phoring 0.1.0
- Initial release of
phoring: A unified toolkit for
econometric estimation, automated specification testing, and
publication-ready diagnostics.
- Core OLS & Diagnostics: Automated
heteroskedasticity (Breusch-Pagan, White), autocorrelation
(Durbin-Watson, Breusch-Godfrey), multicollinearity (VIF), functional
form (Ramsey RESET), and normality (Jarque-Bera) tests.
- Standard Errors: Robust (HC0, HC1, HC2, HC3),
cluster-robust (\(G-1\) degrees of
freedom), and Newey-West HAC standard errors, with full support for
Weighted Least Squares (WLS).
- Rank Deficiency & Collinearity Protection:
Informative diagnostic guidance identifying exact linear dependencies
and collinear predictors in dummy variable traps.
- Instrumental Variables (2SLS): Automated weak
instruments first-stage F test, Wu-Hausman endogeneity test, and Sargan
overidentification test with cluster-robust SEs and multi-endogenous
regressor support.
- Panel Data: Within Fixed Effects, Two-Way Fixed
Effects for both balanced and unbalanced panels, Swamy-Arora Random
Effects GLS, First Differences, Between Estimator, Hausman specification
test, and Wooldridge panel autocorrelation test.
- Microeconometrics: Logit and Probit models with
Average Marginal Effects (AME) and delta-method standard errors; Tobit
censored regression with McDonald-Moffitt decomposition; Poisson and
true Negative Binomial regression with Cameron-Trivedi overdispersion
test and Likelihood Ratio validation.
- Causal Inference: Difference-in-Differences (DiD)
with 2x2 means breakdown and covariate adjustments; Sharp Regression
Discontinuity Design (RDD) with triangular/uniform kernels and McCrary
density continuity check.
- Quantile Regression: Koenker-Bassett quantile
estimation across single or multiple quantiles with Huber sandwich
covariance.
- Time Series & Dynamics: Augmented Dickey-Fuller
(trend, drift, none), Phillips-Perron, and KPSS stationarity tests with
continuous MacKinnon response surface p-values; Engle-Granger
cointegration test; bidirectional Granger causality; Engle’s ARCH test;
ARDL(p, q); Koyck distributed lag with Liviatan IV option; Prais-Winsten
AR(1) correction; Error Correction Models (ECM); and Vector
Autoregression (VAR).
- Reporting & Export:
word_table()
multi-model side-by-side comparison tables exported to Word and HTML,
interpret() plain-English economic guidance, and a
comprehensive academic plot() suite with serif typography,
L-frame axes, and model-specific diagnostic graphs across all 28
econometric model and test classes.
- S3 Ecosystem: Universal S3 method coverage
(
coef, vcov, residuals,
fitted, nobs, confint,
predict, logLik, AIC,
BIC, plot).