Five Stage Workflow for Code Generation for Reproducible Analysis
Researcher-first five-stage workflow to turn generated analysis code into reviewable, reproducible results. Run locally and preserve provenance.
Resources
Guides and articles on AI data analysis, agentic analytics, and getting more out of your data.
Research PII Detection in Datasets: SPY, AI4Privacy, Local Execution
Research grade PII detection for datasets using synthetic benchmarks (SPY, AI4Privacy), domain tuned models, and local privacy first workflows with...
Treatment Effect on the Treated: A Practical Guide
15 min read
A practical guide to the treatment effect on the treated (ATT), how it differs from ATE and LATE, and how researchers estimate, test, and report it.
10 Structural Equation Modeling Software Options
20 min read
Compare 10 structural equation modeling software options by methods, interfaces, missing data, pricing, platforms, workflows, and use cases.
Trustworthy AI Analysis Explanations for Researchers, NIST and OECD
A researcher first primer on explaining AI analysis outputs using NIST and OECD guidance, faithfulness testing, and agentic workflows.
Competitive Analysis Frameworks: A 2026 Guide
22 min read
Compare 10 competitive analysis frameworks with definitions, selection criteria, metrics, templates, and examples for research and strategy.
7 Steps to Audit Ready AI Analytics for Consultants
A reproducibility first guide for research consultants: follow a 7 step checklist, use sandboxed local execution, and export audit ready bundles clients...
10 Power Analysis Software Tools for Researchers
35 min read
Compare 10 power analysis software tools by tests, coding, privacy, reproducibility, pricing, and workflows for rigorous research planning.
Privacy First Azure Analytics Deployment for Academic IT
Deploy PlotStudio on Azure with a privacy first, audit ready approach for academic IT: IaC and blue green CI CD, private endpoints, scoped RBAC, and...
Scatter Plot and Regression Line Explained
21 min read
Learn what a scatter plot and regression line shows, how the line is fitted, and how to interpret slope, R² and diagnostics with code examples.
Data Integration Solutions Explained and Compared
18 min read
Learn what data integration solutions do, how ETL, ELT, CDC and streaming compare, and how to choose secure, governed options for analytics.
Audit Ready Local Anomaly Detection for Business Data Teams
Build audit ready anomaly detection for business data: run analysis locally, enforce data quality checks, and set review driven operational workflows.