Aya Ibrahim

Aya Ibrahim

Data Analyst and scientist
Saudi Arabia
English, Arabic

نبذة عني

3+ years experience3+ years experience3+ years experience3+ years experience3+ years experience3+ years experience3+ years experience3+ years experience3+ years experience3+ years experience

الخبرة

Cyber Fraud Analyst

Group-IB
حتى الآن

<p>Analyzed suspicious activities and user sessions to identify and prevent fraud using advanced detection techniques.<br>
Developed and implemented innovative fraud detection methods, leveraging the latest technologies and industry best practices.<br>
Contributed to the design and enhancement of a digital identity protection system, focusing on real-time fraud detection.<br>
Produced detailed fraud activity reports and conducted in-depth research into malicious actions and emerging fraud trends.<br>
Provided expert fraud analysis and investigative support to customers, assisting them in utilizing the Fraud Protection Platform effectively.<br>
Led a team of analysts delivering data-driven fraud protection solutions to banking clients across the Middle East, Turkey, and Africa.<br>
Spearheaded the development and implementation of a comprehensive fraud protection solution at Alinma Bank, safeguarding millions of private and corporate customers across all banking channels.<br>
Designed and executed proactive counter-fraud strategies, resulting in a significant reduction in fraudulent activities.<br>
Delivered training and workshops, enhancing the analytical capabilities of the fraud detection and investigation teams.<br>
Investigated complex fraud cases utilizing advanced data storage and analytics tools (Cassandra, Elasticsearch, Kibana).<br>
Supported clients via live calls, providing expert guidance on fraud prevention and incident management.<br>
Developed Python scripts to automate processes and address customer-specific needs.<br>
Created and automated real-time dashboards and reports for ongoing fraud monitoring.<br>
Collaborated with DevOps teams to optimize backend systems, utilizing GitLab and Linux environments for streamlined operations.<br>
Published a blog /research that was shared publicly.<br>
Was selected to give & create trainings for more than 7 banks in META region and for partners in both Arabic and English.<br>
Trained and mentored most of new analysts and interns and helped them during their 3-month onboarding.<br>
Gave consultation for banks for SAMA (Central bank of Saudi Arabia).<br>
Made analysis and reports for SAMA and gave recommendations.<br>
Worked closely with Senior management and CISO who reports to CEO.</p>

Campus Leader and Mentor

Google Developer Student Club
Jan 2019 - Jan 2022 · 3 سنوات

<p>Organized 150+ sessions and more than 2500+ hours of training.<br>
Completed Machine Learning Academy and earned Google Data Analytics certificate.<br>
Invited Google experts to share insights.<br>
Ranked among the most active leaders.<br>
Attended Google Summit in Dubai and received a Google I/O invitation in the US.<br>
Won the Google Solution Challenge consecutively.</p>

Senior Data Scientist / Delivery manager

Raya Holding For Financial Investments

<p>Developed ML models and conducted statistical analysis from inception to completion, automating manual work.<br>
Served as a delivery manager for the Business Unit, facilitating direct communication with stakeholders.<br>
Ensured seamless delivery between developers, scientists, analysts, and engineers, in coordination with business teams.<br>
Worked towards achieving quarterly goals for each team member, reporting results to the director and management team.<br>
Gathered requirements and established milestones for analysts, scientists, and engineers.<br>
Coordinated closely with team leads to align efforts and track progress.<br>
Tracked transactions and amounts hourly for merchants and services using statistical analysis to calculate upper limit thresholds and identify patterns over time.<br>
Implemented a loyalty program using RFM and K-means for clustering.<br>
Monitored service failures, reported them directly, and identified root causes.<br>
Used Random Forest to predict customers likely to churn, enabling retention efforts a week in advance.<br>
Developed an end-to-end ML model to auto-reject or accept customers applying for loans.</p>

Data Scientist

Raya Holding For Financial Investments

ML Trainer / Tech content Creator

Confidential - NDA

<p>Developed training content and conducted training sessions in English and Arabic for the Machine Learning Academy.<br>
Focused on preparing participants to pass the TensorFlow exam by Google / Google Courses.<br>
Facilitated training sessions, providing support to trainees throughout their learning journey to thousands of students across MENA region.<br>
Assisted in the coordination and logistics of training programs ensuring smooth operations.<br>
Managed the MENADD Program including facilitating and delivering online sessions along with Googlers and experts.</p>

Data Science Intern

Vodafone

<p>Studied various machine learning algorithms.<br>
Performed web scraping to collect relevant datasets.<br>
Wrangled and prepared collected data for analysis.<br>
Built and optimized machine learning models.<br>
Presented results to the team.</p>

ML trainee

InstaDeep

<p>Completed Google Machine Learning Academy with InstaDeep, mastering fundamentals.<br>
Focused on classic ML topics: regression, TensorFlow, and NLP.<br>
Gained practical experience with 15+ ML models.<br>
Ranked 5th in a Zindi Hackathon.<br>
Worked on projects: fraud detection for Tunisian utility and graduation project on hat detection.</p>

المهارات

استخراج البيانات تحليل استقصاء البيانات البيانات الجغرافية قواعد بيانات الرسوم البيانية تحليل البيانات والتقارير تحليلات البيانات Python Linux PySpark Git GitLab Hadoop Kafka Spark YARN Plotly Streamlit ETL Machine Learning Statistical Analysis Fraud Detection Data Analysis Data Visualization Web Scraping Data Wrangling TensorFlow NLP RFM K-means Random Forest XGBRegressor Delivery Management Training Mentoring
الإبلاغ عن هذا الملف الشخصي؟