Data Use Statement

Purpose of This Website

The purpose of J-Beta Analytics is to share data visualizations, research insights, and analytical work created using the R programming language and other analytical tools. The website also serves as a platform for collaboration and knowledge sharing among individuals interested in data storytelling.

All research projects and data visualizations presented on this website are intended for educational, informational, and analytical purposes.

Data Sources

Whenever possible, datasets used in projects published on this website are drawn from:

  • Publicly available datasets

  • Government statistical agencies

  • Academic research datasets

  • International organizations

  • Reputable open data repositories

All sources are cited according to APA 7th Edition standards wherever feasible.

Responsible Data Interpretation

The analysis and visualizations presented on this website represent the interpretation of the author at the time of publication.

While every effort is made to ensure analytical accuracy, data analysis inherently involves methodological choices, assumptions, and limitations. Visitors should interpret results accordingly and should not treat visualizations or analysis presented here as definitive conclusions without reviewing underlying sources.

Ethical Data Practices

This website adheres to the following principles:

  • Proper attribution of all data sources

  • Transparent documentation of datasets when possible

  • Avoidance of misleading visualizations or statistical claims

  • Respect for privacy and confidentiality when using data

Data used on this website does not intentionally include personally identifiable information (PII) unless it is already publicly available and appropriately anonymized.

Contributions From Other Creators

Visitors may submit their own data visualizations or analytical work for consideration on the website.

Submissions must follow three guidelines:

  1. Content should be constructive, hopeful, or solution-oriented

  2. Presentations should be creative, clear, and visually engaging

  3. Data sources must be properly cited using APA 7th Edition

All submissions are reviewed before publication. The website owner reserves the right to edit, decline, or remove submissions at any time.

When outside work is published, full credit will be given to the creator.

Not Professional Advice

The content published on this website does not constitute legal, financial, or professional policy advice. Any analysis presented should be considered informational and exploratory.

Organizations seeking formal evaluation, analysis, or consulting services should contact the website owner directly regarding contractual services.

AI Transparency

This website may use artificial intelligence tools to assist with:

  • visual design concepts

  • layout suggestions

  • drafting non-research website text

However:

  • All academic analysis, research interpretation, and written analytical work presented as research is produced by the author without the use of generative AI.

Contact

Questions about datasets, analysis methods, or attribution may be directed to:

Joshua G. Bruno
Boston, Massachusetts, USA
Email: joshuabruno23@gmail.com