AUTHOR SERVICES

Statistical Analysis Support

Support for selecting appropriate analyses, checking assumptions, reporting statistical results, and presenting data transparently.

STATISTICAL ANALYSIS SUPPORT Built around transparent publishing practice, ethical authorship, journal policy compliance, and responsible open access communication.
STATISTICAL ANALYSIS SUPPORT

Service scope and standards

This service is designed to improve publication readiness while protecting research integrity, author responsibility, transparent disclosure, and journal policy compliance.

International publishing standard

Guidance follows principles reflected in ICMJE recommendations and DOAJ/COPE/OASPA/WAME transparency expectations: authorship accountability, disclosure, ethical review, fee clarity, peer review transparency, copyright/licensing awareness, and responsible AI use.

Features

What this service includes

  • Analysis plan review
  • Descriptive and inferential reporting support
  • Assumption and validity checks
  • Table and figure reporting
  • Limitations and interpretation review
Workflow

How the support works

  1. Review research question, study design, variables, and dataset notes.
  2. Recommend analysis approach and reporting structure.
  3. Support interpretation and transparent presentation.
  4. Prepare results text, tables, and limitations for author review.
Standards & Boundaries

Ethical service principles

Statistical support must not manipulate results, conceal limitations, or overstate significance.

Methods, assumptions, software, sample size, and limitations should be reported transparently.

Authors remain responsible for data accuracy, approvals, and interpretation.

Practical Tools

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