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Herfindahl-Hirschman Index: What It Is and How to Use It in Crypto Analysis

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Lorena Nessi
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Key Takeaways

  • The Herfindahl-Hirschman Index (HHI) measures market concentration and assesses competition within a specific industry, including crypto.
  • HHI is calculated by squaring each project’s market share and summing these values, resulting in a score from 0 to 10,000, where higher scores indicate greater concentration.
  • However, HHI might miss regional dominance by specific players, such as local exchange leaders, even if the global market appears decentralized.
  • HHI does not account for influences like volatility, regulatory shifts, or network effects, which are essential in understanding crypto market dynamics.

“The Herfindahl-Hirschman Index (HHI) is a statistical measure of market concentration within a specific industry, including crypto.”

Economists Orris Herfindahl and Albert Hirschman developed the Herfindahl-Hirschman Index (HHI) in the 1950s and 60s to tackle monopoly risks in traditional finance. As competition and regulation increasingly influenced markets, HHI provided analysts and investors with a quick way to assess concentration and competition in a market. While simple and effective, some criticisms highlight HHI’s limited ability to capture deeper market complexities.

For the crypto market, HHI can help users and analysts assess market health and detect signs of concentration or decentralization. For example, HHI can reveal which cryptocurrencies or companies hold significant market power or control. 

A recent study  used HHI to understand which types of cryptocurrency university business students prefer to invest in. This approach helped identify the most popular cryptocurrencies among these students and explored the reasons behind their investment choices.

Applying HHI to a crypto exchange’s market share distribution can show whether trading is concentrated among a few key players or spread across multiple participants. As a result, it helps identify market dynamics and potential risks and makes informed decisions.

This article will explore how to calculate the Herfindahl-Hirschman Index (HHI), interpret its results, and apply it to various segments of the crypto market. It will also discuss practical examples, benefits, and limitations of using HHI in crypto analysis.

How To Calculate the Herfindahl-Hirschman Index

Calculating the HHI involves squaring each project’s market share and summing these values. The resulting score ranges from 0 to 10,000. Lower scores indicate a more competitive market with many participants, and higher scores suggest greater concentration, potentially even indicating a monopoly.

According to the 2023 Merger Guidelines  by the U.S. Department of Justice (DOJ) and Federal Trade Commission (FTC):

  • HHI below 1,000: Unconcentrated market – Indicates a competitive environment with many participants, where no single project holds significant power.
  • HHI between 1,000 and 1,800: Moderately concentrated market – Some projects or companies may hold more influence, but competitive dynamics are generally intact.
  • HHI above 1,800: Highly concentrated market – A few projects dominate, potentially reducing competition and raising concerns about monopoly or oligopoly conditions.

The formula for the Herfindahl-Hirschman Index (HHI) calculates market concentration by summing the squares of each project’s market share within the industry. 

The formal formula is:

Herfindahl-Hirschman Index Formula
Herfindahl-Hirschman Index Formula.

Expanded form of the formula:

Expanded Herfindahl-Hirschman Index Formula.
Expanded Herfindahl-Hirschman Index Formula.

Both representations of the HHI are identical in their calculation and meaning; the difference is their expression in written form.

Example Calculation

Let’s consider a hypothetical market with 4 similar DeFi projects that have the following portions of total assets:

  • Project A: 40%
  • Project B: 30%
  • Project  C: 20%
  • Project D: 10%

Calculation:

HHI Calculation
HHI Calculation

In this example, the HHI of 3000 would reflect a highly concentrated market according to DOJ guidelines.

HHI Range and Interpretation

Range: 0 to 10,000

  • 0: Perfect competition (infinite number of small DeFi projects).
  • 10,000: Monopoly (single project with 100% market share).

Interpretation:

  • Lower HHI: A more competitive market with many participants.
  • Higher HHI: Greater market concentration, potentially indicating monopoly or oligopoly conditions.

It is important to note that the HHI can also be calculated by converting each market share to a decimal (e.g., 0.4 instead of 40%) and then summing their squares, yielding the same result but scaled to a range of 0 to 1. However, a maximum of 10,000 in merger guidelines and regulatory frameworks is more common.

Examples of HHI in the Crypto Market

The Herfindahl-Hirschman Index (HHI) is a valuable tool for assessing market concentration in the crypto space. The following are some examples of how users can apply it:

  • Exchange dominance: A high HHI score for exchanges like Binance and Coinbase can signal a concentrated market. This dominance may raise concerns about potential market manipulation and limited competition among crypto exchanges.
Sources: Kaiko, ESMA.
Sources: Kaiko, ESMA.
Sources: Kaiko, ESMA.
Sources: Kaiko, ESMA.
  • Stablecoin concentration: Calculating HHI for stablecoins like USDT, USDC, and DAI can reveal their market share. A high HHI suggests dominance by a few players, which could impact the broader ecosystem’s stability, mainly if regulatory issues arise for these stablecoins.
  • Token distribution: HHI for tokens can measure token concentration. A high HHI might indicate a few large token holders, such as crypto whales, raising concerns about centralized control. In contrast, a low HHI reflects a more even token distribution, generally seen as healthier for the ecosystem and supporting decentralization.
  • Memecoin market: Applying HHI to memecoins highlights the major players in this high-interest category. For example, if Dogecoin, Shiba Inu, or a few others hold most of the market share, a high HHI score will show this concentration. Such centralization can suggest that interest and investment are focused on just a few coins, potentially making the market more volatile and reactive to changes in those specific tokens. A low HHI, however, would indicate broader interest across various memecoins.

study  applied the HHI to evaluate the distribution of staking power within Ethereum’s proof-of-stake (PoS) consensus mechanism. The HHI score observed for Ethereum’s PoS network was approximately 0.178, suggesting a higher-than-ideal concentration of staking power.

Another case where HHI was applied resulted in a trend toward decentralization in Bitcoin mining pools. The study by Ark Invest  assessed market concentration, and the HHi indicated a more distributed mining landscape.

Herfindahl-Hirschman Index (HHI): Applications, Insights, and Data Challenges

The HHI is a versatile tool for assessing market concentration. Applying it to different segments of the crypto space can yield valuable insights into market dynamics, competition, and potential risks. 

For this reason, it can apply to a range of established and relatively new products, such as decentralized finance (DeFi) protocols, non-fungible tokens (NFT) marketplaces, mining pool concentration, infrastructure providers, or even decentralized autonomous organization (DAO) governance structures. In each of these areas, HHI helps highlight the degree of dominance by top players, offering a clearer picture of whether a market segment is monopolistic or competitive. 

By examining concentration through HHI, investors can make informed decisions on potential vulnerabilities, identify emerging trends in competition, and better understand market health across these varied sectors.

However, accurate calculation of HHI requires reliable data on market shares, trading volumes, or token distributions. In the crypto space, data transparency can vary across different platforms and tokens, impacting the accuracy and consistency of HHI assessments. This variability underscores the importance of sourcing high-quality data and remaining aware of limitations in transparency when analyzing crypto markets with HHI.

Advantages and Limitations of Using HHI in Crypto

HHI offers straightforward insight into market concentration, making it useful for analysts focused on market structure and risk. Its simplicity means it’s easy to apply across different crypto assets or exchanges, giving users a quick, clear snapshot to spot trends that might signal monopolistic behavior and support strategic choices.

However, HHI has limits, especially in the volatile crypto market. Cryptocurrencies can change quickly, making HHI scores less stable here than in traditional markets. 

The metric also does not capture outside factors like market sentiment or regulatory shifts, which can influence the market without directly affecting HHI.

In highly fragmented markets with many players and geographical differences, HHI may need help to distinguish between slightly concentrated and competitive environments. 

For example, HHI might show a competitive landscape globally in the crypto exchange market. Still, within specific regions, one or two exchanges might dominate due to local preferences or regulatory restrictions. Upbit and Bithumb hold a significant market share in South Korea, while Binance and Coinbase lead globally.

Another limitation can arise when a single company or project dominates a specific niche within a larger market. For example, one project might have a near-monopoly in a particular segment, even if the broader sector includes many projects with relatively equal shares of market value or digital assets.

In crypto, this might look like one project controlling most of the activity in a specialized area, such as staking or a unique asset class, which wouldn’t appear in a general HHI calculation.

Additionally, HHI may miss key factors like network effects and connections between platforms critical for understanding market health and resilience in crypto. A high HHI score for a protocol does not necessarily mean a lack of competition if it’s deeply integrated with other protocols or benefits from strong network effects.

Other factors, such as liquidity levels, rapid tech changes, user behavior shifts, cross-chain activity, and security risks, are also crucial for assessing market health and resilience in crypto but can be missed by HHI alone.

Conclusion

The Herfindahl-Hirschman Index (HHI) is a straightforward tool for assessing market concentration in the crypto industry. It helps users understand competitive dynamics, spot monopolistic trends, and make informed strategic decisions. 

By providing a precise numeric measure, HHI enables users to gauge whether a market segment is highly concentrated or competitive. Its simplicity makes it easy to apply across various crypto segments, from exchanges to stablecoins and DeFi protocols. However, this simplicity has also drawn some criticism.

Additional limitations relate to the volatile and fragmented nature of crypto markets. Rapid shifts in market share can make HHI scores less stable, ignoring regional dominance in global analyses. The metric also doesn’t capture external factors like market sentiment, regulatory changes, or unique crypto elements like network effects and cross-chain activity.

While HHI provides valuable insights for crypto analysis, other metrics and data sources can complement the market’s complexity.

FAQs

What other measures can complement HHI in crypto analysis?

What other measures can complement HHI in crypto analysis? To complement HHI in crypto analysis, several additional metrics, such as the Nakamoto Coefficient, liquidity ratios, volatility indices, and the Gini Coefficient, can offer a more comprehensive view of market health and concentration. Together, these tools enrich the analysis of concentration, decentralization, and overall resilience in the crypto market.



Does HHI support portfolio management?

Yes, HHI helps investors assess portfolio concentration, enabling them to manage exposure by balancing holdings based on market concentration indicators.

Why is data transparency essential for accurate HHI calculations in crypto?

Reliable data on cryptocurrencies, trading volumes, or token distributions is crucial for accurate HHI assessment. Given the variability in data transparency across platforms, ensuring data quality is critical for trustworthy HHI results in crypto.

What limitations does HHI face in highly volatile crypto markets?

Due to rapid price and market share fluctuations, HHI may need help to reflect accurate concentration in crypto markets. This volatility requires frequent recalculations for HHI to remain a reliable metric in dynamic crypto environments.







 

Disclaimer: The information provided in this article is for informational purposes only. It is not intended to be, nor should it be construed as, financial advice. We do not make any warranties regarding the completeness, reliability, or accuracy of this information. All investments involve risk, and past performance does not guarantee future results. We recommend consulting a financial advisor before making any investment decisions.
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