Outperformance, opportunity and optimisation: What makes India a ripe market for quant funds
This article is authored by Siddharth Vora, Head - Quant Investment Strategy and Fund Manager, PL Asset Management.
In today's rapidly evolving, tech-driven landscape, business and market cycles are shortening. In India, the NSE-registered unique investor base has exceeded 9 crore, with monthly SIP flows surpassing Rs 19,000 crore and mutual fund assets standing at Rs 53 lakh crore. The market is becoming increasingly efficient by the day. Moreover, market action is being significantly influenced by algorithms and passive fund flows.
This demands a dynamic, agile, and adaptive approach to managing money to effectively navigate the evolving financial market landscape. The solution: Quant funds
The popularity of quant funds is increasing globally. In the US, quant funds represent 35 per cent of the market share in 2023, compared to 26 per cent for active funds and 39 per cent for passive funds. This is a significant shift from the 89 per cent active and 11 per cent passive split in 1989.
Innovation in the US often influences other markets, including ours. India presents a promising environment for quant funds, characterised by the availability of clean and extensive historical price and fundamental data, an expanding pool of technology and data science talent, and a growing acceptance of systematic, rule-based investing over the past decade.
Despite a 232x growth in Assets Under Management (AUM) of quant funds in India over the past decade, they still represent only 1 per cent of the total AUM, indicating significant potential for growth.
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With the way India’s asset management industry is shaping up, here are some key reasons why quant funds stand to gain incremental market share in the coming years.
- Higher per cent of quant funds beat benchmark versus active funds: Investors crave market-beating returns and quant funds have consistently outperformed the BSE 500 TRI across all timeframes. Over one year, 64 per cent of quant funds beat the index, with this figure rising to 75 per cent over three years and 91 per cent over five years. In stark contrast, active funds lag, with only 45 per cent beating the index in one year, 37 per cent in three years, and a mere 39 per cent over five years.
![A graph of a performance
Description automatically generated with medium confidence](data:image/png;base64,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)
- Culmination of data, tech and talent: In India, data spanning over 20 years is now readily accessible, enabling quant funds to backtest their strategies across various market cycles. Using standardised APIs, these funds efficiently retrieve data from sources like stock exchanges and financial news websites.
Additionally, India's rapid technological growth, with over 800 million internet users, development of 5G/6G services and widespread cloud computing adoption, provides quant funds with the infrastructure needed to deploy complex algorithms effectively. Emerging alternative data sets, including product reviews, weather data, web traffic, and app usage, offer further potential for enhancing these models.
With over 1.5 million engineering graduates joining the workforce annually and a thriving IT industry of over 4.5 million professionals, India provides a solid foundation for developing complex quant strategies. This is a key factor in ensuring that quant models stand out and there is no crowded trade.
- Lower costs, higher scalability
For a price-sensitive country like India, another good news is that quant models are highly cost-efficient. Automation in data processing, analysis, and trade execution reduces operational costs, while efficient trading practices like algorithmic trading lowers transaction costs.
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)
- Bias-free investing
Global investors view India positively due to its rich demographic dividend, with 600 million people aged between 18 and 35, about 65 per cent of whom are under 35. As per capita income grows from the current USD 2,450, new HNIs and young investors are likely to seek unbiased avenues and new investment ideas with independent thinking.
Quant funds offer an alternative to active funds, which may sacrifice investor returns due to biases in fund managers' decision-making processes, such as the disposition effect or the anchoring bias. This presents an opportunity for quant funds to attract young investors seeking unbiased investment options.
- Increasing awareness of systematic strategies
Expanding on the previous point, favourable demographics also mean that Indian investors are becoming more sophisticated in their thought processes. They are seeking systematic approaches to investing that can quickly adapt to market shifts and effectively manage risk. Quant funds fill this gap perfectly.
For instance, during volatility, quant strategies can adjust portfolio sensitivity by shifting into cash, increasing exposure to defensive sectors, or hedging with derivatives. They ensure adaptability across asset classes, sizes, sectors, styles, and beta, constructing a benchmark-agnostic portfolio that offers granular returns. This mitigates downside risk and safeguards capital.
Conclusion
The bottom line is that quant funds are the perfect combination of man, data, machine, and alpha. India is among the fastest-growing economies globally, on track to become the 3rd largest economy by 2028. With over 5,000 listed companies on the BSE compared to 2,300 on the NYSE, quant funds emerge as the forward-looking choice for investors seeking resilience, adaptability, and the true flavour of India in their portfolios.
Disclaimer: The opinions expressed above are personal and may not reflect the views of DSIJ.