discussion

I’m working on a public health question and need the explanation and answer to help me learn.

This week covers probability and non-probability sampling. Discuss in detail the characteristics of probability and nonprobability sampling. Discuss why researchers would use conditional probability instead of unconditional probability in their study. 

Expert Solution Preview

Introduction:
Probability and non-probability sampling are fundamental concepts in research methodology. Sampling refers to the process of selecting a subset of a population for study. Probability sampling is a sampling technique in which all members of the population have an equal chance of being selected for study, whereas non-probability sampling does not guarantee this equal chance of selection. In this essay, we will discuss the characteristics of probability and nonprobability sampling. Additionally, we will explore why researchers use conditional probability in their studies.

Characteristics of Probability Sampling:
Probability sampling is characterized by the following features:
1. Randomness: The selection of participants is by chance and there is no bias towards any specific individuals or groups.
2. Representative: As each member of the population has an equal chance of being selected, the sample is likely to be representative of the population being studied.
3. Precise: Probability sampling allows researchers to calculate the sample size and thereby provides a precise estimation of the population parameters.
4. Less chance of sampling errors: Probability sampling ensures that the probability of sampling errors is minimized.
5. Allows for statistical inference: Probability sampling allows researchers to apply statistical techniques to analyze the data and generalize the findings to the population.

Characteristics of Non-Probability Sampling:
Non-probability sampling is characterized by the following features:
1. Non-randomness: The selection of participants is not by chance, but rather based on some criteria such as accessibility or researcher judgment, leading to a higher likelihood of bias.
2. Not Representative: Non-probability sampling may not represent the population being studied.
3. Less Precise: Non-probability sampling may not allow for a precise estimation of the population parameters.
4. More chance of sampling errors: Non-probability sampling could lead to higher sampling errors if the sample does not represent the population.
5. Statistical inference not possible: Non-probability sampling does not allow for statistical inference or generalizability of the findings to the population.

Conditional Probability vs Unconditional Probability:
Researchers use conditional probability when they want to examine the likelihood of an event occurring given that another event has already happened. For example, in medical research, the probability of someone having the flu given that they were exposed to someone with the flu is an example of conditional probability. In contrast, unconditional probability is the probability of an event occurring with no prior knowledge of whether any other events have happened. Researchers use conditional probability in their studies because it provides a more targeted approach to examine the relationship between variables. For example, researchers may be interested in the probability of someone developing a particular disease if they have a genetic predisposition to that disease. This would require conditional probability.

Conclusion:
Probability and non-probability sampling are essential concepts in research. Probability sampling is preferred over non-probability sampling as it allows for statistical inference and provides a more precise estimation of the population parameters. Alternatively, researchers use non-probability sampling when probability sampling is not feasible. Finally, researchers use conditional probability when examining the relationship between variables.

#discussion

Share This Post

Email
WhatsApp
Facebook
Twitter
LinkedIn
Pinterest
Reddit

Order a Similar Paper and get 15% Discount on your First Order

Related Questions

Unit 3 focused on both the nervous and endocrine systems.

Unit 3 focused on both the nervous and endocrine systems. Both are essential communication systems for the body and play vital roles in homeostatic balance. The endocrine system produces chemical messengers that travel throughout the body via the circulatory system and interact with receptor cells. If the interaction cannot occur,

Ann is a 34-year-old African American woman who presents

Ann is a 34-year-old African American woman who presents with a 6 week history of initial and terminal insomnia and a 10 pound weight loss over that same period. She admits to feeling sad almost every day for the past 6 weeks that occurred after she lost her job. She

Ann is a 34-year-old African American woman who presents

Ann is a 34-year-old African American woman who presents with a 6 week history of initial and terminal insomnia and a 10 pound weight loss over that same period. She admits to feeling sad almost every day for the past 6 weeks that occurred after she lost her job. She

Complete your Initial Post by Wednesday at 11:59pm EST. 1.

Complete your Initial Post by Wednesday at 11:59pm EST. 1. Read: Discussion Background  This week you are learning about codes for Evaluation and Management services. As you work on assigning codes to report Evaluation and Management services, reflect on the purpose and meaning of the guidelines found throughout this section.  2.

Understanding how the health care system works and evolves

Understanding how the health care system works and evolves provides health care administrators and leadership with awareness of the position of their organization and facilitates compliance with health regulations. Discuss in detail each component of the U.S. delivery system, its function, and how it supports the delivery of care. Describe

The Patient Protection and Affordable Care Act, or in short

The Patient Protection and Affordable Care Act, or in short Affordable Care Act, changed the landscape of the health care industry. For this assignment, read the article “Information asymmetries and risk management in healthcare markets: The U.S. Affordable Care Act (ACA) in retrospect” by Mendoza, and write a paper to

Who can assist with answering the following question in a

Who can assist with answering the following question in a minimum of 500 words in APA format, including in-text citations? Choose one learning theory and/or principle you think is most useful to the advanced practice nurse (APN) in providing high-quality health care to clients. Explain your rationale for choosing this

Describe and critique a current article that relates to

Describe and critique a current article that relates to Evidence Based Practice (EBP).  Do you agree with the findings and how can the EBP be of benefit to healthcare. (Article should be from a scholarly, peer-reviewed journal published within the last 3-5 years). Submit 1,000 words with title page and

Instructions Unit 2 focused on both the skeletal and

Instructions Unit 2 focused on both the skeletal and muscular systems. The systems are utilized for both support and movement and if either system fails the entire body will be affected. All our body systems are monitored by the immune system, however, they are none-the-less susceptible to various ailments, illnesses,