Scholar4AI Updated 2026-11-04 18:03 UTC+09:00

Marketization index (Fan Gang)

data category: China statistical yearbooks and regional indices · 1 paper in the last 7 days

← Most-used data · All China statistical yearbooks and regional indices datasets

Province- and city-level statistics from Chinese statistical yearbooks, and regional indices built from them.

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Names searched for: marketization index

Key findings#

  • From Nov 2023 to Oct 2026, 658 archived papers mentioned Marketization index (Fan Gang) in their title, abstract or keywords (the search of earlier months' full texts is still under way), most of them in Sep 2026 (31).
  • Marketization index (Fan Gang) was mentioned in 16 papers in the last 30 days (2026-10-06 to 2026-11-04), ranking #10 of the 255 datasets mentioned.
  • By journal category: Finance (11), Operations Research (1), Economics (1), Management (1), AI (1) and Statistics (1).
  • Most of them appeared in International Review of Economics & Finance (7), Review of Quantitative Finance and Accounting (1) and International Review of Financial Analysis (1).
  • From 2017 to 2026 (so far), Marketization index (Fan Gang) was mentioned in 670 papers in the tracked journals, most of them in finance (371), economics (124) and management (79).
  • 196 of them were published in 2025, against 0 in 2017.
  • Since 2023, the institutions with the most of these papers were University of Manchester (13), Monash University (11) and University of Edinburgh (11).
  • The journals publishing most of them were Financial Innovation (71), International Review of Economics & Finance (45) and Computational Economics (28).
  • The most-cited of them is “A comprehensive review on financial explainable AI” (Artificial Intelligence Review, 2025), with 138 citations.
  • Papers use Marketization index (Fan Gang) most often with S&P 500 (250), Economic Policy Uncertainty index (136) and VIX (114); it has 123 partners in the code and data network, in the group around S&P 500, Economic Policy…, Compustat.

Mentions over 36 months#

Papers mentioning it by publication month, Nov 2023 to Oct 2026 (titles, abstracts and keywords; the full texts of earlier months are still being searched)
TrendNov 23–Oct 24Nov 24–Oct 25Nov 25–Oct 2636 months
215203240658

Papers per year#

2017: 0 papers2018: 0 papers2019: 0 papers2020: 0 papers2021: 0 papers2022: 0 papers2023: 41 papers2024: 216 papers2025: 196 papers2026 (so far): 217 papers
20172026 (so far)
Papers per publication year and category
Category2017201820192020202120222023202420252026 (so far)
Finance0000002312796125
Economics0000004404040
Management0000004193026
Operations Research00000059910
AI00000018116
Accounting0000003834
Information Systems0000000241
Statistics0000001013
Marketing0000000311
Health Economics and Policy0000000010
Tourism and Hospitality0000000001
All categories00000041216196217

Where the papers come from#

Journals with the most papers, since 2023
#JournalPapers
1Financial Innovation71
2International Review of Economics & Finance45
3Computational Economics28
4Future Business Journal26
5International Review of Financial Analysis25
6Review of Quantitative Finance and Accounting24
7Borsa Istanbul Review21
8Journal of International Financial Markets Institutions and Money18
9Annals of Operations Research17
10Journal of Asset Management17
Institutions with the most papers, since 2023
#InstitutionPapers
1University of Manchester13
2Monash University11
3University of Edinburgh11
4University of Southampton11
5Copenhagen Business School10
6University of Pretoria10
7Brunel University of London9
8Lebanese American University9
9Durham University8
10Erasmus University Rotterdam8
Countries with the most papers, since 2023
#CountryPapers
1United Kingdom175
2China126
3United States74
4Italy61
5Germany49
6Turkey47
7Australia46
8Spain45
9France32
10Netherlands28
Keywords with the most papers, since 2023
#KeywordPapers
1COVID-19 pandemic67
2emerging markets40
3systemic risk31
4Bitcoin24
5Russian invasion of Ukraine24
6financial stability24
7portfolio diversification24
8abnormal returns23
9portfolio optimization23
10stock returns23

Most-cited papers#

Most-cited papers since 2017
#CitationsPer monthTitleJournalPublishedAuthors
11387.2A comprehensive review on financial explainable AIArtificial Intelligence Review2025-03-29Wei Jie Yeo, Wihan van der Heever, Rui Mao et al.
21203.5Climate change exposure and cost of equityEnergy Economics2024-01-04Oğuzhan Çepni, Ahmet Şensoy, Muhammed Hasan Yılmaz
31063.4Climate policies and legislation for renewable energy transition: The roles of financial sector and political institutionsTechnological Forecasting and Social Change2024-03-23Anis Omri, Sami Ben Jabeur
4963.8Machine learning in business and finance: a literature review and research opportunitiesFinancial Innovation2024-09-18Hanyao Gao, Gang Kou, Haiming Liang et al.
5662.5Connectedness and frequency connection among green bond, cryptocurrency and green energy-related metals around the COVID-19 outbreakResearch in International Business and Finance2024-08-30Hongjun Zeng, Qingcheng Huang, Mohammad Zoynul Abedin et al.

Archive counts by publication year: a paper counts when its title, abstract or keywords name the dataset, or when OpenAlex's full-text search finds it there (searched for the last 30 days' papers and, by a pass over the past years, for older ones). Names added to the list later are looked for in older papers as the archive is read again.

Used together with#

Papers use Marketization index (Fan Gang) most often with S&P 500 (250), Economic Policy Uncertainty index (136) and VIX (114); it has 123 partners in the code and data network, in the group around S&P 500, Economic Policy…, Compustat. The whole network →

What papers use Marketization index (Fan Gang) together with (at least 3 papers; lift 1 = chance)
Used withTypePapers using bothLift
S&P 500Dataset2506.9
Economic Policy Uncertainty indexDataset1363.6
VIXDataset1147.4
Euro Stoxx / DAXDataset8312.4
Refinitiv DatastreamDataset8113.4
MSCI indicesDataset7024.1
Twitter / XDataset661.1
CSMARDataset649.1
CRSPDataset629.1
Refinitiv Eikon / LSEG WorkspaceDataset599.7
CSI 300 / Shanghai CompositeDataset5611.8
FTSE indicesDataset5511.9
Papers mentioning Marketization index (Fan Gang) in the last 30 days, newest first.
DateTitleJournalAuthorsAffiliations
2026-10-31CEO power and stock price crash risk: moderating effect of environmental practicesReview of Quantitative Finance and AccountingHamad Aldawsari, Taufiq Choudhry, Muhammad Saad BalochSaudi Electronic University; University of Southampton
2026-10-27Macro-financial conditions and volatility connectedness across industrial and precious metal marketsInternational Review of Economics & FinanceAmelie Schischke, Andreas RathgeberUniversity of Augsburg
2026-10-27Pledging patents for ESG: Evidence from China's listed companiesInternational Review of Economics & FinanceRuoyu Zhu, Qipo Wang, Xiaohui XinTsinghua University; Shandong University of Finance and Economics; Beijing Jiaotong University
2026-10-26Corporate green bonds and information asymmetryInternational Review of Financial AnalysisKeller Martínez SolísInstituto Tecnológico de Costa Rica
2026-10-24Programmable spreads: Indicators of financial conditions?Journal of Financial StabilityKwamie Dunbar, Eugene Yeboah, Victor ZhuWorcester Polytechnic Institute
2026-10-22To what extent does weather influence stock market dynamicsJournal of Behavioral and Experimental FinanceYiqi Wang, Ting Liu, Shaosong WangMacau University of Science and Technology
2026-10-21Net zero benchmarks and carbon transition risk: A multi-index performance analysisInternational Review of Economics & FinanceEyyüp Ensari ŞahinNiğde Ömer Halisdemir Üniversitesi
2026-10-19Sustainable portfolio optimization with four objectives: Assessing the role of diversificationOperations Research PerspectivesAna Garcı́a-Bernabeu, Adolfo Hilario-Caballero, Francesca LucianiUniversitat Politècnica de València; Roma Tre University
2026-10-15Geopolitical risk spillovers among GCC stock markets, non-renewable energy, and gold: evidence from a quantile connectedness approachPortuguese Economic JournalNidhal Mgadmi, Fekria Belhouichet, Ştefan Cristian Gherghina et al.University of Sfax; Faculty of Economics and Management of Sfax; Bucharest University of Economic Studies; …
2026-10-15Does entrepreneurship policy reform institutional conditions? Evidence from India’s Startup India programmeFuture Business JournalGourav Aggarwal, Smita KashiramkaO. P. Jindal Global University; Indian Institute of Technology Delhi
2026-10-14Government-sourced categorical economic policy uncertaintyInternational Review of Economics & FinanceKhanh Cong Gia Hoang, Linh Pham, Thanh Ngo et al.
2026-10-12Towards Trustworthy Internal Due-Date Assignment in Manufacturing Systems: A Neutrosophic Neural Network-Based ApproachCognitive ComputationTin-Chih Toly ChenNational Yang Ming Chiao Tung University
2026-10-06Can the digital revolution drive green growth? —the internal mechanism of corporate digital and intelligent transformation and green total factor productivityInternational Review of Economics & FinanceSiming Chen, Feichong Yue, Yaxi Qian et al.Chinese Academy of Governance; Jilin University; Shanghai University of Political Science and Law; …
2026-10-06Silent partners no more: Wife's managerial involvement and corporate carbon emissions in Chinese family firmsInternational Review of Economics & FinanceZhan Xu, Yetong HaoCapital University of Economics and Business
2026-10-06Sentiment interactions in financial markets: Conditional volatility, feedback, and shock propagationInternational Review of Economics & FinanceMd Tanvir HasanUniversity of Dhaka; University of Glasgow
2026-10-06Bayesian modelling of clustered extreme events using a nonparametric Hawkes processStatistics and ComputingGordon J. Ross, Dean MarkwickUniversity of Edinburgh; University College London
Cite this page

Scholar4AI. (2026). Marketization index (Fan Gang). Journal and Conference Research Rankings. Retrieved November 4, 2026, from https://scholar4ai.com/datasets/marketization-index-fan-gang

@misc{scholar4ai-datasets-marketization-index-fan-gang,
  author = {{Scholar4AI}},
  title = {Marketization index (Fan Gang)},
  year = {2026},
  howpublished = {\url{https://scholar4ai.com/datasets/marketization-index-fan-gang}},
  urldate = {2026-11-04},
  note = {Journal and Conference Research Rankings; data from OpenAlex (CC0); licensed CC BY-NC 4.0}
}

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