You will get professional clinical data cleaning and validation by a pharmacist
Rising Talent
Project details
Stop making business decisions based on inaccurate clinical data. In healthcare, data errors aren't just typos—they are compliance risks. You don't just need a data entry clerk; you need a Clinical Data Validator.
As a Licensed Pharmacist (M.Pharm) & Data Analyst, I bridge the gap between medical terminology and data engineering. I use Python and SQL to clean your datasets while manually validating the clinical logic that software often misses.
What I Will Fix For You:
• Standardization: Mapping messy drug names to ATC/RxNorm & diagnoses to ICD-10 codes.
• Clinical Logic: Identifying impossible values (e.g., wrong dosage units or gender/diagnosis mismatches).
• Data Hygiene: Removing duplicates, fixing date formats, and handling missing values.
Why Choose Me? Unlike general VAs, I understand the clinical context of EMR records and pharmacy logs. I ensure your dataset is scientifically accurate and ready for analysis.
Tools: Python (Pandas), SQL, Excel, Google Sheets.
As a Licensed Pharmacist (M.Pharm) & Data Analyst, I bridge the gap between medical terminology and data engineering. I use Python and SQL to clean your datasets while manually validating the clinical logic that software often misses.
What I Will Fix For You:
• Standardization: Mapping messy drug names to ATC/RxNorm & diagnoses to ICD-10 codes.
• Clinical Logic: Identifying impossible values (e.g., wrong dosage units or gender/diagnosis mismatches).
• Data Hygiene: Removing duplicates, fixing date formats, and handling missing values.
Why Choose Me? Unlike general VAs, I understand the clinical context of EMR records and pharmacy logs. I ensure your dataset is scientifically accurate and ready for analysis.
Tools: Python (Pandas), SQL, Excel, Google Sheets.
Data Tool
PythonWhat's included
| Service Tiers |
Starter
$40
|
Standard
$100
|
Advanced
$200
|
|---|---|---|---|
| Delivery Time | 2 days | 4 days | 7 days |
Number of Revisions | 1 | 2 | Unlimited |
Number of Sources Mined/Scraped | 0 |
Optional add-ons
You can add these on the next page.
Fast Delivery
+$15 - $50
Additional Revision
+$10Frequently asked questions
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AR
Anders Weston R.
Dec 28, 2025
Sleep Test Analysis and Reporting
Good job, delivered fast and with good quality. Had good improvement points that is now included in the website. Recommened!
About Nur
Pharmacist & Medical Writer | Research-Based Health Content
Palu, Indonesia - 8:58 am local time
Whether you need patient education articles, therapeutic breakdowns, or medical validation for your existing content, I ensure every word is rooted in evidence and easy to digest.
What I can help you with:
1. Patient Education & Health Articles: Complex disease states, treatments, and drug mechanisms explained simply.
2. Medication & Supplement Guides: Safe usage, polypharmacy, dosage, and side-effect profiles.
3. Medical Review & AI Content Fact-Checking: Editing AI-generated health drafts to fix medical errors, hallucinations, and formatting.
4. Visual Educational Decks: Slide presentations for patient outreach or clinical overviews.
Credentials & Background:
- Licensed Pharmacist & M.Pharm. in Clinical Pharmacy
- Trained in systematic literature evaluation and clinical data verification
- Experienced in simplifying complex pharma concepts for consumer audiences
I combine clinical knowledge with clear communication to ensure your audience not only reads your content, but also understands and trusts it.
If you need a medical writer who prioritizes accuracy, safety, and reader-friendly communication, I’d be glad to work with you.
Steps for completing your project
After purchasing the project, send requirements so Nur can start the project.
Delivery time starts when Nur receives requirements from you.
Nur works on your project following the steps below.
Revisions may occur after the delivery date.
Data Handover & Assessment
You upload your raw dataset (Excel/CSV) and list your specific requirements. I will perform a preliminary scan to identify major data quality issues.
Deep Cleaning & Clinical Validation
I will process the data using Python/SQL to fix formatting, remove duplicates, and validate medical terms (Drug names/Diagnosis codes) against clinical standards.