New Uzbekistan University hosted a lecture by Shirin Shukhratova, Senior Researcher at TBC Bank, titled “What Do We Really Want? How Research Helps Create the Right Products in FinTech.” During the session, participants learned about the difference between needs, demands, and desires, how research identifies and implements needs effectively, when research is unnecessary, types of research and tools, common mistakes made by junior specialists, and explored practical case studies. The lecture took place on April 26 at 16:00 in U.C.A., 2nd floor, and was conducted in Russian.
March 28, 2026 / 12:00
Diamond Hands or Paper Hands? Behavioral Finance, Market Dynamics, and the Economics of Holding and Selling
The expressions “diamond hands” and “paper hands” originated in online investor communities as informal labels for persistent holding and early selling behavior under market stress. Despite their colloquial nature, these terms capture systematic and theoretically grounded patterns of decision-making that have long been studied in economics and finance. This article situates these behaviors within the broader intellectual framework of expected utility theory, prospect theory, behavioral finance, narrative economics, social identity, and market microstructure. By doing so, it demonstrates that these memes reveal fundamental mechanisms governing asset price dynamics, volatility, and welfare in modern financial markets.1. IntroductionIn standard economic models, investors are assumed to behave rationally: they process information efficiently, update beliefs according to Bayes’ rule, and choose portfolios that maximize expected utility. Within this framework, asset prices reflect fundamentals such as expected cash flows and risk, and deviations from intrinsic value are short-lived. However, decades of empirical research show that real-world investors often deviate from these assumptions. They overreact to short-term fluctuations, underreact to long-term information, and allow emotions and social pressures to shape their decisions.With the rise of digital trading platforms and social media, these behavioral patterns have become publicly visible and linguistically codified. The terms diamond hands and paper hands summarize two contrasting reactions to volatility: refusal to sell versus rapid liquidation. While these expressions emerged as internet slang, they serve as intuitive representations of deeper economic forces.Understanding these behaviors is not merely of cultural interest. It is crucial for explaining bubbles, crashes, excessive volatility, and the limits of market efficiency in environments dominated by retail participation and narrative-driven trading.2. Rational Benchmark: Expected Utility and Efficient MarketsThe classical benchmark for investor behavior is expected utility maximization. Investors choose portfolios to maximize the expected discounted value of utility derived from future wealth. In equilibrium, asset prices incorporate all available information, as described by the Efficient Market Hypothesis (EMH). Under this paradigm, price movements are primarily responses to new fundamental information, and persistent mispricing should be arbitraged away.If markets operated strictly according to this benchmark, systematic patterns such as holding losing assets for too long or selling out of fear would not occur. Persistent “diamond hands” behavior would be rational only if fundamentals remained unchanged and the investor’s risk tolerance allowed for continued exposure. Likewise, “paper hands” behavior would be rational only if new information reduced expected returns or increased risk.The empirical prevalence of these behaviors, however, indicates that preferences and beliefs deviate from this benchmark in predictable ways.3. Prospect Theory and Reference DependenceProspect Theory introduced two crucial departures from expected utility theory: reference dependence and loss aversion. Individuals evaluate outcomes relative to a reference point, often the purchase price of an asset, rather than in absolute terms. Moreover, the disutility of losses is larger than the utility of equivalent gains.This framework explains why price declines generate disproportionately strong reactions. When an asset falls below the reference point, investors experience psychological loss even if their long-term wealth remains adequate. Selling then becomes a method of minimizing emotional pain rather than maximizing expected wealth.At the same time, Prospect Theory predicts risk-seeking behavior in the domain of losses. Investors prefer a gamble that might eliminate a loss to a certain smaller loss. This implies that holding a losing asset can be psychologically preferable to selling, because holding preserves the chance of recovery. Thus, both paper hands and diamond hands emerge naturally from the same utility structure.4. Disposition Effect, Regret, and Self-ImageThe disposition effect formalizes the tendency to sell winning assets too early and hold losing assets too long. This pattern has been observed in individual trading accounts across different markets and periods.The economic intuition behind this phenomenon lies in regret avoidance and self-image preservation. Realizing a loss produces not only financial cost but also emotional discomfort, because it signals that a prior decision was wrong. Holding a losing asset delays this acknowledgment and sustains hope that the loss is temporary.In contrast, selling a winning asset quickly allows the investor to experience pride and avoid the risk that gains will vanish. Thus, both early selling and persistent holding are shaped by emotional responses rather than by optimal portfolio rebalancing.5. Sunk Costs, Anchoring, and Break-Even BehaviorStandard economic theory treats sunk costs as irrelevant for future decisions. However, investors frequently condition their actions on past expenditures. The purchase price becomes a salient anchor, and decisions are framed in terms of “getting back to zero.”This creates break-even behavior: investors refuse to sell below the purchase price even when future prospects deteriorate. Such anchoring distorts decision-making by shifting attention from expected future returns to past outcomes, reinforcing diamond hands behavior during downturns.6. Belief Formation, Overconfidence, and DisagreementMarkets are populated by investors with heterogeneous beliefs about future asset values. Diamond hands behavior is often associated with optimistic expectations or overconfidence in private information. Paper hands behavior reflects pessimistic updating or increased perceived risk.Disagreement among investors increases trading volume and volatility. Overconfident investors are less responsive to adverse signals, while risk-averse investors react more strongly to negative price movements. This divergence in reactions contributes to amplified price dynamics.7. Narratives, Attention, and Information ProcessingNarrative economics emphasizes that economic behavior is shaped by stories that spread socially. In financial markets, narratives provide simplified explanations of complex events and coordinate expectations. Phrases such as “hold the line” or “short squeeze” transform investment decisions into moral or collective acts.Empirical research also shows that investors disproportionately buy assets that attract attention, such as those heavily discussed in the media or experiencing unusual trading volume. Visibility itself generates demand, independent of changes in fundamentals. In such an environment, diamond hands can emerge as a narrative identity rather than a calculated financial strategy.8. Herd Behavior and Informational CascadesWhen uncertainty is high, individuals infer information from others’ actions. This generates herd behavior. Early trades influence later ones, creating informational cascades in which private signals are ignored.If initial investors sell, others interpret this as evidence of negative information and sell as well, producing paper hands cascades. If initial investors hold and promote confidence, others follow, producing diamond hands cascades. These processes lead to self-reinforcing price movements disconnected from fundamentals.9. Identity and Social UtilityIdentity-based utility extends the traditional notion of preferences by incorporating social belonging. In online trading communities, holding an asset can signal loyalty, resistance, or group membership. Selling can be interpreted as betrayal.When identity enters the utility function, financial decisions cannot be evaluated solely by monetary payoffs. An investor may rationally choose to hold a losing position if the social benefits of belonging outweigh the expected financial loss. This transforms holding from a portfolio choice into a symbolic act.10. Market Microstructure and Forced LiquidationNot all selling reflects fear. Institutional constraints such as margin requirements, stop-loss rules, and risk limits generate forced liquidation. When prices fall, margin calls compel investors to sell, which further reduces prices and liquidity. This feedback loop amplifies downturns and can convert small shocks into large crashes.Conversely, diamond hands behavior is more feasible for investors without leverage, with long horizons and no liquidity needs. Thus, the capacity to hold is unevenly distributed across market participants.11. Portfolio Theory and Risk ManagementModern portfolio theory emphasizes diversification and rebalancing. From this perspective, neither rigid holding nor panic selling is optimal. Rational strategies require predefined rules regarding position size, acceptable drawdowns, and reallocation in response to new information.Diamond hands and paper hands behavior often reflects the absence of such ex ante rules. Decisions are made reactively, under emotional stress, rather than systematically.12. Welfare and Market StabilityAt the individual level, diamond hands increases exposure to tail risk and may lead to catastrophic losses when bubbles burst. Paper hands reduces exposure to extreme losses but increases the likelihood of regret and missed opportunities.At the market level, both behaviors amplify volatility. Narrative-driven holding weakens price discovery, while panic selling accelerates crashes. These dynamics contribute to deviations from fundamental values and to instability in retail-dominated markets.Understanding these behaviors is important for investor education and financial regulation. Transparent risk disclosures, limits on leverage, and improved financial literacy can reduce the harmful effects of behavioral biases. Recognizing the role of narratives and social identity can help regulators and educators design communication strategies that counter panic and misinformation.14. ConclusionDiamond hands and paper hands are modern linguistic expressions of long-standing economic problems: how individuals respond to uncertainty, losses, and social influence. They reveal that markets are not purely informational mechanisms but social systems shaped by fear, hope, identity, and institutional constraints.The true economic lesson is not to choose between holding and selling, but to understand the psychological and structural forces that make these choices appear compelling. Only by recognizing these forces can investors and policymakers better interpret bubbles, crashes, and the growing role of narratives in financial markets. READING AND REFERENCES: Akerlof, G.A. and Kranton, R.E. (2000) ‘Economics and identity’, Quarterly Journal of Economics, 115(3), pp. 715–753. Available at:https://sites.duke.edu/rachelkranton/files/2016/12/economicsandidentity-qje-akerlof-and-kranton.pdf Banerjee, A.V. (1992) ‘A simple model of herd behavior’, Quarterly Journal of Economics, 107(3), pp. 797–817. Available at:https://economics.mit.edu/sites/default/files/publications/banerjee92herd.pdf Barber, B.M. and Odean, T. (2008) ‘All that glitters: The effect of attention and news on the buying behavior of individual and institutional investors’, Review of Financial Studies, 21(2), pp. 785–818. Available at:https://faculty.haas.berkeley.edu/odean/papers%20current%20versions/allthatglitters_rfs_2008.pdf Bikhchandani, S., Hirshleifer, D. and Welch, I. (1992) ‘A theory of fads, fashion, custom, and cultural change as informational cascades’, Journal of Political Economy, 100(5), pp. 992–1026. Available at:https://fbaum.unc.edu/teaching/articles/Bikhchandani_etal_1992_JPE.pdf Brunnermeier, M.K. and Pedersen, L.H. (2009) ‘Market and funding liquidity’, Review of Financial Studies, 22(6), pp. 2201–2238. Available at:https://www.nber.org/system/files/working_papers/w12939/w12939.pdf Fama, E.F. (1970) ‘Efficient capital markets: A review of theory and empirical work’, Journal of Finance, 25(2), pp. 383–417. Available at:https://www.jstor.org/stable/2325486 Kahneman, D. and Tversky, A. (1979) ‘Prospect theory: An analysis of decision under risk’, Econometrica, 47(2), pp. 263–291. Available at:https://web.mit.edu/curhan/www/docs/Articles/15341_Readings/Behavioral_Decision_Theory/Kahneman_Tversky_1979_Prospect_theory.pdf Kyle, A.S. (1985) ‘Continuous auctions and insider trading’, Econometrica, 53(6), pp. 1315–1335. Available at:https://people.duke.edu/~qc2/BA532/1985%20EMA%20Kyle.pdf Odean, T. (1998) ‘Are investors reluctant to realize their losses?’, Journal of Finance, 53(5), pp. 1775–1798. Available at:https://faculty.haas.berkeley.edu/odean/papers%20current%20versions/areinvestorsreluctant.pdf Shefrin, H. and Statman, M. (1985) ‘The disposition to sell winners too early and ride losers too long: Theory and evidence’, Journal of Finance, 40(3), pp. 777–790. Available at:https://people.bath.ac.uk/mnsrf/Teaching%202011/Shefrin-Statman-85.pdf Shiller, R.J. (2017) ‘Narrative economics’, American Economic Review, 107(4), pp. 967–1004. Available at:https://www.aeaweb.org/articles?id=10.1257/aer.107.4.967 Alternative version available at: https://paulgp.com/speeches/shiller_2017_aea.pdfTversky, A. and Kahneman, D. (1992) ‘Advances in prospect theory: Cumulative representation of uncertainty’, Journal of Risk and Uncertainty, 5(4), pp. 297–323. Available at:https://cemi.ehess.fr/docannexe/file/2780/tversjy_kahneman_advances.pdf
March 5, 2026 / 12:00
Virtual session: The economic conflict in MENA Region
Have you thought about the potential economic impact of conflicts in the MENA region? Oxford Economics is hosting a virtual session where experts will discuss the forecasted economic damage, as well as the global and regional implications of the conflict. If you are interested in geopolitical risks, international economics, and regional economic stability, this discussion might be worth attending. Register here
February 12, 2026 / 14:00
Guest Lecture: Zaruhi Hakobyan
What if chasing popularity online is quietly costing your well-being? Join us for a thought-provoking session with Dr. Zaruhi Hakobian as she uncovers how strategic expression, popularity traps, and social media behavior shape our choices, attention, and welfare. In a world where likes, shares, and views drive decisions, this talk will help you understand: -Why we post -what we post -How algorithms influence our expression -The hidden psychological and economic costs of “going viral” -How to use social media strategically — without falling into the trap If you use social media every day, this session is for you. Think before you post. Learn before you scroll.