Crypto assets have moved past the sideshow and into the mainstream of global finance. That raises an obvious question: why do some countries adopt them faster than others? A new paper – “Economic and financial development as determinants of crypto adoption” (2025) by Cosimo Magazzino, Tulia Gattone, and Florian Horky – helps answer it. Using data from 165 economies (2019–2021) and a toolkit that spans PFGLS, RLS, quantile regressions, and machine-learning models (bagging, boosting, SVMs , ANNs , Naïve Bayes), the authors find a simple but powerful pattern: adoption tends to flourish where economies are on a solid growth path, financial systems are maturing, and people are informed enough to use the technology with confidence. In short, crypto assets don’t grow in a vacuum – they take root where markets are stronger, institutions steadier, and digital literacy is higher.
How the study looked at the problem
Rather than chasing anecdotes, the researchers stitched together macro indicators (income levels, finance depth, education, SDG progress, and more) and ran them through both regression and ML lenses. That dual approach matters: regressions give clean averages; ML surfaces non-linear patterns and edge cases. When both point to the same drivers, we can be more confident we’re seeing real signals, not noise.
What’s driving adoption
- Financial market development. The strongest and most consistent driver. Where banks, capital markets, and rails are modern and liquid, people treat crypto like a high-beta digital asset and plug it into existing trading and investment habits.
- Education and digital literacy. Countries with higher education levels show markedly higher use. In several ML runs, education emerged as the single most influential predictor – no surprise given crypto’s complexity and the scams that flourish where literacy is thin.
- Economic structure and income. Adoption isn’t just a rich-country story. Middle- and lower-income economies are big contributors – using crypto to transact online, access dollar-linked value, or run mining and related activities – while advanced economies lean more toward portfolio exposure.
- Progress on development goals. Better performance on the SDGs (infrastructure, inclusion, institutions) is associated with higher uptake, suggesting crypto fits more naturally inside broader development and digitization agendas than outside them.
- Infrastructure costs and reliability. Cheaper, more reliable energy and connectivity lower the friction for mining, validating, and everyday use. It’s a reminder that the “digital” economy still sits on very physical foundations.
From findings to direction
Two ideas follow. First, speculation and utility can coexist: mature markets treat crypto assets as risk assets in diversified portfolios even as emerging markets lean on tokens for payments, savings, or cross-border flows. Second, infrastructure lowers frictions: blockchain rails and tokenization can reduce costs and widen access, especially where policy uncertainty or high intermediation fees have historically limited inclusion. The policy takeaway isn’t “ban” versus “blank check,” but strengthen the fundamentals – markets, literacy, and data visibility – so the type of adoption that emerges is safer, more inclusive, and measurably productive.
Why this matters for India
India stands at the crossroads of scale, digital public infrastructure, and a young, tech-forward population. The study’s message translates into a practical playbook.
First, keep deepening the rails where investors already are. Continued modernization of market plumbing and disclosure standards allows any permitted exposure to sit inside well-supervised channels. Treat crypto assets as a high-beta extension of the financial system, not a parallel one.
Second, put learning at the center of consumer protection. Digital- and financial-literacy programs should cover wallet hygiene, key management, scam recognition, tax basics, and dispute redress mechanisms. The evidence is consistent: literacy isn’t a side quest – it’s the main unlock for safe participation at scale.
Third, regulate from data, not from assumptions. Build a measurement stack for on-/off-ramp activity, token mix (e.g., stablecoins vs. volatile assets), and bilateral flows with major venues. Last month, we showed how stablecoin movements can be mapped and stress-tested for policy signals; those tools are ready-made for India’s use.
Fourth, align adoption with national development goals. Prioritize use cases that reduce costs and expand access – remittances, MSME financing, programmable benefits – backed by auditable safeguards. As with UPI, inclusion at the edge plus observability at the core is where public value compounds.
Finally, mind the plumbing. Reliable power and broadband remain quiet prerequisites for Web3 participation. Continued investment in these baselines widens the addressable base and supports greener, more efficient compute for crypto-adjacent workloads.
Bottom line: India doesn’t need to speculate on crypto assets to benefit from them. By fortifying financial markets, investing in learning, and supervising with data, India can channel the upside of digital assets toward inclusion, innovation, and resilience – turning crypto into one more instrument in the development toolkit, useful because the gains are broadly shared.