32821 - SURVEY SAMPLING

Anno Accademico 2024/2025

  • Docente: Elisabetta Carfagna
  • Crediti formativi: 6
  • SSD: SECS-S/01
  • Lingua di insegnamento: Inglese
  • Modalità didattica: Convenzionale - Lezioni in presenza
  • Campus: Bologna
  • Corso: Laurea in Scienze statistiche (cod. 8873)

Conoscenze e abilità da conseguire

By the end of the course the student should know the basic theory of survey sampling. In particular the student should be able: - to employ simple, stratified and probability sampling - to derive the estimators and associated standard errors of population in the different sampling strategies - to correct estimation by the ratio principle - to understand the difference between observational and experimental studies

Contenuti

Probability sampling

Simple random sampling

Sampling proportions and percentages

The estimation of sample size

Stratified random sampling

Further aspects of stratified random sampling

Sampling from two frames

Ratio estimators

Regression estimators

Systematic sampling

Area frame sample designs

Single-stage cluster sampling: clusters of equal size

Single-stage cluster sampling: clusters of unequal sizes

Subsampling with units of equal size

 

Double sampling

Sources of errors in surveys

Testi/Bibliografia

Cochran W.G. (1977). Sampling Techniques, third edition, Wiley, New York.

Chapters to be studied:

  • Introduction Chapter 1;
  • Simple random sampling Chapter 2;
  • Sampling Proportions and Percentages Chapter 3: from 3.1 to 3.2
  • Estimation of sample size Chapter 4: from 4.1 to 4.4; 4.6 ; 4.8; 4.11
  • Stratified random sampling Chapter 5: from 5.1 to 5.7;
  • Further aspects of stratified sampling Chapter 5A: from 5A.1 to 5A.3; from 5A.9 to 5A.11; 5A.15;
  • Ratio estimators Chapter 6: from 6.1 to 6.4;
  • Regression estimators Chapter 7: from 7.1 to 7.4; 7.6 and 7.10;
  • Systematic sampling Chapter 8: from 8.1 to 8.6; 8.8, 8.13, 8.14;
  • Single stage cluster sampling Chapter 9: from 9.1 to 9.4; 9.6;
  • Single-Stage Cluster Sampling: Clusters of Unequal Size Chapter 9A: from 9A.1 to 9A.3;
  • Subsampling with units of equal size Chapter 10: from 10.1 to 10.4;
  • Double sampling Chapter 12: 12.1; 12.2; 12.4;
  • Sources of error Chapter 13: 13.1.

Metodi didattici

Lectures and practicals

Modalità di verifica e valutazione dell'apprendimento

Oral exam made of two parts.

In the first part, the student must show to be able to solve exercises similar to the ones addressed in class during practicals. Excel and manuals can be used. Students are not permitted to use a mobile phone (and smart watch or similar electronic data storage or communication device). In the second part, theoretical questions are asked. The student has to show to be able to choose and apply the appropriate methods to be adopted for solving specific problems. The use of the manuals is allowed for discussing the formulas.

The final mark is out of thirty.

Strumenti a supporto della didattica

PowerPoint files.

Orario di ricevimento

Consulta il sito web di Elisabetta Carfagna

SDGs

Istruzione di qualità Lavoro dignitoso e crescita economica

L'insegnamento contribuisce al perseguimento degli Obiettivi di Sviluppo Sostenibile dell'Agenda 2030 dell'ONU.