CAUSAL INFERENCE GROUNDED IN CAUSAL DIAGRAMS: BENEFITS, LIMITATIONS, AND OPPORTUNITIES FOR THE INFORMATION SYSTEMS FIELD.

Authors: Tafti, Ali¹ atafti@uic.edu, Shmueli, Galit² galit.shmueli@iss.nthu.edu.tw

Source: MIS Quarterly. Jun2025, Vol. 49 Issue 2, p409-428. 20p. 6 Color Photographs.

Subject Terms: *ECONOMETRICS, *STATISTICAL correlation, CAUSAL inference, DIRECTED acyclic graphs, RESEARCH in information science

Causal inference methods for generating evidence on the effects of health interventions

Authors: Velasco Regulez, Borja

Thesis Advisors: Cerquides Bueno, Jesús

Source: TDX (Tesis Doctorals en Xarxa)

Subject Terms: Inferència causal en salut, Causal inference in health, Inferencia causal en salud, Avaluació tecnologia sanitaria, Health technology assessment, Evaluación tecnología sanitari, Ciències Experimentals

File Description: application/pdf

Access URL: http://hdl.handle.net/10803/693844

A Structural Change Detection Method Integrating Causal Inference and Deep Learning.

Authors: Liu, Tong¹ (AUTHOR) liutong2024@126.com, Liu, Hualin² (AUTHOR) lhlin0920@163.com

Source: International Journal of Pattern Recognition & Artificial Intelligence. Dec2025, Vol. 39 Issue 16, p1-19. 19p.

Subject Terms: *SYSTEM analysis, CAUSAL inference, DEEP learning, GRAPH neural networks, CAUSAL models, CHANGE-point problems

Semiparametric localized principal stratification analysis with continuous strata Open Access.

Authors: Zhang, Yichi¹ (AUTHOR), Yang, Shu² (AUTHOR)

Source: Journal of the Royal Statistical Society: Series B (Statistical Methodology). Nov2025, Vol. 87 Issue 5, p1655-1677. 23p.

Subject Terms: *ESTIMATION theory, CAUSAL inference, COPULA functions, CAUSAL models

Metrics methods for scholarship on teaching and learning in economics.

Authors: Stock, Wendy A.¹ (AUTHOR) wstock@montana.edu

Source: Journal of Economic Education. Nov2025, p1-9. 9p.

Subject Terms: *ECONOMETRICS, *ECONOMICS education, *REGRESSION discontinuity design, CAUSAL inference, CAUSAL models, INSTRUMENTAL variables (Statistics), COMPARATIVE studies, SCHOLARLY method

Two-stage approach to causality analysis-based quality problem solving for discrete manufacturing systems.

Authors: Wang, Haonan^1,2 (AUTHOR), Xu, Yuming^1,2 (AUTHOR), Peng, Tao^1,2 (AUTHOR) tao_peng@zju.edu.cn, Agbozo, Reuben Seyram Komla² (AUTHOR), Xu, Kaizhou³ (AUTHOR), Liu, Weipeng⁴ (AUTHOR), Tang, Renzhong^1,5 (AUTHOR)

Source: Journal of Engineering Design. Nov2025, Vol. 36 Issue 11, p1879-1903. 25p.

Subject Terms: *PROBLEM solving, *TECHNOLOGICAL complexity, *MANUFACTURING processes, *MANUFACTURING industries, *BAYESIAN analysis, CAUSAL inference, CAUSATION (Philosophy)

Pre-trends matter for estimating the causal effect of the WTO on bilateral trade.

Authors: Shepherd, Ben¹ (AUTHOR) Ben@Developing-Trade.com, Shingal, Anirudh² (AUTHOR)

Source: Applied Economics Letters. Nov2025, p1-5. 5p. 1 Illustration.

Subject Terms: *BILATERAL trade, *GRAVITY model (Social sciences), *TRADE regulation, CAUSAL inference, CAUSATION (Philosophy), BORDER crossing

Company/Entity: WORLD Trade Organization

What to do with a mediating and confounding variable that is partly a mediator and partly a confounder in causal inference.

Authors: Takahashi, Masayoshi¹ (AUTHOR) mtakahashi615@g.chuo-u.ac.jp

Source: Communications in Statistics: Simulation & Computation. Oct2025, p1-24. 24p. 8 Illustrations.

Subject Terms: *EMPIRICAL research, *MONTE Carlo method, CAUSAL inference, CONFOUNDING variables, STATISTICAL bias, MULTIPLE imputation (Statistics)

Breaking the Loop: Causal Learning to Mitigate Echo Chambers in Social Networks.

Authors: Yu, Dianer¹ (AUTHOR) Dianer.Yu-1@student.uts.edu.au, Li, Qian² (AUTHOR) qli@curtin.edu.au, Huo, Huan¹ (AUTHOR) Huan.Huo@uts.edu.au, Xu, Guandong³ (AUTHOR) gdxu@eduhk.hk

Source: ACM Transactions on Information Systems. Nov2025, Vol. 43 Issue 6, p1-27. 27p.

Subject Terms: *SOCIAL networks, *RECOMMENDER systems, SEQUENTIAL learning, CAUSAL inference, INFORMATION dissemination

Causal Inference for Multi-Criteria Rating Recommender Systems.

Authors: Guo, Zhihao¹ (AUTHOR) gzh081700@163.com, Song, Peng¹ (AUTHOR) songpeng@sxu.edu.cn, Feng, Chenjiao² (AUTHOR) fengcj@sxufe.edu.cn, Yao, Kaixuan¹ (AUTHOR) ykx@sxu.edu.cn, Liang, Jiye¹ (AUTHOR) ljy@sxu.edu.cn

Source: ACM Transactions on Information Systems. Nov2025, Vol. 43 Issue 6, p1-30. 30p.

Subject Terms: CAUSAL inference, REPRESENTATIONS of graphs, STRUCTURAL models, PREDICTION models, HETEROGENEITY

Causal Variational Inference for Deconfounded Multi-Behavior Recommendation.

Authors: Chen, Yuzhe¹ (AUTHOR) chenyuzhe5233@163.com, Cao, Jie² (AUTHOR) caojie690929@163.com, Wang, Youquan³ (AUTHOR) youq.wang@gmail.com, Wu, Jia⁴ (AUTHOR) jia.wu@mq.edu.au, Chen, Huanhuan⁵ (AUTHOR) hchen@ustc.edu.cn, Xu, Guandong⁶ (AUTHOR) gdxu@eduhk.hk

Source: ACM Transactions on Information Systems. Nov2025, Vol. 43 Issue 6, p1-26. 26p.

Subject Terms: CAUSAL inference, AUTOENCODERS, SOCIAL influence, COMMON variable immunodeficiency, PREDICTION models

Causality-Inspired Fair Representation Learning for Multimodal Recommendation.

Authors: Chen, Weixin¹ (AUTHOR) cswxchen@comp.hkbu.edu.hk, Chen, Li¹ (AUTHOR) lichen@comp.hkbu.edu.hk, Ni, Yongxin² (AUTHOR) niyongxin@westlake.edu.cn, Zhao, Yuhan¹ (AUTHOR) csyhzhao@comp.hkbu.edu.hk

Source: ACM Transactions on Information Systems. Nov2025, Vol. 43 Issue 6, p1-29. 29p.

Subject Terms: *RECOMMENDER systems, CAUSAL inference, SOURCE code, CAUSATION (Philosophy), CAUSAL models

Debiased Recommendation via Wasserstein Causal Balancing.

Authors: Wang, Hao¹ (AUTHOR) haohaow@zju.edu.cn, Chen, Zhichao¹ (AUTHOR) 12032042@zju.edu.cn, Zhang, Honglei² (AUTHOR) honglei.zhang@bjtu.edu.cn, Li, Zhengnan³ (AUTHOR) lzhengnan389@gmail.com, Pan, Licheng¹ (AUTHOR) 22132045@zju.edu.cn, Li, Haoxuan⁴ (AUTHOR) hxli@stu.pku.edu.cn, Gong, Mingming⁵ (AUTHOR) mingming.gong@unimelb.edu.au

Source: ACM Transactions on Information Systems. Nov2025, Vol. 43 Issue 6, p1-24. 24p.

Subject Terms: CAUSAL inference, USER experience, DIGITAL technology

Inference with a Single Treated Cluster.

Authors: Hagemann, Andreas¹ (AUTHOR)

Source: Review of Economic Studies. Nov2025, Vol. 92 Issue 6, p3968-3994. 27p.

Subject Terms: *EMPIRICAL research, *MATHEMATICAL statistics, *STATISTICAL hypothesis testing, INFERENTIAL statistics, CAUSAL inference, INFERENCE (Logic), ROBUST statistics

Investigating lived ostracism: valid causal inference requires articulating the causal estimand.

Authors: Ren, Dongning¹ (AUTHOR) dren.psy@gmail.com, Stavrova, Olga^2,3 (AUTHOR), van Beest, Ilja³ (AUTHOR), van Dijk, Eric⁴ (AUTHOR), Loh, Wen Wei¹ (AUTHOR)

Source: Journal of Social Psychology. Oct2025, p1-8. 8p.

Subject Terms: *DATA analysis, CAUSAL inference, RESEARCH methodology, CAUSATION (Philosophy), SOCIAL isolation, SOLITUDE

Testing for average treatment effects in choice-based samples.

Authors: Akashi, Kentaro¹ (AUTHOR) kentaro.akashi@gakushuin.ac.jp, Horie, Tetsushi² (AUTHOR)

Source: Econometric Reviews. Oct2025, p1-24. 24p. 3 Illustrations.

Subject Terms: *SUBSIDIES, *NONPROBABILITY sampling, CAUSAL inference, ECONOMIC conditions in China, PROPENSITY score matching, TREATMENT effectiveness

Geographic Terms: CHINA

A general framework on conditions for constraint‐based causal learning.

Authors: Teh, Kai Z.¹ (AUTHOR) kai.teh.21@ucl.ac.uk, Sadeghi, Kayvan¹ (AUTHOR), Soo, Terry¹ (AUTHOR)

Source: Scandinavian Journal of Statistics. Dec2025, Vol. 52 Issue 4, p2209-2241. 33p.

Subject Terms: *MARKOV processes, CAUSAL inference, CONSTRAINT satisfaction

An Undergraduate Course on the Statistical Principles of Research Study Design.

Authors: Kennedy-Shaffer, Lee^1,2 (AUTHOR) Lee.kennedy-shaffer@yale.edu

Source: American Statistician. Nov2025, Vol. 79 Issue 4, p520-528. 9p.

Subject Terms: *EMPIRICAL research, *STATISTICAL sampling, EXPERIMENTAL design, CAUSAL inference, SCIENTIFIC observation, UNDERGRADUATE education, STATISTICAL literacy

High Dimensional Discrete Choice Models With Interactive Fixed Effects Applied to Causal Inference.

Authors: Chen, Ye¹ (AUTHOR), Miao, Ke^2,3 (AUTHOR), Su, Liangjun⁴ (AUTHOR) sulj@sem.tsinghua.edu.cn

Source: Journal of Applied Econometrics. Oct2025, p1. 19p. 2 Illustrations.

Subject Terms: *DISCRETE choice models, *SIMULATION methods & models, CAUSAL inference, COUNTERFACTUALS (Logic)

The Impact of Data Element Marketization on Labor Income Share: Quasi-Natural Experiment Evidence from the Establishment of Data Trading Platforms in China.

Authors: Li, Baoqi¹ (AUTHOR), Zheng, Jie¹ (AUTHOR), Jiang, Jing¹ (AUTHOR) jiangjing@nju.edu.cn

Source: Emerging Markets Finance & Trade. Nov2025, p1-18. 18p. 7 Illustrations.

Subject Terms: *INCOME distribution, *CORPORATE power, *INFORMATION economy, CAUSAL inference, DATA brokers, SCIENTIFIC observation

Geographic Terms: CHINA