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Handling Large-Scale Unit Level Data Using STATA

By Prof. Pratap C. Mohanty   |   IIT Roorkee
Learners enrolled: 179
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, Interdisciplinary
PREREQUISITES : Basics of Statistics
INDUSTRIES  SUPPORT     : Consultancy, training and capacity building, Research and Business Analytics, professionals both teaching as research
Summary
Course Status : Upcoming
Course Type : Elective
Duration : 8 weeks
Start Date : 21 Feb 2022
End Date : 15 Apr 2022
Exam Date : 24 Apr 2022 IST
Category :
  • Humanities and Social Sciences
  • Faculty Domain - Fundamental
Credit Points : 2
Level : Undergraduate/Postgraduate



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-I
  • Review of Sample Techniques-II
  • Sample size
  • Sample Size Determination-I
  • 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

Books and references

Adesoji, F & Babatunde, Musibau. (2018), BASIC STATISTICAL TECHNIQUES IN RESEARCH
Lyon, A. (2014), Why are normal distributions normal?, The British Journal for the philosophy of science
William H Greene: Econometric Analysis, Pearson 8th Edn.
Freedman & Pisani & Purves: Statistics 4th Edn
Cameron & Trivedi: Microeconometrics using STATA, Revised Edn.
Wooldridge: Econometric Analysis of Cross-section and Panel Data, MIT Press
Other Readings during lecture ppts.

Instructor bio

Prof. Pratap C. Mohanty

IIT Roorkee
Dr. Pratap Mohanty is presently a faculty member in the Economics discipline of Dept. of Humanities and Social Sciences, IIT Roorkee. He has over twelve years of teaching and research experience from reputed universities and institutions. Prior to IIT Roorkee, he was associated as Assistant Professor with Indian Institute of Foreign Trade (IIFT), New Delhi. While in IIFT, he was among the faculty members to train the trade professionals including IFS and IRS probationers. He has been teaching the paper ‘International Trade’ over six years to Masters and under graduate students. He was also a visiting professor and instructor for the paper ‘International Economics’ at IIM Indore

Course certificate

The course is free to enroll and learn from. But if you want a certificate, you have to register and write the proctored exam conducted by us in person at any of the designated exam centres.
The exam is optional for a fee of Rs 1000/- (Rupees one thousand only).
Date and Time of Exams: 24 April 2022 Morning session 9am to 12 noon; Afternoon Session 2pm to 5pm.
Registration url: Announcements will be made when the registration form is open for registrations.
The online registration form has to be filled and the certification exam fee needs to be paid. More details will be made available when the exam registration form is published. If there are any changes, it will be mentioned then.
Please check the form for more details on the cities where the exams will be held, the conditions you agree to when you fill the form etc.

CRITERIA TO GET A CERTIFICATE

Average assignment score = 25% of average of best 6 assignments out of the total 8 assignments given in the course.
Exam score = 75% of the proctored certification exam score out of 100

Final score = Average assignment score + Exam score

YOU WILL BE ELIGIBLE FOR A CERTIFICATE ONLY IF AVERAGE ASSIGNMENT SCORE >=10/25 AND EXAM SCORE >= 30/75. If one of the 2 criteria is not met, you will not get the certificate even if the Final score >= 40/100.

Certificate will have your name, photograph and the score in the final exam with the breakup.It will have the logos of NPTEL and IIT Roorkee.It will be e-verifiable at nptel.ac.in/noc.

Only the e-certificate will be made available. Hard copies will not be dispatched.

Once again, thanks for your interest in our online courses and certification. Happy learning.

- NPTEL team


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