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Question

Which of the example requires snowball sampling technique?

The correct answer is Non-heterosexual persons

Understanding Snowball Sampling in Research

The question asks which example population would typically require using the snowball sampling technique. Snowball sampling is a specific type of non-probability sampling method. Let's first understand what snowball sampling is and when it is most effectively used.

What is Snowball Sampling?

Snowball sampling is a non-probability sampling method used when the population of interest is hard to locate or access. In this technique, the researcher initially identifies a small number of participants who fit the study criteria. These initial participants are then asked to recommend other individuals they know who also meet the criteria. This process continues, with new participants recruiting further participants, much like a snowball rolling downhill and growing larger.

Key characteristics of snowball sampling include:

  • It is a non-probability sampling method, meaning participants are not selected randomly.
  • It relies on referrals from existing participants.
  • It is particularly useful for studying hidden, marginalized, or hard-to-reach populations.
  • It can be prone to bias as participants may refer others who are similar to them.

Why Use Snowball Sampling?

Snowball sampling is specifically chosen when a sampling frame (a list of all members of the target population) is unavailable or difficult to create. This often happens with populations that are:

  • Small in size or geographically dispersed.
  • Involved in sensitive or stigmatized activities.
  • Reluctant to identify themselves publicly.
  • Members of informal or underground networks.

Using traditional methods like random sampling would be impractical or impossible for such groups.

Analyzing the Given Examples for Snowball Sampling

Let's examine each option to determine which population is most likely to require the snowball sampling technique:

  1. Students with hearing impairments: While this is a specific group, they can often be identified and accessed through educational institutions, special schools, or relevant support organizations and associations. A sampling frame might be available or constructed through these channels.
  2. Non-heterosexual persons: This population includes individuals with various sexual orientations other than heterosexual (e.g., gay, lesbian, bisexual, pansexual, asexual). Many individuals may not openly disclose their sexual orientation due to privacy concerns, societal stigma, or discrimination. There is no comprehensive public list or easy-to-access register of non-heterosexual individuals. Therefore, this population can be considered 'hidden' or hard-to-reach through conventional sampling methods. Snowball sampling is a common and effective technique to access participants from this group by leveraging existing social networks.
  3. Untrained school teachers: School teachers, whether trained or untrained, are typically associated with specific institutions (schools). Lists of teachers can usually be obtained or compiled through educational boards, school administrations, or teacher associations. This population is generally accessible through formal channels.
  4. First generation learners: These are individuals whose parents did not attend college or university. While identifying them might require specific questions in surveys or access to educational background data, they are often part of the general student or adult population and can potentially be reached through educational enrollment lists, census data analysis, or large-scale surveys with screening questions. They are not inherently a 'hidden' population in the same way as populations facing significant social stigma or legal issues.

Based on this analysis, the population of "Non-heterosexual persons" is the example that most closely fits the description of a hidden or hard-to-reach population for which snowball sampling is a necessary or highly effective technique.

Conclusion on Snowball Sampling Requirement

The example requiring snowball sampling technique among the given options is typically populations that are difficult to access through standard sampling frames due to social stigma, privacy concerns, or lack of formal identification. The population of non-heterosexual persons often falls into this category.

Revision Table: Sampling Techniques

Sampling Technique Type Description Best Used For
Simple Random Sampling Probability Every member has an equal chance of selection. General populations where a sampling frame exists.
Stratified Sampling Probability Population divided into subgroups (strata), then random sampling within strata. Ensuring representation from specific subgroups.
Cluster Sampling Probability Population divided into clusters (e.g., geographic), random clusters selected, all in selected clusters surveyed. Large, geographically dispersed populations.
Convenience Sampling Non-Probability Selecting participants who are easily accessible. Pilot studies, quick surveys; high risk of bias.
Snowball Sampling Non-Probability Participants recruit other participants from their network. Hard-to-reach, hidden, or stigmatized populations.
Quota Sampling Non-Probability Selecting participants based on quotas for specific characteristics. Ensuring sample composition reflects population proportions on certain traits.

Additional Information: Challenges of Snowball Sampling

While snowball sampling is invaluable for accessing hidden populations, it comes with limitations:

  • Sampling Bias: Participants are recruited through social networks, meaning the sample may not be representative of the entire target population. Individuals who are more isolated or have weaker social ties may be excluded.
  • Lack of Generalizability: Due to the non-random nature, findings from a snowball sample are difficult to generalize to the broader population of interest.
  • Control Issues: The researcher has limited control over the sampling process once the initial contacts are made.
  • Ethical Considerations: Ensuring confidentiality and privacy is crucial, especially when dealing with sensitive topics or stigmatized groups. Participants referring others must understand the implications for both themselves and those they refer.

Despite these challenges, snowball sampling remains a vital tool when traditional sampling methods are not feasible for specific research questions and populations.

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Important Questions from Sample

  1. Arrange in sequence the steps involved in the sampling process

    A. Choose between probability and nonprobability sampling

    B. Specify sampling unit

    C. Validate sample

    D. Determine the necessary sample size

    E.Select appropriate sampling frame

    Choose the correct answer from the options given below:

  2. Which one of the following is NOT an essential characteristic of data?

  3. Which of the following are correct about Questionnaire?

    (a) In open ended question, specific responses are taken through ranking, scaled items and categorical responses.

    (b) In ranking, respondent place the response in a rank order according to some criteria.

    (c) In scaled item, respondent indicate the strength of their agreement only.

    (d) In categorical response, respondent are given only two responses such as 'yes' or 'no'.

    Choose the correct option from the codes :

  4. Given below are two statements:

    Statement I: If a population from which a sample is to be drawn does not constitute a homogenous group, stratified sampling technique is generally applied in order to obtain a representative sample.

    Statement II: In the case of small samples, z-test is applied even if the population standard deviation is not available (given).

    In the light of the above statements, choose the most appropriate answer from the options given below:

  5. In a survevy people are choosed from class friends or neighbours for the purpose of knowing their preference for a certain brand of soft drink, is an example of

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