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STK4600Statisticalmethodsforsocialsciences.ppt
STK 4600: Statistical methods for social sciences.
Survey sampling and statistical demography
Surveys for households and individuals
Survey sampling: 4 major topics
Traditional design-based statistical inference
6 weeks
Likelihood considerations
1 weeks
Model-based statistical inference
3 weeks
Missing data - nonresponse
2 weeks
Statistical demography
Mortality
Life expectancy
Population projections
2-3 weeks
Course goals
Give students knowledge about:
planning surveys in social sciences
major sampling designs
basic concepts and the most important estimation methods in traditional applied survey sampling
Likelihood principle and its consequences for survey sampling
Use of modeling in sampling
Treatment of nonresponse
A basic knowledge of demography
But first: Basic concepts in sampling
Population (Target population): The universe of all units of interest for a certain study
Denoted, with N being the size of the population: U = {1, 2, ...., N}
All units can be identified and labeled
Ex: Political poll – All adults eligible to vote
Ex: Employment/Unemployment in Norway– All persons in Norway, age 15 or more
Ex: Consumer expenditure : Unit = household
Sample: A subset of the population, to be observed. The sample should be ”representative” of the population
Sampling design:
The sample is a probability sample if all units in the sample have been chosen with certain probabilities, and such that each unit in the population has a positive probability of being chosen to the sample
We shall only be concerned with probability sampling
Example: simple random sample (SRS). Let n denote the sample size. Every possible subset of n units has the same chance of being the sample. Then all units in the population have the same probability n/N of being chosen to the sample.
The probability distribution for SRS on all subsets of U is an example of a sampling design: The probability plan for selecting a sample s from the population:
Basic statistical problem:
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