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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-regression.Rmd
05-regression.Rmd
 
 
06-nonlinear-regession.Rmd
06-nonlinear-regession.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
 
 
09.1-part-rami.Rmd
09.1-part-rami.Rmd
 
 
10-model_specification.Rmd
10-model_specification.Rmd
 
 
11-imputation.Rmd
11-imputation.Rmd
 
 
12-data.Rmd
12-data.Rmd
 
 
13-variable_transformation.Rmd
13-variable_transformation.Rmd
 
 
14-hypothesis.Rmd
14-hypothesis.Rmd
 
 
15-marginal-effect.Rmd
15-marginal-effect.Rmd
 
 
16-prediction_estimation.Rmd
16-prediction_estimation.Rmd
 
 
17-moderation.Rmd
17-moderation.Rmd
 
 
17.1-part-causal.Rmd
17.1-part-causal.Rmd
 
 
18-causality.Rmd
18-causality.Rmd
 
 
18.1-part-ex-design.Rmd
18.1-part-ex-design.Rmd
 
 
19-experiment.Rmd
19-experiment.Rmd
 
 
20-sampling.Rmd
20-sampling.Rmd
 
 
21-ANOVA.Rmd
21-ANOVA.Rmd
 
 
22-multivariate.Rmd
22-multivariate.Rmd
 
 
22.1-part-quasi-ex.Rmd
22.1-part-quasi-ex.Rmd
 
 
23-quasi-experimental.Rmd
23-quasi-experimental.Rmd
 
 
24-regression-discontinuity.Rmd
24-regression-discontinuity.Rmd
 
 
25-synthdid.Rmd
25-synthdid.Rmd
 
 
26-dif-in-dif.Rmd
26-dif-in-dif.Rmd
 
 
27-changes-in-changes.Rmd
27-changes-in-changes.Rmd
 
 
28-synthetic-control.Rmd
28-synthetic-control.Rmd
 
 
29-event-study.Rmd
29-event-study.Rmd
 
 
30-instrumental_var.Rmd
30-instrumental_var.Rmd
 
 
31-matching-methods.Rmd
31-matching-methods.Rmd
 
 
32-interrupted-time-series.Rmd
32-interrupted-time-series.Rmd
 
 
32.1-part-other-concerns.Rmd
32.1-part-other-concerns.Rmd
 
 
33-endogeneity.Rmd
33-endogeneity.Rmd
 
 
34-biases.Rmd
34-biases.Rmd
 
 
35-controls.Rmd
35-controls.Rmd
 
 
36-mediation.Rmd
36-mediation.Rmd
 
 
37-dag.Rmd
37-dag.Rmd
 
 
37.1-part-miscel.Rmd
37.1-part-miscel.Rmd
 
 
38-report.Rmd
38-report.Rmd
 
 
39-EDA.Rmd
39-EDA.Rmd
 
 
40-sensitivity-robustness.Rmd
40-sensitivity-robustness.Rmd
 
 
41-rep_synthetic_data.Rmd
41-rep_synthetic_data.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
 
 
_NLP in causal.Rmd
_NLP in causal.Rmd
 
 
_bookdown.yml
_bookdown.yml
 
 
_common.R
_common.R
 
 
_did_sim.Rmd
_did_sim.Rmd
 
 
_output.yml
_output.yml
 
 
_phacking.Rmd
_phacking.Rmd
 
 
_pretrend.Rmd
_pretrend.Rmd
 
 
_share_shift_iv.Rmd
_share_shift_iv.Rmd
 
 
_spatio_temporal_.Rmd
_spatio_temporal_.Rmd
 
 
_special_outcomes.Rmd
_special_outcomes.Rmd
 
 
book.bib
book.bib
 
 
data_analysis.Rproj
data_analysis.Rproj
 
 
data_analysis.log
data_analysis.log
 
 
data_analysis.rds
data_analysis.rds
 
 
favicon.ico
favicon.ico
 
 
google_analytics.html
google_analytics.html
 
 
index.Rmd
index.Rmd
 
 
installed.csv
installed.csv
 
 
logo.png
logo.png
 
 
m1or.htm
m1or.htm
 
 
packages.bib
packages.bib
 
 
preamble.tex
preamble.tex
 
 
references.bib
references.bib
 
 
render32203f116ee3.rds
render32203f116ee3.rds
 
 
style.css
style.css
 
 

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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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