Plan Analyses With Statistical Discipline
Move from variables and hypotheses to a defensible analysis workflow. Analysis Foundry profiles datasets, maps research questions to methods, drafts model specifications, builds reproducibility checklists, and plans reporting so researchers can spot statistical and workflow risks before results are written.
How It Works
Get started with Analysis Foundry in three simple steps.
Describe the dataset or analysis you need to plan...
Describe the dataset or analysis you need to plan...
* Demo UI may differ from the actual app, but all features shown are available.
Key Features
Everything you need to get the most out of Analysis Foundry.
Dataset and Variable Audits
Turn a codebook, variable list, or dataset description into a readiness profile with outcome roles, measurement types, missing information, quality risks, and first inspection checks.
Analysis Strategy Maps
Connect research questions to estimands, model families, assumptions, alternatives, and decision rules before running tests or drafting claims.
Reproducible Reporting Plans
Draft project structure, environment capture, handoff evidence, tables, figures, limitations, and verification steps for transparent academic analysis.
Frequently Asked Questions
Does Analysis Foundry run statistics for me?
No. Analysis Foundry is a beta planning assistant. It helps prepare analysis decisions, assumptions, diagnostics, reproducibility steps, and reporting structure, but it does not fabricate statistical results or replace a statistician.
What kinds of projects can it support?
It is useful for survey analysis, experiments, observational datasets, lab measurements, education data, administrative datasets, mixed-methods quant components, thesis projects, and revision-stage analysis cleanup.
Does it search for papers or summarize literature?
No. Analysis Foundry is intentionally focused on data analysis planning, model choices, reproducibility, and reporting. Use other ChatAcademia agents for paper discovery, citation, or literature workflows.
What should I verify before using its output?
Verify the actual dataset, sample size, missingness, assumptions, model diagnostics, preregistration commitments, privacy rules, and field-specific reporting standards with your PI, statistician, or local methods guidance.
Ready to plan your analysis?
Build a practical data analysis plan before your team runs models or writes results.
Explore Other Research Agents
ChatAcademia offers specialized AI agents for every stage of your research workflow.
Find Papers
Stop switching between databases. Find relevant papers from ArXiv, PubMed, Google Scholar, and more — all in one search. Filter, sort, and organize results effortlessly.
Claim Evidence
Paste an argument or upload a paper. Claim Evidence extracts checkable claims, finds papers that support or refute each one, and saves quotes, rationales, confidence, and evidence gaps.
Brainstorm Research Questions
Stuck on what to research? Let AI help you brainstorm, refine, and explore research questions based on your field, interests, and existing literature.
Identify Research Gaps
Automatically analyze academic literature to find under-explored areas, methodological gaps, and opportunities for new contributions in your research domain.
Find Novel Research Questions
Discover truly original research questions with AI-powered novelty scoring. Each question is checked against existing literature and scored from 0 to 10 for novelty.
Reading Assistant
Upload PDFs and let AI help you understand complex papers. Get summaries, explanations of methodology, key findings extraction, and answers to your questions — all with inline citations.
Ask Audio Notes
Record your research thoughts on the go. The AI transcribes, organizes, and helps you develop audio notes into structured research content.
Paper Graph
Build interactive citation graphs to visualize how papers cite each other. Start from any paper and expand connections to discover the research landscape.
Find Citations
Find the right citations for your claims, arguments, and literature review. The AI searches across databases to find supporting sources and helps you build a strong citation list.
Hallucination Checker
Paste a bibliography or upload a manuscript. Hallucination Checker checks each reference by DOI and scholarly search, links to real matched papers, then flags mismatches, duplicates, missing DOIs, retractions, and likely fabricated citations.
Extract Data
Automatically extract tables, figures, key findings, and structured data from research papers. Save hours of manual data extraction with AI-powered document processing.
Notepad
AI-assisted writing environment for drafting, editing, and developing academic documents with intelligent suggestions and research integration.
Zotero
Connect your Zotero library and have AI-powered conversations about your entire reference collection. Search, analyze, and discover connections across your papers.
Mendeley
Connect your Mendeley account and have intelligent conversations about your research documents. Search by title, author, or year across your entire library.
Literature Overview
Get a complete overview of available literature on any research topic. The AI defines search strategy, screens papers, extracts data, and synthesizes findings — all in one automated workflow.
Research Verdict
Ask a yes/no research question and get a clear, evidence-based verdict. The AI analyzes published studies, classifies their stances, and delivers a percentage breakdown with quality indicators.
Find Grants
Stop searching grant databases one by one. Find funding from US, EU, and UK sources — Grants.gov, NIH, Horizon Europe, UKRI — all in a single search with deadline tracking.
Google Drive
Import files from Google Drive and let AI read, search, and analyze them. Ask questions across your documents, compare papers, and extract insights — all without leaving ChatAcademia.
Mock Peer Review
Upload your research paper and get structured, multi-category feedback. The AI reviews your manuscript across 7 dimensions — from argument logic to technical accuracy — with severity ratings and actionable suggestions.
Study Steward
BetaMove from a research idea to an organized study launch plan. Study Steward drafts workflow phases, ethics-readiness checks, data management sections, timelines, and submission packet checklists so teams can spot blockers before work begins.
Seminar Architect
BetaMove from teaching goals to an organized course design. Seminar Architect drafts outcome-aligned modules, assessment plans, rubrics, teaching timelines, and reusable feedback banks so instructors can review workload, clarity, and student-facing expectations before launch.