top of page

YAHYA DEMIRBAS

Turning large, complex data into decisions people act on

I build machine learning models, ETL pipelines, analytics, and dashboards that reach leadership-level decisions.

 01. ABOUT ME

With 5+ years in data, I specialize in turning large, complex datasets into decisions people can act on.

portrait.png

MY APPROACH IS ROOTED IN CURIOSITY, STATISTICAL RIGOR, AND CLEAR COMMUNICATION.

I'm a Data Scientist at Vodafone, building ETL pipelines, machine-learning models, analytics, and big-data dashboards used across operations, customer, and leadership teams.
My background spans data science, big-data engineering (PySpark, Hadoop/Cloudera), and translating complex analysis for non-technical stakeholders. I also have prior experience on radio network planning and optimization.

 02. WORK

featured projects

A glimpse into my work. Turning large, complex data into models, dashboards, and decisions that create real business impact.

CHURN PREDICTION & PROACTIVE RETENTION 
​(SPIRIT OF VODAFONE HERO AWARD)

An end-to-end churn-prediction system (XGBoost, SHAP) with ETL pipelines that flags at-risk customers before they leave. Paired with behavioral segmentation, it drove proactive outreach reaching 97% positive feedback within a 90-minute SLA.

net1f.png

NEAR-REAL-TIME BI DASHBOARD

Designed a near-real-time dashboard integrated with big data, giving Operations, Customer Experience, and Customer Insight teams live visibility into customer-impacting issues. Built in-house with zero budget; earned the Spirit of Vodafone Award and escalated to global leadership.

net2f.png

BI & DECISION-SUPPORT PLATFORM (freelance PROJECT)

A Streamlit-based business-intelligence and decision-support system built for a mid-sized retail/distribution business, featuring FX support, dead-stock and capital-trap analysis, brand scorecards, days-of-stock radar, price optimization, and one-click executive briefs in Excel and PDF.

obi-clean (1).png

RF NETWORK DESIGN & OPTIMIZATION (INTERNATIONAL PROJECTS)

Delivered radio network planning, optimization, and data analytics for global telecom operators across the UK, USA, and several other markets including greenfield 5G/LTE design for the NEOM megaproject.
Combined RF engineering with Python automation, ML-based traffic forecasting (SARIMA, Prophet, LSTM), and geospatial analysis to turn large operational datasets into network decisions.

ato1.png

03. HIGHLIGHTS

Blog & YouTube

156ce8_6169264aafe8472480ed843036aaf64e~mv2.jpg

Recreating Enigmatic Cave Hand Paintings with a Modern Twist

yt.png

You can watch my latest cover video on YouTube

 04. EXPERIENCE

professional journey

Vodafone

Machine learning, analytics, ETL pipelines, regulatory reports and big-data dashboards used across operations, customer, and leadership teams.
Spirit of Vodafone Award recipient.

DATA SCIENTIST | 2024 – PRESENT

P.I. Works

RADIO NETWORK PLANNING / DATA | 2021 – 2024

Large-scale data analysis, Python automation, forecasting, and applied machine learning (incl. CNN-based computer vision) for global telecom operators.

Bogazici University

B.SC. MANAGEMENT INFORMATION SYSTEMS

Quantitative background spanning statistics, databases, and information systems at one of Turkey's top universities.

 05. BEYOND WORK

Curiosity Beyond the Data

When I'm not working with data, I build things with my hands - crafting electric guitars, leatherwork, and electronics. Curiosity is the thread that connects everything I do.

open to new opportunities and collaborations.

06. GET IN TOUCH

bottom of page