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Snowball Sampling: A Non-Probability Sampling Technique

Snowball sampling is a research method used to study populations that are difficult to access, such as undocumented immigrants or individuals with rare diseases. It relies on participants' networks to refer new subjects, creating a chain of referrals. This technique is crucial for gathering data on sensitive topics and marginalized groups, despite potential biases and the need for ethical oversight.

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1

In ______ sampling, initial participants suggest further subjects from their networks, which helps in studying ______ or ______ groups.

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snowball hidden marginalized

2

Non-probability sampling definition

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Selection based on non-random criteria, not all have equal chance to participate.

3

Quota sampling

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Technique where subjects are chosen to meet predefined criteria, like demographics.

4

Convenience sampling

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Participants selected due to easy availability or proximity to researcher.

5

In ______ sampling, initial participants recommend further subjects who meet the study's requirements, forming a referral chain.

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Snowball

6

______ snowball sampling allows a participant to refer multiple potential subjects, and it can be split into ______ and ______ types.

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Exponential non-discriminative discriminative

7

Snowball sampling definition

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A method where existing study subjects recruit future subjects from among their acquaintances.

8

Snowball sampling suitability for topics

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Ideal for sensitive issues; subjects may avoid coming forward due to stigma or repercussions.

9

Ethical considerations in snowball sampling

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Ensures discreet data collection, protecting privacy of subjects in vulnerable groups.

10

The method may suffer from ______ bias, which occurs when the sample has excessive similarities because of social connections.

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homophily

11

Definition of snowball sampling

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Qualitative research method using chain-referral to access specific populations.

12

Advantages of snowball sampling

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Enables study of inaccessible groups, conserves resources.

13

Limitation of snowball sampling

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Non-random sampling reduces generalizability of findings.

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Understanding Snowball Sampling in Research

Snowball sampling, a non-probability sampling technique, is employed in research to study populations that are difficult to reach or identify. Participants in the study recommend other potential subjects from their networks, who in turn suggest additional contacts. This method is particularly effective for researching hidden or marginalized groups, such as undocumented immigrants, people with rare diseases, or those involved in clandestine activities. The sampling continues until enough data has been collected to understand the population under study, despite the inherent challenges in achieving a representative sample.
Diverse network of people with a central Hispanic man in red connected to a Caucasian woman, a Black man, and an Asian man against a soft blue to white gradient.

Non-Probability Sampling Explained

Non-probability sampling is a methodological approach where subjects are selected based on non-random criteria, and not all members of the population have an equal chance of participating. This contrasts with probability sampling, which relies on random selection. Non-probability sampling includes various techniques, such as quota sampling, purposive sampling, and convenience sampling, the latter of which involves choosing participants due to their easy availability or proximity to the researcher.

The Mechanics of Snowball Sampling

Snowball sampling begins with a small, initial set of participants who fit the research criteria. These individuals are then asked to identify others who qualify for the study, creating a chain of referrals. There are different models of snowball sampling, including linear and exponential. In linear snowball sampling, each participant refers one other participant, while in exponential snowball sampling, participants may refer several others. Exponential snowball sampling can be further divided into non-discriminative, where participants refer others without researcher intervention, and discriminative, where the researcher applies criteria to select suitable referrals.

Applications of Snowball Sampling in Studies

Snowball sampling is utilized across various disciplines, such as sociology, public health, and psychology, to study behaviors, experiences, or phenomena within hard-to-access populations. It is particularly useful for sensitive topics where subjects may be unwilling to come forward due to potential repercussions or stigma. For example, research into the social networks of individuals with HIV/AIDS or the coping mechanisms of survivors of domestic violence may rely on snowball sampling to discreetly and ethically gather data.

Advantages and Disadvantages of Snowball Sampling

Snowball sampling offers the advantage of accessing populations that might otherwise be overlooked or unwilling to participate in research. It can be cost-effective and time-efficient, as participants help in recruiting others. Ethical considerations are paramount, with studies typically undergoing review by ethics committees to ensure informed consent and confidentiality. However, the technique has limitations, including the potential for sampling bias, as the sample may not accurately reflect the broader population. Additionally, the reliance on participant referrals can introduce homophily bias, where the sample may share too many similarities due to social network structures.

Key Takeaways on Snowball Sampling

Snowball sampling is a valuable qualitative research method for accessing specific, often hidden populations. It involves a chain-referral system that can be adapted to the needs of the research but requires careful consideration of potential biases and ethical implications. While it enables researchers to study otherwise inaccessible groups and conserves resources, the non-random nature of the sampling process can limit the generalizability of the findings. Researchers must balance the method's practical benefits with the need for rigor and representativeness in their studies.