DATA & INTELLIGENCE
Data processing & intelligent services
Turning messy research data into analyzable, reproducible assets.
SCENARIO
How messy, scattered, hard-to-use research data becomes analyzable
Typical scene: a research group's follow-up forms, questionnaires, instrument exports and omics tables are scattered across files with inconsistent field definitions, taking weeks to organize before any statistics. We take on exactly that stretch — from raw materials to analyzable data.
Input materials
- Excel / CSV / database export
- Questionnaire & follow-up records
- Imaging / acoustic feature tables
- Bibliographies & text materials
Processing pipeline
- Data dictionary (field definitions)
- Cleaning & quality control (missing values, logic checks)
- Statistics & modeling
- Charts & visualization
Deliverables
- Data dictionary
- Cleaning logs (traceable)
- Analysis report
- Reproducible scripts
Collaboration boundaries
- No human samples collected
- No clinical diagnosis claims
- Credit agreed by contribution
Demo · not real client data
| Source fields | Questions | after cleaning |
|---|---|---|
| "Follow-up date" 2023.1.5 / 2023-1-5 / 20230105 | Three date formats mixed | Standardize to ISO dates with conversion logs |
| "Blood pressure" 130mmHg / 130 / normal | Numeric & text mixed | Split into value + unit columns |
| "Group" A组 / a 组 / group A | Same value, multiple spellings | Map to unified codes, keep source columns |
The table above is constructed demo data illustrating deliverable form; real projects follow the commissioned scope.
Scope note This page shows the general workflow and deliverable forms of our data services; medical-device assessment and clinical decision-making are out of scope. Public research outputs:Results & Cases。
CONTACT
Discuss your needs
Tell us about your scenario and materials, and we will assess how we can best work together.
Contact Usor call us directly at 028-6744 0718