RSearch Research Pilot

Test the complete research workflow

This pilot is designed for anyone evaluating RSearch as a complete quantitative research platform, including doctoral researchers, master's students, faculty, dissertation chairs, methods instructors, research staff, analysts, and research teams. Test the workflow as you would actually use, teach, supervise, review, or evaluate it, not only isolated statistical procedures.

Research privacy: RSearch statistical execution is browser-local for the qualified analysis workflow. Sign-in is optional for core research. RSearch may record privacy-safe product metadata such as pseudonymous visitor/session identifiers, page and feature use, device/browser details, and method identifiers, but raw research rows are not included in product telemetry. For pilot feedback, do not paste participant-level data, confidential records, raw rows, or sensitive research content into the Contact form or Stats Assist.

Pilot missions

1

Import and reopen data

Open the sample dataset or a de-identified file, verify the detected columns and file summary, then leave and reopen the analysis workflow.

Check: CSV/TSV/Excel/SPSS/Stata/SAS import, multi-sheet handling when applicable, 100 MB guardrails, and recovery behavior.

2

Review Data Readiness

Use Overview, Variables, Missingness, Preparation Log, Coding, Distributions, Outliers, and Constructs. Apply, retain, or plan at least one preparation decision.

Check: clarity of warnings, researcher control, construct grouping, preparation traceability, and whether any guidance feels misleading.

3

Select and run analyses

Choose at least two methods from different families. Use the recommendation and method-eligibility guidance, configure the analysis, and run it.

Check: method discovery, parameter clarity, assumption handling, error messages, execution speed, and whether you understand why the method is eligible.

4

Challenge Results and reporting

Inspect tables, interpretation, assumptions, effect evidence, provenance, and reproducible R code. Copy a result table, create a Research Report, and review reporting or citation-format choices where available.

Check: dissertation- or manuscript-ready table width, appropriate reporting structure, no unnecessary columns, copy/paste quality, numerical consistency, and whether the prose overstates the evidence.

5

Use Stats Assist critically

Try Built-In Support first, then optionally choose AI-assisted Stats Assist. Ask for help with method choice, assumptions, or interpretation. Deliberately ask one ambiguous question and one question that should trigger a caution or limitation.

Check: clarity of the Built-In Support versus AI choice, consent and privacy messaging, usefulness, restraint, transparency, and whether the answer stays grounded in current RSearch evidence instead of inventing results.

6

Build and review an SEM model

Open SEM Workspace, reuse saved constructs, build relationships manually and with the text builder, estimate a qualified model, then use Review My Model to work through the fitted evidence.

Check: ease compared with SmartPLS, construct reuse, mediation/moderation workflow, higher-order modeling, PLS/PLSc and qualified CB-SEM choices, diagram values, reliability and validity evidence, repeated Prediction, cSEM CVPAT, MICOM/group path comparison when groups are relevant, Action Priorities when theoretical scale ranges are known, exports, and fitted-result questions.

7

Test History and recovery

Complete a browser-local analysis, refresh the app, open History, reopen the saved result, and download its retained evidence/report. Then confirm that new computation correctly asks you to reopen the source file because raw rows are not persisted.

Check: recovered tables, interpretation, provenance, reproducible code and report export; clear evidence-only labeling; local deletion; and a clear distinction between retained result evidence and memory-only raw rows.

8

Test Collaboration and optional sign-in

First confirm that the core research workflow remains usable without a Google account. Then sign in with Google for Collaboration, create a collaboration project, invite another tester as a reviewer and as an editor, add an anchored review comment, record a revision-specific approval or changes-requested decision, inspect version history, and deliberately create a conflicting edit.

Check: guest access to the research workflow, identity flow when Collaboration is chosen, invitation handling, reviewer/editor role clarity, anchored comments, version history, reviewer approval, conflict recovery, and whether the workspace supports supervisor, dissertation-chair, methods-review, peer-review, or research-team workflows.

9

Install and revisit the PWA

Install RSearch when available, close and reopen it, revisit a previously opened workflow, and test the app after a network interruption.

Check: installation, cached/offline assets, version refresh after reload or relaunch when an update is available, clear messaging when data must be reopened, and mobile/tablet usability.

Current pilot boundaries

  • Business Analysis is available as an optional Alpha for decision framing and Decision Blueprint feedback. It does not run business statistics from that page. Drivers & Segments and Decision Hub remain unavailable until they provide a substantive testable workflow.
  • An account is not required for the core research workflow. Guests can import and review data, run qualified analyses, use Results and Stats Assist, build SEM models, export work, use browser-local History, and revisit the PWA. Google sign-in is currently required only for identity-dependent Collaboration features. Microsoft/Outlook institutional sign-in is not yet implemented in this staging build.
  • Certified browser-local result evidence is retained on this device and can be reopened from History after refresh. Raw dataset rows are not persisted, so new computation or raw-data export requires reopening the source file. Do not assume cross-device cloud recovery.
  • Some advanced method combinations are deliberately blocked when they have not completed RSearch qualification.