Parameter, Statistic, and Sampling Plan
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Questions and Answers

In a study examining the average height of students in a university, what constitutes the population?

  • All students enrolled in the university. (correct)
  • Students in a specific major at the university.
  • The height of the tallest student in the university.
  • The average height calculated from a sample of students.

A researcher wants to study the political opinions of registered voters in a city. Due to resource constraints, they survey a subset of these voters. What term best describes this subset?

  • Parameter
  • Sample (correct)
  • Population
  • Statistic

A university reports that 70% of all its undergraduate students are satisfied with the campus dining options. What statistical measure does this represent?

  • Sample
  • Cluster
  • Statistic
  • Parameter (correct)

In a survey of 500 randomly selected residents of a town, it was found that 60% support a new transportation initiative. What does this percentage represent in the context of the study?

<p>Statistic (D)</p> Signup and view all the answers

A researcher aims to gather a random sample from a population where every member has an equal chance of selection. Which sampling method should they employ?

<p>Simple Random Sampling (B)</p> Signup and view all the answers

A school divides its student population into grade levels (e.g., 9th, 10th, 11th, and 12th) and then randomly selects students from each grade to participate in a survey. What type of sampling method is being used?

<p>Stratified Random Sampling (D)</p> Signup and view all the answers

A researcher wants to survey residents in a large city. They divide the city into neighborhoods and randomly select a few neighborhoods to survey all residents within those selected neighborhoods. Which sampling technique is being used?

<p>Cluster Sampling (C)</p> Signup and view all the answers

To gather data on customer satisfaction, a company decides to survey every 20th customer on their list. What sampling method are they employing?

<p>Systematic Random Sampling (A)</p> Signup and view all the answers

An investigator first uses cluster sampling to select several schools within a district and then uses simple random sampling to choose students from each selected school. What type of sampling is this?

<p>Multistage Sampling (D)</p> Signup and view all the answers

A quality control manager tests 50 light bulbs from a batch of 5,000. The average lifespan of the tested bulbs is found to be 1,500 hours. Which of the following correctly identifies the parameter and statistic in this scenario?

<p>Parameter: Average lifespan of all 5,000 bulbs; Statistic: 1,500 hours. (C)</p> Signup and view all the answers

A market research company wants to determine the most popular brand of coffee among adults in a city. They obtain a list of all households, randomly select 100 addresses, and survey every adult living at those addresses. What type of sampling is used?

<p>Cluster Sampling (B)</p> Signup and view all the answers

To estimate the average income of alumni ten years after graduation, a university randomly selects 200 alumni from each of its five colleges (Engineering, Arts & Sciences, Business, Education, and Medicine) and surveys them. What sampling technique is used?

<p>Stratified Random Sampling (B)</p> Signup and view all the answers

A data analyst needs to select a sample of 75 employees from a company of 750. They randomly pick a starting number between 1 and 10, say 3, and then select every 10th employee from the numbered employee list (3, 13, 23, etc.). Which sampling technique is used?

<p>Systematic Random Sampling (A)</p> Signup and view all the answers

An environmental agency wants to assess air quality in a state. They first divide the state into counties, randomly select a few counties, and then randomly select several monitoring stations within each of the selected counties. What sampling method did they use?

<p>Multistage Sampling (A)</p> Signup and view all the answers

A researcher is studying the effectiveness of a new teaching method in a school district. The district has 20 schools. The researcher randomly selects 5 schools and then includes all the students in those 5 schools in the study. What type of sampling is used?

<p>Cluster Sampling (C)</p> Signup and view all the answers

A clothing company wants to gauge customer satisfaction with its new line of products. It randomly selects 250 customers from its list of online purchasers and sends them a survey. 80% of those surveyed report being ‘satisfied’ or ‘very satisfied.’ In this scenario, what does the 80% represent?

<p>A Statistic (C)</p> Signup and view all the answers

A university announces that the average SAT score of all incoming freshmen is 1350. This value is based on the records of every freshman enrolled in the university. What does this value represent?

<p>A Parameter (B)</p> Signup and view all the answers

A pharmaceutical company is testing a new drug to lower blood pressure. They select 10 hospitals across the country at random and then recruit 50 patients with high blood pressure at each selected hospital, and enroll them in a sampling study. What is this an example of?

<p>Multistage Sampling (C)</p> Signup and view all the answers

A small business with 50 employees wants to get feedback on proposed changes to its health insurance plan. Instead of surveying all employees, they randomly select 10 employees from each of the five departments (Sales, Marketing, HR, IT, and Customer Service). What is this?

<p>Stratified Random Sampling (C)</p> Signup and view all the answers

A popular retail chain has thousands of customers and is doing work to better predict demand and manage its supply chain. The chain randomly picks a customer on their list to start, and then contacts every 50th customer after that for a survey, until the chain has a sufficient sample set. What is this an example of?

<p>Systematic Random Sampling (D)</p> Signup and view all the answers

A researcher wants to conduct a study on the opinions of college students regarding the effectiveness of online learning. The researcher first divides the students into different academic majors (e.g., Engineering, Business, Arts) and then randomly selects students from each major to participate in a survey. What type of sampling is being used?

<p>Stratified Random Sampling (B)</p> Signup and view all the answers

An analyst at a large company wants to investigate employee satisfaction across different departments. The company has numerous departments, and each department has multiple teams. The analyst randomly selects a few departments, and within each selected department, the analyst surveys every team member. What is this sampling design?

<p>Cluster Sampling (D)</p> Signup and view all the answers

A research firm is hired to determine the TV viewing preferences of households in a large metropolitan area. The firm randomly selects 25 city blocks and surveys every household within those blocks to determine which TV networks are most often watched. What strategy are they employing?

<p>Cluster Sampling (A)</p> Signup and view all the answers

A school principal wants to assess student opinions on a new school policy but lacks the resources to survey every student. Instead, the principal decides to randomly select 10 students from each grade level (9th, 10th, 11th, and 12th grade) to gather their feedback. What sampling method is the principal using?

<p>Stratified Random Sampling (C)</p> Signup and view all the answers

A researcher at a university opts to contact every 35th student on an alphabetized list of all enrolled students to invite them to participate in a new initiative. What sampling method is the research employing?

<p>Systematic Random Sampling (B)</p> Signup and view all the answers

Flashcards

What is a population?

The entire group of individuals or items that are of interest in a study.

What is a sample?

A smaller, manageable subset of the population used for drawing inferences about the entire group.

What is a parameter?

A value that describes a characteristic of the entire population.

What is a statistic?

A value that describes a characteristic of the sample.

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What is simple random sampling?

A method where every member of the population has an equal chance of being selected.

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What is stratified random sampling?

Each subpopulation is called a stratum (plural: strata). This involves selecting a simple random sample from each of a given number of subpopulations.

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What is cluster sampling?

The method where the population is divided into separate groups, called clusters; then a random sample of clusters is selected.

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What is 1-in- Systematic Random Sampling?

Involves the random selection of one of the first elements in an ordered population, and then the systematic selection of every nth element thereafter.

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What is multistage Sampling?

Two or more probability techniques are combined. It can be described as sampling within the sample.

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Study Notes

  • Parameter, Statistic, and Sampling Plan

Population

  • It forms the group where members have something in common
  • It is the total set of observations that can be made
  • Examples of population are senior citizens in Metro Manila, and Senior High School program students

Sample

  • It is a smaller group or subset of the population
  • Examples of samples are a sample of 500 senior citizens from Metro Manila, and a sample of 1000 grade 11 students from Metro Manila

Parameter

  • It describes an entire population
  • Example: 45% of senior citizens in Metro Manila are male

Statistic

  • It describes only the sample
  • Example: Twenty-five out of 100 randomly chosen grade 11 students belong to the the STEM strand

Simple Random Sampling

  • It is the easiest way to get a random sample
  • Each population member has an equal chance of being selected
  • To choose the sample, arrange the population elements and use a computer or scientific calculator to generate random numbers
  • The sample consists of elements corresponding uniquely to the random numbers

Stratified Random Sampling

  • A simple random sample is selected from each subpopulation
  • Each subpopulation is called a stratum
  • If studying senior citizens, the population may need to be subdivided into subgroups like 60-69 years old, 70-79 years old, etc
  • The sample will be chosen from each subgroups.

Cluster Sampling

  • The population must be divided into separate groups called clusters
  • A simple random sample of clusters from the available clusters in the population is selected
  • If the population is composed of all the senior citizens from Metro Manila, the clusters could be municipalities and cities in Metro Manila
  • Data is then gathered from selected clusters, like 5 cities.

1-in- Systematic Random Sampling

  • It involves the random selection of one of the first elements in an ordered population
  • A systematic selection of every nth element thereafter is done
  • The value of n is calculated by dividing the population size by the sample size

Multistage Sampling

  • Two or more probability techniques are combined
  • It can be described as sampling within the sample
  • If the population is composed of all the senior citizens from Metro Manila, clustered sampling can be used where the clusters are municipalities and cities in Metro Manila
  • From the selected clusters, stratified sampling can be used to divide into different age groups

Example problem and solution

  • Problem: A quality manager wants to know the average life of the battery they manufacture
  • Solution: The manager asks employees to obtain a 100 random battery sample and test them, the average battery life of the sample is 1100 hours
  • Solution: The statistic; describes the sample, is 1100 hours
  • Solution: The parameter; the average life of the batteries they manufacture

More example problems and solutions

  • Problem: A university marketing department is doing a satisfaction survey by alphabetizing student names
  • Problem: They pick a random starting point and then every 15th student gets the survey
  • Solution: Since this survey chooses every nth element as member of the sample, it employs a 1-in- systematic random sampling

Individual Practice Problems

  • Ms. Cruz wants to know the average weekly allowance of grade 10 students
  • She asked 50 students how much their weekly allowance is and found the average weekly allowance of these 50 students
  • The school canteen is doing a food preference survey by printing 100 survey forms
  • They randomly select 10 students from each grade level from grade 1 to grade 10

More Practice Problems

  • A statistical company was commissioned to survey which TV network is most preferred by viewers in Metro Manila by age group
  • What type of sampling method can be used?

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Description

Understand population vs. sample and parameter vs. statistic. Learn simple random sampling: equal chance selection using random numbers. Explore key concepts in data collection and analysis.

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