Quantitative analysis
Explore datasets, prepare an analysis plan and review statistical results with their evidence.
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Statistical analysis, without the coding barrier
Varienta guides researchers from data review and analysis planning to verified results, publication-ready outputs, and a complete reproducibility record.
| Range and quartiles | Observed |
|---|---|
| 1 | 2 |
| 2 | 5 |
| 3 | 12 |
| 4 | 22 |
| 5 | 34 |
| 6 | 25 |
| 7 | 14 |
| 8 | 6 |
One governed workspace
Explore datasets, prepare an analysis plan and review statistical results with their evidence.
Review sources, code excerpts and connect themes and memos to the original evidence.
Keep the decisions, calculations, evidence, and outputs for your study connected from beginning to end.
Upload CSV or Excel data, inspect variable types, missingness, duplicates, and quality findings before analysis.
Translate your research question into an explicit analysis plan with outcomes, exposures, covariates, estimands, and diagnostics.
Execute approved analyses through controlled statistical engines while preserving the exact data and plan versions used.
Reconcile denominators, intervals, model outputs, and required checks before a result is marked verified.
Generate structured tables, figures, Word reports, Excel workbooks, and analysis-ready exports.
Package the approved specification, engine provenance, verification record, and checksums for independent review.
A transparent workflow
Record the study context and the question the analysis must answer.
Profile the uploaded data and approve every material cleaning decision.
Choose the estimand and methods before execution, with an immutable approval record.
Run, verify, interpret, and export results with traceable provenance.
Trust
Source data stay immutable. Changes require explicit decisions. Role-based review and append-only audit records make collaboration safer and results easier to defend.
Varienta removes the coding barrier without hiding the method. Every analysis preserves its specification, engine, data version, and verification evidence.
Varienta removes the coding barrier without hiding the method. Every analysis preserves its specification, engine, data version, and verification evidence.
Upload supported CSV or Excel datasets, work with qualitative sources, or import supported statistical output for review.
Source data stay immutable. Changes require explicit decisions. Role-based review and append-only audit records make collaboration safer and results easier to defend.
Statistical analysis, without the coding barrier
Create a workspace, upload your data, and move from uncertainty to a verified result through a clear, reviewable process.