1. The Scientific Model of Causality
By James J. Heckman. 2005
273 citations recorded by the source corpus.
Subfields: Economics and Econometrics, Sociology and Political Science, Statistics and Probability
View Paper: https://www.semanticscholar.org/paper/5c7104ecf6b405112b2d8d51185b4482ad25fd01
How researchers see this paper
The researchers whose trusted networks rank it highest, strongest advocate first. Every researcher gets a different order.
In Economics and Econometrics
- Lisa R. Goldberg
- Michael Howlett
- Judea Pearl
- Yu Xie
- Sunil Mithas
- Juha Itkonen
- Spiro J. Maroulis
- Jennie E. Brand
In Sociology and Political Science
- Sunil Mithas
- Michael Howlett
- Judea Pearl
- Yu Xie
- Lisa R. Goldberg
- Juha Itkonen
- Kenneth A. Frank
- Jennie E. Brand
In Statistics and Probability
- Lisa R. Goldberg
- Michael Howlett
- Judea Pearl
- Yu Xie
- Sunil Mithas
- Juha Itkonen
- Spiro J. Maroulis
- Kenneth A. Frank
Citations in the corpus
- Who benefits most from college? Evidence for negative selection in heterogeneous economic returns to higher education (2010, background): “…economic theory (Roy 1951) and has been extended and formalized for observational studies in statistics (e.g., Holland 1986; Rosenbaum and Rubin 1983, 1984; Rubin 1974), economics (e.g., Heckman 2005; Manski 1995), and sociology (e.g., Morgan and Winship 2007; Sobel 2000; Winship and Morgan 1999).”
- 3. The Foundations of Causal Inference (2010, methodology): “The “surgery definition” was used in Pearl (2000a, p. 417) and criticized by Cartwright (2007) and Heckman (2005); see Pearl (2009a:362–63, 374–79) for rebuttals. version of M, with the equation(s) of X replaced by X = x. Denote the solution for Y in the equations of Mx by the symbol YMx(u).”
- Problems estimating the carbon Kuznets curve (2012, background): “10 This would be the Marshallian ceteris paribus change that assumes other variables constant [36, 37].”
- TRYGVE HAAVELMO AND THE EMERGENCE OF CAUSAL CALCULUS (2014, unknown): “Angrist and Pischke (2010) represented the “experimentalist” position and Leamer (2010), Nevo and Whinston (2010), Keane (2010), and Sims (2010) defending the structural approach.”
- Causal logics and mechanisms in policy design: How and why adopting a mechanistic perspective can improve policy design (2019, background): “This position is still valid and suggests that a solid theory of causation is needed to order and to explain policy dynamics and to understand, for example not only ‘what works and why’ (Goertz and Mahoney, 2012; Heckman, 2005; Jarvis, 2011) but also why a specific policy design, and indeed a specif”
- What Would It Take to Change an Inference? Using Rubin’s Causal Model to Interpret the Robustness of Causal Inferences (2013, background): “In particular, schools that had approached SRA/McGraw-Hill prior to Borman et al.’s study may have had substantive reasons for believing OCR would work particularly well for them (e.g., Heckman, 2005).”
- The Economics and Psychology of Personality Traits (2008, unknown): “Heckman (2005), and Heckman and Vytlacil (2007a) are recent discussions of this recurring issue.”
- The Book of Why: The New Science of Cause and Effect† (2019, background): “In another direction, the concept of fixing, developed by Heckman (2005) and Heckman and Pinto (2015), resembles, superficially at least, the do operator that Pearl uses.”
- Do CRM Systems Cause One-to-One Marketing Effectiveness? (2006, background): “For further discussion of the potential outcomes approach, refer to Angrist and Krueger (1999), Heckman (2005), Imbens (2004), Rosenbaum (2002), Rubin (2005) andWinship and Morgan (1999).”
- Is regression adjustment supported by the Neyman model for causal inference (2007, methodology): “…(2006) demonstrates, however, that this reduced-form regression modeling approach may not conform to the non-parametric model of causal inference for estimating ATEs introduced by Neyman (1923) and developed in Rubin (1974,1978), Holland (1986), Heckman (2001,2005), and Heckman and Vytlacil (2006).”