Description
Job Summary:
We are seeking an SOC transformation specialist with a focus on automation, advanced analytics, and AI to enhance threat detection and optimize rules and playbooks.
Key Highlights:
1. Focus on automation, advanced analytics, and AI
2. Improved threat detection and SOC optimization
3. Development and operation of AI/ML models
SOC Specialist \- Data/Analytics/SIEM
We are seeking an SOC transformation specialist with a strong focus on automation, advanced analytics, and artificial intelligence applied to threat detection.
The role aims to improve the quality, coverage, and effectiveness of detection capabilities through AI/ML/NLP models, continuous optimization of rules and playbooks, and constant measurement of SOC performance metrics.
**Responsibilities:**
* Measurement and analysis of detection efficacy (TPR, FPR, Precision/Recall, MTTA, MTTR).
* Continuous tuning of rules and analysis of coverage gaps by threat/kill chain.
* Conversion of Sigma rules to SIEM/XDR environments (XSIAM, Sentinel, Devo, Elastic).
* Automated classification of URLs and emails (phishing/malicious).
* Contextual enrichment with CTI (WHOIS, reputation, TTPs).
* Development, deployment, and operation of AI/ML models in production environments (MLOps).
* Creation of SOC dashboards and reporting (Power BI / Grafana).
* Optimization of SOAR playbooks and processes.
* Generation of reproducible technical documentation (notebooks, datasets, metrics).
**Requirements:**
4–6 years of experience in Data/Analytics.
* Experience operating SIEM (alerts, searches, correlation rules).
* Advanced Python (pandas, numpy, scikit\-learn).
* Knowledge of NLP (spaCy, transformers).
* SQL and/or KQL / XQL / SPL / DQL.
* Familiarity with CTI (MITRE ATT&CK, NIST, TTPs, IOC lifecycle).
* Experience in phishing detection and email analysis.
* Use of Git and data pipelines.
SIEM, XDR XSIAM, Sentinel, Devo, Elastic , Sigma/SigmaHQ, SQL, KQL, XQL, SPL, DQL, Python pandas, numpy, scikit learn , spaCy, transformers, MLflow, DVC, SOAR, Azure, GCP, Docker, Kubernetes, Power BI, Grafana, Git, MITRE ATT\&CK, NIST.