AI Phishing Detection Specialist
An AI Phishing Detection Specialist designs, trains, and deploys machine learning and NLP-based systems that identify phishing ema…
Skill Guide
The systematic process of ingesting, normalizing, and operationalizing indicators of compromise (IOCs) from open-source threat intelligence feeds to proactively defend an organization's infrastructure.
Scenario
Build a system that pulls phishing URLs from PhishTank and malicious file hashes from VirusTotal Community, stores them in a database, and displays statistics.
Scenario
Enhance your SIEM (e.g., Splunk, Elastic) with threat intelligence feeds to generate high-fidelity alerts when internal network traffic matches known malicious indicators.
Scenario
Design and deploy a centralized platform that orchestrates intelligence from multiple feeds, scores and prioritizes threats, and automatically pushes block policies to network security controls.
Use MISP or OpenCTI for centralized feed aggregation, normalization, and sharing. TheHive+Cortex automates response. Use SIEMs for correlation with internal telemetry and alerting.
Python is the standard for building ingestion scripts. Use official APIs for data retrieval. TAXII/STIX libraries enable interoperability with modern threat intelligence platforms.
Use the Diamond Model to contextualize IOCs. Map findings to ATT&CK for strategic defense improvements. Adhere to TLP for handling shared intelligence. Manage IOC expiration to prevent outdated block lists.
Answer Strategy
Focus on the principles of precision over volume: IOC triage, aging, and contextual enrichment. The candidate must demonstrate operational thinking. Sample answer: 'I would first implement an IOC aging policy, automatically archiving entries older than 14 days. Next, I'd create a scoring model: PhishTank URLs with high community verification scores get a higher priority. I'd enrich every alert with a VirusTotal API query-if the detection ratio is below 5/60 or it's a known benign domain like a CDN, the alert severity gets downgraded. Finally, I'd correlate the IOC with internal logs; if no user actually clicked or connected, the alert is deprioritized.'
Answer Strategy
Tests business acumen and ability to translate technical value into business outcomes. The answer should frame intelligence in terms of risk reduction and efficiency. Sample answer: 'I justified a premium VirusTotal API license by tracking two metrics: MTTD reduction and analyst time saved. We showed that automated enrichment from the API cut the average investigation time for a suspicious file from 25 minutes to 3 minutes. Over a quarter, this saved 120 analyst-hours, equivalent to a full-time employee. We also demonstrated that the API identified 15 zero-day phishing sites 48 hours before they appeared in free feeds, preventing potential financial fraud.'
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