Worksheets and research resources · Page 6

World Bank Open Data

Download country indicators for contextual analysis and compare definitions, units and coverage across economies.

Find open-source R packages and workflows for genomic data analysis. Record the Bioconductor release alongside package versions.

Use public training and an open-source browser platform to build analysis histories and share reproducible workflows.

Write rules that connect analysis inputs to outputs and use the free manual to document file dependencies and reruns.

Learn how to define processes and connect them into a portable analysis pipeline across computing environments.

Track versions of research inputs and model files alongside analysis code. Read the public guide to reconstruct a previous project state.

Use Git to review changes to analysis scripts, compare revisions and recover a named version. The project links to the free online Pro Git book.

Find dataset and software metadata for a persistent citation. Review contributor names, identifiers and relationships to other research outputs.

Plan life-science data management using public guidance organized by research stage, role and task.

Find DDI Codebook and Lifecycle documentation to describe questionnaires, variables, coding and study provenance.

Choose a life-science metadata profile and inspect markup examples for describing a dataset, tool or training resource online.

Describe research software with consistent metadata fields and crosswalks so authorship, releases and citation details can travel with the code.