| Literature DB >> 27793191 |
Melissa A Valerio1, Natalia Rodriguez2, Paula Winkler2,3, Jaime Lopez4, Meagen Dennison5, Yuanyuan Liang2,6, Barbara J Turner7,8.
Abstract
BACKGROUND: Effective community-partnered and patient-centered outcomes research needs to address community priorities. However, optimal sampling methods to engage stakeholders from hard-to-reach, vulnerable communities to generate research priorities have not been identified.Entities:
Keywords: Chronic pain; Community-based participatory research; Research methods; Sampling studies; Vulnerable populations
Mesh:
Year: 2016 PMID: 27793191 PMCID: PMC5084459 DOI: 10.1186/s12874-016-0242-z
Source DB: PubMed Journal: BMC Med Res Methodol ISSN: 1471-2288 Impact factor: 4.615
Review of four sampling strategies commonly used in community-engaged research
| Sampling method | Definition | Strengths | Limitations | Community engagement and rigor |
|---|---|---|---|---|
| Purposive Sampling [ | Strategy allows for selection of a sampling frame that may be most affected by a specific issue. | • Aims to maintain rigor and identify a sampling frame based on specific study driven variables or characteristics. | • Requires collaboration from others to identify participants matching characteristics sought. | ✓✓ |
| Convenience Sampling [ | Strategy uses existing relationships to identify participants. | • Benefits from existing relationships to identify participants. | • May result in homogeneous sampling frame. | ✓✓ |
| Snowball Sampling [ | Based on a referral approach where a small number of individuals with specific characteristics recruit others with these characteristics from their networks or community. | • Reach to participants with same characteristics. | • Referral contact may not be effective in identifying diverse individuals. | ✓✓✓ |
| Respondent Driven Sampling [ | Used to reach hidden or most-vulnerable populations basing participation and reach on trust of respondent recruiting frame. | • Seeds recruit a fixed number of participants. | • Requires training and time to capture and identify respondent relationships. | ✓✓✓ |
Fig. 1Two Sampling Methods
Characteristics of stakeholders recruited by sampling method
| Characteristic | Snowball sampling stakeholders | Purposive plus convenience sampling stakeholders |
|
|---|---|---|---|
| Stakeholders | 55 (100 %) | 62 (100 %) | – |
| Age, mean ± SD (years) | 58 ± 11.97 | 57 ± 9.77 | 0.624c |
| Gender | |||
| Female | 38 (69) | 40 (65) | 0.60 |
| Male | 17 (31) | 22 (35) | |
| Race/Ethnicity | |||
| Hispanic | 48 (87) | 45 (73) | 0.049 |
| Non-Hispanic White | 7 (13) | 17 (27) | |
| Employment Status | |||
| Employed | 17 (31) | 38 (61) | <0.001 |
| Disability | 26 (47) | 6 (10) | |
| Retired | 8 (15) | 16 (26) | |
| Unemployed | 4 (7) | 2 (3) | |
| Occupation | 17 (100 %) | 38 (100 %) | 0.474b |
| Administrative | 1 (6.25) | 6 (16) | |
| Agriculture | 2 (6.25) | 3 (8) | |
| Business | 2 (12.5) | 8 (21) | |
| Domestic Labor | 3 (18.75) | 7 (18) | |
| Education | 2 (12.5) | 2 (5) | |
| Government | 3 (18.75) | 1 (3) | |
| Healthcare | 2 (12.5) | 2 (5) | |
| Manual Labor | 2 (12.5) | 6 (16) | |
| Self-employed | 0 (0) | 3 (8) | |
| Primary Language | |||
| English | 46 (84) | 55 (89) | 0.089 |
| Spanish | 9 (16) | 7 (11) | |
aChi-Square test
bFisher’s Exact test
cTwo independent sample t test with unequal variances assumption
Stakeholder participation by sampling method groupa
| Snowball sampling stakeholders | Purposive plus convenience sampling stakeholders | |||||||
|---|---|---|---|---|---|---|---|---|
| Group 1 | Group 2 | Group 3 | TOTAL | Group 1 | Group 2 | Group 3 | TOTAL | |
|
|
|
|
| |||||
| Consented to Participate | 17 | 20 | 18 | 55 (100) | 21 | 23 | 18 | 62 (100) |
| Orientation | 17 | 19 | 16 | 52 (95) | 12 | 12 | 12 | 36 (58) |
| Brainstorming | 16 | 16 | 10 | 42 (76) | 10 | 9 | 10 | 29 (47) |
| Rating/Sorting | 11 | 15 | 10 | 36 (65) | 8 | 8 | 12 | 28 (45) |
| Participated in all meetings | 11 | 15 | 10 | 36 (65)b | 8 | 8 | 10 | 26 (42)b |
aIn each county, three groups of participants met and each group attended a series of three meetings
bCalculated by dividing the number of participants who attended all three meetings by the number of participants consented to participate
Characteristics of stakeholders within each sampling method group attending first orientation session and three sessions
| Attending first orientation session | Attending all three sessions | |||||
|---|---|---|---|---|---|---|
| Characteristic | Snowball sampling stakeholders | Purposive plus convenience sampling stakeholders |
| Snowball sampling stakeholders | Purposive plus convenience sampling stakeholders |
|
|
|
|
|
| |||
| Stakeholders | 52 (100 %) | 36 (100 %) | - | 36 (100 %) | 28 (100 %) | - |
| Age, mean ± SD (years) | 58 ± 11.62 | 59 ± 8.73 | 0.646c | 59 ± 10.27 | 59 ± 8.73 | >0.999c |
| Gender | ||||||
| Female | 37 (71) | 26 (72) | 0.913 | 27 (75) | 22 (79) | 0.74 |
| Male | 15 (29) | 10 (28) | 9 (25) | 6 (21) | ||
| Race/Ethnicity | ||||||
| Hispanic | 47 (90) | 27 (75) | 0.052 | 32 (89) | 21 (75) | 0.144 |
| Non-Hispanic White | 5 (10) | 9 (25) | 4 (11) | 7 (25) | ||
| Education | ||||||
| Less than high school | 16 (31) | 5 (13) | 0.131 | 12 (33) | 5 (18) | 0.199 |
| High School or GED | 25 (48) | 16 (44) | 18 (50) | 12 (43) | ||
| Post High School | 6 (12) | 8 (22) | 3 (8) | 6 (21) | ||
| College Graduate | 5 (10) | 7 (19) | 3 (8) | 5 (18) | ||
| Employment Status | ||||||
| Employed | 16 (31) | 21 (58) | 0.0002 | 10 (28) | 16 (57) | 0.006 |
| Disability | 25 (48) | 2 (6) | 16 (44) | 2 (7) | ||
| Retired | 7 (13) | 11 (30) | 6 (17) | 8 (29) | ||
| Unemployed | 4 (8) | 2 (6) | 4 (11) | 2 (7) | ||
| Occupation | 16 (100 %) | 21 (100 %) | 10 (100 %) | 16 (100 %) | ||
| Administrative | 1 (6.25) | 1 (5) | 0.706b | 0 (0) | 1 (6) | 0.45b |
| Agriculture | 1 (6.25) | 2 (10) | 1 (10) | 1 (6) | ||
| Business | 2 (12.5) | 7 (33) | 1 (10) | 6 (38) | ||
| Domestic Labor | 3 (18.75) | 3 (14) | 0 (0) | 2 (13) | ||
| Education | 2 (12.5) | 2 (10) | 2 (20) | 2 (13) | ||
| Government | 3 (18.75) | 1 (5) | 3 (30) | 1 (6) | ||
| Healthcare | 2 (12.5) | 1 (5) | 2 (20) | 1 (6) | ||
| Manual Labor | 2 (12.5) | 2 (10) | 1 (10) | 2 (13) | ||
| Self-employed | 0 (0) | 2 (10) | 0 (0) | 0 (0) | ||
| Primary Language | ||||||
| English | 43 (83) | 32 (89) | 0.421 | 34 (94) | 27 (96) | 0.71 |
| Spanish | 9 (17) | 4 (11) | 2 (6) | 1 (4) | ||
aChi-Square test
bFisher’s Exact test
cTwo independent sample t test with unequal variances assumption
Importance and feasibility of needed pain management services and support from community stakeholders grouped by recruitment methoda
| Importance rating | Feasibility rating | |||||||
|---|---|---|---|---|---|---|---|---|
| Category of services or support needed to improve outcomes of persons with chronic pain | Snowball sampling stakeholders mean (SD) | Purposive plus convenience sampling stakeholders mean (SD) | Diff |
| Snowball sampling stakeholders mean (SD) | Purposive plus convenience sampling stakeholders mean (SD) | Diff |
|
| Professional Chronic Pain Support | 4.26 (0.63) | 4.04 (0.71) | 0.22 | 0.195 | 3.89 (0.84) | 3.66 (1.01) | 0.23 | 0.324 |
| Nutrition Program | 4.16 (0.96) | 3.75 (1.14) | 0.41 | 0.124 | 3.83 (0.86) | 3.33 (1.22) | 0.50 | 0.059 |
| Massage Therapy | 4.07 (0.78) | 4.42 (0.52) | −0.35 |
| 3.73 (1.07) | 4.00 (0.95) | −0.27 | 0.297 |
| Education/Outreach | 3.90 (0.71) | 3.87 (0.93) | 0.03 | 0.884 | 3.71 (0.82) | 3.73 (0.97) | −0.02 | 0.929 |
| City Improvements/Transportation | 3.83 (0.71) | 3.21 (0.97) | 0.62 |
| 3.50 (0.83) | 3.23 (1.09) | 0.27 | 0.265 |
| Non-Professional Chronic Pain Support | 3.81 (0.76) | 3.83 (0.85) | −0.02 | 0.921 | 3.71 (0.96) | 3.60 (1.00) | 0.11 | 0.657 |
| Water Therapy | 3.78 (0.80) | 3.86 (1.08) | −0.08 | 0.735 | 3.54 (0.91) | 3.35 (1.30) | 0.19 | 0.494 |
| Exercise/Fitness Facility | 3.71 (0.59) | 3.77 (0.86) | −0.06 | 0.742 | 3.66 (0.64) | 3.54 (0.96) | 0.12 | 0.552 |
aOrdered by priority rating of the Snowball Sampling Group
bTwo-sample t test with unequal variances assumption