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Impact of different cover letter content and incentives on non-response bias in a sample of Veterans applying for Department of Veterans Affairs disability benefits: a randomized, 3X2X2 factorial trial
Non-random non-response bias in surveys requires time-consuming, complicated, post-survey analyses. Our goal was to see if modifying cover letter information would prevent non-random non-response bias altogether. Our secondary goal tested whether larger incentives would reduce non-response bias. A m...
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Published in: | BMC medical research methodology 2022-03, Vol.22 (1), p.61-13, Article 61 |
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description | Non-random non-response bias in surveys requires time-consuming, complicated, post-survey analyses. Our goal was to see if modifying cover letter information would prevent non-random non-response bias altogether. Our secondary goal tested whether larger incentives would reduce non-response bias.
A mailed, survey of 480 male and 480 female, nationally representative, Operations Enduring Freedom, Iraqi Freedom, or New Dawn (OEF/OIF/OND) Veterans applying for Department of Veterans Affairs (VA) disability benefits for posttraumatic stress disorder (PTSD). Cover letters conveyed different information about the survey's topics (combat, unwanted sexual attention, or lifetime and military experiences), how Veterans' names had been selected (list of OEF/OIF/OND Veterans or list of Veterans applying for disability benefits), and what incentive Veterans would receive ($20 or $40). The main outcome, non-response bias, measured differences between survey respondents' and sampling frame's characteristics on 8 administrative variables, including Veterans' receipt of VA disability benefits and exposure to combat or military sexual trauma. Analysis was intention to treat. We used ANOVA for factorial block-design, logistic, mixed-models to assess bias and multiple imputation and expectation-maximization algorithms to assess potential missing mechanisms (missing completely at random, missing at random, or not random) of two self-reported variables: combat and military sexual assault.
Regardless of intervention, men with any VA disability benefits, women with PTSD disability benefits, and women with combat exposure were over-represented among respondents. Interventions explained 0.0 to 31.2% of men's variance and 0.6 to 30.5% of women's variance in combat non-response bias and 10.2 to 43.0% of men's variance and 0.4 to 31.9% of women's variance in military sexual trauma non-response bias. Non-random assumptions showed that men's self-reported combat exposure was overestimated by 19.0 to 28.8 percentage points and their self-reported military sexual assault exposure was underestimated by 14.2 to 28.4 percentage points compared to random missingness assumptions. Women's self-reported combat exposure was overestimated by 8.6 to 10.6 percentage points and military sexual assault exposure, by 1.2 to 6.9 percentage points.
Our interventions reduced bias in some characteristics, leaving others unaffected or exacerbated. Regardless of topic, researchers are urged to present estimate |
doi_str_mv | 10.1186/s12874-022-01531-x |
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A mailed, survey of 480 male and 480 female, nationally representative, Operations Enduring Freedom, Iraqi Freedom, or New Dawn (OEF/OIF/OND) Veterans applying for Department of Veterans Affairs (VA) disability benefits for posttraumatic stress disorder (PTSD). Cover letters conveyed different information about the survey's topics (combat, unwanted sexual attention, or lifetime and military experiences), how Veterans' names had been selected (list of OEF/OIF/OND Veterans or list of Veterans applying for disability benefits), and what incentive Veterans would receive ($20 or $40). The main outcome, non-response bias, measured differences between survey respondents' and sampling frame's characteristics on 8 administrative variables, including Veterans' receipt of VA disability benefits and exposure to combat or military sexual trauma. Analysis was intention to treat. We used ANOVA for factorial block-design, logistic, mixed-models to assess bias and multiple imputation and expectation-maximization algorithms to assess potential missing mechanisms (missing completely at random, missing at random, or not random) of two self-reported variables: combat and military sexual assault.
Regardless of intervention, men with any VA disability benefits, women with PTSD disability benefits, and women with combat exposure were over-represented among respondents. Interventions explained 0.0 to 31.2% of men's variance and 0.6 to 30.5% of women's variance in combat non-response bias and 10.2 to 43.0% of men's variance and 0.4 to 31.9% of women's variance in military sexual trauma non-response bias. Non-random assumptions showed that men's self-reported combat exposure was overestimated by 19.0 to 28.8 percentage points and their self-reported military sexual assault exposure was underestimated by 14.2 to 28.4 percentage points compared to random missingness assumptions. Women's self-reported combat exposure was overestimated by 8.6 to 10.6 percentage points and military sexual assault exposure, by 1.2 to 6.9 percentage points.
Our interventions reduced bias in some characteristics, leaving others unaffected or exacerbated. Regardless of topic, researchers are urged to present estimates that include all three assumptions of missingness.</description><identifier>ISSN: 1471-2288</identifier><identifier>EISSN: 1471-2288</identifier><identifier>DOI: 10.1186/s12874-022-01531-x</identifier><identifier>PMID: 35249535</identifier><language>eng</language><publisher>England: BioMed Central Ltd</publisher><subject>Afghan Campaign 2001 ; Behavior ; Combat ; Cover letters ; Demographic aspects ; Design and construction ; Factorial design ; Female ; Humans ; Iraq War, 2003-2011 ; Leverage salience theory ; Mailed survey ; Male ; Motivation ; Non-response Bias ; Randomized trial ; Social aspects ; Stress Disorders, Post-Traumatic - therapy ; United States ; United States Department of Veterans Affairs ; Veterans</subject><ispartof>BMC medical research methodology, 2022-03, Vol.22 (1), p.61-13, Article 61</ispartof><rights>2022. The Author(s).</rights><rights>COPYRIGHT 2022 BioMed Central Ltd.</rights><rights>The Author(s) 2022</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c535t-29d62cd4243145d48a718035e7850c5f34e3a30d8ae412686f6726f248d82853</citedby><cites>FETCH-LOGICAL-c535t-29d62cd4243145d48a718035e7850c5f34e3a30d8ae412686f6726f248d82853</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://www.ncbi.nlm.nih.gov/pmc/articles/PMC8898515/pdf/$$EPDF$$P50$$Gpubmedcentral$$Hfree_for_read</linktopdf><linktohtml>$$Uhttps://www.ncbi.nlm.nih.gov/pmc/articles/PMC8898515/$$EHTML$$P50$$Gpubmedcentral$$Hfree_for_read</linktohtml><link.rule.ids>230,314,727,780,784,885,27922,27923,37011,53789,53791</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/35249535$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Murdoch, Maureen</creatorcontrib><creatorcontrib>Clothier, Barbara A</creatorcontrib><creatorcontrib>Beebe, Timothy J</creatorcontrib><creatorcontrib>Bangerter, Ann K</creatorcontrib><creatorcontrib>Noorbaloochi, Siamak</creatorcontrib><title>Impact of different cover letter content and incentives on non-response bias in a sample of Veterans applying for Department of Veterans Affairs disability benefits: a randomized, 3X2X2 factorial trial</title><title>BMC medical research methodology</title><addtitle>BMC Med Res Methodol</addtitle><description>Non-random non-response bias in surveys requires time-consuming, complicated, post-survey analyses. Our goal was to see if modifying cover letter information would prevent non-random non-response bias altogether. Our secondary goal tested whether larger incentives would reduce non-response bias.
A mailed, survey of 480 male and 480 female, nationally representative, Operations Enduring Freedom, Iraqi Freedom, or New Dawn (OEF/OIF/OND) Veterans applying for Department of Veterans Affairs (VA) disability benefits for posttraumatic stress disorder (PTSD). Cover letters conveyed different information about the survey's topics (combat, unwanted sexual attention, or lifetime and military experiences), how Veterans' names had been selected (list of OEF/OIF/OND Veterans or list of Veterans applying for disability benefits), and what incentive Veterans would receive ($20 or $40). The main outcome, non-response bias, measured differences between survey respondents' and sampling frame's characteristics on 8 administrative variables, including Veterans' receipt of VA disability benefits and exposure to combat or military sexual trauma. Analysis was intention to treat. We used ANOVA for factorial block-design, logistic, mixed-models to assess bias and multiple imputation and expectation-maximization algorithms to assess potential missing mechanisms (missing completely at random, missing at random, or not random) of two self-reported variables: combat and military sexual assault.
Regardless of intervention, men with any VA disability benefits, women with PTSD disability benefits, and women with combat exposure were over-represented among respondents. Interventions explained 0.0 to 31.2% of men's variance and 0.6 to 30.5% of women's variance in combat non-response bias and 10.2 to 43.0% of men's variance and 0.4 to 31.9% of women's variance in military sexual trauma non-response bias. Non-random assumptions showed that men's self-reported combat exposure was overestimated by 19.0 to 28.8 percentage points and their self-reported military sexual assault exposure was underestimated by 14.2 to 28.4 percentage points compared to random missingness assumptions. Women's self-reported combat exposure was overestimated by 8.6 to 10.6 percentage points and military sexual assault exposure, by 1.2 to 6.9 percentage points.
Our interventions reduced bias in some characteristics, leaving others unaffected or exacerbated. Regardless of topic, researchers are urged to present estimates that include all three assumptions of missingness.</description><subject>Afghan Campaign 2001</subject><subject>Behavior</subject><subject>Combat</subject><subject>Cover letters</subject><subject>Demographic aspects</subject><subject>Design and construction</subject><subject>Factorial design</subject><subject>Female</subject><subject>Humans</subject><subject>Iraq War, 2003-2011</subject><subject>Leverage salience theory</subject><subject>Mailed survey</subject><subject>Male</subject><subject>Motivation</subject><subject>Non-response Bias</subject><subject>Randomized trial</subject><subject>Social aspects</subject><subject>Stress Disorders, Post-Traumatic - therapy</subject><subject>United States</subject><subject>United States Department of Veterans Affairs</subject><subject>Veterans</subject><issn>1471-2288</issn><issn>1471-2288</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2022</creationdate><recordtype>article</recordtype><sourceid>DOA</sourceid><recordid>eNptks1q3DAUhU1padK0L9BFEXTTRZ3qx5LlLgJD-jcQ6CaU7IQsXU0VbMmVPEOmb9i3qpxJQwLFIImrcz_OlU9VvSb4lBApPmRCZdvUmNIaE85IffOkOiZNS2pKpXz64HxUvcj5GmPSSiaeV0eM06bjjB9Xf9bjpM2MokPWOwcJwoxM3EFCA8xz2UwM81LUwSIfTDn6HWQUAwox1AnyFEMG1Hudyz3SKOtxGmAh_oAC0CEjPU3D3ocNcjGhTzDpNI8L86Fm5Zz2KRcbWfd-8PMe9RDA-Tl_LNSisXH0v8G-R-yKXlHkiu-YvB7QvKwvq2dODxle3e0n1eWXz5fn3-qL71_X56uL2pSB55p2VlBjG9ow0nDbSN0SiRmHVnJsuGMNMM2wlRoaQoUUTrRUONpIK6nk7KRaH7A26ms1JT_qtFdRe3VbiGmjynTeDKAMb6nTlFoOfdPjrsOFB8I6THpLrS2sswNr2vYj2OVtkx4eQR_fBP9TbeJOSdlJThYz7-4AKf7aQp7V6LOBYdAB4jYrKpiQktNWFOnbg3SjizUfXCxEs8jVSnQdx53gtKhO_6Mqn4XRlySU31HqjxroocGkmHMCd--eYLWkVB1SqkpK1W1K1U1pevNw7vuWf7FkfwHLi-W2</recordid><startdate>20220306</startdate><enddate>20220306</enddate><creator>Murdoch, Maureen</creator><creator>Clothier, Barbara A</creator><creator>Beebe, Timothy J</creator><creator>Bangerter, Ann K</creator><creator>Noorbaloochi, Siamak</creator><general>BioMed Central Ltd</general><general>BioMed Central</general><general>BMC</general><scope>CGR</scope><scope>CUY</scope><scope>CVF</scope><scope>ECM</scope><scope>EIF</scope><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>7X8</scope><scope>5PM</scope><scope>DOA</scope></search><sort><creationdate>20220306</creationdate><title>Impact of different cover letter content and incentives on non-response bias in a sample of Veterans applying for Department of Veterans Affairs disability benefits: a randomized, 3X2X2 factorial trial</title><author>Murdoch, Maureen ; Clothier, Barbara A ; Beebe, Timothy J ; Bangerter, Ann K ; Noorbaloochi, Siamak</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c535t-29d62cd4243145d48a718035e7850c5f34e3a30d8ae412686f6726f248d82853</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2022</creationdate><topic>Afghan Campaign 2001</topic><topic>Behavior</topic><topic>Combat</topic><topic>Cover letters</topic><topic>Demographic aspects</topic><topic>Design and construction</topic><topic>Factorial design</topic><topic>Female</topic><topic>Humans</topic><topic>Iraq War, 2003-2011</topic><topic>Leverage salience theory</topic><topic>Mailed survey</topic><topic>Male</topic><topic>Motivation</topic><topic>Non-response Bias</topic><topic>Randomized trial</topic><topic>Social aspects</topic><topic>Stress Disorders, Post-Traumatic - therapy</topic><topic>United States</topic><topic>United States Department of Veterans Affairs</topic><topic>Veterans</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Murdoch, Maureen</creatorcontrib><creatorcontrib>Clothier, Barbara A</creatorcontrib><creatorcontrib>Beebe, Timothy J</creatorcontrib><creatorcontrib>Bangerter, Ann K</creatorcontrib><creatorcontrib>Noorbaloochi, Siamak</creatorcontrib><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>MEDLINE - Academic</collection><collection>PubMed Central (Full Participant titles)</collection><collection>DOAJ Directory of Open Access Journals</collection><jtitle>BMC medical research methodology</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Murdoch, Maureen</au><au>Clothier, Barbara A</au><au>Beebe, Timothy J</au><au>Bangerter, Ann K</au><au>Noorbaloochi, Siamak</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Impact of different cover letter content and incentives on non-response bias in a sample of Veterans applying for Department of Veterans Affairs disability benefits: a randomized, 3X2X2 factorial trial</atitle><jtitle>BMC medical research methodology</jtitle><addtitle>BMC Med Res Methodol</addtitle><date>2022-03-06</date><risdate>2022</risdate><volume>22</volume><issue>1</issue><spage>61</spage><epage>13</epage><pages>61-13</pages><artnum>61</artnum><issn>1471-2288</issn><eissn>1471-2288</eissn><abstract>Non-random non-response bias in surveys requires time-consuming, complicated, post-survey analyses. Our goal was to see if modifying cover letter information would prevent non-random non-response bias altogether. Our secondary goal tested whether larger incentives would reduce non-response bias.
A mailed, survey of 480 male and 480 female, nationally representative, Operations Enduring Freedom, Iraqi Freedom, or New Dawn (OEF/OIF/OND) Veterans applying for Department of Veterans Affairs (VA) disability benefits for posttraumatic stress disorder (PTSD). Cover letters conveyed different information about the survey's topics (combat, unwanted sexual attention, or lifetime and military experiences), how Veterans' names had been selected (list of OEF/OIF/OND Veterans or list of Veterans applying for disability benefits), and what incentive Veterans would receive ($20 or $40). The main outcome, non-response bias, measured differences between survey respondents' and sampling frame's characteristics on 8 administrative variables, including Veterans' receipt of VA disability benefits and exposure to combat or military sexual trauma. Analysis was intention to treat. We used ANOVA for factorial block-design, logistic, mixed-models to assess bias and multiple imputation and expectation-maximization algorithms to assess potential missing mechanisms (missing completely at random, missing at random, or not random) of two self-reported variables: combat and military sexual assault.
Regardless of intervention, men with any VA disability benefits, women with PTSD disability benefits, and women with combat exposure were over-represented among respondents. Interventions explained 0.0 to 31.2% of men's variance and 0.6 to 30.5% of women's variance in combat non-response bias and 10.2 to 43.0% of men's variance and 0.4 to 31.9% of women's variance in military sexual trauma non-response bias. Non-random assumptions showed that men's self-reported combat exposure was overestimated by 19.0 to 28.8 percentage points and their self-reported military sexual assault exposure was underestimated by 14.2 to 28.4 percentage points compared to random missingness assumptions. Women's self-reported combat exposure was overestimated by 8.6 to 10.6 percentage points and military sexual assault exposure, by 1.2 to 6.9 percentage points.
Our interventions reduced bias in some characteristics, leaving others unaffected or exacerbated. Regardless of topic, researchers are urged to present estimates that include all three assumptions of missingness.</abstract><cop>England</cop><pub>BioMed Central Ltd</pub><pmid>35249535</pmid><doi>10.1186/s12874-022-01531-x</doi><tpages>13</tpages><oa>free_for_read</oa></addata></record> |
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subjects | Afghan Campaign 2001 Behavior Combat Cover letters Demographic aspects Design and construction Factorial design Female Humans Iraq War, 2003-2011 Leverage salience theory Mailed survey Male Motivation Non-response Bias Randomized trial Social aspects Stress Disorders, Post-Traumatic - therapy United States United States Department of Veterans Affairs Veterans |
title | Impact of different cover letter content and incentives on non-response bias in a sample of Veterans applying for Department of Veterans Affairs disability benefits: a randomized, 3X2X2 factorial trial |
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