Learn how to implement access audits and audit trails in your analysis pipeline using Git hooks, database logs, dashboards, and automated compliance reports.
Learn how to automate metadata harvesting in R to extract file details, build JSON‑LD records, and integrate them into your reproducible research pipeline.
Learn step‑by‑step how to set up an encrypted data vault to protect confidential research data, automate secure backups, and integrate decryption keys into reproducible workflows.
Purpose Likert scale what if analysis was used to gauge how definitional choices for “High Intent” impact conclusions, three scenario
This case study shows how R scripts and Excel VBA macros automate Likert‑scale data collapsing, dashboard creation, and inferential tests—ensuring reproducible, audit‑ready workflows.
In this educational psychology case study, a PhD project used chi‑square tests, paired t‑tests, and repeated measures ANOVA to evaluate an intervention’s impact on children’s and adolescents’ knowledge and attitudes—demonstrating both immediate effectiveness and long‑term stability.
In this quasi‑experimental PhD study, chi‑square, paired t‑tests, repeated ANOVA, correlation, and t‑tests evaluated intervention effects on knowledge and attitudes.
