PREMIUM R MARKDOWN WORKFLOW · VERSION 1.0.0

Match the model
to the outcome.

Compare regression for a continuous score, a count, an ordered rating, and a binary milestone. See how effect scales, diagnostics, predictions, and reporting change across models.

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One-time purchase · Individual-use license · Secure digital delivery

Compare effect scalesMean differences, count ratios, and odds ratios.

Check assumptionsResiduals, dispersion, proportional odds, and calibration.

Report dynamicallyTables, predictions, and text follow the fitted models.

WHAT IS INSIDE

One workflow. Four outcome definitions.

Use the common synthetic sample to see which features belong to each model and which conclusions cannot be carried from one effect scale to another.

Continuous outcomes

Fit linear regression, interpret adjusted mean differences, and review residual patterns.

Count outcomes

Screen Poisson dispersion, fit a negative-binomial alternative when warranted, and report expected count ratios.

Ordinal outcomes

Fit a cumulative-logit model, test nominal effects, and graph category probabilities.

Binary outcomes

Fit logistic regression, distinguish odds from probability, and inspect grouped calibration.

Export and report

Create model tables, diagnostics, run records, and dynamic results language.

DESIGNED FOR MODEL SELECTION

Start with what the outcome means.

This workflow is useful when:

You need to distinguish continuous, count, ordinal, and binary outcomes.
You want predicted values alongside model coefficients.
You need model-specific assumptions and effect-language guidance.
Your observations are independent and the count opportunity is common.

Unequal-exposure rates require an offset. Repeated, clustered, survival, and causal designs require additional methods.

OUTPUT-ONLY PUBLIC PREVIEW

Explore the complete worked example.

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Regression Outcomes · Dissertation Stats Helper

The preview shows results, figures, and interpretation. The paid version includes all editable source and the synthetic-data generator. Source code and session information are omitted from the public preview.

YOUR DIGITAL DOWNLOAD

Run it.
Then adapt it.

The version 1.0.0 ZIP is prepared for Lemon Squeezy delivery.

Complete editable R Markdown and generator
Synthetic data and dictionary
Four fitted-model workflows and predictions
Diagnostic and calibration outputs
Dynamic results text and reporting checklist
Setup, generation, license, and version documentation

VERSION 1.0.0

Complete workflow.
$59 one time.

Pay securely and receive the version 1.0.0 ZIP with the editable analysis, synthetic data, documentation, and rendered report.

Purchase for $59 Review purchase terms