Data Analyst Certification Course

Module 1: Statistics & Exploratory Data Analysis

⏳ 2 weeks

• Topics: Descriptive statistics, distributions, outliers, summary metrics

• Hands-on: Perform EDA on real datasets to uncover trends and anomalies

Module 2: SQL for Data Analytics

⏳ 2 weeks

• Topics: SELECT, JOINs, subqueries, window functions, CTEs

• Hands-on: Query a sales database to generate customer and product insights

Module 3: Python for Data Analysis

⏳ 2 weeks

• Topics: Pandas dataframes, data cleaning, groupbys, merging datasets

• Hands-on: Clean and transform survey data, then visualize key findings

Module 4: Data Visualization with Power BI

⏳ 1 week

• Topics: Data modeling, DAX basics, report design, custom visuals

• Hands-on: Build a sales performance dashboard with filters and slicers

Module 5: Data Visualization with Tableau

⏳ 1 week

• Topics: Tableau interface, calculated fields, parameters, story points

• Hands-on: Create an interactive executive dashboard with drill-downs

Module 6: Advanced Analytics & Machine Learning

⏳ 2 weeks

• Topics: Regression, classification basics, clustering (K-means), model evaluation

• Hands-on: Develop and compare predictive models on a marketing dataset

Module 7: Excel for Data Analysis

⏳ 1 week

• Topics: PivotTables, Power Query, advanced formulas, data validation

• Hands-on: Automate monthly reporting using Power Query and macros

Module 8: Capstone Project & Presentation

⏳ 2 weeks

• Topics: End-to-end analysis, storytelling, business recommendations

• Hands-on: Conduct a full data analysis project and present insights with dashboards

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