The Data Driven Tech Data Lab is a public-facing research initiative created to make useful public information more accessible. It provides free public-facing research and analysis. Government agencies, research institutions, and other public organizations publish enormous amounts of valuable data, but those datasets are often spread across reports, spreadsheets, APIs, archives, and specialized databases.

Data Driven Tech organizes selected public datasets into interactive dashboards and visualizations designed for business owners, analysts, journalists, researchers, students, creators, and anyone interested in understanding what the data is showing.

Our goal is not simply to reproduce government reports. We use published source data to build comparisons, historical context, geographic views, rankings, and calculated indicators that can help readers identify meaningful patterns and ask better questions.

Public datasets change. Agencies revise historical figures, change methodologies, replace files, discontinue visualizations, introduce new classifications, and occasionally correct previously published information.

Data Driven Tech works to reflect material source changes while preserving enough release and source information for readers to understand where a figure came from. If we identify a meaningful discrepancy, source revision, or calculation issue, we review the affected Data Lab content and update it where appropriate.

If you notice a potential discrepancy, know of a newer authoritative dataset, or can point us to documentation that may improve an existing dashboard, we welcome the information.

Data Lab is intended to grow beyond the datasets currently published here. Data Driven Tech is open to exploring public and openly available datasets when the subject has meaningful public interest and the source material is suitable for responsible analysis.

Potential areas may include business and the economy, housing, labor markets, education, public health, government activity, sports, transportation, technology, entertainment, and other subjects where reliable public data can help people better understand an issue.

If there is a public dataset, research question, industry, geographic trend, or topic you believe would benefit from clearer analysis or visualization, send us a note. We cannot investigate every suggestion, but reader interest helps us determine which areas of Data Lab to research next.

Data Lab focuses on public and openly available information. Analysis involving proprietary organizational data is outside the scope of the public Data Lab.