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Handling Large Scale Unit Level Data

Track :

Computer Science

Lessons no : 41

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What will you learn in this course?
  • Master techniques for collecting and managing large-scale unit level data using STATA tools and methods
  • Apply sample size determination methods for reliable unit level data collection and analysis
  • Navigate and explore unit level datasets from NSS, IHDS, and NFHS using STATA efficiently
  • Design effective questionnaires and create new variables for comprehensive unit level data analysis
  • Combine and extract datasets in STATA to prepare data for advanced statistical analysis
  • Perform factor analysis and linear regression to identify key patterns and relationships in unit level data
  • Analyze qualitative variables using binary choice models for nuanced insights into survey data
  • Construct and analyze panel data to study longitudinal trends in large-scale unit level datasets
  • Implement data management best practices for large datasets to ensure accuracy and consistency
  • Utilize STATA commands for data extraction, merging, and variable creation in complex datasets
  • Interpret results from regression and factor analysis to inform policy and decision-making
  • Develop skills to handle, analyze, and visualize large-scale unit level data for research and policy analysis

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Lessons | 41
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Superb 2024-01-07

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it is amazing to learn about STATA and apply it in Data Science 2023-04-25

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Course layout WEEK 1: Familiarization with Unit Level Data Introduction to Data Introduction to Unit Level Data Understanding Unit Level Data: NSS Understanding Unit Level Data: IHDS Understanding Unit Level Data: NFHS WEEK 2: Collection of Unit Level data Review of Sample Techniques Review of Sample Techniques-II Sample size Sample Size Determination Sample size Determination- II WEEK 3: Getting Started With STATA Introduction to Stata Exploring Data in Stata Managing Data in Stata-I Managing Data in Stata-II Managing Data in Stata-III WEEK 4: Prerequisites of Unit level Data Questionnaire Design Tabulation and Creation of New Variables in STATA-I Tabulation and Creation of New Variables in STATA-II Tabulation and Creation of New Variables in STATA-III Variable and Value labels WEEK 5: Hand Holding of Unit Level Data Extraction in STATA-I Extraction in STATA-II Combining Datasets in STATA-I Combining Datasets in STATA-II Review of Commands WEEK 6: Analysis of Unit level Data Factor Analysis with Stata- I Factor Analysis with Stata- II Linear Regression Analysis in Stata-I Linear Regression Analysis in Stata-II Linear Regression Analysis in Stata-III WEEK 7: Analysis of Qualitative Variables Introduction to Qualitative Variables Binary Choice Model -I Binary Choice Model -II Binary Choice Model -III Binary Choice Model -IV WEEK 8: Analysis of Unit level Longitudinal Data Introduction of Panel Data Panel Data Models Pooled Cross Sectional Data Construction of Panel Data Analysis of Panel Data in Stata