Data Literacy and Strategy

  1. Building Data Literacy Skills
    1. Reading and Understanding Data
      1. Data Type Recognition
        1. Structured Data Formats
          1. Tabular Data Structures
            1. Relational Database Schemas
              1. Spreadsheet Organizations
              2. Unstructured Data Types
                1. Text Documents
                  1. Images and Videos
                    1. Audio Files
                      1. Social Media Content
                      2. Semi-structured Data Forms
                        1. JSON Format
                          1. XML Structure
                            1. Log File Formats
                              1. Configuration Files
                            2. Data Source Identification
                              1. Internal Organizational Sources
                                1. Operational Systems
                                  1. Customer Relationship Management
                                    1. Enterprise Resource Planning
                                      1. Financial Systems
                                      2. External Data Sources
                                        1. Government Databases
                                          1. Industry Reports
                                            1. Market Research
                                              1. Social Media Platforms
                                              2. Primary Data Collection
                                                1. Survey Design
                                                  1. Interview Methods
                                                    1. Observational Studies
                                                      1. Experimental Data
                                                      2. Secondary Data Utilization
                                                        1. Published Research
                                                          1. Historical Records
                                                            1. Third-party Datasets
                                                              1. Syndicated Data
                                                          2. Working with Data Effectively
                                                            1. Data Collection Methodologies
                                                              1. Survey Design Principles
                                                                1. Sampling Techniques
                                                                  1. Data Collection Tools
                                                                    1. Quality Control Measures
                                                                    2. Data Storage Fundamentals
                                                                      1. File System Organization
                                                                        1. Database Concepts
                                                                          1. Cloud Storage Options
                                                                            1. Data Backup Strategies
                                                                            2. Essential Data Tools
                                                                              1. Spreadsheet Applications
                                                                                1. Database Query Languages
                                                                                  1. Visualization Software
                                                                                    1. Statistical Packages
                                                                                  2. Analyzing Data for Insights
                                                                                    1. Statistical Foundation Concepts
                                                                                      1. Descriptive Statistics
                                                                                        1. Measures of Central Tendency
                                                                                          1. Measures of Variability
                                                                                            1. Distribution Characteristics
                                                                                            2. Data Distribution Understanding
                                                                                              1. Normal Distribution Properties
                                                                                                1. Skewness and Kurtosis
                                                                                                  1. Outlier Identification
                                                                                                    1. Distribution Testing
                                                                                                  2. Relationship Analysis
                                                                                                    1. Correlation Analysis
                                                                                                      1. Causation vs Correlation
                                                                                                        1. Regression Concepts
                                                                                                          1. Association Measures
                                                                                                        2. Communicating with Data
                                                                                                          1. Question Formulation
                                                                                                            1. Research Question Development
                                                                                                              1. Hypothesis Formation
                                                                                                                1. Objective Setting
                                                                                                                  1. Success Criteria Definition
                                                                                                                  2. Data-Driven Argumentation
                                                                                                                    1. Evidence Presentation
                                                                                                                      1. Logical Reasoning
                                                                                                                        1. Counterargument Consideration
                                                                                                                          1. Conclusion Drawing
                                                                                                                          2. Audience-Specific Communication
                                                                                                                            1. Executive Summaries
                                                                                                                              1. Technical Reports
                                                                                                                                1. Public Presentations
                                                                                                                                  1. Stakeholder Briefings