:::

詳目顯示

回上一頁
題名:因果推論與觀察研究:「反事實模型」之思考
書刊名:社會科學論叢
作者:黃紀 引用關係
作者(外文):Huang, Chi
出版日期:2008
卷期:2:1
頁次:頁2-22
主題關鍵詞:因果推論觀察研究反事實之因果模型評估研究非隨機分派之效應模型Causal inferenceObservational studyCounterfactual model of causalityEvaluation researchTreatment effects model with nonrandom assignmentEndogenous treatment
原始連結:連回原系統網址new window
相關次數:
  • 被引用次數被引用次數:期刊(5) 博士論文(4) 專書(0) 專書論文(0)
  • 排除自我引用排除自我引用:4
  • 共同引用共同引用:53
  • 點閱點閱:324
「反事實之因果模型」的出發點很簡單:要確認D是Y的因,也必須反過來思考「那若沒有D的話,Y會如何?」故因果效應的推論,應不只是建立在D和Y聯袂發生的規律上,還要進一步比較「實際結果」(事實),和「可能但未發生的結果」(反事實)兩者之差異。這固然不是因果推論唯一的定義與思維方式,但這個模型一方面能刺激「反事實」的逆向思考,另一方面卻又能將觀察不到的假想「反事實」操作化為控制(比較)組,逐漸發展成一套共通的因果推論架構,貫穿隨機分派實驗、準實驗、自然實驗以及非實驗之觀察研究。不但邏輯一貫,而且更能落實到具體可行的分析方法,對社會科學中無法或不易進行實驗、但仍希望推論因果的觀察研究,有相當大的啟發。並澄清了傳統實證分析方法中,過於偏重觀察得到的因果規律等若干不夠精確的觀念,刺激了另一波方法論的反思。
The core of the counterfactual model of causality (CMC) is simple. To argue that D is the cause of Y, we must ask ”What would Y have been if D were not the case?” In other words, we should not rely solely on the observed regularities to infer causality. Instead, researchers need to compare the realized outcome (i.e. factual) with its potential outcome (i.e. counterfactual). This potential outcome model forces us to explicitly state and make operational the counterfactual with a clear implication of what should be controlled or compared. This has been developed into a unified framework for causal inference based on randomized experiments, quasi-experiments, natural experiments, as well as non-experimental observational studies. This recent trend is indeed exciting for social science research targeted to address cause-and-effect questions and yet impossible or difficult to conduct lab experiments. CMC stimulates a new wave of reexamination of more traditional concepts and methods of causal inference in social science research.
期刊論文
1.郭秋永(20011200)。權力與因果:方法論上的解析。臺灣政治學刊,5,64-131。new window  延伸查詢new window
2.Heckman, James J.、Vytlacil, E.(2005)。Structural Equations, Treatment Effects, and Econometric Policy Evaluation。Econometrica,73(3),669-738。  new window
3.黃紀(20011200)。一致與分裂投票:方法論之探討。人文及社會科學集刊,13(5),541-574。new window  延伸查詢new window
4.Heckman, James J.(1976)。The Common Structure of Statistical Models of Truncation, Sample Selection and Limited Dependent Variables and a Simple Estimator for Such Models。Annals of Economic and Social Measurement,5(4),475-492。  new window
5.郭秋永(20030300)。科學哲學中的兩種因果解析。政治與社會哲學評論,4,121-177。new window  延伸查詢new window
6.Holland, Paul W.(1986)。“Statistics and Casual Inference.”。Journal of the American Statistical Association,81(396),945-960。  new window
7.黃紀、吳重禮(20030100)。政治分析與研究方法--論2002年立法院行使考試院正副院長同意權之投票模式。問題與研究,42(1),1-17。new window  延伸查詢new window
8.Rosenbaum, Paul R.、Rubin, Donald B.(1983)。The Central Role of the Propensity Score in Observational Studies for Causal Effects。Biometrika,70(1),41-55。  new window
9.Heckman, James Joseph(1979)。Sample Selection Bias as a Specification Error。Econometrica: Journal of the Econometric Society,47(1),153-161。  new window
10.Cross, Philip J., and Charles F. Manski.(2002)。“Regression, Short and Long.”。Econometrica,vol. 70,pp. 357~368。  new window
11.Fearon, James D.(1991)。“Counterfactuals and Hypothesis Testing in Political Science.”。World Politics,vol. 43,pp. 169~195。  new window
12.Gelman, Andrew, and Gary King.(1990)。“Estimating Incumbency Advantage without Bias.”。American Journal of Political Science,vol. 34,pp. 1142~1164。  new window
13.Heckman, James J.(2005)。“The Scientification Model of Causality.”。Sociological Methodology,vol. 35,pp. 1~98。  new window
14.Imbens, Guido W.(2004)。“Nonparametric Estimation of Average Treatment Effects Under Exogeneity: A Review.”。The Review of Economics and Statistics,vol. 86,pp. 4~29。  new window
15.King, Gary, and Langche Zeng.(2006)。“The Danger of Extreme Counterfactuals.”。Political Analysis,vol. 14,pp. 131~159。  new window
16.Lewis, David.(1973)。“Causation.”。Journal of Philosophy,vol. 70, no. 17,pp. 556~567.。  new window
17.Meyer, Bruce D.(1995)。“Natural and Quasi-Experiments in Economics.”。Journal of Business and Economic Statistics,vol. 13, no.2,pp. 151~161。  new window
18.Rosenzweig, Mark R., and Kenneth I. Wolpin.(2000)。“Natural ‘Natural Experiments’ in Economics.”。Journal of Economic Literature,vol. 38, no.4,pp. 827~874。  new window
19.Rubin, Donald B.(1974)。“Estimating Casual Effects of Treatments in Randomized and Nonrandomized Studies.”。Journal of Educational Psychology,vol. 66, no.5,pp. 688~701。  new window
20.Rubin, Donald B.(1990)。“Formal Modes of Statistical Inference for Causal Effects.”。Journal of Statistical Planning and Inference,vol. 25,pp.279~292。  new window
21.Rubin, Donald B.(1991)。“Practical Implications of Modes of Statistical Inference for Causal Effects and the Critical Role of the Assignment Mechanism.”。Biometrics,vol. 47, no.4,pp. 1213~1234。  new window
22.Rubin, Donald B.(2005)。“Casual Inference Using Potential Outcomes: Design, Modeling, Decisions.”。Journal of the American Statistical Association,vol. 100, no,469,pp. 322~331。  new window
會議論文
1.Huang, Chi(2007)。Assessing the Impact of Mixed Electoral System in Taiwan: Methodological Challenges of Testing Interaction Effects。International Symposium on Mixed Electoral Systems in East Asia,(會議日期: 26-27 May 2008)。Taipei:National Chengchi University。  new window
研究報告
1.黃紀(2007)。政治學門'熱門及前瞻研究議題調查',。  延伸查詢new window
圖書
1.Achen, Christopher H.、Shively, W. Phillips(1995)。Cross-Level Inference。University of Chicago Press。  new window
2.Rosenbaum, Paul R.(2002)。Observational Studies。New York:Springer。  new window
3.Tetlock, Philip E.、Belkin, Aaron(1996)。Counterfactual Thought Experiments in World Politics: Logical, Methodological, and Psychological Perspectives。Princeton, NJ:Princeton University Press。  new window
4.Achen, Christopher H.(1986)。The Statistical Analysis of Quasi-Experiments。Berkeley:The University of California Press。  new window
5.Morgan, Stephen L., and Christopher Winship.(2007)。Counterfactual and Casual Inference: Method and Principles for Social Science。Cambridge:Cambridge University Press。  new window
6.Brady, Henry、Collier, David(2004)。Rethinking Social Inquiry: Diverse Tools, Shared Standards。Lanham, MD:Rowman and Littlefield。  new window
7.Manski, Charles F..(2007)。Identifi cation for Prediction and Decision。Cambridge:Harvard University Press。  new window
8.Manski, Charles F..(2003)。Partial Identification of Probability Distributions。New York:Springer。  new window
9.King, Gary、Rosen, Ori、Tanner, Martin A.(2004)。Ecological Inference: New Methodological Strategies。Cambridge University Press。  new window
10.Manski, Charles F.(1995)。Identification Problems in the Social Science。Cambridge:Harvard University Press。  new window
11.Cameron, A. Colin、Trivedi, Pravin K.(2005)。Microeconometrics: Methods and Applications。Cambridge University Press。  new window
12.King, Gary(1997)。A Solution to the Ecological Inference Problem: Reconstructing Individual Behavior from Aggregate Data。Princeton, New Jersey:Princeton University Press。  new window
13.Campbell, D. T.、Stanley, J. C.(1963)。Experimental and quasi-experimental designs for research。Boston:Houghton Mifflin。  new window
14.Pearl, Judea(2000)。Causality: Models, Reasoning, and Inference。Cambridge University Press。  new window
15.Shadish, W. R.、Cook, T. D.、Campbell, D. T.(2002)。Experimental and quasi-experimental designs for generalized causal inference。Belmont, MD。  new window
16.Brehm, John(1993)。The Phantom Respondents-Opinion Surveys and Political Representation。Ann Arbor, Michigan:The University of Michigan Press。  new window
17.Gelman, Andrew、Hill, Jennifer(2007)。Data Analysis Using Regression and Multilevel/Hierarchical Models。Cambridge University Press。  new window
18.Cook, T. D.、Campbell, D. T.(1979)。Quasi-experimentation: Design & analysis issues for field settings。Boston:Houghton Mifflin Company。  new window
19.King, Gary、Keohane, Robert O.、Verba, Sidney(1994)。Designing Social Inquiry: Scientific inference in Qualitative Research。Princeton University Press。  new window
20.Berk, Richard A.(2004)。Regression Analysis: A Constructive Critique。Thousand Oaks。  new window
21.Cartwright, Nancy.(2007)。Hunting Causes and Using Them: Approach in Philosophyand Economics。Cambridge。  new window
22.Cho, Wendy K. Tam, and Charles F. Manski.(2008)。“Cross-Level/Ecological Inference”。Oxford Handbook of Political Methodology。Oxford。  new window
23.Rubin, Donald B.(2006)。Matched Sampling for Casual Effects。Cambridge。  new window
24.Winship, Christopher, and Michael Sobel.(2004)。Handbook of Data Analysis。London。  new window
圖書論文
1.Heckman, J.、Robb, R.(1985)。Alternative Methods for Evaluating the Impact of Interventions。Longitudinal Analysis of Labor Market Data。Cambridge, MA:Cambridge University Press。  new window
 
 
 
 
第一頁 上一頁 下一頁 最後一頁 top
:::
無相關著作
 
QR Code
QRCODE