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REVIEW 3 major objections 4 minor 215 references

Stablecoins: Fundamentals, Emerging Issues, and Open Challenges

T0 review · 3 major / 4 minor · reviewed 2026-08-06 · deepseek-v4-flash

Pith's one-line read A systematic review of 209 stablecoin papers organizes the field into 26 research questions and exposes its gaps.

desk verdict A useful organizing map of stablecoin research, but its headline gap claims rest on a single-coder taxonomy that isn't independently checkable as reported. read the letter →

arxiv 2507.13883 v1 pith:SJZDLHYH submitted 2025-07-18 econ.GN cs.CRq-fin.EC

classification econ.GNcs.CRq-fin.EC
keywords stablecoinsystematicliteraturereviewresearchtaxonomycryptocurrencycentralbankdigitalcurrencyDecentralizedFinance(DeFi)gapsregulatorychallenges
verification ladder T0 review T1 audit T2 compute T3 formal

The pith

A machine-rendered reading of the paper's core claim, the machinery that carries it, and where it could break.

The reading

This paper claims that stablecoin research, though growing fast, is fragmented and that a systematic review can fix that. Analyzing 209 Scopus-indexed documents, the authors identify 26 research questions spanning economic, technical, and policy dimensions. The resulting map shows where the field is crowded—price correlation and stability studies dominate—and where it is nearly empty, notably security, privacy, governance, failure analysis, and accounting treatment. The paper matters because a reliable map lets researchers and policymakers see what is known, what is contested, and what remains unstudied.

What carries the argument

The carrying mechanism is a hand-built classification scheme. A Scopus query for 'stablecoin*' or 'stable coin*' in titles, abstracts, and keywords, restricted to English articles, proceedings, and reviews and cut off in September 2024, yielded 236 documents; after removing paywalled, non-English, and off-topic items, 209 papers were coded into 26 research questions. The taxonomy does the argument's work: it converts a scattered literature into comparable slots, exposes overcrowded and empty slots, and supports per-question summaries of findings, methodologies, and data sources.

What would settle it

Have two independent raters code the same 209 documents with the paper's taxonomy and measure inter-rater agreement, or re-run the search on a second database (e.g., Web of Science) and count how many additional stablecoin papers do not fit any of the 26 questions. Low agreement or many non-fitting papers would show that the taxonomy and gap list are not stable features of the literature.

Watch

Extended reading notes

Core claim

The central claim is that the stablecoin literature can be organized into 26 research questions grouped into three macro-categories, and that this organization reveals a lopsided field. Price and volume correlation studies account for the largest share of papers, while privacy (one paper), security, governance, and failure analysis are severely underrepresented. The review also surfaces conflicting results—such as whether Tether issuance moves Bitcoin prices—and traces the disagreements to differences in data granularity and model choice. It presents itself as the first systematic review that covers economic, technical, and regulatory research in one framework.

Load-bearing premise

The map's validity rests on the sample: if the Scopus query plus Google Scholar additions missed large parts of relevant work, or if the authors' hand-coding into 26 questions is not reproducible, the described gaps could be artifacts of sampling and subjective categorization rather than real properties of the field.

Editorial extensions

If this is right

  • Future researchers get a ready-made list of underexplored topics, including stablecoin security, privacy, governance, non-Terra failures, and accounting standards.
  • New empirical work on stablecoin prices should take the documented non-linearity, regime-switching, and heavy tails into account rather than defaulting to VAR or GARCH models.
  • The identified data-source gap points to high-frequency and on-chain transaction data as the main unmet data need.
  • The taxonomy can serve as an updating scheme: new papers can be slotted into the 26 questions as the literature grows.
  • Conflicting findings in the literature are attributed to methodology and data differences, which sets an agenda for replication studies.

Reading between the lines

Editorial extensions of the paper, not claims the author makes directly.

  • A natural extension the authors do not pursue is a comparative autopsy of the listed but unstudied failed stablecoins (Basis Cash, NuBits, BeanStalk, Acala USD), which could turn failure analysis from two cases into a proper taxonomy.
  • The review's September 2024 cutoff means its gap list will age quickly; the same coding scheme could be maintained as a living index.
  • The paper observes that over 99% of stablecoins are USD-pegged; a testable policy-adjacent inference is that US regulatory choices about stablecoin reserves and issuance will effectively determine whether dollarization spreads in smaller economies.
  • Given that only one paper studies privacy, one could test whether stablecoin privacy features systematically affect adoption; the review's data sources do not yet support this.
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Editorial analysis

A structured set of objections, weighed in public.

Desk editor's note, referee report, and a circularity audit.

Referee Report

3 major / 4 minor

Summary. This paper presents a systematic literature review of stablecoin research. The authors query Scopus with a reported search string, supplement the results with Google Scholar searches and selected technical reports, and filter the corpus to 209 English-language documents. They identify 26 research questions, organize them into 10 sub-categories and 3 macro-categories (Economic Analysis, Technical Analysis, Position and Policy Papers), and assign each document to exactly one research question; Table II reports per-question counts that sum to 209. The body of the paper synthesizes findings, methodologies, and open questions under each research question, and the discussion identifies research gaps in areas such as security and privacy, governance, failure analysis, and accounting treatment. The paper also includes original data visualizations of stablecoin prices, market shares, and crisis episodes.

Significance. If the taxonomy and gap analysis are sound, the paper provides a useful map of a large and fragmented literature and a concrete agenda for future research. It is one of the most comprehensive stablecoin surveys to date in terms of corpus size, and it explicitly documents the search query, the filter steps, and the aggregate category counts. The authors also transparently position the paper as an extension of their earlier 111-paper survey, and they draw attention to several understudied topics that deserve further work. The main limitation is that the central contribution—the assignment of 209 documents to 26 research questions—rests on a single-coder categorization without a published codebook, inter-rater reliability check, or item-level audit trail; this makes the headline gap claims vulnerable to coding choices. The paper also contains several internal numeric inconsistencies between Table II and the prose. Neither issue is fatal, but both must be resolved for the survey to serve as a reliable reference.

major comments (3)
  1. [Section III, Table II] The central categorization is not reproducible as reported. The manuscript gives the Scopus query and the aggregate exclusion counts, but it provides no codebook defining the 26 research questions, no documented decision rules for borderline papers, no inter-rater reliability assessment, and no list of which of the 209 documents are assigned to which research question. The Google Scholar integration is described only as "integrated" without search strings, inclusion criteria, or an exclusion log, and the 14 papers removed for "not focusing significantly on Stablecoins" are not enumerated. Because the headline research-gap claims (security and privacy, governance, failure analysis, accounting standards) are derived from the per-question counts in Table II, readers cannot independently verify the taxonomy or the counts. I recommend adding a supplementary appendix containing the full coding protocol, the list of included and excluded documents with their research-question assignments, and a flow diagram of the search and screening process; if a second coder is not feasible, a self-coding audit trail or a sensitivity analysis showing how plausible alternative assignments would affect the gap claims would substantively increase confidence.
  2. [Section IV.A.4, Section IV.B, Section V.B, Table II; Section VII.A] Several per-question counts in Table II are inconsistent with the prose. For research question 4 ("How do external crises impact stablecoins?"), Table II lists 5 papers but Section IV.A.4 says "The research question ... is addressed by four papers." For research question 5 ("What are the economic, financial, and policy impacts of adopting stablecoins?"), Table II lists 4 papers but Section IV.B twice refers to "three papers." For research question 17 ("What are the characteristics of stabilization mechanisms used in stablecoins?"), Table II lists 14 papers but Section V.B states "Fifteen papers analyze the stabilization mechanisms." In addition, Section VII.A says the first research question (price/volume correlation) is "the focus of more than 30% of the papers analyzed in this study," yet Table II gives 37/209 ≈ 18% overall (or 37/111 ≈ 33% of the economic category, which is not what the sentence says). These mismatches directly undercut the paper's systematic, count-based claims and should be reconciled, with a complete citation list for each research question provided either in the text or in the supplementary material.
  3. [Section III (Methodology)] The sampling strategy is not auditable enough to support the paper's comprehensiveness claim. The search stops in September 2024, excludes non-English and paywalled works, and the Google Scholar supplement is described only as "searches ... to include novel contributions from peer-reviewed venues—not yet indexed on Scopus—and potentially other relevant documents from trusted sources, e.g., technical reports from the European Central Bank." No list is given of the documents added from Google Scholar, the search strings used, or the reasons for including or excluding particular items. As a result, the identified research gaps (e.g., the scarcity of work on security, privacy, governance, and accounting treatments) could be artifacts of the sampling scheme rather than properties of the literature. I ask that the authors provide a complete list of the Scopus-derived documents and the Google Scholar-derived documents, with their dates and venues, and a transparent account of any inclusion/exclusion decisions beyond the stated language and paywall filters.
minor comments (4)
  1. [Figures throughout] Several figure captions and surrounding text contain garbled placeholder strings (e.g., sequences of "/uni00000013/...") that appear to be rendering artifacts; these should be removed or regenerated before publication.
  2. [Section II (Related Work)] There is a typo in the discussion of ref. [9]: "stabecloin-related literature" should read "stablecoin-related literature." The text also repeatedly renders "Silicon Valley" as "Silicon V alley" (e.g., in Fig. 4 and Section IV.A.4), which should be corrected in a proofreading pass.
  3. [Section III (Methodology)] The Scopus query as printed, with "LOAD-DATE < 20240917" and the formatting of the LIMIT-TO clauses, should be double-checked against Scopus's current search syntax; if LOAD-DATE is not a valid field, the query will not reproduce the reported results.
  4. [Section VII.A (Research Trends)] The sentence "only two papers analyze security concerns related to stablecoins" should be clarified: according to Table II, the Security and Privacy sub-category contains four papers across three research questions (privacy, security threats, and market manipulation), so the statement should specify which questions count as "security concerns" and which do not.

Circularity Check

0 steps flagged · score 0.0 of 10

No significant circularity: this is a literature survey whose contributions are categorical synthesis and gap identification, not a derivation chain with fitted or self-defined predictions.

full rationale

The paper is a systematic literature review. Its central claims are that it identifies 26 research questions from 209 Scopus-indexed documents, categorizes the literature, and reports research gaps. There is no equation-based derivation, no fitted parameter later renamed as a prediction, and no theoretical result whose conclusion is built into its assumptions. The only self-citation is the authors' earlier survey [15], and the paper explicitly presents the current work as an extension rather than as a conclusion imported from that source: 'Mahrous et al. [15] presented an earlier survey of stablecoin literature which this, more comprehensive, study now extends.' This self-citation is disclosed and is not load-bearing; the taxonomy in Table II and the per-question counts are generated from the present corpus and coding process, not derived from [15]. The methodological limitations noted by a skeptical reader—single-coder classification, no inter-rater reliability protocol, opaque Google Scholar supplementation—are concerns about validity and reproducibility, not circularity. The review does not rename a known empirical pattern as a new result, nor does it invoke a uniqueness theorem from the authors' prior work. Accordingly, the appropriate finding is no significant circularity (score 0).

Assumptions & free parameters 0 free parameters · 2 assumptions · 0 invented entities

No free parameters or invented entities; the paper introduces a taxonomy, not a model. The main inputs are the selected literature and the authors' subjective classification.

assumptions (2)
  • domain assumption Scopus-indexed literature plus supplemental Google Scholar results is representative of the academic stablecoin literature.
    Section III: the survey's 'comprehensive' claim relies on this sample; non-English, paywalled, and non-indexed works are excluded, which could bias the identified gaps.
  • ad hoc to paper The 26 research questions are a faithful, reproducible coding of the 209 documents.
    Section III and Table II: the categorization is presented without a documented coding protocol, inter-rater reliability, or member checking.

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Cite this review

Pith. "Pith review of Stablecoins: Fundamentals, Emerging Issues, and Open Challenges." pith.science (2026). https://pith.science/paper/SJZDLHYH

@misc{pith2026250713883,
  author       = {Pith},
  title        = {Pith review of: Stablecoins: Fundamentals, Emerging Issues, and Open Challenges},
  year         = {2026},
  howpublished = {\url{https://pith.science/paper/SJZDLHYH}},
  note         = {Machine review of arXiv:2507.13883}
}
read the original abstract

Stablecoins, with a capitalization exceeding 200 billion USD as of January 2025, have shown significant growth, with annual transaction volumes exceeding 10 trillion dollars in 2023 and nearly doubling that figure in 2024. This exceptional success has attracted the attention of traditional financial institutions, with an increasing number of governments exploring the potential of Central Bank Digital Currencies (CBDCs). Although academia has recognized the importance of stablecoins, research in this area remains fragmented, incomplete, and sometimes contradictory. In this paper, we aim to address the cited gap with a structured literature analysis, correlating recent contributions to present a picture of the complex economic, technical, and regulatory aspects of stablecoins. To achieve this, we formulate the main research questions and categorize scientific contributions accordingly, identifying main results, data sources, methodologies, and open research questions. The research questions we address in this survey paper cover several topics, such as the stability of various stablecoins, novel designs and implementations, and relevant regulatory challenges. The studies employ a wide range of methodologies and data sources, which we critically analyze and synthesize. Our analysis also reveals significant research gaps, including limited studies on security and privacy, underexplored stablecoins, unexamined failure cases, unstudied governance mechanisms, and the treatment of stablecoins under financial accounting standards, among other areas.

Figures

Figures reproduced from arXiv: 2507.13883 by the authors.

Figure 1
Figure 1. Number of papers per year for each macro-category. The data for 2024 are updated as of the time of our search query, conducted in September 2024 [PITH_FULL_IMAGE:figures/full_fig_p003_1.png] view at source ↗
Figure 2
Figure 2. Scatter plots of USDT daily returns against BTC, S&P 500, USDC, and gold from 2020 to 2025. Each plot includes a fitted linear regression line. Data was sourced from Yahoo Finance API. volumes. Decentralized stablecoins like DAI are more sensitive to institutional announcements compared to centralized stablecoins such as USDC and USDT [39]. Ante and Saggu [40] found a bidirectional causal relationship between stable… view at source ↗
Figure 3
Figure 3. Daily BTC price and USDT circulating supply (in billions of USD) from 2020 to 2025. Data was sourced from CoinDesk API [PITH_FULL_IMAGE:figures/full_fig_p006_3.png] view at source ↗
Figures from the paper (7 more)
Figure 4
Figure 4. Figure 4: Time series of major stablecoin prices, with two crises annotated: Black Thursday (COVID-19 crash), and Silicon Valley Bank collapse. The FTX crisis also caused market discrepancies between exchanges (different prices of the same stablecoin) [52]. Exchanges can general…
Figure 5
Figure 5. Figure 5: The Impossible Trinity, or Trilemma, in international economics. It states that a country can simultaneously achieve at most two of the following three policy objectives at a given time—capital mobility, fixed exchange rate, and monetary policy autonomy. Park and Kwon …
Figure 6
Figure 6. Figure 6: Minute-by-minute Prices of USDT and USDC during the SVB Crisis. Data was sourced from CoinDesk API. The Terra-Luna collapse caused volatility across multiple stable￾coins, yet collateral-backed stablecoins experienced increased demand and maintained relative stability …
Figure 7
Figure 7. Figure 7: Structure of a dual-token stablecoin mechanism. Dual-token stablecoin mechanism based on overcollateralized ETH. A user deposits $1.50 in ETH to mint $1.00 of stablecoin and $0.50 of a secondary token. If ETH changes ±10% in value, the stablecoin maintains its peg whil…
Figure 8
Figure 8. Figure 8: Minute-by-minute price movements of UST and LUNA during the Terra–Luna collapse in May 2022. Vertical lines indicate two key events: (a) May 7, 22:00: UST first depegs following a liquidity shock on Curve’s 3pool; intervention by the Luna Foundation Guard follows. (b) …
Figure 9
Figure 9. Figure 9: Market capitalization and market share of major stablecoins from 2021 to 2025. Data was sourced from CoinGecko API. Insight 28: CBDCs compete on a geopolitical level, with some nations seeing them as a way to reduce reliance on the U.S. dollar. Insight 29: USD-backed s…
Figure 10
Figure 10. Figure 10: Global status of Central Bank Digital Currency (CBDC) projects. Countries are color-coded by project stage. Data was sourced from CBDC Tracker. Stablecoins promise several advantages over traditional fiat curren￾cies, including more efficient cross-border transfers [1…

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Reference graph

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Pith tools

Reviewed August 6, 2026 · model on record in the stance chip above.