AREAS OF INTEREST
My core interest is automation — eliminating repetitive work through code regardless of the domain. This applies equally to administrative processes, data pipelines, hardware control and model deployment. I'm drawn to problems where a combination of scraping, ML and scheduled execution can replace a manual workflow entirely.
On the data side, I focus on operational analytics: forecasting, anomaly detection, behavioral modeling and decision-support systems. I'm particularly interested in economic modeling — nowcasting, price dynamics, consumption proxies — and in health data, where the signal-to-noise ratio is high and the operational stakes are concrete.
On the hardware side, I build IoT systems around ESP32, automating physical appliances and running projects from a self-hosted home server. The two tracks — software/data and embedded — inform each other.
WORK EXPERIENCE
Min. de Salud — Pcia. de Buenos Aires
DATA ANALYST- Control and normalization of databases, data mining.
- Development of dynamic reports, statistical charts and choropleth maps in Power BI.
- Automation of message and report delivery, database comparison controls using AI and Google Apps Script.
- Data extraction and web scraping with Python integrated with Google Sheets.
2025 — Present
Buenos Aires
Techint
ADMINISTRATIVE · COST ANALYST · AUTOMATION DEV- Intercompany invoicing, payment control, contract amendments and supervision, order liquidation and import documentation control.
- Process automation in SAP: macro creation in MS Excel, automatic report generation, invoicing, data loading, reminder dispatch and mailbox analysis.
2024 — 2025
Buenos Aires
Hospital Ntra Sra de Luján
ADMINISTRATIVE · BIDDING · UAC- Statistical analysis, dashboard and choropleth map creation, planning reports using inferential statistics.
- Planning and implementation of improvements in hospital care processes.
- Bidding processes, invoicing and account control.
- Process automation, digitalization and improvement using online forms integrated with hospital management software.
- Preparation of digital procedure manuals.
2021 — 2024
Buenos Aires
Gabor SAIC
ACCOUNTING- Invoicing, supplier payments, collection control and file management.
- Cost reports, general reporting and accounting data analysis for INDEC surveys.
- Import tracking, payroll, check endorsement and in-person banking tasks.
2016 — 2019
Buenos Aires
CONSULTING PROJECTS
Independent work — 2020 to present
Real-Time Macroeconomic Nowcasting
Daily inflation and activity prediction using web scraping and ML. Automated data collection pipeline with model retraining.
PYTHON · SCIKIT-LEARN · SCRAPINGSegmented Inflation Model (custom CPI)
Weighted basket construction with automated price tracking. Own index methodology with configurable segmentation.
PYTHON · PANDAS · AUTOMATIONReal-Time Consumption Index
Consumption proxy built from retail data sources. Designed as a leading indicator for demand forecasting.
ETL · ML · RETAIL DATADynamic Pricing Engine
Automatic price adjustment based on demand, stock levels and competitor data. Rule-based and ML-based variants.
PYTHON · ML · SCRAPINGFinancial Forecast — Monte Carlo
Cash flow projection under multiple scenarios using Monte Carlo simulation. Output integrated into automated reports.
PYTHON · SIMULATION · EXCELFinancial Report Automation (SAP)
Automated extraction, consolidation and scheduled delivery of financial reports from SAP environments.
SAP · PYTHON · APPS SCRIPTChurn Prediction System
Customer abandonment prediction using classification models trained on behavioral and transactional data.
ML · PYTHON · CLASSIFICATIONRFM Customer Scoring
Automatic customer segmentation based on recency, frequency and monetary value combined with behavioral signals.
PYTHON · CLUSTERING · CRMSales Anomaly Detection
Identification of fraud patterns and operational errors in sales data using statistical and ML-based outlier detection.
PYTHON · ANOMALY DETECTIONHospital Occupancy Forecast
Demand forecasting by service unit using Prophet and LSTM models. Deployed for operational planning support.
PROPHET · LSTM · PYTHONER Saturation Alert System
Real-time monitoring of emergency room load with automated alerts triggered at configurable thresholds.
REAL-TIME · PYTHON · ALERTSMedical Absenteeism Prediction
Classification model predicting staff absence based on historical records and external variables.
ML · CLASSIFICATION · HR DATAHospital Purchase Fraud Detection
Price outlier analysis in procurement data to identify overpricing and irregular purchasing patterns.
OUTLIER DETECTION · PYTHONHospital Resource Optimization
Optimization model for bed, staff and equipment assignment based on demand forecasts and operational constraints.
OPTIMIZATION · OR · PYTHONOil Production Decline Prediction
Decline curve modeling combined with ML for production forecasting at well and field level.
PYTHON · TIME SERIES · MLFuel Transport Logistics Optimization
Route and fleet optimization through simulation to reduce logistics costs in fuel distribution.
SIMULATION · OPTIMIZATIONSensor-Based Drilling Optimization
Real-time parameter adjustment during drilling operations based on sensor data streams and predictive models.
IoT · REAL-TIME · MLFull ETL Pipeline
End-to-end automated pipeline: scraping, cleaning, loading and visualization. Runs on scheduled jobs from home server.
ETL · PYTHON · SELF-HOSTEDCompetitive Intelligence Platform
Automated competitor monitoring across pricing, stock and product changes with structured reporting output.
SCRAPING · PYTHON · DASHBOARDSReal-Time Business Alert System
Monitoring of critical business events — sales drops, stock-outs, price changes — with automatic notifications.
REAL-TIME · APPS SCRIPT · PYTHON