algebra 2 notes #3
Sampling Methods
Definition of Sampling Methods: Techniques for selecting individuals from a population to gather data for surveys.
Proposed Scenario
Population: Students at LHS with Instagram accounts.
Options: Studying everyone in Libertyville, students at LHS, or all LHS students. Only the last option is valid since it focuses on our target group.
Types of Sampling Methods
Convenience Sample
Description: Involves members of the population that are readily available.
Examples:
Asking students in the hallway during passing period.
Surveying classmates in the cafeteria or sports team members.
Bias: High potential for bias as certain groups may be underrepresented. For example, surveying only one class excludes freshmen and seniors.
Self-Selected Sample
Description: Participants volunteer to be part of the study.
Examples:
Sending an email to the student body and collecting responses.
Posting a flyer or a QR code for students to participate voluntarily.
Bias: There can be bias; those who feel strongly about a topic are more likely to volunteer, skewing results.
Systematic Sample
Description: Organizes the population in a specific order, then selects participants at regular intervals.
Examples: Taking every 10th or 30th student from an ordered list, such as alphabetical or by ID number.
Bias: Low potential for bias, as this method tends to represent the population more equitably, provided the list is comprehensive.
Random Sample
Description: Every member of the population has an equal chance of being selected.
Examples:
Drawing names from a hat or using a random number generator to select students.
Bias: Minimal potential for bias since selection is truly random.
Study Methods
Observational Study
Description: Collecting data by observing subjects without interference.
Controlled Study
Description: Divides the sample into two groups; one receives treatment, the other does not (control group). Common in pharmaceutical studies.
Survey Method
Description: Asking questions directly to participants to gather data.
Example Analysis
Observational Study at Mall:
Standing in the mall and recording what people buy is an observational study.
Bias: Yes, because it ignores those who shop online or do not shop at the mall which may not represent the overall community.
Pharmaceutical Study:
Volunteers tested for a new drug with a control group (placebo) demonstrates a controlled study.
Sampling method is self-selected as it involves volunteers.
Systematic Sampling at School:
Asking every 12th student entering school for study habits represents systematic sampling.
Potential bias stem from the time frame (07:45 to 08:15), possibly excluding late arrivals.
Survey on School Timing:
Neutral question phrasing (e.g. appropriate timings) has less bias compared to leading questions that may skew opinions.