REPORT NO. 2026-09 MUMBAI, IN — OPEN TO WORK

Aniket Makhal

clinical documentation → healthcare data analytics

Over 5 years of experience supporting US healthcare operations through accurate clinical documentation, data quality, and physician workflows. Now building on that foundation with SQL, Python, and analytics to move into clinical data operations and healthcare analytics.

EXPERIENCE
5+ years
SPECIALTIES
7+
EHR PLATFORMS
6+
GCP CERT VALID
2028
01

About

Over the past 5+ years, I've supported US telehealth physicians in real time across 7+ specialties and 6+ EHR platforms, including Athenahealth, Kareo, NextGen, Allscripts, Practice Fusion, and AdvancedMD.

I'm now formalizing the analytical half of that skill set through an Advanced Data Science and AI program, with a completed Python certification and applied SQL work demonstrated through hands-on projects. GCP ICH E6(R3) certification already in hand, familiar with EDC, CTMS, and eTMF terminology. B.Pharm from Gautham College of Pharmacy, Bengaluru, 2020.

02

Experience

ROLE
Senior Medical Scribe, OG Healthcare
DURATION
December 2020 to March 2026
SCOPE
Live clinical documentation for US telehealth physicians across seven-plus specialties, working inside six-plus EHR platforms.
HIGHLIGHTS
  • Progressed through five internal tiers to Senior Medical Documentation Specialist level
  • Maintained HIPAA-compliant documentation accuracy at high volume, in real time
  • Built multi-EHR fluency that translates directly into data structure and validation work
03

Projects

SQL + BigQuery + GenAI

Football Analytics with BigQuery and a NL-to-SQL Chatbot

Built an end-to-end pipeline in BigQuery covering 9+ relational tables, then trained a three-class match outcome model (home win, away win, draw). Identified and fixed a temporal data leakage issue by rebuilding features to use only pre-match information and switching to a chronological train/test split. Finished with a Streamlit chatbot that translates plain English questions into live SQL queries against the database, with conversation memory for follow-ups.

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React + Express + Prototype

Clinical Documentation QA Assistant

A health-tech prototype that reviews synthetic clinical notes and flags documentation gaps as present, missing, or unclear, using context-aware evaluation logic rather than a fixed checklist. Testing surfaced a false-positive bug where keyword matching misread explicit absence statements as present findings, refined to require actual supporting evidence instead. Uses synthetic data only and is not intended for clinical decision-making.

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Python + SQL + GenAI

Clinical Text Classification with GenAI-Assisted Labeling

Built a text classification pipeline on 2,500+ real clinical notes to predict medical specialty, using TF-IDF and Logistic Regression. Used SQL queries against a SQLite database for per-specialty error analysis, and manually compared LLM-assisted pre-labeling against the model's predictions to study labeling consistency and ambiguity handling.

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SQL

Clinical Data Analytics using SQL

Engineered a relational SQLite database from raw structured and semi-structured datasets (20,000+ patient records). Developed SQL queries covering data quality audits, cancellation and financial analysis, and window functions to rank top doctors per specialty. Also identified and documented synthetic data anomalies in the dataset. Translated technical outputs into actionable business insights.

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Python

Retail Sales Data Analysis using Python

Analyzed retail sales data using Python to identify monthly sales trends, top-performing products, peak purchase hours, and city-wise revenue. Applied data cleaning, exploratory data analysis, and visualization techniques using Pandas and Matplotlib.

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In progress

More projects coming soon

Stay tuned for what's next.

04

Skills

CLINICAL SYSTEMS
Athenahealth Kareo NextGen Allscripts Practice Fusion AdvancedMD HIPAA Documentation
DATA & ANALYTICS
Python SQL Data Validation Discrepancy Resolution
05

Certifications

GCP ICH E6(R3), TransCelerate-recognized Score 98% — valid through May 2028
Maharashtra State Pharmacy Council Registration Permanent — valid to 2054
Python Certification, Learnbay Advanced Data Science and AI Program In progress