{"id":43069,"date":"2025-10-24T14:06:55","date_gmt":"2025-10-24T12:06:55","guid":{"rendered":"https:\/\/quantpedia.com\/?p=43069"},"modified":"2025-10-28T23:26:57","modified_gmt":"2025-10-28T22:26:57","slug":"cryptocurrency-as-an-investable-asset-class-10-lessons","status":"publish","type":"post","link":"https:\/\/vvv.quantpedia.com\/es\/cryptocurrency-as-an-investable-asset-class-10-lessons\/","title":{"rendered":"Cryptocurrency as an Investable Asset Class &#8211; 10 Lessons"},"content":{"rendered":"<p class=\"wp-block-paragraph\"><strong>Cryptocurrencies have matured from experimental curiosities into a viable investable asset class whose return-generation and risk characteristics merit treatment within empirical asset pricing. A recent <a href=\"https:\/\/papers.ssrn.com\/sol3\/papers.cfm?abstract_id=5612870\" title=\"\">paper by Nicola Borri, Yukun Liu, Aleh Tsyvinski, Xi Wu<\/a> summarizes ten facts from the literature that show cryptocurrencies share important similarities with traditional markets\u2014comparable risk-adjusted performance and a small set of cross-sectional factors\u2014while retaining distinctive features such as frequent large jumps and price signals embedded in blockchain data. Key themes include portfolio diversification, factor structure, market microstructure, and the evolving role of regulation and derivatives in shaping market discovery and stability.<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Cryptocurrency returns exhibit high absolute volatility but deliver risk-adjusted returns that are broadly in line with other risky asset classes; correlations with equities, gold, and commodities are low-to-moderate but rising, which gives small allocations some diversification benefits for traditional portfolios. Empirical factor analysis reveals a compact cross-section, where a few intuitive crypto-specific factors\u2014size, momentum, and value-like signals\u2014explain a significant portion of return variation, thereby reducing the need for overly complex machine-learning factor hunts.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">At the same time, crypto markets display features uncommon in mature financial markets: large jumps and systemic \u201ccommon disasters,\u201d strong information content from on-chain metrics, persistent inefficiencies due to market youth, and episodic funding stress that reveals the proper pricing of futures and leverage. The sector is also undergoing regulatory maturation: more apparent oversight and better market infrastructure are already improving liquidity and governance, accelerating the transition from speculative venues to institutional-grade <strong>investment portfolio<\/strong> opportunities.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">Fact 1: High return, high volatility\u2014normal Sharpe ratio<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">Cryptocurrencies deliver high nominal returns but come with substantially higher volatility than most traditional assets. Once scaled for risk, Sharpe ratios for broad crypto indices are comparable to those of other risky asset classes, suggesting that elevated volatility primarily accounts for the higher raw returns. Investors should therefore think in terms of risk-adjusted exposure rather than nominal return chasing.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">Fact 2: Cryptocurrency is a distinct asset<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">Crypto essentially moves on its own idiosyncratic drivers, forming an identifiable asset class distinct from equities, fixed income, or commodities. Correlations with other asset classes have risen episodically\u2014especially during stress or liquidity events\u2014so the distinctiveness is not absolute and must be monitored over time. Portfolio allocation should treat crypto as its own factor rather than a simple proxy for existing asset exposures.<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large\"><img fetchpriority=\"high\" decoding=\"async\" width=\"873\" height=\"1024\" src=\"https:\/\/\\\/\\\/new-fmhwbzh6ghd9hede.swedencentral-01.azurewebsites.net\/wp-content\/uploads\/2025\/10\/ssrn-5612870_page-0010-scaled-e1761216350326-873x1024.jpg\" alt=\"\" class=\"wp-image-43085\" srcset=\"https:\/\/vvv.quantpedia.com\/wp-content\/uploads\/2025\/10\/ssrn-5612870_page-0010-scaled-e1761216350326-873x1024.jpg 873w, https:\/\/vvv.quantpedia.com\/wp-content\/uploads\/2025\/10\/ssrn-5612870_page-0010-scaled-e1761216350326-256x300.jpg 256w, https:\/\/vvv.quantpedia.com\/wp-content\/uploads\/2025\/10\/ssrn-5612870_page-0010-scaled-e1761216350326-1309x1536.jpg 1309w, https:\/\/vvv.quantpedia.com\/wp-content\/uploads\/2025\/10\/ssrn-5612870_page-0010-scaled-e1761216350326-768x901.jpg 768w, https:\/\/vvv.quantpedia.com\/wp-content\/uploads\/2025\/10\/ssrn-5612870_page-0010-scaled-e1761216350326.jpg 1604w\" sizes=\"(max-width: 873px) 100vw, 873px\" \/><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\">Fact 3: Significant diversification benefits from small allocations<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">Adding a relatively small weight of cryptocurrencies to a diversified portfolio can meaningfully improve the overall risk-return frontier due to low historical correlations and large upside dispersion. The marginal benefit is non-linear: small allocations often capture most diversification gains while limiting exposure to crypto-specific tail risks. Rebalancing and risk budgeting are crucial to realize these benefits without undue concentration.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">Fact 4: How to be \u201csmart\u201d in crypto\u2014crypto-size, crypto-momentum, and crypto-value<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">Classic factor signals translate to crypto: smaller-cap tokens, momentum strategies, and price-based value proxies generate persistent excess returns in cross-sectional tests. These crypto-specific factor premiums can be implemented systematically, but they require careful construction to account for liquidity, trading costs, and survivorship issues. Combining factors improves robustness versus relying on single-signal bets.<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large\"><img decoding=\"async\" width=\"985\" height=\"1024\" src=\"https:\/\/\\\/\\\/new-fmhwbzh6ghd9hede.swedencentral-01.azurewebsites.net\/wp-content\/uploads\/2025\/10\/ssrn-5612870_page-0017-scaled-e1761216379518-985x1024.jpg\" alt=\"\" class=\"wp-image-43086\" srcset=\"https:\/\/vvv.quantpedia.com\/wp-content\/uploads\/2025\/10\/ssrn-5612870_page-0017-scaled-e1761216379518-985x1024.jpg 985w, https:\/\/vvv.quantpedia.com\/wp-content\/uploads\/2025\/10\/ssrn-5612870_page-0017-scaled-e1761216379518-288x300.jpg 288w, https:\/\/vvv.quantpedia.com\/wp-content\/uploads\/2025\/10\/ssrn-5612870_page-0017-scaled-e1761216379518-1477x1536.jpg 1477w, https:\/\/vvv.quantpedia.com\/wp-content\/uploads\/2025\/10\/ssrn-5612870_page-0017-scaled-e1761216379518-768x799.jpg 768w, https:\/\/vvv.quantpedia.com\/wp-content\/uploads\/2025\/10\/ssrn-5612870_page-0017-scaled-e1761216379518.jpg 1596w\" sizes=\"(max-width: 985px) 100vw, 985px\" \/><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\">Fact 5: Mind the Jumps\u2014large, sudden price moves and \u201ccommon disasters\u201d<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">Crypto markets experience frequent, large jumps and clustered extreme events that produce downside tail risk beyond Gaussian assumptions. These jumps often arise from liquidity evaporation, security incidents, or abrupt policy shifts, creating \u201ccommon disaster\u201d episodes that simultaneously affect many tokens. Risk models must explicitly incorporate jump risk and stress scenarios rather than relying solely on volatility estimates.<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large\"><img decoding=\"async\" width=\"1024\" height=\"794\" src=\"https:\/\/\\\/\\\/new-fmhwbzh6ghd9hede.swedencentral-01.azurewebsites.net\/wp-content\/uploads\/2025\/10\/ssrn-5612870_page-0021-scaled-e1761216400440-1024x794.jpg\" alt=\"\" class=\"wp-image-43087\" srcset=\"https:\/\/vvv.quantpedia.com\/wp-content\/uploads\/2025\/10\/ssrn-5612870_page-0021-scaled-e1761216400440-1024x794.jpg 1024w, https:\/\/vvv.quantpedia.com\/wp-content\/uploads\/2025\/10\/ssrn-5612870_page-0021-scaled-e1761216400440-300x232.jpg 300w, https:\/\/vvv.quantpedia.com\/wp-content\/uploads\/2025\/10\/ssrn-5612870_page-0021-scaled-e1761216400440-1536x1190.jpg 1536w, https:\/\/vvv.quantpedia.com\/wp-content\/uploads\/2025\/10\/ssrn-5612870_page-0021-scaled-e1761216400440-768x595.jpg 768w, https:\/\/vvv.quantpedia.com\/wp-content\/uploads\/2025\/10\/ssrn-5612870_page-0021-scaled-e1761216400440.jpg 1613w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\">Fact 6: Few factors, higher orders\u2014rather than machine learning: why less is more<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">A compact factor representation captures a large share of cross-sectional variation in crypto returns, arguing for parsimony over high-dimensional machine-learning factor mining. Lower-order linear factors are interpretable and more stable out-of-sample, making them preferable for systematic portfolio construction. Higher-order or non-linear models can add value, but only after accounting for data snooping, overfitting, and implementation frictions.<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"732\" src=\"https:\/\/\\\/\\\/new-fmhwbzh6ghd9hede.swedencentral-01.azurewebsites.net\/wp-content\/uploads\/2025\/10\/ssrn-5612870_page-0026-scaled-e1761216421280-1024x732.jpg\" alt=\"\" class=\"wp-image-43088\" srcset=\"https:\/\/vvv.quantpedia.com\/wp-content\/uploads\/2025\/10\/ssrn-5612870_page-0026-scaled-e1761216421280-1024x732.jpg 1024w, https:\/\/vvv.quantpedia.com\/wp-content\/uploads\/2025\/10\/ssrn-5612870_page-0026-scaled-e1761216421280-300x214.jpg 300w, https:\/\/vvv.quantpedia.com\/wp-content\/uploads\/2025\/10\/ssrn-5612870_page-0026-scaled-e1761216421280-1536x1097.jpg 1536w, https:\/\/vvv.quantpedia.com\/wp-content\/uploads\/2025\/10\/ssrn-5612870_page-0026-scaled-e1761216421280-768x549.jpg 768w, https:\/\/vvv.quantpedia.com\/wp-content\/uploads\/2025\/10\/ssrn-5612870_page-0026-scaled-e1761216421280.jpg 1660w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\">Fact 7: In crypto, the (block)chain drives the gain<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">On-chain metrics\u2014like active addresses, transaction flows, token issuance, and staking dynamics\u2014carry incremental predictive power for returns and volatility. Blockchain-level data provides a direct information channel into fundamentals, enabling \u03bdiew signals that do not exist for traditional assets. Integrating on-chain analytics with price and volume data improves both forecasting and risk monitoring.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">Fact 8: Young cryptocurrency markets, old inefficiencies<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">Being relatively new, crypto markets retain market microstructure inefficiencies: fragmented venues, disparate custody solutions, and uneven information diffusion. These inefficiencies create exploitable trading opportunities but also raise operational and execution risks for investors. Over time, maturation and institutional entry are eroding some inefficiencies while exposing new, more subtle ones.<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"570\" src=\"https:\/\/\\\/\\\/new-fmhwbzh6ghd9hede.swedencentral-01.azurewebsites.net\/wp-content\/uploads\/2025\/10\/ssrn-5612870_page-0033-scaled-e1761216464860-1024x570.jpg\" alt=\"\" class=\"wp-image-43090\" srcset=\"https:\/\/vvv.quantpedia.com\/wp-content\/uploads\/2025\/10\/ssrn-5612870_page-0033-scaled-e1761216464860-1024x570.jpg 1024w, https:\/\/vvv.quantpedia.com\/wp-content\/uploads\/2025\/10\/ssrn-5612870_page-0033-scaled-e1761216464860-300x167.jpg 300w, https:\/\/vvv.quantpedia.com\/wp-content\/uploads\/2025\/10\/ssrn-5612870_page-0033-scaled-e1761216464860-1536x855.jpg 1536w, https:\/\/vvv.quantpedia.com\/wp-content\/uploads\/2025\/10\/ssrn-5612870_page-0033-scaled-e1761216464860-768x428.jpg 768w, https:\/\/vvv.quantpedia.com\/wp-content\/uploads\/2025\/10\/ssrn-5612870_page-0033-scaled-e1761216464860.jpg 1647w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1011\" height=\"1024\" src=\"https:\/\/\\\/\\\/new-fmhwbzh6ghd9hede.swedencentral-01.azurewebsites.net\/wp-content\/uploads\/2025\/10\/ssrn-5612870_page-0031-scaled-e1761216442759-1011x1024.jpg\" alt=\"\" class=\"wp-image-43089\" srcset=\"https:\/\/vvv.quantpedia.com\/wp-content\/uploads\/2025\/10\/ssrn-5612870_page-0031-scaled-e1761216442759-1011x1024.jpg 1011w, https:\/\/vvv.quantpedia.com\/wp-content\/uploads\/2025\/10\/ssrn-5612870_page-0031-scaled-e1761216442759-296x300.jpg 296w, https:\/\/vvv.quantpedia.com\/wp-content\/uploads\/2025\/10\/ssrn-5612870_page-0031-scaled-e1761216442759-1517x1536.jpg 1517w, https:\/\/vvv.quantpedia.com\/wp-content\/uploads\/2025\/10\/ssrn-5612870_page-0031-scaled-e1761216442759-768x778.jpg 768w, https:\/\/vvv.quantpedia.com\/wp-content\/uploads\/2025\/10\/ssrn-5612870_page-0031-scaled-e1761216442759.jpg 1600w\" sizes=\"(max-width: 1011px) 100vw, 1011px\" \/><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\">Fact 9: When the funding dries up, we finally learn the worth of futures<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">Periods of funding stress\u2014margin calls, deleveraging, and funding-rate spikes\u2014reveal the actual cost of leverage and the pricing of futures and perpetual contracts. Derivative markets play a central role in price discovery and can amplify moves when liquidity is thin, making futures markets a vital barometer of systemic risk. Properly modeling funding dynamics is essential for institutions using derivatives to express crypto risk.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">Fact 10: Growing up with supervision, regulation, and oversight strengthens markets<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">Regulatory clarity and supervisory frameworks improve market quality by reducing fraud, improving custody standards, and attracting institutional capital. While regulation can produce short-term volatility and reprice risk exposures, over the medium term, it supports deeper, more resilient markets and better integration into mainstream <strong>financial regulation<\/strong> and portfolios. Thoughtful oversight helps convert speculative ecosystems into sustainable <strong>investment portfolio<\/strong> building blocks.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Authors: <\/strong><a title=\"View other papers by this author\" href=\"https:\/\/papers.ssrn.com\/sol3\/cf_dev\/AbsByAuth.cfm?per_id=1131728\" target=\"_blank\" rel=\"noopener\">Nicola Borri<\/a>, <a title=\"View other papers by this author\" href=\"https:\/\/papers.ssrn.com\/sol3\/cf_dev\/AbsByAuth.cfm?per_id=7542377\" target=\"_blank\" rel=\"noopener\">Yukun Liu<\/a>, <a title=\"View other papers by this author\" href=\"https:\/\/papers.ssrn.com\/sol3\/cf_dev\/AbsByAuth.cfm?per_id=350824\" target=\"_blank\" rel=\"noopener\">Aleh Tsyvinski<\/a>, <a title=\"View other papers by this author\" href=\"https:\/\/papers.ssrn.com\/sol3\/cf_dev\/AbsByAuth.cfm?per_id=2440831\" target=\"_blank\" rel=\"noopener\">Xi Wu<\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Title:<\/strong> <strong>Cryptocurrency as an Investable Asset Class: Coming of Age<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Link<\/strong>: <a title=\"https:\/\/papers.ssrn.com\/sol3\/papers.cfm?abstract_id=5612870\" href=\"https:\/\/papers.ssrn.com\/sol3\/papers.cfm?abstract_id=5612870\" target=\"_blank\" rel=\"noopener\">https:\/\/papers.ssrn.com\/sol3\/papers.cfm?abstract_id=5612870<\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Abstract:<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Cryptocurrencies are coming of age. We organize empirical regularities into ten stylized facts and analyze cryptocurrency through the lens of empirical asset pricing. We find important similarities with traditional markets-risk-adjusted performance is broadly comparable, and the cross-section of returns can be summarized by a small set of factors. However, cryptocurrency also has its own distinct character: jumps are frequent and large, and blockchain information helps drive prices. This common set of facts provides evidence that cryptocurrency is emerging as an investable asset class.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p class=\"wp-block-paragraph\" id=\"block-854363cc-8450-4dc0-a06a-c737766e9431\"><strong>Are you looking for more strategies to read about? <a href=\"https:\/\/\\\/\\\/new-fmhwbzh6ghd9hede.swedencentral-01.azurewebsites.net\/sign-up-for-our-newsletter\/\">Sign up for our newsletter<\/a> or visit our <a href=\"https:\/\/\\\/\\\/new-fmhwbzh6ghd9hede.swedencentral-01.azurewebsites.net\/blog\/\">Blog<\/a> or <a href=\"http:\/\/\\\/\\\/new-fmhwbzh6ghd9hede.swedencentral-01.azurewebsites.net\/Screener\">Screener<\/a><\/strong>.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\" id=\"block-65925002-6290-4d3b-b5cd-f3a277851ec8\"><strong>Do you want to learn more about Quantpedia Premium service? 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A recent <a href=\"https:\/\/papers.ssrn.com\/sol3\/papers.cfm?abstract_id=5612870\"><strong>paper by Nicola Borri, Yukun Liu, Aleh Tsyvinski, Xi Wu<\/strong><\/a> summarizes ten facts from the literature that show cryptocurrencies share important similarities with traditional markets\u2014comparable risk-adjusted performance and a small set of cross-sectional factors\u2014while retaining distinctive features such as frequent large jumps and price signals embedded in blockchain data. Key themes include portfolio diversification, factor structure, market microstructure, and the evolving role of regulation and derivatives in shaping market discovery and stability.<\/strong><\/p>","protected":false},"author":25210,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[62,178,84,163,147,46,167,146,58],"class_list":["post-43069","post","type-post","status-publish","format-standard","hentry","category-uncategorized","tag-arbitrage","tag-asset-allocation","tag-cryptocurrencies","tag-factor-allocation","tag-factor-investing","tag-momentum","tag-size-premium","tag-smart-beta","tag-value"],"_links":{"self":[{"href":"https:\/\/vvv.quantpedia.com\/es\/wp-json\/wp\/v2\/posts\/43069","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/vvv.quantpedia.com\/es\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/vvv.quantpedia.com\/es\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/vvv.quantpedia.com\/es\/wp-json\/wp\/v2\/users\/25210"}],"replies":[{"embeddable":true,"href":"https:\/\/vvv.quantpedia.com\/es\/wp-json\/wp\/v2\/comments?post=43069"}],"version-history":[{"count":0,"href":"https:\/\/vvv.quantpedia.com\/es\/wp-json\/wp\/v2\/posts\/43069\/revisions"}],"wp:attachment":[{"href":"https:\/\/vvv.quantpedia.com\/es\/wp-json\/wp\/v2\/media?parent=43069"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/vvv.quantpedia.com\/es\/wp-json\/wp\/v2\/categories?post=43069"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/vvv.quantpedia.com\/es\/wp-json\/wp\/v2\/tags?post=43069"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}