Chapter 4: Designing Studies

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Chapter 4: Designing Studies Section 4.1 Samples and Surveys The Practice of Statistics, 4th edition – For AP* STARNES, YATES, MOORE

Section 4.1 Samples and Surveys Learning Objectives After this section, you should be able to… IDENTIFY the population and sample in a sample survey IDENTIFY voluntary response samples and convenience samples DESCRIBE how to use a table of random digits to select a simple random sample (SRS) DESCRIBE simple random samples, stratified random samples, and cluster samples EXPLAIN how undercoverage, nonresponse, and question wording can lead to bias in a sample survey

Check for Understanding 1. A parent of a football player is concerned about proposed budget cuts to the athletic program so she asks spectators at the game if they agree with the cuts. What type of sampling did she use? Discuss the validity of her results. 2. What type of sampling design do shows such as American Idol, Dancing With the Stars, American’s Got Talent and The Voice use? 3. How are clusters and strata different?

Population and Sample Population Sample Sampling and Surveys The distinction between population and sample is basic to statistics. To make sense of any sample result, you must know what population the sample represents Sampling and Surveys Definition: The population in a statistical study is the entire group of individuals about which we want information. A sample is the part of the population from which we actually collect information. We use information from a sample to draw conclusions about the entire population. Population Collect data from a representative Sample... Sample Make an Inference about the Population.

The Idea of a Sample Survey We often draw conclusions about a whole population on the basis of a sample. Choosing a sample from a large, varied population is not that easy. Sampling and Surveys Step 1: Define the population we want to describe. Step 2: Say exactly what we want to measure. A “sample survey” is a study that uses an organized plan to choose a sample that represents some specific population. Step 3: Decide how to choose a sample from the population.

Convenience samples often produce unrepresentative data…why? RECALL: Sampling Bias Definition: The design of a statistical study shows bias if it systematically favors certain outcomes. Sampling and Surveys Definition: Choosing individuals who are easiest to reach results in a convenience sample. Convenience samples often produce unrepresentative data…why? Definition: A voluntary response sample consists of people who choose themselves by responding to a general appeal. Voluntary response samples show bias because people with strong opinions (often in the same direction) are most likely to respond.

How to Sample Well: Random Sampling Random means Due to Chance Random doesn’t mean Haphazard Sampling and Surveys Definition: A simple random sample (SRS) of size n consists of n individuals from the population chosen in such a way that every set of n individuals has an equal chance to be the sample actually selected. Every individual has an equal chance to be chosen. Every sample has an equal chance to be chosen.

Other Unbiased Sampling Methods RECALL: Sampling and Surveys Definition: A systematic sample consists of members from a larger population that are selected according to a random starting point and a fixed periodic interval. Randomly select what number to start at, and then select every nth person (or item).

Other Sampling Methods You can stratify by gender, race, age, where they live, socio-economic level etc Sampling and Surveys Definition: To select a stratified random sample, first classify the population into groups of similar individuals, called strata. Then choose a separate SRS in each stratum and combine these SRSs to form the full sample.

Other Sampling Methods Definition: To take a cluster sample, first divide the population into smaller groups. Ideally, these clusters should mirror the characteristics of the population. Then choose an SRS of the clusters. All individuals in the chosen clusters are included in the sample. Other Sampling Methods