[ Tech stack ]

statsmodels

The Python library for econometrics and inferential statistics, tests and intervals included.

statsmodels covers linear and generalized linear models (OLS, GLM, logit, Poisson), time series (ARIMA, SARIMAX, VAR, state-space models, STL decomposition), hypothesis testing and survival analysis, with an R-style formula syntax. Every fit returns a full summary: coefficients, standard errors, p-values, confidence intervals and diagnostics. It's our choice when an effect has to be explained and defended, not just predicted: impact studies, elasticities, seasonality, reports written for decision-makers.

[ Why statsmodels at Dexon ]

What this technology does well, and why we use it.

Typical usage: Impact studies, price elasticities, seasonal forecasting, survival and churn analysis.

  • 01

    OLS, GLM, logit, mixed and robust regressions with R-style formulas.

  • 02

    Time series: ARIMA, SARIMAX, VAR, state-space models, STL decomposition.

  • 03

    Full inference: p-values, confidence intervals, hypothesis tests and residual diagnostics.

  • 04

    Report-ready summaries, tight integration with pandas, NumPy and SciPy.

[ Complementary technologies ]

The building blocks we often mobilise alongside.

A stack rarely exists alone. Here are the technologies Dexon most often pairs with this one, through pipeline habits, usage similarity or internal mastery. Click on a building block to see its scope.

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