Scholar4AI Updated 2026-10-26 13:22 UTC+09:00

Heckman selection model

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

← Most-used equations and models

E[yi∣xi,si=1]=xi⊤β+ρσελ(zi⊤γ),λ(·)=ϕ(·)Φ(·)

Corrects for non-random selection of the observed sample with the inverse Mills ratio from a first-stage probit.

LaTeX: E[y_i \mid x_i, s_i = 1] = x_i^\top\beta + \rho\,\sigma_\varepsilon\,\lambda(z_i^\top\gamma),\quad \lambda(\cdot) = \frac{\phi(\cdot)}{\Phi(\cdot)}

Names searched for: Heckman selection, Heckman two-step, Heckman two-stage, Heckman correction, Heckman model, inverse Mills ratio, sample selection model

Key findings

  • Heckman selection model was mentioned in 10 papers in the last 30 days (2026-09-27 to 2026-10-26), ranking #66 of the 104 equations and models mentioned.
  • By journal category: Management (4), Finance (3) and Economics (3).
  • Most of them appeared in International Review of Economics & Finance (2), Asia Pacific Journal of Management (1) and Management Review Quarterly (1).
  • Often mentioned together with Propensity score matching (8), Instrumental variables (two-stage least squares) (7) and Ordinary least squares (OLS) (4).
  • Datasets named in the same papers: CSMAR (2), CNRDS (2) and Wind (2).
  • From Apr 2024 to Sep 2026, 37 archived papers mentioned Heckman selection model in their title, abstract or keywords, most of them in Sep 2026 (7).

Mentions over 30 months

Papers mentioning it by publication month, Apr 2024 to Sep 2026 (titles, abstracts and keywords)
TrendApr 24–Sep 24Oct 24–Sep 25Oct 25–Sep 2630 months
623837
Papers mentioning Heckman selection model, newest first.
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
2026-10-21Pressures from afar, and far from pressured? International shareholder and stakeholder pressures and female board appointmentsAsia Pacific Journal of ManagementGuoliang Frank Jiang, Yang Yang, Shige MakinoCarleton University; Rowan University; Kyoto University
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
2026-10-03Relief 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; …
2026-10-01Stock benchmarking and corporate ESG performanceEconomic Analysis and PolicyJiliang Sheng, Lanlan Zeng, Miao Li et al.Jiangxi University of Finance and Economics
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; …
2026-09-30Artificial 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
2026-09-29Elderly care across Europe: The role of formal and informal care in family decision-makingReview of Economics of the HouseholdManuel V. MontesinosRockwool Foundation Berlin
2026-09-28Treatment evaluation at the intensive and extensive marginsJournal of EconometricsPhillip Heiler, Asbjørn Kaufmann, Bezirgen VeliyevAarhus University
Cite this page

Scholar4AI. (2026). Heckman selection model. Journal Research Rankings. Retrieved October 26, 2026, from https://scholar4ai.com/equations/heckman-selection-model

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

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