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Indian Institute of Technology Roorkee

Handling Large-Scale Unit Level Data Using STATA

Indian Institute of Technology Roorkee and NPTEL via Swayam

Overview

The primary objective of this module is to enable learners in handling various large-scale complex database for detailed analysis. The latest statistical software like STATA will be employed in explaining these concepts as stated in the module. This will be practically oriented. The module covers the topics from basics of data, their collection, tabulation and analysis. The data analysis will be performed on various real life data (both quantitative and qualitative) which is crucial to any research. Topics include familiarization with unit-level data, collection, prerequisites, descriptive and inferential statistics, analysis of data using STATA, analysis of qualitative variables, and handling longitudinal (panel) data, etc.
INTENDED AUDIENCE :Economics, Management, Sociology, Engineering, Science, InterdisciplinaryPREREQUISITES : Basics of StatisticsINDUSTRIES SUPPORT :Consultancy, training and capacity building, Research and Business Analytics, professionals both teaching as research

Syllabus

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

Taught by

Prof. Pratap C. Mohanty

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