Available for new opportunities

Federico Ariton
Data Analyst

Turning complex data into clear, actionable insights that support better decisions. Currently part of the Binance Accelerator Program — working at the intersection of analytics and compliance.

profile.json
name"Federico Ariton"
role"Data Analyst"
program"Binance Accelerator"
focus"Analytics + Compliance"
location"Dublin, Ireland"
status"open_to_work"
education"MSc Data Analytics"
01 — About me

The analyst
behind the data

I'm a Data Analyst working in compliance analytics at Binance, where I build data-driven solutions that improve visibility, accuracy, and efficiency in financial crime and case management operations.

Over the past months, I have worked across multiple teams to design and deliver dashboards, automate reporting processes, and improve KPI tracking systems in a fast-paced and highly regulated environment.

I enjoy working at the intersection of data, automation, and compliance — where structured analytics can directly improve decision-making and operational clarity.

Key Contributions

  • Developing dashboards for case management, queue monitoring, and SLA tracking across multiple teams
  • Building SQL-based logic layers to improve data consistency and reporting accuracy
  • Building funnel analytics dashboards to track end-to-end case workflows
  • Automating weekly KPI reporting, reducing manual effort and improving decision speed
  • Supporting risk and compliance teams with analytics to evaluate investigator performance and operational risk signals

Particularly Interested In

Data analytics in the Financial Domain
Building scalable BI and reporting systems
Automation of repetitive analytical workflows
Translating complex operational data into clear stakeholder insights
Core Skills
Data Analysis SQL Python ETL BI Dashboards Automation Apache Airflow Compliance Analytics Data Governance KPI Tracking Funnel Analytics Stakeholder Comms
Open To
Data Analyst Roles BI Opportunities
02 — Skills

Tools &
Technologies

Data Analytics & Engineering
Python
SQL
Jupyter
Hadoop
Apache Spark
Linux
VirtualBox
Airflow
Software Development
Java
HTML
CSS
JavaScript
03 — Projects

Work &
Case Studies

Olist E-commerce Marketing Analytics
Personal Project · Featured
Olist E-commerce Marketing Analytics

A full-stack marketing analytics pipeline simulating a real-world e-commerce business case. Built on Brazil's Olist marketplace dataset — engineered a PostgreSQL database, KPIs, and product segmentation using PCA + KMeans. Delivered as a Streamlit dashboard.

PostgreSQLDockerETL (Pandas)PCAKMeansStreamlitPlotly
Stock Forecasting
Academic Project
Stock Price Forecasting via Sentiment & Big Data

Forecasts 1-, 3-, and 7-day stock prices combining Twitter sentiment analysis with market data. Uses ARIMAX, SARIMAX, LSTM and GRU models on a Lambda architecture with Apache Spark and HDFS.

PySparkHDFSSpark NLPARIMAXLSTMGRU
AI Super Resolution
Master's Project
AI Super-Resolution in Games: Real-ESRGAN vs SRCNN

Compares two AI upscaling models for enhancing retro game visuals. Big data pipeline using Hadoop HDFS and Apache Spark processes DIV2K training data — achieving images up to 10× smaller in file size.

PyTorchHDFSSparkOpenCVPSNR/SSIM
Agriculture
Academic Project
Predicting Agricultural Export Values in Ireland

Analyzes production-related factors influencing agricultural export values in Ireland. Employs statistical and predictive modeling using CRISP-DM methodology to uncover trends and provide actionable insights.

CRISP-DMPredictive ModelingStreamlit
Customer Segmentation
Academic Project
Customer Segmentation for E-commerce

Applies clustering techniques to segment e-commerce customers based on behavior, enabling businesses to tailor marketing strategies and improve customer engagement and profitability.

ClusteringCustomer Segmentation
Database Design
Academic Project
Database Design & Queries with MySQL

Designed and normalized a relational database schema for employee management to 3NF. Wrote advanced SQL queries using joins, views, and stored procedures for operational analysis.

MySQL3NFER ModelingStored Procedures
04 — Experience

Work
Experience

Sep 2025 — Present
Binance
Dublin, Ireland · Remote
Full-time
Data Analyst — Compliance Analytics
Binance Program Accelerator
  • Built dashboards for case management, KPI tracking, queue volumes, SLA monitoring, and operational reporting across multiple compliance teams
  • Designed SQL logic layers to unify fragmented datasets and improve reporting accuracy and consistency
  • Developed funnel-based dashboards to track the full lifecycle of case management workflows
  • Automated weekly KPI reporting pipelines, reducing manual reporting effort by 4–8 hours per week
  • Identified and resolved KPI calculation inconsistencies (including double-counting issues), improving metric reliability for decision-making
  • Created risk analytics dashboards to evaluate investigator performance and operational risk exposure
  • Delivered ad-hoc analytical dashboards supporting compliance investigations, remediation efforts, and backlog clearing initiatives
SQL Python BI Dashboards KPI Tracking Compliance Analytics ETL Automation Airflow Data Governance
05 — Education

Academic
Background

Sep 2024 — Jun 2025
CCT College Dublin
Master of Science in Data Analytics

Advanced Data Analytics · Programming for Data Analytics · Predictive Modeling · Machine Learning · Research and Professional Ethics · Big Data Storage and Advanced Data Analysis

Sep 2023 — Jun 2024
CCT College Dublin
Higher Diploma in Science in Data Analytics for Business

Strategic Thinking · Machine Learning · Statistical Techniques for Data Analysis · Data Preparation · Data Visualization Techniques · Machine Learning for Business

Sep 2022 — Jun 2023
CCT College Dublin
Diploma of Education, Applied Software Development Distinction

Java · HTML · CSS · JavaScript · MySQL · Agile Methodologies

Let's work
together.

Open to data analyst roles, freelance projects, and collaborations. I respond promptly — let's start a conversation.

federicoariton@outlook.es