ParentVibes Research
ParentVibes Research Methodology & Citation Standards
Every ParentVibes Research report is built to be citable by journalists, bloggers, and healthcare partners. That only works if our sourcing standards are explicit and consistent, so we publish them here rather than burying them in fine print.
How ParentVibes Research works
- Public sources first. We draw on public datasets, official health sources (e.g. NFHS, SRS, the Universal Immunisation Programme), and published surveys wherever they exist.
- Medical and health claims must be sourced. Every health-related statistic carries a citation, or is explicitly marked “Source required” until one is added.
- Survey data is aggregated and anonymized. We never publish individual responses or identifiable information.
- No personal user data is ever exposed. Any “ParentVibes internal” figure is a platform-wide, anonymized aggregate — never a specific user's data.
- Public data vs. ParentVibes insights, always distinguished. Every statistic is labeled as coming from a public/official source, a survey, or ParentVibes' own aggregated platform data — never blended silently.
- Limitations are disclosed, not hidden. Every report includes a limitations section — sample size, scope, and what the data can't tell you.
Read the full ParentVibes Research methodology and citation standards.
A note on this launch phase
ParentVibes Research has just launched. Several of our first reports use clearly labeled placeholders (“Source required” or “ParentVibes internal data placeholder”) instead of fabricated statistics, while we complete a verified data pass against public sources such as the National Family Health Survey (NFHS), the Sample Registration System (SRS), and the Universal Immunisation Programme (UIP). We would rather ship an honest, labeled placeholder than an unsourced number.
Found an error, or have a dataset we should cite? Contact us at support@parentvibes.in.