IDEAS home Printed from https://ideas.repec.org/a/gam/jjrfmx/v18y2025i2p66-d1580236.html

A Supply and Demand Framework for Bitcoin Price Forecasting

Author

Listed:
  • Murray A. Rudd

    (Satoshi Action Education, Portland, OR 97214, USA)

  • Dennis Porter

    (Satoshi Action Education, Portland, OR 97214, USA)

Abstract

We develop a flexible supply and demand equilibrium framework that can be used to develop pricing models to forecast Bitcoin’s price trajectory based on its fixed, inelastic supply and evolving demand dynamics. This approach integrates Bitcoin’s unique monetary attributes with demand drivers such as institutional adoption and long-term holding patterns. Using the April 2024 halving as a baseline, we explore model scenarios with varying assumptions about growth in adoption and supply-side constraints, calibrated to real-world data. Our findings indicate that institutional and sovereign accumulation can significantly influence price trajectories, with increasing demand intensifying the impact of Bitcoin’s constrained liquidity. Forecasts suggest that modest withdrawals from liquid supply to strategic reserves could lead to substantial price appreciation over the medium term, while higher withdrawal levels may induce volatility due to supply scarcity. These results highlight Bitcoin’s potential as a long-term investment and underline the importance of integrating economic fundamentals into forward-looking portfolio strategies. Our framework provides flexibility for testing different market scenarios, demand curve functional forms, and parameterizations, offering a tool for investors and policymakers considering Bitcoin’s role as a strategic asset. By advancing a fundamentals-based approach, this study contributes to the broader understanding of how Bitcoin’s supply–demand dynamics influence market behavior.

Suggested Citation

  • Murray A. Rudd & Dennis Porter, 2025. "A Supply and Demand Framework for Bitcoin Price Forecasting," JRFM, MDPI, vol. 18(2), pages 1-23, January.
    • Handle: RePEc:gam:jjrfmx:v:18:y:2025:i:2:p:66-:d:1580236
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/1911-8074/18/2/66/pdf
    Download Restriction: no
    File URL: https://www.mdpi.com/1911-8074/18/2/66/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Ammous, Saifedean, 2018. "Can cryptocurrencies fulfil the functions of money?," The Quarterly Review of Economics and Finance, Elsevier, vol. 70(C), pages 38-51.
    2. Stefano Martinazzi & Andrea Flori, 2020. "The evolving topology of the Lightning Network: Centralization, efficiency, robustness, synchronization, and anonymity," PLOS ONE, Public Library of Science, vol. 15(1), pages 1-18, January.
    3. Askari, Hossein & Krichene, Noureddine, 2010. "An oil demand and supply model incorporating monetary policy," Energy, Elsevier, vol. 35(5), pages 2013-2021.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Mo, Bin & Chen, Jiaru & Shi, Qinling & Zeng, Zichun, 2025. "Cryptocurrencies as safe havens for geopolitical risk? A quantile analysis approach," The North American Journal of Economics and Finance, Elsevier, vol. 79(C).
    2. Hamoon Soleimani, 2025. "An Examination of Bitcoin's Structural Shortcomings as Money: A Synthesis of Economic and Technical Critiques," Papers 2512.07840, arXiv.org.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. ?ikolaos A. Kyriazis, 2021. "Impacts of Stock Indices, Oil, and Twitter Sentiment on Major Cryptocurrencies during the COVID-19 First Wave," Bulletin of Applied Economics, Risk Market Journals, vol. 8(2), pages 133-146.
    2. Selien De Schryder & Gert Peersman, 2016. "The U.S. Dollar Exchange Rate and the Demand for Oil," The Energy Journal, , vol. 37(1), pages 90-114, January.
    3. Hampl, Filip & Vágnerová Linnertová, Dagmar & Horváth, Matúš, 2024. "Crypto havens during war times? Evidence from the Russian invasion of Ukraine," The North American Journal of Economics and Finance, Elsevier, vol. 71(C).
    4. Chunming Shen, 2022. "Digital RMB, RMB Internationalization and Sustainable Development of the International Monetary System," Sustainability, MDPI, vol. 14(10), pages 1-22, May.
    5. Bhuiyan, Rubaiyat Ahsan & Husain, Afzol & Zhang, Changyong, 2021. "A wavelet approach for causal relationship between bitcoin and conventional asset classes," Resources Policy, Elsevier, vol. 71(C).
    6. Divakaruni, Anantha & Zimmerman, Peter, 2023. "The Lightning Network: Turning Bitcoin into money," Finance Research Letters, Elsevier, vol. 52(C).
    7. Nikolaos A. Kyriazis, 2021. "A Survey on Volatility Fluctuations in the Decentralized Cryptocurrency Financial Assets," JRFM, MDPI, vol. 14(7), pages 1-46, June.
    8. Wang, Xuetong & Fang, Fang & Ma, Shiqun & Xiang, Lijin & Xiao, Zumian, 2024. "Dynamic volatility spillover among cryptocurrencies and energy markets: An empirical analysis based on a multilevel complex network," The North American Journal of Economics and Finance, Elsevier, vol. 69(PA).
    9. Klaus Grobys, 2021. "When the blockchain does not block: on hackings and uncertainty in the cryptocurrency market," Quantitative Finance, Taylor & Francis Journals, vol. 21(8), pages 1267-1279, August.
    10. Okullo, Samuel J. & Reynès, Frédéric, 2011. "Can reserve additions in mature crude oil provinces attenuate peak oil?," Energy, Elsevier, vol. 36(9), pages 5755-5764.
    11. Kreuzer, Christian & Laschinger, Ralf & Priberny, Christopher & Benninghoff, Sven, 2024. "Cryptocurrencies as a vehicle for capital exodus: Evidence from the Russian–Ukrainian crisis," Finance Research Letters, Elsevier, vol. 69(PB).
    12. Ahmadi, Maryam & Manera, Matteo & Sadeghzadeh, Mehdi, 2016. "Global oil market and the U.S. stock returns," Energy, Elsevier, vol. 114(C), pages 1277-1287.
    13. Yousaf Raza, Muhammad & Lin, Boqiang, 2021. "Oil for Pakistan: What are the main factors affecting the oil import?," Energy, Elsevier, vol. 237(C).
    14. Stefano Martinazzi & Daniele Regoli & Andrea Flori, 2020. "A Tale of Two Layers: The Mutual Relationship between Bitcoin and Lightning Network," Risks, MDPI, vol. 8(4), pages 1-18, December.
    15. Beneki, Christina & Koulis, Alexandros & Kyriazis, Nikolaos A. & Papadamou, Stephanos, 2019. "Investigating volatility transmission and hedging properties between Bitcoin and Ethereum," Research in International Business and Finance, Elsevier, vol. 48(C), pages 219-227.
    16. Elisa Al`os & Eulalia Nualart & Makar Pravosud, 2023. "On the implied volatility of Inverse options under stochastic volatility models," Papers 2401.00539, arXiv.org, revised Apr 2025.
    17. Marianne Haug, 2011. "Clean energy and international oil," Oxford Review of Economic Policy, Oxford University Press and Oxford Review of Economic Policy Limited, vol. 27(1), pages 92-116, Spring.
    18. Levulytė, Laura & Šapkauskienė, Alfreda, 2021. "Cryptocurrency in context of fiat money functions," The Quarterly Review of Economics and Finance, Elsevier, vol. 82(C), pages 44-54.
    19. Yuhang Zhou & Yiran Jiang & Junzhang Lin & Saule Aidarova & Maratbek Gabdullin & Miras Issakhov & Huifang Fan, 2024. "A Review on Surface Functionalization and Characterization of Silicon Oxide Nanoparticle: Implications for Enhanced Hydrocarbon Recovery," Energies, MDPI, vol. 17(14), pages 1-13, July.
    20. Zhang, Dingxuan & Sun, Yuying & Duan, Hongbo & Hong, Yongmiao & Wang, Shouyang, 2023. "Speculation or currency? Multi-scale analysis of cryptocurrencies—The case of Bitcoin," International Review of Financial Analysis, Elsevier, vol. 88(C).

    More about this item

    Keywords

    ;
    ;
    ;
    ;
    ;
    ;
    ;

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:gam:jjrfmx:v:18:y:2025:i:2:p:66-:d:1580236. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: MDPI Indexing Manager (email available below). General contact details of provider: https://www.mdpi.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.