Handling Large Scale Unit Level Data Course

4.3

(9 reviews)

41 Lessons
421 Students
Certificate of completion

Track:

Computer Science

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

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What You'll Learn

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