall systemic quality that they are building or rebuilding – that is the great story of the 21st century,” he said.  

This also provides an alternative perspective to ongoing geopolitical tensions such as the Russo-Ukrainian War. Even since the seizure of Crimea in 2014, the increasing Western sanction has persuaded Russia to pivot towards being more of a North Asian country, rather than Eastern European, Khanna said. 

Russia has huge leverage as Asia’s “gas station and grocery store”, he said. 

“What you’ve noticed in the past two years is that India has embraced Russia, and countries have been trying to find exemptions to the oil cap. So how can you possibly presume that Russia is isolated and is destined to collapse?  

“Whether you want it to or not is your own personal point of view… but the world’s largest country has 14 neighbors, many of them Asian, and the Asians view it as a very vital provider of energy, commodities, food, access to the Arctic. 

“So Russia, again for better or worse, is not going anywhere.” 

Asset managers are spending vast sums of money to develop artificial intelligence systems to help them make better investment decisions. At a Top1000funds.com event in Singapore, Bridgewater co-CIO Greg Jensen discussed applying AI in financial markets as well as Bridgewater’s artificial intelligence efforts. He noted that AI could help contribute to a much needed productivity miracle.

Asset managers are spending vast sums of money to develop AI technology to support better investment decisions but applying AI to financial markets remains, according to Bridgewater’s co-chief investment officer Greg Jensen.

Jensen told the 2024 Fiduciary Investors Symposium in Singapore that AI is “great if there is a tonne of data and the future is like the past”.

“This problem is not like that,” he said. “There’s not that much data; realistically, there’s only a few cycles. You can maybe go back 150 years, and the future is not the same as the past.”

Jensen demonstrated Bridgewater’s artificial intelligence system, AIA (pronounced eye-a) to delegates at the symposium and said it had been developed to fill in the gaps in effective application of AI in financial markets.

Jensen said Bridgewater developed its own AI technology by combining the strengths of tabular data AI – which focuses on analysing classic table data sets – and large language models like ChatGPT, which offer complimentary features.

He said the strength of tabular data AI models is the ability to utilise data to understand past trends, but its flaw is an inability to offer future insights.

“This makes applying AI to financial markets quite a challenge,” Jensen said.

“If you take the best AI model… and take the best one for tabular data and you use it to predict equities, basically it can describe history incredibly well. It explains every move in the market. If you unleash it on data it’s never seen before and it doesn’t know about anything going on… it will have no idea what will happen.”

Jensen said this was despite AI being good at extracting complex dynamics and isolating impacts of individual variables in large datasets.

“They don’t know a thing about what’s happening,” Jensen said. “They’re bad at correlation versus causation. It’s important to understand them, but it’s more important in our world not to use them this way.”

Jensen said this where other forms of AI – in particular, large language models – come into play to “constrain the overfitting problem” by using data to make future predictions.

“Language models have totally different strengths to tabular data models – language AI can actually understand context and transfer human understanding from different spheres,” Jensen said.

“It can talk about markets and say something like ‘fear’ and know what fear means in a way a data series doesn’t. Of course, it’s bad in certain things. It’s bad at analytics tasks…they’re getting better, but they can also make things up. The good thing about tabular data models is they don’t make things up, they’re very precise. But language models do make things up.”

Real jeopardy

Jensen said the core of Bridgewater runs on a systematic process where computers do most of the work, but the intuition of the investment process is still all human driven.

He said the firm first started considering how AI could help humans on the intuitive part of this problem back in 2012.

It hired former IBM computer scientist David Ferruci, who led the development of the computing giant’s Watson which famously won US quiz show Jeopardy, to help design this system.

“He was sick, however, over the direction [Watson] had been taken and the things he couldn’t do – it was designed to beat Jeopardy, it wasn’t designed to do a lot of other things,” Jensen said.

“He was passionate about doing that right. He came together with me, and we’ve been thinking about how to create reasoning in artificial intelligence since then, or essentially a reasoning engine.”

Jensen was also part of the early development of OpenAI, before it pivoted to a capped for-profit company that sought to build scale. He later helped bring in the chief scientist to another AI start up, Anthropic, who would be tasked with working on the solution of dealing with small data sets in AI.

Capital space race

Jensen said the risk of capital loss in AI development would be part of the ebbs and flows of capital investing.

“If you look what it takes to have the best language model…right now OpenAI had the best model; then what Anthropic just released is pretty incredible,” Jensen said. “Staying on top of the best language model is unbelievably expensive and it has a shelf life of a couple of weeks.

“They’re going to build it. Whether that build ends up worthwhile, that’s a much, much trickier question.”

While Ferucci was recruited to help develop a system that could have a greater societal impact than winning a TV gameshow, Jensen noted a potential ceiling that still exists for AI.

“People are making the argument, which I think is a pipedream, that it will democratise intelligence – not all AI is the same, better AIs are going to win out from the worst AIs,” Jensen said.

“It’s unfortunately a winner-take-all technology because if you can do it and get the money/resources to do more of it, that is of huge benefit. How do you deal with a winner take all technology society and how do you spread that benefit? A lot of the people building this technology have the best intentions, but you don’t want to rely on that.”

Jensen believed this is where government policy should come into play to prevent the “massive economic gains” that could arise don’t end up being concentred in the hands of a few wealthy parties.

“How do you do that right now so it’s not a surprise to people when it happens? Tax the robots, tax the AI, distribute that in high quality ways and make sure the world benefits,” Jensen said.

On the impact AI will have on jobs and the general livelihoods of the working and middle classes, Jensen said society needs a workforce that is flexible enough to change as jobs fall in and out of demand.

While there’s numerous examples in history of technology replacing jobs, Jensen referred to AI being used in the US postal service to help with mail sorting.

“They started working on AI in 1998 on handwriting recognition,” Jensen said.

“Took a long time but by 2013-14, AI could recognise handwriting better than people in the post office could and nobody cared except the postal service, but the AI reads your letters. It’s not a human reading where to send the mail.”

Impact on productivity

Jensen said inflated US asset prices have created a mismatch with productivity which will require a ‘productivity miracle’ to reconcile. This is a problem AI could help to address if it can drive a modest, 1.5 per cent boost to GDP.

“If you take US asset prices, we need a productivity miracle – the only way to reconcile what is priced into asset prices is a productivity miracle,” Jensen said.

“Inflation is going to be able to fall/stay steady while earnings grow at a rate that hasn’t been priced in for a very long time. How can you get great earnings and great low inflation at a time where you’re starting with pre-used up capacity and a low unemployment rate? Basically, you need productivity.”

This is why Jensen believes even a modest 1.5 per cent boost to GDP from AI could reconcile this difference.

“That might happen, that’s probably too optimistic, long term equity prices are too high in the United States relative to what’s likely, but you at least get a sense of the line,” Jensen said.

“What I’m trying to do in my business is get an AI that learns and create that loop – it can learn, generate revenue and then learn again and get better. If you have a self-improving artificial intelligence, it of course creates a flywheel like nothing that’s ever happened before, so there is at least some chance.

Asia is going through its own sustainability journey, and it’s different from the transition pathways in Europe and North America. Robeco head of fixed income, Asia, Thu Ha Chow told the Top1000funds.com Fiduciary Investors Symposium in Singapore that this means investing in the region requires a unique, regional perspective. 

Asia is going through its own sustainability journey, which is different from transitions in Europe and North America, and those nuances should not be lost on investors, according to Robeco’s head of fixed income, Asia, Thu Ha Chow. 

Chow told the Top1000funds.com Fiduciary Investors Symposium in Singapore that it is challenging to get people in parts of the region such as the Middle East and other sceptics to participate in the debate and transition. 

“They never felt the dialogue really related to them,” she said.  

“I spent 15 years in Europe as a fund manager before I did the last 12 years here in Asia and a lot of people feel disenfranchised. If you understand the history of how sustainability developed within Europe and in that context, you can understand the adoption and history that’s there.” 

Instead, Asia is going through its own sustainability journey, Chow said, noting it’s important everyone understands what that looks like. 

“This is the most high-emitting region in the world,” she said.  

“It also hosts 60 per cent of the population. There’s also the manufacturing base, as we know that’s also a highly intensive sector. Actually dealing with the issues we have in this region is going to make or break our own net zero issue.” 

Additionally, Chow said, a lot of the standards and definitions adopted for ESG investing have not been helpful for the Asian region. 

“There’s a big issue to deal with and there’s a lot of research that needs to be done to actually focus on this very high impact area,” she said. 

“What Robeco has done over the last few years is expand our Asian presence to make sure that we actually understand the importance of regional IP.” 

While global pathways for the net zero transition have been laid out, Chow said it is a flaw that they haven’t been regionalised. 

“We know that technology, not only costs, but availability is very regional,” Chow said. 

“Some places you can have solar; some places, like Indonesia, that is not actually a viable strategy. It needs regionalisation from both technology and costs and that’s another piece of work we’ve been working on.” 

Asset owners and asset managers need to be working together on the transition, Chow said, but the shift in the last five years in Asia has sped up significantly. 

“That’s probably because the impact is going to be felt more acutely here in this region,” Chow said. 

“We’ve seen lots of regulations and definitions come to force. Things are beginning to happen and the region is beginning to start engaging in the dialogue that before they felt was not so important. With that is going to come some very interesting developments.” 

Chow said the proportion of green social bonds issued in Asia is still small as a proportion of total issuance. 

“What can asset managers do in response to this kind of challenge that we talked about?” Chow said. 

“We’re beginning to do a lot of the work…but we do need to develop frameworks that actually help clarify those definitions for this region. We actually have to start embracing that there are multiple dimensions to transition as well as regional differences.” 

The key to constructing investment portfolios with resilience to rapid and unexpected changes is to remain humble, interrogate the data, and not be fooled into thinking the future can be predicted perfectly, according to head of multi-asset strategy APAC for Wellington, Nick Samouilhan.

In the midst of the COVID-19 pandemic, Singapore-based Wellington Management managing director and head of multi-asset strategy APAC Nick Samouilhan says “his team decided to take a step back and think about what was going on”.

Samouilhan told the 2024 Fiduciary Investors Symposium in Singapore last week that their aim was to analyse whether it could take what was happening in the moment and “try and work out the next five to 10 years – not trying to be too prescriptive, but can we directionally try and understand some of the big changes, which we think will really matter over the next, say, five to 10 years”.

Samouilhan said the multi-asset strategy team have identified four key themes that continue to hold true today.

“It was clear three years ago, [and] it is absolutely clear today, that governments all over the world are potentially going to be far more activist in determining winners and losers and directing capital,” he said.

“And it means that when we invest in a company, that company’s outcome may not be about shareholder maximisation, it may be something else, we need to realise that and address that.”

Samouilhan said it was “clear back then [and] it’s clear now that climate is an increasingly important consideration in driving risk and return in capital allocation.

“We need to address that in our portfolios,” he said.

“What we were seeing back then and, again, we’re also seeing that now, [is] governments all over the world focus on their own economies, their own objectives.

“Because of that, we’re starting to see policy cycles, interest rate cycles, economic cycles, regulatory cycles start to diverge. And that has an increasingly important impact on say, regional allocations, and currencies, and so on.”

This analysis prompted a discussion between Samouilhan’s  multi-asset team and the macro team because it led them to believe that “something’s going on, beneath the surface on the macro economy” – and it might be that the principles of investing and portfolio construction that have served investors well in the recent past might not be appropriate in future.

Building portfolios with resilience requires that possibility to be taken into account, and Samouilhan said investors should bear in mind three things when considering how to build resiliency into portfolios.

“First, you should expand the number of asset classes in your portfolio,” he said.

 “For instance, there was long discussion yesterday about commodities and how the allocations have generally disappointed over the last decade.  But that is because we haven’t spent time in regimes when commodities are helpful.”

Samouilhan explains the second point: if we are in this world where beta is challenged, we need to really look at how are we going to meet return expectations, if beta doesn’t get us there,” he said.

“That might mean alternative ways of getting different returns – hedge funds, and so on. It may mean more skill-based approaches; it may mean more privates. If we can’t rely purely on beta, because the world is slightly different, we need another engine to drive the returns.”

Samouilhan said the final point is that “once you’ve allocated to different asset classes, perhaps we can be a bit more thoughtful on how these asset classes are expressed”.

“For instance, in hedge funds, if we are in this world that’s tougher, maybe ’leaning towards long-short strategies that can potentially discriminate between good and bad companies, where that difference will start to matter.

Can we be better at the expression on the equity side? Do we lean to things like quality, because that tends to do much better in certain regimes?”

Samouilhan said that all of that means that “if we are going into a slightly different world – and perhaps we’re leaving an anomalous world, maybe the world we’ve just lived in is the weirdness and we’re going back to a more normal world – we do need to look at some important things in the portfolio: correlations; the construction of the portfolio, reliance on beta and perhaps the expression; and how we do risk management.”

Samouilhan said the key to success for investors for the coming year was to “be humble”.

“It’s to interrogate the data, to think long and hard, but not to think we can guess the future correctly,” he said.

“Say we’re five years from now, and our expectations on the macro economy proved incorrect. It would not be the first time; I would not be embarrassed by that.  If it is completely wrong, I think looking back what we would have missed was this: perhaps most of the inflation we’ve seen recently was entirely cyclical, and COVID-related, and that will wash out of the system; and that all this talk about regionalisation of supply chains is only marginal, and countries continue to trade with each other.”

Samouilhan said it’s also possible that developments in AI could “offset many of the issues around constrained supply”.

“So perhaps inflation goes back to being a non-issue,” he said.

“And, if and if that’s the case, most of what I’ve just said goes away, because central banks then don’t need to worry about re-inflating the economy, because they just can’t, because there’s no inflation.

“We do need to question whether that’s right. This is just a nice, helpful thing to say – well, maybe the last few decades were the anomalous period, and we’re going back to a more normal period. What does that more normal period look like?”

Bridgewater Associates has a house view that the world is moving into a period of macro-volatility and global conflict, following a half-century period of relative harmony and pro-growth market conditions. But despite the myriad geopolitical and environmental risks facing investors, Bridgewater senior portfolio strategist Atul Lele says it is investors’ unwillingness to break with the model portfolios of the past that presents the greatest threat to institutional portfolios.  

Opening the Fiduciary Investors Symposium in Singapore earlier this month, Bridgewater Associates senior portfolio strategist Atul Lele argued investors had entered an “environment of great secular change”.

Echoing sentiments made by Bridgewater co-CIO Greg Jensen late last year, Lele argued that many of the pro-growth and disinflationary forces that had been advantageous to investment returns over the past half century were starting to subside, as deglobalisation is replaced by regionalisation and governments and labour unions regain strength after decades of deregulation.

Then, there are the additional and emerging challenges presented by climate change and artificial intelligence, he said.

“For the better part of 40 years you’ve seen secular disinflation as globalisation led to a decline in cost structures,” Lele said.

“As we fast forward to today, almost all of these secular disinflationary pressures are now fading – globalisation is turning to regionalisation, de-unionisation is returning to re-unionisation and income tax rates are rising across the OECD.”

But while these shifting macro conditions present financial – and in some cases, physical – risks to institutional portfolios, the greatest threat is posed by investors’ own unwillingness to respond to them, Lele argued.

He described the continued adherence to traditional 70:30 portfolios, in spite of the shifting macroeconomic reality, as the “biggest risk we see around the world”.

“When we look at the performance of most traditional 70:30 portfolios, they’ve just had their best decade ever. And most investors we see are still anchored to this portfolio or some variant of it. Yet today, the pro-corporate , pro-liquidity, pro-global harmony disinflationary winds that have been around for the past 50 years are now fading,” he said.

“When we look at all the drivers of portfolio outcomes – growth, inflation, policy, geopolitics, globalisation, the corporate environment, the energy backdrop, technology – all of these are shifting very, very rapidly.

“And so the question for investors is how to deal with it and that turns to the idea of portfolio resiliency. The answer isn’t just to dump equities, the answer is to think very seriously about how to make portfolios more resilient.”

Pulling the right lever

He urged the audience – which included 65 institutional asset owners from 15 countries – to determine their own definition of what portfolio resiliency meant to them. But he also offered Bridgewater’s definition that resilience refers to the ability to achieve target returns across the wide range of risky and shifting scenarios investors face.

Lele posited four specific elements of resiliency: narrowing the range of possible outcomes by mitigating risk; reducing the severity of tail-risk outcomes; reducing the likelihood of sustained periods of under-performance and raising the average return across different economic environments.

Given Bridgewater’s thesis that investors are facing an increasingly complex and fraught environment, Lele made the point that not all tail-risks can be mitigated. Institutional investors will therefore need to prioritise between vulnerabilities based on their objectives, values and those of their stakeholders.

“Then they need to pull levers,” he said. “Such as big portfolio shifts – moving out of equities to bonds for example, or shifting into infrastructure for inflation protection — or more tactical such as following trend-following strategies and tail risk hedging strategies and so on. It’s important investors think about the full range of levers available to them.”

Another key risk identified was benchmark allocations to Asian markets, which dramatically under-value the growing independence and importance of Asia in the global economy. He said investors should consider an “intentional shift” to Asian markets, revealing that Bridgewater’s portfolio allocation was in the realm of 15 to 20 per cent.

“Geographic diversification is absolutely top of mind for us,” Lele said. “Most investors are disproportionately invested in US and Europe.

“[Asian exposure is] hugely diversifying to portfolios …[and] hugely supportive of sharp ratios.”

A market-weighted index isn’t necessarily the best indicator of where growth in Asia will come from in future. Bernard Wee, group head of markets and investment at the Monetary Authority of Singapore told the Fiduciary Investors Symposium in Singapore that to maximise returns, investors must take a much closer look at the region and understand the nuances of trade and investment.

Investors need to take a granular look at emerging markets, according to Bernard Wee, group head of markets and investment at the Monetary Authority of Singapore (pictured), who says mean variance optimisation based on real variables like growth will result in a very different outcome.

“This type of granular work is something asset owners have to be very rigorous about when they enter emerging markets,” Wee said, adding MAS has been investing in emerging markets for more than 20 years.

“In Singapore we sit in this crossroads of emerging markets and developed markets. Being in Asia we are more conformable with emerging markets, but it also helps that Asia is the largest allocation in most emerging markets per region,” he said.

“There is no one emerging market, I think that is that is something you have to know.”

As an example he said the level of rates in LatAm is much higher than Asia with the latter having a different composition of inflation and a much lower peak policy rate.

“Asia is tied more to China’s fortunes than other regions in emerging markets. You need to look at emerging markets more granularly,” he said.

“The consequence of that also means the other challenge for emerging market investors is you need to think about what the market-weighted index looks like and whether that fits with where the growth opportunities are going to be.”

He said unlike developed market indices where market development and liquidity is comparable across markets, emerging market indices by market cap are slightly lagged because those that enter the index earlier grow bigger faster, and benefit from liquidity for a much longer time.

“But they are also the slightly more maturing individual countries, and it’s the new entrants to emerging markets that are faster growing but have a smaller allocation,” Wee said.

“You have to think about whether the market weight reflects the opportunities,” he said. “There are issues, GDP weighted is probably not practicable. I don’t have an answer, it’s something we are struggling with as well.”

The nuances of trade and investment

Expanding on the granularity theme, Wee said it was important to understand the nuances of trade and investment.

“You have to look at where the investment is coming from and where it is going to – not all FDI is the same,” he said, as an example.

“If you are building a plant in Vietnam as part of a globally integrated supply chain, that sort of FDI uplifts productivity a lot more than horizontal FDI where you set up a plant just to sell to the local market because of the large demand. You have to look at what type of FDI.”

MAS manages about $300 billion and is the most conservative of the three entities managing sovereign wealth in Singapore, the others being GIC and Temasek. MAS holds mostly liquid assets with investment-grade bonds in advanced economies taking up the largest share.

Wee, who oversees the investment of Singapore’s official foreign reserves, implementation of Singapore’s exchange rate-centred monetary policy, stability of Singapore dollar money markets as well as issuance of Singapore government securities, said he had been reviewing the market outlook through both a short-term and long-term lens.

“From these different lenses we have a slightly opposite view,” he said.

“In the short term, the market is pricing in tail risks receding and upside risks increasing, whereas in the long term, we think that tailwinds are receding and headwinds are increasing.”

Tailwinds of prosperity receding

Wee said the view at MAS is that the tailwinds of prosperity are receding. He said global population growth, a huge tailwind historically, is slowing quickly, alongside more geopolitical conflicts and trade tensions.

“The question facing all investors is: what do we do with all the cash?” he said.

“And that depends on what sort of environment there will be going forward.”

Continuing with the theme of granularity, Wee said understanding the drivers of growth required a more nuanced look at the trends. For example, the volume of global trade had flatlined since 2012 but what was more important was the composition and granularity, with the nature of trade changing.

He said historically there had been problems along the path of global growth, including an oil crisis in the 1970s, high inflation, savings and loans crisis, dot com crash, and the GFC which all had drawdowns, but didn’t derail the long-term trend of prosperity.

The issue today is the problems are everywhere all at once.

“If we think the headwinds are changing do we need to tilt the portfolio to build more resilience?” he said.