PolarBear Research Program
A behavioral observatory on individual sustainability.
A data ecosystem on behaviors reported by participating users.
Data access is assessed per dataset against privacy, governance and eligibility requirements.
A data ecosystem to understand how sustainable behaviors evolve
Mission
Data outputs and access conditions
Access subject to governance and privacy review
Aggregated indicators
Minimum group threshold k=5- Group averages
- Category distributions
- Geographic groupings
- Groups below threshold suppressed
Minimized event-level data
Controlled access; review required- Dates reduced to month
- Grouped locality
- Ephemeral event token
- Device identifiers excluded from export
Pseudonymized longitudinal data
Personal data; DPA and review required- Stable token for longitudinal analysis
- Pseudonymized personal data
- Administrator-controlled endpoint
- Not a self-service offering
Methodology
Full transparency
- Documented emission factors
- Estimates, not direct measurements
- Versioned calculation models
- Quality checks
- Dataset-specific limitations and classification
What we produce together
Program outputs
Annual reports
Quarterly insights
Territorial dashboards
Scientific papers
Datasets for environmental policy