1. Introduction | 2. OLS Regression: Handling Heteroskedasticity | Correcting with Robust Standard Errors | 3. ANOVA/t-tests: Experimental Comparisons | 4. Logistic Regression: Binary Outcomes | 5. Panel Data: Fixed and Random Effects | 6. Instrumental Variables: Addressing Endogeneity | 7. Difference-in-Differences: Causal Policy Evaluation | 8. Real Data Example: Academic Salaries | Conclusion
Package: OLSengine 1.1.0
Manuel Soto-Pérez
OLSengine: Transparent Linear and Causal Inference Models for Social Sciences
Unified estimation, diagnostics, and reporting for ordinary least squares (OLS) regression, ANOVA/t-tests, logistic regression, panel data (fixed/random effects with Hausman test), instrumental variables (2SLS with weak instrument diagnostics), and difference-in-differences. Designed for applied researchers in social sciences with integrated "Methodological Customs" that audit assumptions and provide literature references. All methods implemented in pure base R without external dependencies beyond stats and graphics packages.
Authors:
OLSengine_1.1.0.tar.gz
OLSengine_1.1.0.zip(r-4.7)OLSengine_1.1.0.zip(r-4.6)OLSengine_1.1.0.zip(r-4.5)
OLSengine_1.1.0.tgz(r-4.6-any)OLSengine_1.1.0.tgz(r-4.5-any)
OLSengine_1.1.0.tar.gz(r-4.7-any)OLSengine_1.1.0.tar.gz(r-4.6-any)
OLSengine_1.1.0.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
DESCRIPTION
card.svg |card.png
OLSengine/json (API)
| # Install 'OLSengine' in R: |
| install.packages('OLSengine', repos = c('https://msoto-perez.r-universe.dev', 'https://cloud.r-project.org')) |
Bug tracker:https://github.com/msoto-perez/olsengine/issues
Datasets:
- academic_salaries - Academic Salaries Dataset for U.S. College Professors
Last updated from:98eee89c98. Checks:9 OK. Indexed: yes.
| Target | Result | Time | Files | Syslog |
|---|---|---|---|---|
| linux-devel-x86_64 | OK | 114 | ||
| source / vignettes | OK | 148 | ||
| linux-release-x86_64 | OK | 109 | ||
| macos-release-arm64 | OK | 221 | ||
| macos-oldrel-arm64 | OK | 157 | ||
| windows-devel | OK | 85 | ||
| windows-release | OK | 91 | ||
| windows-oldrel | OK | 79 | ||
| wasm-release | OK | 108 |
Exports:paper_engineplot_engine
Dependencies:
Readme and manuals
Help Manual
| Help page | Topics |
|---|---|
| Academic Salaries Dataset for U.S. College Professors | academic_salaries |
| Transparent and Assisted Linear Modeling Engine | paper_engine |
| Generate Publication-Ready Plots for Basic Models | plot_engine |