FAQ| Questions & Answers About Medical Data Analysis

FREQUENTLY ASKED QUESTIONS

1. Why choose a data analyst over another doctor?

Physicians recognize familiar patterns. I see what they miss — unbiased data patterns via machine learning. Your doctor = clinical expertise. Me = data expertise. Together = complete picture.

2. Are you a medical doctor?

No. Healthcare data analyst using ML algorithms. Data findings only for your physician.

3. Do you provide diagnoses or medical advice?

No. Structured data observations for your doctor to interpret. Never diagnoses or treatment.

4. How do you ensure data privacy?

ONLY anonymized data. Remove all personal info before sending. Strict protection protocols.

5. What cases do you specialize in?

Complex unresolved cases: contradictory results, long histories without diagnosis.

6. Do you work with original imaging files (DICOM)?

Primary focus: text reports (CT/MRI/ultrasound conclusions, labs, history).

Optional: For advanced cases, I can perform quantitative analysis of anonymized

DICOM files using computational tools. This is strictly an analytical service

and does not constitute radiological interpretation or diagnosis. All files

must be fully de-identified prior to submission.

7. What data is needed?

Text reports: CT/MRI/ultrasound conclusions, labs, medical history.

All submissions must be fully anonymized. No personally identifiable information.

8. How long does analysis take?

3-7 days. Urgent cases prioritized.

9. What are your qualifications?

I hold a university degree (EQF Level 7) and completed Advanced Professional

Specializations from Johns Hopkins University and University of Colorado:

Health Informatics, Biostatistics & Public Health, Neuroscience & Neuroimaging,

AI for Healthcare Systems, and Cancer Biology (GPA 97-100%). Combined with

17+ years of analytical experience, this enables deep pattern recognition

in complex medical datasets.

10. How much does it cost?

Individual pricing after free case review. Contact for quotation.

11. How do I start?

Telegram | WhatsApp | Email — free preliminary case review.

12. What will I receive after analysis?

A structured PDF report including: (1) Unified chronological timeline

of your medical history, (2) Identified patterns and correlations

across data types, (3) Flagged inconsistencies for clinical review,

(4) Data-driven hypotheses ranked by statistical significance,

(5) Clear summary formatted for discussion with your physician.

13. How do I share your report with my doctor?

Your report is designed for physician review: clear structure,

clinical terminology, and focused findings. Simply forward the PDF

or print it for your appointment. I recommend scheduling a dedicated

consultation to discuss the analytical insights alongside your

clinical evaluation.

14. What if your findings differ from my doctor's opinion?

My role is to provide independent data analysis, not to replace

clinical judgment. If findings appear contradictory, this may

highlight areas for deeper investigation. Share the report with

your physician — together, you can determine the most appropriate

next steps. Final clinical decisions always remain with your

licensed healthcare provider.