Specialization

Data Analyst

Turn raw business and research data into actionable visual insights and metrics.

Beginner to Intermediate
5 months

About this track

Data analysts bridge the gap between numbers and informed decisions. This applied specialization equips you with the complete analytical toolkit: querying databases with SQL, wrangling and cleaning real-world datasets with Python and Pandas, applying statistical analysis, creating publication-ready visualizations with Matplotlib/Seaborn, and conducting deep exploratory data analysis (EDA) to produce executive findings.

Learning modules

  1. 1The analytical process: Formulating questions & metrics framework
  2. 2SQL for data analysis: Querying, filtering, aggregations, JOINs & CTEs
  3. 3Python for analytics: Core syntax, data structures & environment setup
  4. 4Numerical operations and array fundamentals with NumPy
  5. 5Data manipulation & cleaning with Pandas (Series, DataFrames, Missing data)
  6. 6Applied statistics: Measures of central tendency, spread, correlation & distributions
  7. 7Data visualization: Chart selection, formatting & Matplotlib/Seaborn dashboards
  8. 8Exploratory Data Analysis (EDA): Spotting trends, anomalies & relationships
  9. 9Business intelligence metrics, KPI calculations & reporting frameworks
  10. 10Capstone: Comprehensive data analysis report on real business or research datasets

Outcomes

  • Extract, join, and aggregate tabular data efficiently using SQL
  • Clean, reshape, and transform messy real-world datasets using Pandas
  • Compute descriptive and inferential statistics to validate hypotheses
  • Create clear, compelling visual chart dashboards for decision-makers
  • Deliver professional exploratory analysis reports with actionable conclusions

Indicative Career Directions & Pathways

These represent real-world industry pathways aligned with this curriculum. Outcomes depend on individual dedication, hands-on practice, and portfolio building (no guaranteed job placement).

Data AnalystBusiness Intelligence AnalystResearch Data AnalystOperations Analyst

Turn raw business and research data into actionable visual insights and metrics.

Join Data Analyst

  • 5 months
  • Beginner to Intermediate
  • Live Online Classes
  • One-to-one or cohort batches
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