{"id":2823,"date":"2024-08-06T22:09:09","date_gmt":"2024-08-06T21:09:09","guid":{"rendered":"https:\/\/www.gc4ss.org\/?p=2823"},"modified":"2026-04-06T22:48:24","modified_gmt":"2026-04-06T21:48:24","slug":"the-digital-pulse-leveraging-natural-language-processing-and-social-media-analytics-for-real-time-societal-sentiment-tracking","status":"publish","type":"post","link":"https:\/\/www.gc4ss.org\/?p=2823","title":{"rendered":"The Digital Pulse: Leveraging Natural Language Processing and Social Media Analytics for Real-Time Societal Sentiment Tracking"},"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>Senior<\/strong> <strong>Security Analyst<\/strong><br \/><strong>Global Center for Security Studies<\/strong><\/p>\r\n\r\n\r\n","protected":false},"excerpt":{"rendered":"<p>Aziz Ozmen, PhDaziz.ozmen@gc4ss.org Senior Security AnalystGlobal Center for Security Studies<\/p>\n","protected":false},"author":519,"featured_media":2835,"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":[1],"tags":[238,230,233,236,235,234,237],"class_list":["post-2823","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-uncategorized","tag-computational-social-science","tag-data-science","tag-natural-language-processing","tag-public-opinion-mining","tag-sentiment-analysis","tag-social-media-analytics","tag-transformer-models"],"aioseo_notices":[],"jetpack_publicize_connections":[],"jetpack_featured_media_url":"https:\/\/i0.wp.com\/www.gc4ss.org\/wp-content\/uploads\/2024\/08\/aozmen2024-2.png?fit=1081%2C400&ssl=1","jetpack_sharing_enabled":true,"jetpack_shortlink":"https:\/\/wp.me\/p9RaMN-Jx","jetpack-related-posts":[{"id":2829,"url":"https:\/\/www.gc4ss.org\/?p=2829","url_meta":{"origin":2823,"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":2825,"url":"https:\/\/www.gc4ss.org\/?p=2825","url_meta":{"origin":2823,"position":1},"title":"The Force Multiplier: Institutionalizing the Data Analyst and Data Scientist in Modern Cybersecurity Operations","author":"Aziz Ozmen","date":"July 6, 2025","format":false,"excerpt":"Aziz Ozmen, PhDaziz.ozmen@gc4ss.org \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 Senior Security Analyst\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 Global Center for Security Studies The Force Multiplier: Institutionalizing the Data Analyst and Data Scientist in Modern Cybersecurity Operations Abstract The contemporary cybersecurity landscape is characterized by an unprecedented volume, velocity, and variety of data,\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\/2025\/07\/aozmen2025.png?fit=1081%2C400&ssl=1&resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/www.gc4ss.org\/wp-content\/uploads\/2025\/07\/aozmen2025.png?fit=1081%2C400&ssl=1&resize=350%2C200 1x, https:\/\/i0.wp.com\/www.gc4ss.org\/wp-content\/uploads\/2025\/07\/aozmen2025.png?fit=1081%2C400&ssl=1&resize=525%2C300 1.5x, https:\/\/i0.wp.com\/www.gc4ss.org\/wp-content\/uploads\/2025\/07\/aozmen2025.png?fit=1081%2C400&ssl=1&resize=700%2C400 2x, https:\/\/i0.wp.com\/www.gc4ss.org\/wp-content\/uploads\/2025\/07\/aozmen2025.png?fit=1081%2C400&ssl=1&resize=1050%2C600 3x"},"classes":[]},{"id":2816,"url":"https:\/\/www.gc4ss.org\/?p=2816","url_meta":{"origin":2823,"position":2},"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":2784,"url":"https:\/\/www.gc4ss.org\/?p=2784","url_meta":{"origin":2823,"position":3},"title":"Emergency Management as an Interdisciplinary Field: Governance, Leadership, and Social Vulnerability","author":"Tuncay Unal","date":"January 22, 2021","format":false,"excerpt":"Tuncay Unal, PhDtuncay.unal@gc4ss.org ExpertGlobal Center for Security Studies Emergency management is a multidisciplinary field that draws on public administration, political science, sociology, geography, and organisational studies. While early research concentrated primarily on disaster response and operational issues, contemporary scholarship has broadened the scope to include mitigation, preparedness, ethics, governance, and\u2026","rel":"","context":"In &quot;Conflicting Zones&quot;","block_context":{"text":"Conflicting Zones","link":"https:\/\/www.gc4ss.org\/?cat=43"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/www.gc4ss.org\/wp-content\/uploads\/2026\/01\/Blogimage-Tunal2.png?fit=1200%2C800&ssl=1&resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/www.gc4ss.org\/wp-content\/uploads\/2026\/01\/Blogimage-Tunal2.png?fit=1200%2C800&ssl=1&resize=350%2C200 1x, https:\/\/i0.wp.com\/www.gc4ss.org\/wp-content\/uploads\/2026\/01\/Blogimage-Tunal2.png?fit=1200%2C800&ssl=1&resize=525%2C300 1.5x, https:\/\/i0.wp.com\/www.gc4ss.org\/wp-content\/uploads\/2026\/01\/Blogimage-Tunal2.png?fit=1200%2C800&ssl=1&resize=700%2C400 2x, https:\/\/i0.wp.com\/www.gc4ss.org\/wp-content\/uploads\/2026\/01\/Blogimage-Tunal2.png?fit=1200%2C800&ssl=1&resize=1050%2C600 3x"},"classes":[]},{"id":317,"url":"https:\/\/www.gc4ss.org\/?p=317","url_meta":{"origin":2823,"position":4},"title":"The Future of Democracy in the Age of Social Media","author":"Ahmet Celik","date":"April 14, 2018","format":false,"excerpt":"Ahmet Celik, PhD ahmet.celik@gc4ss.org Senior Expert Global Center for Security Studies Nowadays, in certain countries, it is really difficult to find a brand-new vehicle with mechanical key system, most of which can be operated by a remote control without requiring to push any button. If you approach your car with\u2026","rel":"","context":"In &quot;Democracy And Rule of Law&quot;","block_context":{"text":"Democracy And Rule of Law","link":"https:\/\/www.gc4ss.org\/?cat=57"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/www.gc4ss.org\/wp-content\/uploads\/2018\/04\/By-By-Democrasi.png?fit=560%2C315&ssl=1&resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/www.gc4ss.org\/wp-content\/uploads\/2018\/04\/By-By-Democrasi.png?fit=560%2C315&ssl=1&resize=350%2C200 1x, https:\/\/i0.wp.com\/www.gc4ss.org\/wp-content\/uploads\/2018\/04\/By-By-Democrasi.png?fit=560%2C315&ssl=1&resize=525%2C300 1.5x"},"classes":[]},{"id":2821,"url":"https:\/\/www.gc4ss.org\/?p=2821","url_meta":{"origin":2823,"position":5},"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":[]}],"_links":{"self":[{"href":"https:\/\/www.gc4ss.org\/index.php?rest_route=\/wp\/v2\/posts\/2823","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=2823"}],"version-history":[{"count":0,"href":"https:\/\/www.gc4ss.org\/index.php?rest_route=\/wp\/v2\/posts\/2823\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.gc4ss.org\/index.php?rest_route=\/wp\/v2\/media\/2835"}],"wp:attachment":[{"href":"https:\/\/www.gc4ss.org\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=2823"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.gc4ss.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=2823"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.gc4ss.org\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=2823"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}