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2015, ISBN 9780521885881, xix, 625
Most questions in social and biomedical sciences are causal in nature: what would happen to individuals, or to groups, if part of their environment were... 
Inference | Research | Social sciences | Causation | Causal Models | Labor Market | Social Sciences | Probability | Scores | Research Methodology | Statistics | Experiments | Biomedicine | Statistical Inference | Statistical Distributions | Classification | Case Studies | Observation | Sampling | Statistical Analysis
Book
Reference
Journal of Statistical Software, ISSN 1548-7660, 2011, Volume 42, Issue 8, pp. 1 - 28
MatchIt implements the suggestions of Ho, Imai, King, and Stuart (2007) for improving parametric statistical models by preprocessing data with nonparametric... 
Causal inference | Matching methods | Preprocessing | Balance | COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS | balance | preprocessing | STATISTICS & PROBABILITY | matching methods | causal inference | TRAINING-PROGRAMS
Journal Article
Political Analysis, ISSN 1047-1987, 1/2012, Volume 20, Issue 1, pp. 1 - 24
We discuss a method for improving causal inferences called "Coarsened Exact Matching" (CEM), and the new "Monotonie Imbalance Bounding" (MIB) class of matching... 
Datasets | Mathematical extrapolation | Control groups | Histograms | Control units | Inference | Pretreatment | Modeling | Estimators | Estimation methods | IMPUTATION | COSTS | PROPENSITY SCORE | POLITICAL SCIENCE | MISSING DATA | HISTOGRAM | MEDIA | ESTIMATOR | TRAINING-PROGRAMS | EXOGENEITY
Journal Article
Journal of Accounting Research, ISSN 0021-8456, 05/2016, Volume 54, Issue 2, pp. 477 - 523
This paper examines the approaches accounting researchers adopt to draw causal inferences using observational (or nonexperimental) data. The vast majority of... 
Causal inference | Quasi-experimental methods | Accounting research | Structural modeling | MANAGEMENT | COMPENSATION | STATISTICS | INFORMATION | M40 | accounting research | EARNINGS | structural modeling | POLITICAL CONNECTIONS | CORPORATE GOVERNANCE | SMOKING | C18 | M41 | IDENTIFICATION | BUSINESS, FINANCE | DISCLOSURE | quasi-experimental methods | C190 | C51 | Accounting | Analysis | Studies | Causality | Research methodology
Journal Article
Annual Review of Public Health, ISSN 0163-7525, 03/2013, Volume 34, Issue 1, pp. 61 - 75
Journal Article
IEEE Transactions on Software Engineering, ISSN 0098-5589, 05/2013, Volume 39, Issue 5, pp. 613 - 637
Journal Article
Proceedings of the National Academy of Sciences of the United States of America, ISSN 0027-8424, 7/2016, Volume 113, Issue 27, pp. 7345 - 7352
Journal Article
PUBLIC OPINION QUARTERLY, ISSN 0033-362X, 2017, Volume 81, Issue 1, pp. 250 - 271
Many in the survey research community have expressed concern at the growing popularity of nonprobability surveys. The absence of random selection prompts... 
PROBABILITY | IMPACT | QUALITY | WEB SURVEYS | BIAS | POLITICAL SCIENCE | SOCIAL SCIENCES, INTERDISCIPLINARY | ONLINE | COMMUNICATION | Causal inference | Selection bias | Analysis
Journal Article
Molecular Ecology, ISSN 0962-1083, 09/2010, Volume 19, Issue 17, pp. 3592 - 3602
Journal Article
Structural Equation Modeling: A Multidisciplinary Journal, ISSN 1070-5511, 07/2013, Volume 20, Issue 3, pp. 361 - 383
The integration of modern methods for causal inference with latent class analysis (LCA) allows social, behavioral, and health researchers to address important... 
average causal effect | propensity scores | latent class analysis | causal inference | REGRESSION | PROPENSITY SCORE | HEAVY DRINKING | MISSING DATA | MULTIVARIATE | TRANSITION | MATHEMATICS, INTERDISCIPLINARY APPLICATIONS | MODELS | EM ALGORITHM | SOCIAL SCIENCES, MATHEMATICAL METHODS | COLLEGE ENROLLMENT | OUTCOMES
Journal Article
Statistics in Medicine, ISSN 0277-6715, 06/2018, Volume 37, Issue 14, pp. 2252 - 2266
Many modern estimators require bootstrapping to calculate confidence intervals because either no analytic standard error is available or the distribution of... 
g‐methods | HIV | causal inference | missing data | resampling | g-methods | MORTALITY | REGRESSION | MEDICINE, RESEARCH & EXPERIMENTAL | IEDEA | MEDICAL INFORMATICS | AIDS | STATISTICS & PROBABILITY | ANTIRETROVIRAL THERAPY | CHILDREN | PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH | MODELS | MATHEMATICAL & COMPUTATIONAL BIOLOGY | CHAINED EQUATIONS | PROGRAM | Statistics - Methodology
Journal Article
Journal of the American Statistical Association, ISSN 0162-1459, 06/2008, Volume 103, Issue 482, pp. 832 - 842
Journal Article