Core Platform

Exports & access

Analysis-ready data exports in seconds. Query via API or download CSVs. Parquet files for R and Python. Granular access control per study. No waiting on coordinators for custom exports.

Export Data
Study
Study 001 (247 pts)
Biomarkers
Glucose, Steps, TIR
Date range
Last 30 days
CSV
Parquet
JSON
Download export
~124k rows, 2.3 MB

Without self-service exports

Analysts email coordinators requesting data. Coordinators export from each vendor portal. Datasets arrive in different formats needing ETL. Simple requests take days. Complex queries impossible without engineering support.

Analysts wait days for coordinator exports
Data arrives in inconsistent formats
Manual ETL required to merge datasets
Custom queries need engineering support
Typical export request
Analyst emails request
Day 0
Coordinator logs into portals
Day 2
2 days
Export from each vendor
Day 2
4 hours
Send via email/Dropbox
Day 2
Analyst cleans & merges
Day 3
6 hours
Analysis ready
Day 3
Total: 3 days
Available Formats
📊
Parquet
2.3 MB
Python, R analysis
📄
CSV
8.7 MB
Excel, SPSS, Stata
{ }
JSON
12.1 MB
Web apps, APIs
Export ready in < 10 seconds

Self-service exports

Filter by study, biomarker, participant, or date range. Export to Parquet for Python/R, CSV for Excel, or JSON for APIs. Normalized schema across all data sources. Downloads ready in seconds, not days.

Analysis-ready formats
Parquet, CSV, JSON with consistent schema
Flexible filtering
By study, participant, biomarker, date range
Instant downloads
Exports ready in seconds, not days
No ETL required
Pre-normalized, pre-cleaned data

Programmatic access

Query biomarkers via REST API. Build custom dashboards. Automate exports in Python or R. Paginated responses for large datasets. API keys with granular permissions per study.

/biomarkers/glucose
Query glucose readings
/cohorts/001/summary
Get cohort statistics
/participants/PT-127/adherence
Check participant adherence
GET /api/v1/biomarkers/glucose
?study=001
&date_from=2024-11-01
&format=parquet
→ 200 OK
{
"rows": 124853,
"download_url": "...",
"expires_at": "2024-11-21T..."
}
User Access
4 users
Dr. Smith (PI)
Full access
Study 001
Study 002
Jane Doe (Analyst)
Read + Export
Study 001
John Park (Coordinator)
Dashboard only
Study 001
Study 002
API Key #1
API read-only
Study 001
+ Add user or API key

Granular permissions

Grant access per study or cohort. Role-based permissions for PIs, analysts, coordinators. API keys for automated exports. Audit logs track who exported what. Revoke access instantly when team members leave.

Study-level access
Grant permissions per study or cohort
Role-based permissions
PI, analyst, coordinator, read-only roles
API key management
Create keys with specific study access
Audit logs
Track all exports and API calls

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