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.github
 
 
_book
_book
 
 
_bookdown_files
_bookdown_files
 
 
articles
articles
 
 
books
books
 
 
css
css
 
 
data
data
 
 
images
images
 
 
inst
inst
 
 
output
output
 
 
reading
reading
 
 
replication
replication
 
 
rsconnect/bookdown.org/mike
rsconnect/bookdown.org/mike
 
 
slides
slides
 
 
under_construction
under_construction
 
 
vignettes/case_study_code
vignettes/case_study_code
 
 
.Rbuildignore
.Rbuildignore
 
 
.gitignore
.gitignore
 
 
02.1-prerequisites.Rmd
02.1-prerequisites.Rmd
 
 
02.2-general-math.Rmd
02.2-general-math.Rmd
 
 
02.3-data-mani.Rmd
02.3-data-mani.Rmd
 
 
02.4-part-Basic.Rmd
02.4-part-Basic.Rmd
 
 
03-descriptive-stat.Rmd
03-descriptive-stat.Rmd
 
 
04-basic-inference.Rmd
04-basic-inference.Rmd
 
 
04.1-part-Regression.Rmd
04.1-part-Regression.Rmd
 
 
05-linear-regression.Rmd
05-linear-regression.Rmd
 
 
05.01-linear-regression-multiple-ols.Rmd
05.01-linear-regression-multiple-ols.Rmd
 
 
05.02-linear-regression-gls.Rmd
05.02-linear-regression-gls.Rmd
 
 
05.03-linear-regression-mle.Rmd
05.03-linear-regression-mle.Rmd
 
 
05.04-linear-regression-penalized-regression.Rmd
05.04-linear-regression-penalized-regression.Rmd
 
 
05.05-linear-regression-robust-estimator.Rmd
05.05-linear-regression-robust-estimator.Rmd
 
 
05.06-linear-regression-pls.Rmd
05.06-linear-regression-pls.Rmd
 
 
06-nonlinear-regession.Rmd
06-nonlinear-regession.Rmd
 
 
06.01-nonlinear-regression.Rmd
06.01-nonlinear-regression.Rmd
 
 
06.02-nonlinear-regression.Rmd
06.02-nonlinear-regression.Rmd
 
 
06.03-nonlinear-regression.Rmd
06.03-nonlinear-regression.Rmd
 
 
07-generalized-linear-models.Rmd
07-generalized-linear-models.Rmd
 
 
08-linear-mixed-models.Rmd
08-linear-mixed-models.Rmd
 
 
09-nonlinear_generalized_linear_mixed.Rmd
09-nonlinear_generalized_linear_mixed.Rmd
 
 
10-nonparam-regression.Rmd
10-nonparam-regression.Rmd
 
 
10.1-part-rami.Rmd
10.1-part-rami.Rmd
 
 
11-data.Rmd
11-data.Rmd
 
 
12-variable_transformation.Rmd
12-variable_transformation.Rmd
 
 
13-imputation.Rmd
13-imputation.Rmd
 
 
14-model_specification.Rmd
14-model_specification.Rmd
 
 
15-variable-selection.Rmd
15-variable-selection.Rmd
 
 
16-hypothesis.Rmd
16-hypothesis.Rmd
 
 
17-marginal-effect.Rmd
17-marginal-effect.Rmd
 
 
18-moderation.Rmd
18-moderation.Rmd
 
 
19-mediation.Rmd
19-mediation.Rmd
 
 
20-prediction_estimation.Rmd
20-prediction_estimation.Rmd
 
 
20.1-part-causal.Rmd
20.1-part-causal.Rmd
 
 
21-causality.Rmd
21-causality.Rmd
 
 
21.1-part-ex-design.Rmd
21.1-part-ex-design.Rmd
 
 
22-experiment.Rmd
22-experiment.Rmd
 
 
23-sampling.Rmd
23-sampling.Rmd
 
 
24-ANOVA.Rmd
24-ANOVA.Rmd
 
 
25-multivariate.Rmd
25-multivariate.Rmd
 
 
25.1-part-quasi-ex.Rmd
25.1-part-quasi-ex.Rmd
 
 
26-quasi-experimental.Rmd
26-quasi-experimental.Rmd
 
 
27-regression-discontinuity.Rmd
27-regression-discontinuity.Rmd
 
 
28-interrupted-time-series.Rmd
28-interrupted-time-series.Rmd
 
 
29-synthdid.Rmd
29-synthdid.Rmd
 
 
30-dif-in-dif.Rmd
30-dif-in-dif.Rmd
 
 
30.1-stagger.Rmd
30.1-stagger.Rmd
 
 
30.2-did-other.Rmd
30.2-did-other.Rmd
 
 
30.4-nolinear-did.Rmd
30.4-nolinear-did.Rmd
 
 
30.5-did-concerns.Rmd
30.5-did-concerns.Rmd
 
 
31-changes-in-changes.Rmd
31-changes-in-changes.Rmd
 
 
32-synthetic-control.Rmd
32-synthetic-control.Rmd
 
 
33-event-study.Rmd
33-event-study.Rmd
 
 
34-instrumental_var.Rmd
34-instrumental_var.Rmd
 
 
34.2-examiner_design.Rmd
34.2-examiner_design.Rmd
 
 
34.4-proxy-var.Rmd
34.4-proxy-var.Rmd
 
 
35-matching-methods.Rmd
35-matching-methods.Rmd
 
 
35.1-part-other-concerns.Rmd
35.1-part-other-concerns.Rmd
 
 
36-endogeneity.Rmd
36-endogeneity.Rmd
 
 
37-biases.Rmd
37-biases.Rmd
 
 
38-dag.Rmd
38-dag.Rmd
 
 
39-controls.Rmd
39-controls.Rmd
 
 
39.1-part-miscel.Rmd
39.1-part-miscel.Rmd
 
 
40-report.Rmd
40-report.Rmd
 
 
41-EDA.Rmd
41-EDA.Rmd
 
 
42-sensitivity-robustness.Rmd
42-sensitivity-robustness.Rmd
 
 
43-rep_synthetic_data.Rmd
43-rep_synthetic_data.Rmd
 
 
44-hpc.Rmd
44-hpc.Rmd
 
 
50-appendix.Rmd
50-appendix.Rmd
 
 
50.1-Appendix.Rmd
50.1-Appendix.Rmd
 
 
50.2-bookdown_cheat_sheet.Rmd
50.2-bookdown_cheat_sheet.Rmd
 
 
50.3-references.Rmd
50.3-references.Rmd
 
 
CITATION.bib
CITATION.bib
 
 
DESCRIPTION
DESCRIPTION
 
 
README.md
README.md
 
 
_30.1-nonparametric_panel.Rmd
_30.1-nonparametric_panel.Rmd
 
 
_34.1-bartik-iv.Rmd
_34.1-bartik-iv.Rmd
 
 
_NLP in causal.Rmd
_NLP in causal.Rmd
 
 
_bayesian_did.Rmd
_bayesian_did.Rmd
 
 
_bookdown.yml
_bookdown.yml
 
 
_common.R
_common.R
 
 
_continuous_did.Rmd
_continuous_did.Rmd
 
 

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Data Analysis

  • This is a guide on how an analysis typically flows. Link to book on bookdown

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Streamline a data analysis process

bookdown.org/mike/data_analysis/

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data-science machine-learning r statistics guide statistical-learning statistical-methods data-visualization datascience statistical-analysis statistical-inference machinelearning causality causal-inference guidebook statistics-course causal-models causal-analysis

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