BUS-ANALYTICS.KZ1
Business Analytics: Data-Driven Decision Making for Modern Organizations
- 21 Lecciones interactivas y 98 topics mapped to the official exam objectives
Intermediate A tu propio ritmo · 1 año de acceso
21Lecciones interactivas
98Topics
01 / Lecciones y laboratorios
See exactly what you will learn and practice
Plan de estudios
21 Lecciones interactivas · 98 topics01 Preface +
02 Business Analytics and Data-Driven Organizations 4 topics +
- Defining Business Analytics and its Organizational Impact
- Types of Business Analytics
- The Analytics Lifecycle and Ethical Considerations
- Summary
03 Analytics for Competitive Advantage 4 topics +
- Strategic Decision-Making with Analytics
- Analytics for Capital Deployment
- Analytics for Performance Measurement and Value Creation
- Summary
04 Data Architecture and Sources 5 topics +
- Foundational Data Concepts
- Core Data Architectures
- Data Sources and Integration
- Data Governance and Quality
- Summary
05 Data Acquisition and Management with Python and SQL 4 topics +
- Setting Up Your Data Analytics Environment
- Data Import and Export Techniques
- Foundational SQL for Data Retrieval
- Summary
06 Working with DataFrames 4 topics +
- Creating and Managing DataFrames
- Selecting, Filtering, and Sorting Data
- Aggregating and Grouping Data
- Summary
07 Data Cleaning and Preparation 7 topics +
- Data Quality Assessment and Initial Inspection
- Handling Missing Values
- Outlier Detection and Treatment
- Data Transformation Techniques
- Feature Engineering for Enhanced Analysis
- Preparing Data for Analysis
- Summary
08 Exploratory Data Analysis 5 topics +
- Introduction to EDA and its Role in Business Analytics
- Summary Statistics for Data Characterization
- Visualizing Data Distributions and Relationships
- Advanced EDA for Pattern Discovery and Insight Generation
- Summary
09 Data Visualization and Storytelling 5 topics +
- Principles of Effective Data Visualization
- Creating Business Charts with Modern Tools
- Identifying and Avoiding Misleading Visualizations
- Data Storytelling for Executive Audiences
- Summary
10 Statistical Inference and Experimentation 5 topics +
- Estimating Population Parameters with Confidence Intervals
- Hypothesis Testing for Business Claims
- Designing and Analyzing Business Experiments (A/B Testing)
- Ensuring Reliable Conclusions and Avoiding Analytical Errors
- Summary
11 Regression Analysis and Business Modeling 7 topics +
- Distinguishing Correlation from Causation
- Simple Linear Regression Modeling
- Multiple Linear Regression and Model Building
- Evaluating Regression Model Performance
- Applying Regression to Business Forecasting
- Translating Regression Outputs into Managerial Insights
- Summary
12 Predictive Analytics for Business 3 topics +
- Introduction to Predictive Analytics and Machine Learning
- Model Evaluation and Business Relevance
- Summary
13 Forecasting and Time-Series Analytics 4 topics +
- Understanding Time-Series Data Components
- Foundational Forecasting Models
- Advanced Forecasting Techniques and Applications
- Summary
14 Optimization Models for Decision Making 5 topics +
- Introduction to Prescriptive Analytics and Optimization
- Linear Programming for Resource Allocation
- Capacity Planning and Capital Budgeting
- Sensitivity Analysis in Optimization Models
- Summary
15 Simulation and Scenario Analysis 6 topics +
- Understanding What-If Analysis for Initial Decision Support
- Modeling Uncertainty with Monte Carlo Simulation
- Assessing and Managing Risk Through Simulation
- Developing Structured Scenarios for Future Business Conditions
- Applying Simulation and Scenario Analysis to Resource Management
- Summary
16 Business Intelligence and Dashboard Design 5 topics +
- Foundations of Business Intelligence
- Dashboard Design Principles and Types
- Leveraging Power BI for Visualization
- Implementing Self-Service Analytics
- Summary
17 Analytics Across Business Functions 6 topics +
- Foundations of Cross-Functional Analytics
- Marketing and Customer Analytics for Growth
- Financial and Operations Analytics for Efficiency
- Supply Chain and Human Resources Analytics for Optimization
- Developing Cross-Functional Recommendations
- Summary
18 Analytics Strategy, Governance, and Emerging Trends 6 topics +
- Developing a Comprehensive Analytics Strategy
- Establishing Data Governance and Privacy Frameworks
- Leveraging Cloud Analytics Platforms
- Exploring AI, Generative AI, and Real-Time Analytics
- Future Trends and Strategic Imperatives in Business Analytics
- Summary
19 End-to-End Business Analytics Projects 6 topics +
- Market Development Analysis Project
- Customer Retention Analysis Project
- Resource Optimization Project
- Executive Dashboard Project
- Comprehensive Capstone Case Study
- Summary
20 Python Essentials for Business Analytics 3 topics +
- Setting Up Your Python Environment
- Python Fundamentals: Variables and Data Types
- Summary
21 Statistical Tables and Formulas 4 topics +
- Measures of Central Tendency and Dispersion
- Probability Distributions and Hypothesis Testing
- Regression Analysis and Correlation
- Summary
Prepárate para Business Analytics: Data-Driven Decision Making for Modern Organizations
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- 1 año de acceso completo
- Certificado de finalización
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