| Course | PU565 Qualitative and Quantitative Methods |
|---|---|
| Unit | Unit 4 |
| Paper type | Sampling strategy plan |
| Length | About 890 words, 6 pages double-spaced |
| Format | APA 7 student paper |
| School | Purdue University Global |
| Program | Master of Public Health (MPH) |
| Updated | October 2026 |
Free sample paper for PU565 Unit 4
Maximum Variation, Not Representativeness: A Unit 4 Sampling Strategy Plan Selecting Composite County Adults Over Sixty Across Three Dimensions, With the Case for Twenty-Four Interviews and Against the Three Alternatives
[Student Name]
Purdue University Global
PU565: Qualitative and Quantitative Methods
Unit 4 Sampling Strategy Plan
[Instructor Name]
[Date]
Culbreth County and its recruitment sites are composite; the sampling logic and the research cited are real.
What This Sample Is For
The interviews exist to find the range of ways people in this county account for not having a hearing aid. A sample that reproduced the county's demographics would answer a different question, how common each account is, which the later survey is designed for. Purposeful selection for variation is the appropriate strategy when the aim is coverage of a phenomenon rather than estimation of a parameter (Palinkas et al., 2015).
The Three Dimensions
1. Severity of self-reported difficulty: mild, moderate, severe, by a published screening score band rather than by the participant's adjective.
2. Social exposure: lives alone, lives with others, or has substantial caregiving responsibility for somebody else. This dimension is included because the account somebody gives of a device is partly an account of who will see them wearing it, and the stigma literature in this field reports exactly that audience effect (Wallhagen, 2010).
3. Previous contact with hearing care: never tested, tested and advised to get an aid, or tested and told to wait. The third category matters most and is the hardest to recruit, since those participants have a clinician's statement to reason against.
The Matrix and the Target
Three severity levels by three social categories gives nine cells, with the contact dimension layered across them rather than crossed, since a fully crossed design would require 27 cells and recruitment the study cannot deliver. Target: at least two participants in each of the nine cells, 18 minimum, with six further interviews held in reserve for cells that turn out to be heterogeneous. Total 24.
Why Twenty-Four
Three reasons, and the honest one comes first. Twenty-four is what the study can recruit and interview in nine months with one interviewer. Second, the empirical work on how quickly new codes stop appearing in homogeneous samples has found most codes present within the first dozen interviews, with later ones adding detail rather than new categories, which makes 18 to 24 defensible for a sample deliberately spread across cells (Guest et al., 2006). Third, the reserve of six is the part that protects the design: if the lives-alone cells produce accounts that diverge sharply, the reserve goes there rather than being distributed evenly. The number is not a target for saturation. It is a budget, with a stated rule for where the last six go.
Recruitment Routes, and the Selection Each One Imposes
1. Two county senior centers. Reaches people who leave the house and join things, which is a bias toward social exposure and against the most isolated.
2. A church bulletin in each of three congregations. Reaches a different social network, including people who do not attend senior centers.
3. A notice at the two pharmacies that stock the devices. Reaches people who have at least looked, which is the group the study most needs and the one least likely to volunteer.
4. Referral from participants, limited to one referral each, to avoid recruiting a single network's shared account.
No recruitment through clinicians, which would select for people already engaged with hearing care and would make the third contact category dominate.
The Three Alternatives, and Why Each Was Rejected
1. Convenience sampling at one senior center. Cheapest and fastest. Rejected because the accounts of people who attend a senior center daily are the accounts the county already hears, and the study would confirm them.
2. Snowball sampling from three initial participants. Good for hard-to-reach groups and wrong here, because non-use is not a hidden identity and a chain would deliver one social circle's shared reasoning as though it were a range.
3. Quota sampling to county demographics. Attractive to funders and misleading, since a demographically balanced sample of 24 cannot support any claim about proportions and would invite exactly that claim.
Stopping Rules
Recruitment in a cell closes when two interviews are complete and a third adds no account the first two did not contain, judged by the interviewer and recorded in a one-line note. Recruitment overall closes at 24 or at the end of month nine, whichever comes first, and the plan reports which it was, because a study that stops at its budget should say so rather than claiming it stopped at saturation.
What This Sample Cannot Support
It cannot support any statement about how common a reason is in the county, which is the sentence most likely to be written by accident in the discussion section. It cannot support comparison between the cells, since two participants per cell is coverage rather than contrast. And it will underrepresent the most isolated residents, whose accounts may be the most important, because every route above requires leaving the house or reading a notice. The survey phase addresses the first limit and not the third, and the plan recommends that the final report say so plainly rather than treating the interviews as if they stood for the county (Palinkas et al., 2015).
References
Guest, G., Bunce, A., & Johnson, L. (2006). How many interviews are enough? An experiment with data saturation and variability. Field Methods, 18(1), 59-82. https://doi.org/10.1177/1525822X05279903
Palinkas, L. A., Horwitz, S. M., Green, C. A., Wisdom, J. P., Duan, N., & Hoagwood, K. (2015). Purposeful sampling for qualitative data collection and analysis in mixed method implementation research. Administration and Policy in Mental Health and Mental Health Services Research, 42(5), 533-544. https://doi.org/10.1007/s10488-013-0528-y
Wallhagen, M. I. (2010). The stigma of hearing loss. The Gerontologist, 50(1), 66-75. https://doi.org/10.1093/geront/gnp107
What the PU565 Unit 4 assignment asks for
Unit 4 usually asks for a sampling plan for a qualitative study. Say in the first lines what the sample is for, since representativeness is the wrong aim when the goal is coverage of a phenomenon. Choose dimensions that matter to the question rather than demographics by habit, and explain each one. Build a matrix and state a target per cell, then give your number honestly: budget first, then the empirical argument for why it is defensible. Hold some interviews in reserve and state the rule for where they go. List every recruitment route with the bias it introduces. Reject at least two alternative strategies with reasons. Close with the claims this sample cannot support, written as sentences your discussion must not contain.
How the PU 565 Unit 4 example is put together
The plan here states what the sample is for before naming any strategy, and the margin note beside it explains why the word representative is the usual misuse in this section. Three dimensions follow, each justified, with previous hearing care contact identified as the hardest to recruit. The matrix gives nine cells, 18 minimum and six in reserve, and a highlighted line concedes the number is a budget with a rule attached rather than a saturation claim. Four recruitment routes are listed with the selection each imposes, and clinician referral is excluded for a stated reason. Three alternative strategies are rejected in turn, stopping rules are given, and the closing section lists the sentences the discussion may not contain.
Reading the PU565 Unit 4 grading rubric
Rubrics for a sampling plan reward purpose and candor. Points come first for stating the sample's purpose and for dimensions tied to the research question. The matrix and per-cell target earn marks, and so does naming the sample size as a budget before defending it from the literature. Reserving interviews with a stated allocation rule is unusual and is credited. Recruitment routes are scored on whether each one's bias is named rather than listed. Rejecting alternatives with reasons carries a substantial block, especially where a popular strategy is rejected for a specific rather than a general fault. The closing limits section is weighted, particularly when it names the prevalence claim a qualitative sample cannot support.
Common PU565 Unit 4 mistakes, and how to avoid them
The commonest failure is a qualitative plan that promises representativeness, which confuses the purpose and invites a claim the data cannot carry. The second is demographic dimensions chosen out of habit; pick the dimensions that would change what somebody says. Third, do not assert saturation in advance, since saturation is something you observe and a number set before fieldwork is a budget. Avoid snowball sampling where the phenomenon is not hidden, because one network's shared reasoning will arrive looking like a range. Name the biases of each recruitment route, including the one you depend on most. A plan for your own study takes roughly two days.
Get a PU565 Unit 4 example written to your instructions
Which study is your PU565 Unit 4 plan sampling for, and which strategy has your section asked you to defend? Once the prompt and rubric arrive, a free first custom sample follows in 24-48h, setting out the selection criteria, the rejected alternative and the reasoning behind the sample size for that study. The paper above is an original model document written by our desk, not a submitted student paper and not an official Purdue University Global document.
More PU565 papers and MPH samples
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- PU565 Unit 9: Mixed Methods Matrix
- PU565 Unit 10: Methods Paper
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PU565 Unit 4 questions, answered
Where can I find a free PU565 Unit 4 sample paper?
The entire sampling strategy plan, matrix, routes and rejected alternatives, is open on this page.
What is maximum variation sampling for?
Covering the range of ways a phenomenon appears, rather than estimating how common any of them is.
Is twenty-four interviews enough?
It is what this study can run in nine months, and the plan says so before citing evidence that most categories appear early in a spread sample.
Why exclude clinician referral?
Because it selects people already engaged with hearing care, which would swamp the dimension the study most needs to vary.
What should a qualitative sampling plan never claim?
Prevalence. The plan ends by listing the sentences the discussion section is not permitted to contain.