Module #1 Introduction to OSINT Overview of Open Source Intelligence, its importance, and applications
Module #2 OSINT Tools and Technologies Exploring popular OSINT tools, platforms, and technologies
Module #3 Data Sources for OSINT Overview of publicly available data sources for OSINT, including social media, web scraping, and online databases
Module #4 Data Collection Methods Hands-on training on data collection methods using OSINT tools and techniques
Module #5 Data Preprocessing and Cleaning Best practices for preprocessing and cleaning OSINT data for analysis
Module #6 Introduction to Data Analysis Foundations of data analysis, including types of analysis and visualization techniques
Module #7 Descriptive Analytics Applying descriptive analytics to OSINT data, including summary statistics and data visualization
Module #8 Inferential Analytics Applying inferential analytics to OSINT data, including hypothesis testing and confidence intervals
Module #9 Predictive Analytics Applying predictive analytics to OSINT data, including regression and classification models
Module #10 Text Analytics Applying text analytics to OSINT data, including sentiment analysis and topic modeling
Module #11 Network Analysis Applying network analysis to OSINT data, including social network analysis and graph theory
Module #12 Geospatial Analysis Applying geospatial analysis to OSINT data, including mapping and spatial analysis
Module #13 Time Series Analysis Applying time series analysis to OSINT data, including forecasting and anomaly detection
Module #14 Data Visualization for OSINT Effective data visualization techniques for OSINT analysis, including interactive visualizations
Module #15 OSINT Analysis for Cybersecurity Applying OSINT analysis to cybersecurity threats, including threat intelligence and incident response
Module #16 OSINT Analysis for Investigative Journalism Applying OSINT analysis to investigative journalism, including data-driven storytelling
Module #17 OSINT Analysis for Law Enforcement Applying OSINT analysis to law enforcement, including crime analysis and intelligence gathering
Module #18 OSINT Analysis for Business Intelligence Applying OSINT analysis to business intelligence, including market research and competitor analysis
Module #19 OSINT Analysis for Humanitarian Response Applying OSINT analysis to humanitarian response, including disaster response and relief efforts
Module #20 OSINT Analysis for Environmental Monitoring Applying OSINT analysis to environmental monitoring, including pollution tracking and climate analysis
Module #21 Ethical Considerations in OSINT Analysis Ethical considerations and legal frameworks for OSINT analysis, including privacy and surveillance concerns
Module #22 OSINT Tools for Advanced Analysis Advanced OSINT tools and techniques for advanced analysis, including machine learning and natural language processing
Module #23 Case Studies in OSINT Analysis Real-world case studies in OSINT analysis, including successful applications and lessons learned
Module #24 Course Wrap-Up & Conclusion Planning next steps in Data Analysis in Open Source Intelligence career
