Scholar4AI Updated 2026-10-26 14:32 UTC+09:00

Propensity score matching

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area: Causal inference · 2 papers in the last 7 days

← Most-used equations and models

e(x)=Pr(D=1∣X=x)

Matches treated and untreated units with similar probabilities of treatment given their characteristics.

LaTeX: e(x) = \Pr(D = 1 \mid X = x)

Names searched for: propensity score, PSM

Key findings#

  • Propensity score matching was mentioned in 55 papers in the last 30 days (2026-09-27 to 2026-10-26), ranking #20 of the 104 equations and models mentioned.
  • By journal category: Finance (22), Economics (18), Management (11), Accounting (2), AI (1) and Operations Research (1).
  • Most of them appeared in International Review of Economics & Finance (13), Economic Analysis and Policy (6) and Journal of Business Research (3).
  • Often mentioned together with Difference-in-differences (25), Instrumental variables (two-stage least squares) (23) and Ordinary least squares (OLS) (20).
  • Datasets named in the same papers: CSMAR (8), S&P 500 (6) and CNRDS (4).
  • From Oct 2023 to Sep 2026, 208 archived papers mentioned Propensity score matching in their title, abstract or keywords, most of them in Sep 2026 (28).

Mentions over 36 months#

Papers mentioning it by publication month, Oct 2023 to Sep 2026 (titles, abstracts and keywords)
TrendOct 23–Sep 24Oct 24–Sep 25Oct 25–Sep 2636 months
6410737208
Papers mentioning Propensity score matching, newest first. Newest 50 of 55 papers; all of them are in /data/papers.json.
DateTitleJournalAuthorsAffiliations
2026-10-23Managerial slack, information environment and stock price crash risk: Evidence from ChinaInternational Review of Economics & FinanceChuyue Wu, Yuyang Ling, Yikai HanCentral University of Finance and Economics
2026-10-21The economic geography of Churches: housing market effects in StockholmJournal of Cultural EconomicsMats WilhelmssonKTH Royal Institute of Technology
2026-10-16The Challenges of Hyperparameter Tuning for Accurate Causal Effect EstimationMachine LearningDamian Machlanski, Spyridon Samothrakis, Paul ClarkeUniversity of Edinburgh; University of Essex; Institute for Social and Economic Research
2026-10-15Understanding the determinants and consequences of share-pledging: a systematic literature review and future research agendaManagement Review QuarterlyRohith Radhakrishnan, E Geetha, Agnes S. JosephManipal Academy of Higher Education; Narsee Monjee Institute of Management 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
2026-10-15Investment additionality and job creation: evidence from reforms to regional development funding in GermanyThe Annals of Regional ScienceBjörn Alecke, Timo MitzeUniversity of Koblenz and Landau; Universität Koblenz
2026-10-14Rural governance in the sunshine: the standardization of grassroots government affairs disclosure and government-business relations of agriculture-related firmsEconomic Analysis and PolicyShuai Xu, Qi Ban, Senran ZhouSias University; Guangxi University of Finance and Economics; Wenzhou-Kean University
2026-10-13Training and productivity in micro-firmsResearch PolicyMarco Rispoli, Federico TamagniPrometeia (Italy); Scuola Superiore Sant'Anna
2026-10-12Can parent company board reforms influence the risk-taking level of Subsidiaries? Evidence from central state-owned enterprises in ChinaInternational Review of Economics & FinanceHua Huang, Xinglin Liu, Xueping WangHubei University of Automotive Technology; Shenzhen Polytechnic University; Jiangxi University of Finance and Economics
2026-10-12Place-based investment incentives and technological upgrading in lagging EU regions: Province-level evidence on inventive activity from Italy’s MezzogiornoEconomic ModellingSimone RobbianoInternational Labour Organization; Cambridge Econometrics (United Kingdom); University of Genoa
2026-10-11Digital infrastructure, transaction cost reduction, and regional entrepreneurial vitalityEconomic Analysis and PolicyJing Xia, Xiaomin Liang, Guixiang ZhangGuizhou Minzu University
2026-10-10So similar, yet so different: comparing the US GAAP and IFRS experience at eliciting greater transparency on pension asset disclosuresReview of Accounting StudiesDivya Anantharaman, Elizabeth Chuk, Tonni Shijun XiaRutgers, The State University of New Jersey; University of California, Irvine; San Diego State University
2026-10-09Stablecoin Peg Fragility and Latent Tail-Risk Regimes: Evidence from Peg Deviations and Supply ContractionsInternational Review of Economics & FinanceEdson PindzaUniversity of South Africa
2026-10-09Place-based variation in health care: evidence from mandatory movers in the U.S. military health systemJournal of Health EconomicsRoxana Leal, Wei Luan, Jonathan Skinner et al.Institute For Defense Analyses; Dartmouth College; Dartmouth Hospital
2026-10-08Behavioral drivers of cryptocurrency markets: A systematic reviewJournal of Behavioral and Experimental FinanceSebastian Steindl, Hans Rüdiger Kaufmann, Bernd BritzelmaierUniversity of Nicosia; Pforzheim University of Applied Sciences
2026-10-07Governance effectiveness of new rural elites and evaluation of rural revitalization outcomes: Evidence from 1302 samples in ChinaInternational Review of Economics & FinanceYulin Tong, Yinghan Zhu, Ji Yiduo et al.Nanchang University
2026-10-07Do firms conducting environmental projects funded by European Regional Development Funds perform better in Galicia (Spain)? The role of innovationThe Annals of Regional ScienceDiego Sande Veiga, Víctor Giovanny Ballena Domínguez, Paula Noya Vázquez et al.Universidade de Santiago de Compostela; Peruvian University of Applied Sciences; University of Sousse
2026-10-07Human capital structure and corporate green transformation: Skill upgrading or cost burden?International Review of Economics & FinanceZishun ZhouSejong 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; …
2026-10-06The impact of comprehensive student support on crime: Evidence from the pathways to education programJournal of Urban EconomicsAdam Lavecchia, Philip Oreopoulos, Noah SpencerIZA - Institute of Labor Economics; McMaster University; University of Toronto
2026-10-06Beyond psychology and environment explanations: a linguistic microfoundation approach to entrepreneurs’ anxietyJournal of Business ResearchNitish Singh, Stephen X. Zhang, Wenping Ye et al.Baylor University; Jinan University; Saint Louis University
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
2026-10-06Balancing risk and opportunity: Digital transformation, cybersecurity investments, and export performance in low-tech firmsJournal of Business ResearchGiovanna Terrizzi, Maria Cristina Cinici, Alba Marino et al.University of Messina
2026-10-05The impact of omni-channel strategies on consumer behavior in sport product purchasesJournal of Retailing and Consumer ServicesSardar Mohammadi, Seyed Mohammad Javad Razavi, Manuel Alonso Dos SantosUniversity of Kurdistan
2026-10-03Relief policies for equity pledge and corporate innovation: Evidence from Chinese non-state-owned high-tech listed firmsInternational Review of Economics & FinanceDeqiang Deng, Yuli Wang, Jiawei Liu et al.Nanjing Forestry University; Central University of Finance and Economics; Newcastle University; …
2026-10-02Targeted bidders in government tendersJournal of Economic Behavior & OrganizationMatilde Cappelletti, Leonardo Maria GiuffridaCentre for European Economic Research; University of Mannheim
2026-10-02Curbing the Green innovation bubble: How Information transparency and green credit work under China’s smart ecological monitoring pilotEconomic Analysis and PolicyWenyan Huang, 岳立Lanzhou University
2026-10-02Inside out: cutting-edge methods to decode external opportunities for startup growthJournal of Business ResearchLeonardo Mazzoni, Niccolò Innocenti, Stefania OlivaEuropean University Institute; University of Florence
2026-10-01Revisiting bootstrap inference in propensity score matching: Implications for causal estimation in economicsEconomic ModellingVicky Zhu, Bingyue Su, Eric W. ChanBabson College; University of North Carolina at Charlotte
2026-10-01Digital presence and economic performance in science and technology parks: The role of park typology and basic web adoptionJournal of Engineering and Technology ManagementSonia Herrero-Luna, Olga Francés, José Abreu et al.Universidad de Zaragoza; University of Alicante
2026-10-01Green Conscience or Green Strain? Biodiversity Risk and Corporate Tax AvoidanceFinance research lettersMaryam NajmiThe University of Texas Rio Grande Valley
2026-10-01Can AI Industrial Policy Mitigate Supply Chain Risk? Evidence from China's National AI Pilot ZonesEconomic Analysis and PolicyWenjia Li, Bo Ya, Guangxin JiangHarbin Institute of Technology
2026-10-01Do relationship disruptions increase spending on product categories high in eudaimonic value?Journal of RetailingSatheesh Seenivasan, Davide Christian Orazi, Elena Fumagalli et al.Monash University; Instituto Centroamericano de Administración de Empresas; University of Bath; …
2026-10-01Does tax information sharing contribute to employment in micro and small enterprises? Evidence from China's bank-tax interaction policyInternational Review of Economics & FinanceWeiting Qin, Renjie ZhangXi'an Jiaotong University
2026-10-01Stock benchmarking and corporate ESG performanceEconomic Analysis and PolicyJiliang Sheng, Lanlan Zeng, Miao Li et al.Jiangxi University of Finance and Economics
2026-10-01Bridging the digital divide: How banking services nudge digital economy participationInternational Review of Financial AnalysisWenda Song, Haiyang ZhangUniversity of International Business and Economics; ARTS Group (China)
2026-10-01Ambidextrous innovation and digital transformationJournal of Innovation & KnowledgeYaoxiang Tang, Yutao Zhou, Fan Yu et al.Chongqing Technology and Business University; Shanghai University of Engineering Science
2026-10-01CEO Inherited Altruism, Firm Corporate Social Responsibility, and Shareholder ReturnsJournal of Business EthicsMiriam Marra, Jing Ruan, Lisa Schopohl et al.ICMA Centre; University of Reading; KIMEP University; …
2026-10-01Do Investment Provisions in Regional Agreements Foster Growth? A Quasi-experimental Analysis of the ASEAN–Japan PartnershipEconomic Analysis and PolicyS S Wu, Yang Liu, Shun Li et al.University of Malaya; UNSW Sydney; Dankook University
2026-09-30Employee well-being in private equity-backed firmsFinance research lettersHuynh Sang Truong, Uwe Walz BGoethe University Frankfurt; Vietnamese-German University; European Corporate Governance Institute; …
2026-09-30Artificial intelligence and labor investment efficiency: evidence from U.S. firmsJournal of International Money and FinanceKai Xing, Kepeng Xiong, Fulong Xiao et al.Nanchang University; Bangor University
2026-09-30Order-flow toxicity in cryptocurrency perpetual futures: Order flow signals, price-impact persistence, and the limits of volatility-based metricsInternational Review of Economics & FinanceSuresh Rajendran, Divya Singaravelu
2026-09-29Does climate risk matter for the financial and social efficiencies of microfinance institutions?International Review of Economics & FinanceZheng Chen, Junru ZhangCurtin University; The University of Western Australia
2026-09-29Political uncertainty and international investment diversification: Cross country evidenceInternational Review of Financial AnalysisFrank Obenpong Kwabi, Agyenim Boateng, Chizindu Wonu et al.De Montfort University; Leeds Beckett University; Coventry University
2026-09-29The price of ethics: Liquidity and safe haven properties of responsible physical gold ETPsResearch in International Business and FinanceBorja Amor Tapia, Paula Castro, María Teresa Tascón FernándezUniversidad de León
2026-09-29Can data factor marketization curb real earnings management? Evidence from the establishment of data asset trading platformsInternational Review of Economics & FinanceNingzhi Wang, J. Andrew Zhang, Limin XuHuangshan University; Shanghai International Studies University; The University of Adelaide
2026-09-29The 52-week high liquidity mirage: How behavioral convergence impairs price discoveryJournal of Banking & FinanceJoshua Della Vedova, Mingze Gao, Andrew R. Grant et al.Macquarie University; The University of Sydney; University of San Diego
2026-09-28Stock exchange governance pressure and the valuation of liquid assets: Evidence from Japanese listed firmsFinance research lettersHideo Nakamura, Katsutoshi ShimizuNagoya University
2026-09-28Skill certifications and migrant labor market integration: Experimental evidence from ColombiaJournal of Development EconomicsMatias Busso, Carolina González-Velosa, Juan Sebastian Muñoz-Morales et al.Inter-American Development Bank; Centre National de la Recherche Scientifique; Université de Lille; …
2026-09-28How AI and technology’s skill-bias impact the delayed retirement desire in ChinaReview of Economics of the HouseholdZhuo Zhang, Debasis BandyopadhyayUniversity of Auckland
Cite this page

Scholar4AI. (2026). Propensity score matching. Journal Research Rankings. Retrieved October 26, 2026, from https://scholar4ai.com/equations/propensity-score-matching

@misc{scholar4ai-equations-propensity-score-matching,
  author = {{Scholar4AI}},
  title = {Propensity score matching},
  year = {2026},
  howpublished = {\url{https://scholar4ai.com/equations/propensity-score-matching}},
  urldate = {2026-10-26},
  note = {Journal Research Rankings; data from OpenAlex (CC0); licensed CC BY-NC 4.0}
}

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