{"id":2825,"date":"2025-07-06T22:10:45","date_gmt":"2025-07-06T21:10:45","guid":{"rendered":"https:\/\/www.gc4ss.org\/?p=2825"},"modified":"2026-04-06T22:53:37","modified_gmt":"2026-04-06T21:53:37","slug":"the-force-multiplier-institutionalizing-the-data-analyst-and-data-scientist-in-modern-cybersecurity-operations","status":"publish","type":"post","link":"https:\/\/www.gc4ss.org\/?p=2825","title":{"rendered":"The Force Multiplier: Institutionalizing the Data Analyst and Data Scientist in Modern Cybersecurity Operations"},"content":{"rendered":"\r\n<p style=\"padding-left: 40px;\"><span style=\"color: #ff0000;\"><strong>Aziz Ozmen, PhD<\/strong><\/span><br \/><a title=\"\" href=\"mailto:aziz.ozmen@gc4ss.org\">aziz.ozmen@gc4ss.org<\/a><\/p>\r\n\r\n\r\n\r\n<p><strong>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 Senior<\/strong> <strong>Security Analyst<\/strong><br \/><strong>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 Global Center for Security Studies<\/strong><\/p>\r\n\r\n\r\n","protected":false},"excerpt":{"rendered":"<p>Aziz Ozmen, PhDaziz.ozmen@gc4ss.org \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 Senior Security Analyst\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 Global Center for Security Studies<\/p>\n","protected":false},"author":519,"featured_media":2836,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"jetpack_post_was_ever_published":false,"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_publicize_message":"","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":true,"jetpack_social_options":{"image_generator_settings":{"template":"highway","default_image_id":0,"font":"","enabled":false},"version":2}},"categories":[56],"tags":[242,244,239,230,243,241,240],"class_list":["post-2825","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-cyber-security","tag-anomaly-detection","tag-cyber-threat-intelligence","tag-cybersecurity-analytics","tag-data-science","tag-machine-learning","tag-security-operations-center-soc","tag-threat-detection"],"aioseo_notices":[],"jetpack_publicize_connections":[],"jetpack_featured_media_url":"https:\/\/i0.wp.com\/www.gc4ss.org\/wp-content\/uploads\/2025\/07\/aozmen2025.png?fit=1081%2C400&ssl=1","jetpack_sharing_enabled":true,"jetpack_shortlink":"https:\/\/wp.me\/p9RaMN-Jz","jetpack-related-posts":[{"id":2829,"url":"https:\/\/www.gc4ss.org\/?p=2829","url_meta":{"origin":2825,"position":0},"title":"From Open Source to Actionable Intelligence: The Role of Data Analysts and Data Scientists in NLP-Driven Cyber Threat Intelligence","author":"Aziz Ozmen","date":"March 6, 2026","format":false,"excerpt":"Aziz Ozmen, PhDaziz.ozmen@gc4ss.org Senior Security AnalystGlobal Center for Security Studies From Open Source to Actionable Intelligence: The Role of Data Analysts and Data Scientists in NLP-Driven Cyber Threat Intelligence Abstract The digital ecosystem is awash with unstructured textual data relevant to cybersecurity: threat intelligence reports, dark web forums, vulnerability disclosures,\u2026","rel":"","context":"In &quot;Cyber Security&quot;","block_context":{"text":"Cyber Security","link":"https:\/\/www.gc4ss.org\/?cat=56"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/www.gc4ss.org\/wp-content\/uploads\/2026\/03\/aozmen2026.png?fit=1081%2C400&ssl=1&resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/www.gc4ss.org\/wp-content\/uploads\/2026\/03\/aozmen2026.png?fit=1081%2C400&ssl=1&resize=350%2C200 1x, https:\/\/i0.wp.com\/www.gc4ss.org\/wp-content\/uploads\/2026\/03\/aozmen2026.png?fit=1081%2C400&ssl=1&resize=525%2C300 1.5x, https:\/\/i0.wp.com\/www.gc4ss.org\/wp-content\/uploads\/2026\/03\/aozmen2026.png?fit=1081%2C400&ssl=1&resize=700%2C400 2x, https:\/\/i0.wp.com\/www.gc4ss.org\/wp-content\/uploads\/2026\/03\/aozmen2026.png?fit=1081%2C400&ssl=1&resize=1050%2C600 3x"},"classes":[]},{"id":2821,"url":"https:\/\/www.gc4ss.org\/?p=2821","url_meta":{"origin":2825,"position":1},"title":"Silent Signals: The Role of Data Analysts and Data Scientists in Algorithmic Market Anomaly Detection for Fraud and Insider Trading Identification","author":"Aziz Ozmen","date":"February 6, 2024","format":false,"excerpt":"Aziz Ozmen, PhDaziz.ozmen@gc4ss.org \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 Senior Security Analyst\u00a0 \u00a0 \u00a0 \u00a0 \u00a0Global Center for Security Studies Silent Signals: The Role of Data Analysts and Data Scientists in Algorithmic Market Anomaly Detection for Fraud and Insider Trading Identification Abstract The digitization of global financial markets has produced an\u2026","rel":"","context":"In \"Silent Signals: The Role of Data Analysts and Data Scientists in Algorithmic Market Anomaly Detection for Fraud and Insider Trading Identification\"","block_context":{"text":"Silent Signals: The Role of Data Analysts and Data Scientists in Algorithmic Market Anomaly Detection for Fraud and Insider Trading Identification","link":"https:\/\/www.gc4ss.org\/?tag=silent-signals-the-role-of-data-analysts-and-data-scientists-in-algorithmic-market-anomaly-detection-for-fraud-and-insider-trading-identification"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/www.gc4ss.org\/wp-content\/uploads\/2024\/02\/aozmen2024.png?fit=1081%2C400&ssl=1&resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/www.gc4ss.org\/wp-content\/uploads\/2024\/02\/aozmen2024.png?fit=1081%2C400&ssl=1&resize=350%2C200 1x, https:\/\/i0.wp.com\/www.gc4ss.org\/wp-content\/uploads\/2024\/02\/aozmen2024.png?fit=1081%2C400&ssl=1&resize=525%2C300 1.5x, https:\/\/i0.wp.com\/www.gc4ss.org\/wp-content\/uploads\/2024\/02\/aozmen2024.png?fit=1081%2C400&ssl=1&resize=700%2C400 2x, https:\/\/i0.wp.com\/www.gc4ss.org\/wp-content\/uploads\/2024\/02\/aozmen2024.png?fit=1081%2C400&ssl=1&resize=1050%2C600 3x"},"classes":[]},{"id":2823,"url":"https:\/\/www.gc4ss.org\/?p=2823","url_meta":{"origin":2825,"position":2},"title":"The Digital Pulse: Leveraging Natural Language Processing and Social Media Analytics for Real-Time Societal Sentiment Tracking","author":"Aziz Ozmen","date":"August 6, 2024","format":false,"excerpt":"Aziz Ozmen, PhDaziz.ozmen@gc4ss.org Senior Security AnalystGlobal Center for Security Studies The Digital Pulse: Leveraging Natural Language Processing and Social Media Analytics for Real-Time Societal Sentiment Tracking Abstract The advent of social media has transformed the public sphere into an unprecedented source of real-time, high-velocity textual data. This paper investigates the\u2026","rel":"","context":"In \"Computational Social Science\"","block_context":{"text":"Computational Social Science","link":"https:\/\/www.gc4ss.org\/?tag=computational-social-science"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/www.gc4ss.org\/wp-content\/uploads\/2024\/08\/aozmen2024-2.png?fit=1081%2C400&ssl=1&resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/www.gc4ss.org\/wp-content\/uploads\/2024\/08\/aozmen2024-2.png?fit=1081%2C400&ssl=1&resize=350%2C200 1x, https:\/\/i0.wp.com\/www.gc4ss.org\/wp-content\/uploads\/2024\/08\/aozmen2024-2.png?fit=1081%2C400&ssl=1&resize=525%2C300 1.5x, https:\/\/i0.wp.com\/www.gc4ss.org\/wp-content\/uploads\/2024\/08\/aozmen2024-2.png?fit=1081%2C400&ssl=1&resize=700%2C400 2x, https:\/\/i0.wp.com\/www.gc4ss.org\/wp-content\/uploads\/2024\/08\/aozmen2024-2.png?fit=1081%2C400&ssl=1&resize=1050%2C600 3x"},"classes":[]},{"id":2816,"url":"https:\/\/www.gc4ss.org\/?p=2816","url_meta":{"origin":2825,"position":3},"title":"From Transaction to Prediction: The Roles of Data Analysts and Data Scientists in Customer Lifetime Value Estimation and Churn Reduction","author":"Aziz Ozmen","date":"May 6, 2022","format":false,"excerpt":"Aziz Ozmen, PhDaziz.ozmen@gc4ss.org \u00a0 \u00a0 \u00a0 \u00a0 \u00a0Senior Security Analyst\u00a0 \u00a0 \u00a0 \u00a0 \u00a0Global Center for Security Studies From Transaction to Prediction: The Roles of Data Analysts and Data Scientists in Customer Lifetime Value Estimation and Churn Reduction Abstract The digital transformation of retail has produced an unprecedented wealth of\u2026","rel":"","context":"In \"Apriori Algorithm\"","block_context":{"text":"Apriori Algorithm","link":"https:\/\/www.gc4ss.org\/?tag=apriori-algorithm"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/www.gc4ss.org\/wp-content\/uploads\/2022\/05\/aozmen2022.webp?fit=1200%2C800&ssl=1&resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/www.gc4ss.org\/wp-content\/uploads\/2022\/05\/aozmen2022.webp?fit=1200%2C800&ssl=1&resize=350%2C200 1x, https:\/\/i0.wp.com\/www.gc4ss.org\/wp-content\/uploads\/2022\/05\/aozmen2022.webp?fit=1200%2C800&ssl=1&resize=525%2C300 1.5x, https:\/\/i0.wp.com\/www.gc4ss.org\/wp-content\/uploads\/2022\/05\/aozmen2022.webp?fit=1200%2C800&ssl=1&resize=700%2C400 2x, https:\/\/i0.wp.com\/www.gc4ss.org\/wp-content\/uploads\/2022\/05\/aozmen2022.webp?fit=1200%2C800&ssl=1&resize=1050%2C600 3x"},"classes":[]},{"id":959,"url":"https:\/\/www.gc4ss.org\/?p=959","url_meta":{"origin":2825,"position":4},"title":"Chad, An Evolving Dramatic Context of Insurgency and Poverty","author":"Paolo Zucconi","date":"May 13, 2019","format":false,"excerpt":"Paolo Zucconi paolo.zucconi@gc4ss.org Research Fellow Global Center for Security Studies Boko Haram (BH) remains today a major threat for Nigeria's, Chad's, Niger's and Cameroon's stability and security. One of the most critical issues is its decentralized structure and resilience to attempts to eradicate it from the society. The group is\u2026","rel":"","context":"In &quot;Africa&quot;","block_context":{"text":"Africa","link":"https:\/\/www.gc4ss.org\/?cat=50"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/www.gc4ss.org\/wp-content\/uploads\/2019\/05\/Chad-latest-news.jpg?fit=938%2C450&ssl=1&resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/www.gc4ss.org\/wp-content\/uploads\/2019\/05\/Chad-latest-news.jpg?fit=938%2C450&ssl=1&resize=350%2C200 1x, https:\/\/i0.wp.com\/www.gc4ss.org\/wp-content\/uploads\/2019\/05\/Chad-latest-news.jpg?fit=938%2C450&ssl=1&resize=525%2C300 1.5x, https:\/\/i0.wp.com\/www.gc4ss.org\/wp-content\/uploads\/2019\/05\/Chad-latest-news.jpg?fit=938%2C450&ssl=1&resize=700%2C400 2x"},"classes":[]},{"id":884,"url":"https:\/\/www.gc4ss.org\/?p=884","url_meta":{"origin":2825,"position":5},"title":"What Works, What Doesn&#8217;t, What&#8217;s Promising: Exploring the Role of Evidence-Based Policing","author":"Emirhan Darcan","date":"August 23, 2018","format":false,"excerpt":"Emirhan Darcan, PhD emirhan.darcan@gc4ss.org Expert Global Center for Security Studies Evidence-based policing is determined by statistical evidence gathered after the implementation of a program. Instead of other policing strategies, this program is malleable, dependent on data and studies being conducted. Currently, police agencies operate under set conditions. The men and\u2026","rel":"","context":"In &quot;Issues in Law Enforcement&quot;","block_context":{"text":"Issues in Law Enforcement","link":"https:\/\/www.gc4ss.org\/?cat=58"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/www.gc4ss.org\/wp-content\/uploads\/2018\/08\/Emirhan-2.webp?fit=1200%2C686&ssl=1&resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/www.gc4ss.org\/wp-content\/uploads\/2018\/08\/Emirhan-2.webp?fit=1200%2C686&ssl=1&resize=350%2C200 1x, https:\/\/i0.wp.com\/www.gc4ss.org\/wp-content\/uploads\/2018\/08\/Emirhan-2.webp?fit=1200%2C686&ssl=1&resize=525%2C300 1.5x, https:\/\/i0.wp.com\/www.gc4ss.org\/wp-content\/uploads\/2018\/08\/Emirhan-2.webp?fit=1200%2C686&ssl=1&resize=700%2C400 2x, https:\/\/i0.wp.com\/www.gc4ss.org\/wp-content\/uploads\/2018\/08\/Emirhan-2.webp?fit=1200%2C686&ssl=1&resize=1050%2C600 3x"},"classes":[]}],"_links":{"self":[{"href":"https:\/\/www.gc4ss.org\/index.php?rest_route=\/wp\/v2\/posts\/2825","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.gc4ss.org\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.gc4ss.org\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.gc4ss.org\/index.php?rest_route=\/wp\/v2\/users\/519"}],"replies":[{"embeddable":true,"href":"https:\/\/www.gc4ss.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=2825"}],"version-history":[{"count":0,"href":"https:\/\/www.gc4ss.org\/index.php?rest_route=\/wp\/v2\/posts\/2825\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.gc4ss.org\/index.php?rest_route=\/wp\/v2\/media\/2836"}],"wp:attachment":[{"href":"https:\/\/www.gc4ss.org\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=2825"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.gc4ss.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=2825"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.gc4ss.org\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=2825"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}