Recruitment and Selection of Couples for Intervention Research: Achieving Developmental Homogeneity at the Cost of Demographic Diversity

Size: px
Start display at page:

Download "Recruitment and Selection of Couples for Intervention Research: Achieving Developmental Homogeneity at the Cost of Demographic Diversity"

Transcription

1 Journal of Consulting and Clinical Psychology Copyright 2006 by the American Psychological Association 2006, Vol. 74, No. 4, X/06/$12.00 DOI: / X BRIEF REPORTS Recruitment and Selection of Couples for Intervention Research: Achieving Developmental Homogeneity at the Cost of Demographic Diversity Ronald D. Rogge, Rebecca J. Cobb, Lisa B. Story, Matthew D. Johnson, Erika E. Lawrence, Alexia D. Rothman, and Thomas N. Bradbury University of California, Los Angeles Demographic and relationship quality data were collected from 704 individuals recruited to participate in a randomized study of relationship enhancing interventions. Recruiting at bridal shows produced partners who were more satisfied, earlier in their relationships, and less likely to be parents, with a marginally higher proportion of Latino couples. Radio and television coverage produced more established couples with higher levels of relationship discord. Self-selection effects revealed that couples from demographic groups at greater risk for divorce (those who had not completed high school, those with children at marriage, and African American couples) were more likely to agree to participate. In contrast, imposing a set of common selection criteria served to exclude couples from demographic risk groups and selected for couples with higher marital quality. Implications for recruiting couples to participate in preventive interventions are outlined. Keywords: marriage, intervention, recruitment, selection, diversity Claiming that an intervention is effective in preventing adverse marital outcomes requires a sample of participants who have some degree of risk for these outcomes. Furthermore, claiming that an intervention is broadly applicable requires evidence that adverse outcomes are prevented in sociodemographically diverse samples. To date, studies of leading preventive interventions have not fared well in fulfilling these two requirements, having used samples of couples that were disproportionately White, well educated, and middle class (see Carroll & Doherty, 2003, for a review). This lack of diversity is particularly concerning given that divorce rates are markedly higher in African American couples (70% vs. 47% in Caucasian couples) and in couples that did not finish high school (60% vs. 36% for college Ronald D. Rogge, Rebecca J. Cobb, Lisa B. Story, Matthew D. Johnson, Erika E. Lawrence, Alexia D. Rothman, and Thomas N. Bradbury, Department of Psychology, University of California, Los Angeles (UCLA). Ronald D. Rogge is now at the Department of Psychology, University of Rochester; Rebecca J. Cobb is now at the Department of Psychology, Simon Fraser University; Lisa B. Story is now at the Department of Psychology, Duke University; Matthew D. Johnson is now at the Department of Psychology, State University of New York at Binghamton; Erika E. Lawrence is now at the Department of Psychology, University of Iowa. This research was supported by John Templeton Foundation Grant We thank all of the couples who participated in this study and the UCLA undergraduate research assistants who conducted the telephone interviews: Dakota Bayard, Kahni Clements, Angie Clifford, Natasha Emmerson, Stephanie Haygood, Kristen Krohn, Natasha Kruse, Nina Lee, Lori Mitchell, Kelley Nay, Marissa Oh, Ann Marie Ortega, Anke Reinke, Sandra Sherman, Linda Taniguchi, David Thorson, and Caroline Wass. Correspondence concerning this article should be addressed to Ronald D. Rogge, Department of Psychology, University of Rochester, RC Box , Rochester, NY rogge@psych.rochester.edu graduates), and that the risk of divorce is effectively doubled for couples starting marriage with children (Raley & Bumpass, 2003). This suggests that the current literature on relationship enhancing interventions may have failed to test those programs in the populations at greatest risk for distress and divorce, despite recent evidence that couples in these high-risk populations have high levels of interest in relationship enhancing interventions (Johnson et al., 2002). We argue that shortcomings in preventive intervention samples could stem from a lack of research on the effects of recruitment populations from which participants are drawn and the criteria used to select couples for participation. The decisions a researcher makes in recruiting and selecting a sample will undoubtedly have effects on the resulting diversity of the sample, but few published studies have examined these effects, forcing investigators to rely largely on intuition, experience, luck, and budget constraints when making these decisions. Greater systematic understanding of how samples are affected by these methodological decisions could enable investigators to preserve and enrich the diversity represented in their samples. To our knowledge, no published studies in the marital intervention literature have examined associations between sampling procedures and the resulting sample composition. However, the nonexperimental literature on newlywed marriage suggests that couples at higher risk for discord and divorce are less likely to report participating in preventive interventions, indicating a possible self-selection bias toward low-risk couples in intervention studies (Halford, O Donnell, Lizzio, & Wilson, 2006; Sullivan & Bradbury, 1997). In addition, recruitment through newspaper advertisements has been shown to yield a sample at higher risk for eventual relationship difficulties than recruitment through marriage licenses (Karney et al., 1995), and requiring newlywed couples to be childless has been shown to reduce the proportion of African American couples in a sample (Karney, Kreitz, & Sweeney, 2004). The present analyses build on these findings by examining the 777

2 778 BRIEF REPORTS effects of recruitment and selection criteria on sample diversity using data from 704 individuals recruited for a clinical trial of relationship enhancing workshops. We begin by exploring the effects of recruiting from different populations on the resulting sample characteristics. Following Karney et al. (1995), we predict that advertising in mass media (i.e., soliciting participants through newspaper, radio, or television coverage) will result in samples that tend to be lower in relationship quality. We then turn to the central question of how selection criteria commonly used in newlywed research affect the resulting sample, exploring differences between researcher-selection 1 effects (excluding participants on the basis of specific criteria) and self-selection effects. On the basis of Karney et al. s (2004) findings, we test the specific hypothesis that requiring couples to be childless will reduce the number of African American couples eligible for the study. Following Sullivan and Bradbury (1997) and Halford et al. (2006), we also test the hypothesis that couples likely to be at elevated risk for later marital problems will select themselves out of the study. Participants Method A total of 831 couples were recruited and screened for possible inclusion in a longitudinal efficacy study of the Prevention and Relationship Enhancement (Stanley, Blumberg, & Markman, 1999) and the Compassionate and Accepting Relationships Through Empathy (Rogge, Cobb, Johnson, Lawrence, & Bradbury, 2002) programs for preventing marital discord and divorce. From this sample, 704 spouses provided at least partial data during the phone screening process. 2 Wives initiated contact in 86% of the interviews. 3 Husbands averaged 32 (SD 7.8) years of age and 14.8 (SD 2.5) years of education; 7% were unemployed. Wives averaged 30 (SD 7.3) years of age and 14.8 (SD 2.2) years of education; 18% were unemployed. Couples had been married an average of 8.7 (SD 44.0) months, and of the 630 couples who provided data on number of children, 212 (35%) reported currently having at least one child, with 101 of those couples indicating that the children were from previous relationships. Approximately 63% of the couples had cohabited before marriage. 4 Of the 415 couples who provided racial data, 5 56% of the husbands were Caucasian, 20% Latino, 10% African American, 8% Asian/Pacific Islander, and 5% other. Of the wives, 53% were Caucasian, 25% Latina, 10% African American, 8% Asian/Pacific Islander, and 4% other. These proportions roughly correspond to the distribution of racial groups in Los Angeles County (49% Caucasian, 10% African American, 12% Asian/Pacific Islander; U.S. Census Bureau, 2006). 6 Relationship satisfaction data indicate that the sample was relatively happy, averaging an estimated score of 115 on the Marital Adjustment Test (MAT; Locke & Wallace, 1959) but demonstrating a wide range of variance in satisfaction (SD 18.5). Procedure Recruitment. A standard recruitment message was presented in a variety of formats (see Appendix) to three distinct populations of eligible couples: couples attending bridal shows (n 339 couples), couples reading local newspapers (classified ads or feature story; n 136 couples), and couples listening to local talk shows (radio and television; n 116 couples). An additional 113 couples were recruited by strategies with minimal response rates (word of mouth, movie theater ads, referrals, mailing lists, and newsletters). Of the 339 couples recruited at bridal shows, 201 provided their contact information at the show as part of a raffle to win a gift basket valued at $80 (a 13.6% response rate from the 1,478 total couples in attendance) after being given brochures describing the study. Another 138 couples were recruited by sending an information letter, brochure, and a reply postcard to the remaining 1,277 couples that attended the shows (a 10.8% response rate). This represents a 23% overall response rate. Interviews. Individuals contacting the lab or providing contact information were screened in a 30-min phone interview in which eligibility and demographic information were collected. 7 One partner from each couple was interviewed. Of the 831 individuals interviewed, 127 (15%) declined participation after the details of the study were explained to them. 8 Selection criteria. To participate in the study, both partners had to agree to participate; they were required either to be engaged to be married 1 We would like to thank Dr. Scott Stanley for suggesting this particularly apt term. 2 The majority of callers provided complete background information in the phone screening process, but they occasionally terminated the phone screening interview upon learning that they were ineligible for the treatment study; consequently the exact sample sizes for each background variable differ slightly (Table 1). 3 At the time of screening, 369 of the spouses were engaged to be married and were not yet technically husbands or wives. However, for the sake of simplicity we use the terms husbands and wives to refer to the male and female partners of the relationships throughout the article. 4 Length of cohabitation was reported in years, whereas couples provided an exact wedding date. Thus, to be conservative, couples were classified as premaritally cohabitating only if they reported living together a full calendar year longer than possible by the date of their wedding (i.e., if they reported cohabiting for 1 year and had been married at any point within the last 12 months, they were not classified as premarital cohabiters). 5 For the last 231 telephone interviews (of the 831 telephone contacts completed), data on ethnicity were collected as part of the initial phone screening process (for 116 callers of those 231 who provided complete demographic information). However, for the first 600 spouses screened by telephone, the questions on race/ethnicity were not part of the initial interview, and so these data had to be collected in a second call, which yielded a 50% (n 299) response rate. Analyses comparing couples who provided ethnicity data and couples who did not suggested that the subsample providing ethnicity data was moderately biased toward younger, happier couples who were more likely to meet eligibility requirements. 6 In our collection of racial information, Latin heritage was treated as a racial group, as individuals were forced to choose between discrete categories one of which was Latino/Latina. In contrast, the U.S. Census splits this into two separate domains, race and ethnicity. Consequently, people are allowed to identify themselves as of any racial category and then identify their ethnicity as Hispanic or non-hispanic. The differences in these operational definitions prevented a direct comparison between the 20% of husbands and 25% of wives identifying as Latin in our study and the 49% of census respondents self-identifying as Hispanic for Los Angeles County. 7 The telephone interview began with verbal informed consent. After the project had been fully described, respondents were asked if they and their partner might be interested in participating. Regardless of the outcome of that query, participants were then asked if they would be willing to provide demographic information for themselves and their partners. The demographic background questions ended with a three-item relationship satisfaction measure (measuring only the caller s level of satisfaction). The analyses presented in this study are exclusively focused on the data collected in these telephone interviews. 8 Following the initial verbal informed consent, callers were specifically asked, Does this sound like something you would be interested in doing? and Does this sound like something your partner would be interested in doing? The phone screen interviews of the 127 callers who answered with a firm no to one or both of those questions were immediately terminated. For an additional 7 callers who indicated their ineligibility at this point, minimal data (e.g., gender of caller and reason for ineligibility) were collected prior to termination of the phone screen.

3 BRIEF REPORTS 779 within the next year or to have been married fewer than 6 months. To avoid the confounding effects of a previous failed marriage, couples were included only if this was the first marriage for both partners. 9 Participants were also required to be fluent in English. Finally, respondents demonstrating severe levels of marital discord that suggested a need for marital therapy (12 or fewer points on the Kansas Marital Satisfaction scale) were excluded and given appropriate referrals. 10 Of the 704 couples who consented to at least a partial screening interview, 338 (48%) satisfied these selection criteria. Measures Marital satisfaction. Each respondent interviewed reported his or her own level of satisfaction on the Kansas Marital Satisfaction Scale (KMS; Schumm et al., 1986). The wording of the items was modified slightly in this study to make it appropriate for both married and engaged couples: How satisfied are you with your marriage/relationship? How satisfied are you with [partner s name] as a partner? This rewording forced us to draw the third item from another brief satisfaction inventory: I really feel like part of a team with my partner. Responses yielded scores ranging from 3 to 21, with high levels of internal consistency in this sample (.85). To facilitate direct comparison of this study with a wider range of marital studies, we developed a regression equation to convert the less widely used KMS scores into estimates of respondents MAT (Locke & Wallace, 1959) scores. Using data from a sample of 56 newlywed couples who provided both KMS and MAT scores at eight different time points (see Rogge & Bradbury, 1999, for details on this sample), regressions generated an average intercept of 17.9 and an average unstandardized beta weight of 5.6 ( p.001, R 2.72). 11 This equation suggests that the KMS cutoff score of 12 for severe marital distress used in this study would roughly correspond to a score of 85 on the MAT, a score well below the typical distress threshold of 100 (Rogge & Bradbury, 1999). Background information. Spouses provided the following information about themselves and their partners: age, years of education, race/ethnicity, employment, number of children, prior couples counseling, wedding date, length of cohabitation, and number of previous marriages. Results Effects of Recruitment Populations on Sample Characteristics The effects of recruiting from different populations were explored in three main groups: 12 couples attending bridal shows, 13 couples reading newspapers, and couples listening to local radio and television talk shows. Separate chi-square analyses and analyses of variance tested for omnibus differences across all three recruitment populations on all demographic and marital quality indices. 14 These analyses failed to demonstrate any significant differences in the rates of premarital cohabitation. The remaining omnibus results were followed up with appropriate pairwise comparisons. Not surprisingly, recruitment of engaged couples at bridal shows elicited calls primarily from wives of couples earlier in their relationships with lower rates of parenthood at marriage, higher levels of marital quality, and correspondingly higher rates of eligibility (Table 1). What was not anticipated was that recruiting at bridal shows also selected for lower rates of unemployment and marginally higher rates of couples with at least one Latino spouse. Additional novel findings emerged for couples recruited through radio and television, resulting in a sample of more established couples with higher rates of parenthood and wives not finishing high school, markedly higher levels of marital discord, and a correspondingly lower likelihood of being eligible for the study. Thus, the populations sampled by recruitment efforts led to consistent differences in the resulting sample. Relative Independence of Selection Criteria We next explored the effects of commonly used selection criteria on the resulting demographics and marital quality of the sample. Although being childless was not a requirement for inclusion in this study, it is a commonly used criterion in longitudinal 9 Remarriages have been considered possible confounds to the homogeneity of a newlywed sample in both the treatment literature and the basic research on newlywed marriage. The primary reason for this concern is that, at a national level, remarriages have been shown to have higher rates of divorce than first marriages and divorce seems to occur more rapidly (Castro-Martin & Bumpass, 1989). This would suggest that couples in remarriage come into the marriage with additional vulnerabilities (or different attitudes) that make divorce a more probable outcome. Little is known about the exact nature of those vulnerabilities, and so newlywed marital researchers have often simply excluded remarriages from their samples to avoid the potentially confounding effects. We applied that same selection criterion in an effort to increase the developmental homogeneity of the sample. However, the logic of such a decision is certainly questionable, because of the biases demonstrated for this criterion in the current study and because it limits the range of the validation sample for these workshops omitting an entire group of couples (remarriages) for whom the workshops could offer benefits. 10 We did not screen the partners of the individuals who were interviewed and deemed above the cutoff for marital distress, leaving open the possibility that some of these partners were very unhappy in their relationship. 11 Although the KMS was slightly modified in this study, the new item ( feel like a team with partner ) from the Quality of Marriage Index (Norton 1983) has consistently demonstrated strong loadings on relationship satisfaction factors. The addition of this item was therefore unlikely to change the nature of the construct measured despite the novel surface content added. However, given that the KMS items used in this study did not precisely match the KMS items used in developing the regression equation to MAT scores, we decided to use a very conservative operationalization for marital discord a threshold of 85 on the MAT estimated scores rather than the more commonly used 100. Using this threshold also allowed us to retain couples with moderate to mild levels of discord for inclusion in the treatment study. 12 To maintain power and reduce the number of separate tests run, these analyses were restricted to the three populations that yielded the most success in the study s recruitment efforts. 13 The methods of collecting contact information by means of raffles at bridal shows and mailing study information to bridal show contact lists ultimately yielded samples of respondents who were indistinguishable on the demographic and marital quality dimensions measured. Consequently, those two groups were collapsed in all remaining analyses. 14 Given the mixture of continuous and nominal data, it was less practical to use a multivariate analysis of variance framework to reduce the experimentwide level of alpha error. Consequently, we focus our presentation on the findings across all groups that were significant at a p. 001 level.

4 780 BRIEF REPORTS Table 1 Characteristics of Samples Recruited From Three Populations Three largest recruitment populations Variable n Sample average Bridal shows Newspaper Radio/TV Omnibus statistic p Number recruited Marital quality indicators Marital satisfaction (estimated MAT scores) ** 116** 97** F(2, 520) Markedly distressed couples (MAT 85) 641 9% 1%** 9%** 28%** 2 (2) Previous couples counseling % 15% 14% 43%** 2 (2) Demographic indicators Husband making initial contact % 9%** 24% 18% 2 (2) Months since wedding a ** F(2, 490) Husband unemployment 634 7% 2%** 13% 8% 2 (2) Wife unemployment % 12%** 27% 29% 2 (2) Husband did not finish high school 513 9% 8% 10% 10% 2 (2) 1.0 ns Wife did not finish high school 518 7% 4% 6% 17%** 2 (2) Couples with children % 20%** 43%** 63%** 2 (2) Couples with children before marriage b % 19%** 44% 47% 2 (2) Husband and/or wife Latino % 37%* 23% 27% 2 (2) Husband and/or wife Asian % 14% 9% 6% 2 (2) 2.8 ns Husband and/or wife African American % 10% 16% 10% 2 (2) 1.7 ns Eligible couples % 80%** 31%** 10%** 2 (2) Note. MAT Marital Adjustment Test scores, estimated from scores on the Kansas Marital Satisfaction Scale. a Negative values on this variable indicate the length of time remaining before the wedding for engaged couples. b Excludes couples married for longer than 6 months. The asterisks refer to pairwise comparisons between the three recruitment populations, identifying when a population is significantly different from all other groups on a indicator. * p.05. ** p.01. studies of newlywed marriage and was evaluated. 15 Of the 704 spouses who provided information, 338 couples (48%) were excluded from the study: 22% for being married longer than 6 months, 20% for having been married previously, 12% for having a wedding date further than 12 months away, 9% for being too severely distressed, 5% for scheduling problems, and 1% for lack of English fluency. In addition, 34.6% currently had children. Finally, of the 831 couples screened, 42% indicated that one or both partners were uninterested in participating. Spearman rho correlation coefficients between the exclusion criteria were generally low (ranging from.02 to.40, with an average absolute correlation of.13), suggesting only mild levels of systematic overlap. As a result, the criteria were evaluated independently. 16 Effects of Self-Selection and Researcher Selection on Sample Characteristics Examining possible self-selection effects revealed that couples from demographic groups at heightened risk for divorce (those lacking high school education, those starting marriage with children, and African American couples) were consistently more likely to agree to participate in the study (Table 2). Of note, couples with the highest levels of marital quality seem to have selected themselves out of the study initially. 17 In contrast, the researcherselection effects produced by applying selection criteria to the sample served to exclude couples from high-risk demographic groups. For example, limiting marriages to the first 6 months served to exclude couples with husbands or wives who had not finished high school and selected for higher marital quality. Similarly, excluding severe marital distress led to fewer couples with wives who had not finished high school and fewer couples starting marriage with children. Limiting marriages to first marriages also reduced the number of couples starting marriage with children, led to a 50% drop in the frequency of eligible couples with at least one African American spouse, and selected for higher levels of marital quality. Finally, requiring couples to be childless excluded couples who had not completed high school and couples with at least one African American spouse, and selected for couples with higher levels of marital quality. Requiring that couples be childless at the start of the study selected for marginally higher proportions of couples with at least one Asian spouse. The rationale for invoking the majority of these selection criteria is to assemble a relatively homogeneous sample of couples at similar developmental stages in life and in marriage. The results presented in Table 2 suggest that 15 This criterion is commonly used because it increases the developmental homogeneity of the sample and facilitates the study of the transition to parenthood. 16 Given the relatively low number of exclusions for the selection criteria of lack of English fluency and scheduling problems, the analyses of potential selection biases focus on the remaining exclusion criteria. 17 These results are based on the couples who provided the necessary phone screening data but ultimately declined participation. It was not possible to include the immediate decliners, as they did not provide marital quality data.

5 BRIEF REPORTS 781 Table 2 Effects of Self-Selection and Researcher Selection on Sample Characteristics Demographic indicators Marital quality indicators Inclusion criterion H did not graduate HS W did not graduate HS Children prior to marriage H or W Af-Am H or W Asian H or W Latino Satisfaction (MAT) Distressed couples Couples counseling 1. Self-selection 467 Both participated 9% 9% 36% 17% 9% 34% % 26% 351 At least one refused 5% 4% 16% 6% 15% 28% 123 1% 14% Statistic 2 (1) 3.8* 2 (1) 5.4* 2 (1) 25*** 2 (1) 12*** 2 (1) 4.5* ns t(640) 7.3*** 2 (1) 30.0*** 2 (1) 12*** 2. Wedding this year 603 Satisfied criterion 8% 7% 26% 12% 12% 30% 116 8% 21% 83 Excluded 5% 5% 36% 6% 6% 40% % 29% Statistic ns ns ns ns ns ns t(639) 3.6*** 2 (1) 4.5* ns 3. Married less than 6 months 541 Satisfied criterion 7% 5% 28% 11% 13% 32% 118 5% 18% 152 Excluded 13% 13% 0% 17% 5% 28% % 38% Statistic 2 (1) 5.4* 2 (1) 9.6** ns ns ns t(639) 9.0*** 2 (1) 59.0*** 2 (1) 24*** 4. First marriage 549 Satisfied criterion 8% 7% 19% 10% 13% 32% 117 8% 18% 139 Excluded 6% 7% 70% 21% 5% 25% % 36% Statistic ns ns 2 (1) 98*** 2 (1) 4.0* ns ns t(639) 3.6*** 2 (1) 6.1* 2 (1) 17*** 5. Not severely distressed 582 Satisfied criterion 7% 6% 27% 11% 12% 31% 120 0% 19% 59 Excluded 11% 19% 50% 11% 5% 26% % 50% Statistic ns 2 (1) 12*** 2 (1) 6.2** ns ns ns 2 (1) 31*** 6. No children a 412 Satisfied criterion 4% 4% 0% 8% 14% 29% 120 4% 15% 218 Excluded 14% 13% 100% 21% 6% 37% % 34% Statistic 2 (1) 17*** 2 (1) 20*** 2 (1) 13*** 2 (1) 5.3* ns t(622) 7.9*** 2 (1) 40*** 2 (1) 27*** Note. Dashes indicate comparisons that would be significant by definition. H/W did not graduate HS husband/wife did not graduate high school. Children prior to marriage rates of parenthood in engaged couples and couples married less than 6 months. H or W Af-Am couples in which at least one spouse is African American. H or W Asian couples in which at least one spouse is Asian or Pacific Islander. MAT Marital Adjustment Test scores. a Couples were not required to be childless for inclusion in the recruitment process described here, but this is a common selection criterion and is analyzed as a potential source of selection bias along with the other criteria. * p.05. ** p.01. *** p.001.

6 782 BRIEF REPORTS these criteria might indeed be successful at homogenizing the developmental stage of the couples, but this homogeneity is accomplished at the cost of demographic and racial diversity, ultimately excluding some at-risk couples in need of intervention. 18 Discussion We examined how recruitment strategies and selection criteria affect the composition of samples used to examine preventative interventions for couples. Turning first to the decision of where to recruit participants, the results generally supported the findings of Karney et al. (1995) in that couples recruited through the media (newspaper, radio, or television) had lower levels of relationship quality than couples recruited through bridal shows. The results suggest that recruitment through bridal shows might be most productive for studies of primary prevention programs (relationship enhancement workshops), as this method draws couples earlier in their relationships with higher levels of relationship quality. However, for studies of secondary prevention programs (e.g., checkup interventions; see Cordova, Warren, & Gee, 2001) or marital therapy studies, recruitment through radio and television might be more productive. Turning to self-selection effects, in contrast to the findings of Sullivan and Bradbury (1997) and Halford and colleagues (2006), we found that the couples who declined participation after responding to recruitment tended to have higher levels of relationship quality. Thus, self-selection occurring at this stage is not driven by a trend for high-risk couples to avoid workshops but possibly by relatively lower risk couples realizing that the costs of participating might outweigh the benefits, once they discovered the actual time and effort involved. We also found that couples from demographic risk groups (African American couples, couples lacking a high school education, and couples with children at marriage) were more likely to agree to participate. This is an encouraging result, as it suggests that at least a subset of higher risk couples both are interested in workshops and actively seek them out. Although these results contrast with those of Sullivan and Bradbury (1997) and Halford et al. (2006), given the differing designs of the studies, both trends of self-selection could be occurring at different stages of recruitment, ultimately excluding both extremes of the marital quality distribution. The researcher-selection effects suggested that the selection criteria commonly used in marital research tend to restrict the demographic diversity and marital quality of the sample, preferentially excluding couples from demographic risk groups (those lacking high school education, those starting marriage with children, and African American couples) and selecting for happier marriages. Supporting the findings of Karney et al. (2004), our results suggest that requiring couples to be childless (and to a lesser extent requiring couples to be in a first marriage) reduced the frequency of African American participants by more than half. At the same time, the selection criteria as a set ultimately served to more than double the proportion of Asian spouses in the final sample. Given that many of these criteria are designed to capture couples at a similar developmental stage, namely the period surrounding the start of their marriage, these results suggest that the criteria are indeed effective in achieving that goal. However, there is a cost associated with that homogenization process a loss of sample diversity. Thus, researchers should consider limiting their use of such selection criteria in intervention studies to preserve sample diversity. Samples used in most prior long-term experimental studies of preventive interventions for couples have been low in sociodemographic diversity and fail to extend the application of their interventions to the populations at greatest risk for marital discord and divorce. As a result, these studies are limited in the claims they can make about whether adverse marital outcomes can be prevented across a wide range of couples. Do these problems arise because diverse, at-risk couples are failing to respond to recruitment invitations, or because they are responding but are then winnowed from the sample? The present findings address both possibilities, ultimately supporting the latter explanation. In this sample, African American couples, couples that had not completed high school, and couples starting marriage with children were significantly more likely to be interested in participating. This is consistent with the findings of a statewide survey on marriage in Oklahoma that indicated low-income couples, younger couples, and African American couples tended to be more interested in relationship education programs and more supportive of a statewide healthy marriage initiative (Johnson et al., 2002). We also found that couples with a wide range of backgrounds and relationships express an interest in psychoeducational interventions, and by collecting data on a large number of couples early in the process of recruitment, we have demonstrated that the methodological decisions made by experimenters serve to exclude many of those couples from intervention studies. Interpretation of the present findings is limited by several factors. First, the sample was drawn from a large, ethnically diverse urban area in southern California, and the findings may not generalize to recruitment efforts in other areas of the country. Second, the recruitment efforts were geared toward obtaining couples for relationship enhancement workshops, and the findings may generalize only to other studies of similar interventions. Third, given the design of the study, we do not have direct information on the demographics of the couples who chose not to respond to our initial recruitment efforts, and as a consequence, that stage of self-selection cannot be assessed in the current study. Thus, we do not know how representative the current samples are of the populations sampled and cannot directly measure biases introduced by the specific recruitment methods used. Fourth, the process of recruiting and successfully engaging couples in research could have been affected by a number of factors specific to this study (e.g., skill of interviewers, frequency and quality of contacts), which would further limit the generalizability of the findings. 18 The problem of selectively excluding African American couples from marital research samples is further amplified by the fact that these couples also had higher rates of early dropout in the current study. Of the 155 couples who were eligible but failed to complete the initial assessment packet, 15% were couples with at least one African American spouse. In comparison, of the 183 eligible couples who completed the initial packet, only 6% were African American, 2 (1) 7.6, p. 01. Thus, by asking couples to complete a set of questionnaires by mail before participating in the relationship workshops, we lost 67% of the eligible couples with at least one African American spouse (23 out of 34) in contrast to the general loss of 46% from the sample at that stage. None of the remaining demographic or marital quality markers displayed any significant biases in dropout at this stage.

7 BRIEF REPORTS 783 Finally, data on ethnicity and race were collected in a second telephone call with a lower response rate biased toward happier couples. As a result, the analyses with those variables had lower levels of power to detect biases. Despite these limitations, we believe the results of this study contribute useful information to the marital intervention literature by revealing how methodological decisions can affect sample diversity. References Carroll, J. S., & Doherty, W. J. (2003). Evaluating the effectiveness of premarital prevention programs: A meta-analytic review of outcome research. Family Relations, 52, Castro-Martin, T., & Bumpass, L. L. (1989). Recent trends and differentials in marital disruption. Demography, 26, Cordova, J. V., Warren, L. Z., & Gee, C. B. (2001). Motivational interviewing as an intervention for at-risk couples. Journal of Marital and Family Therapy, 27, Halford, W. K., O Donnell, C., Lizzio, A., & Wilson, K. (2006). Do couples at high risk of relationship problems attend marriage education? Journal of Family Psychology, 20, Johnson, C. A., Stanley, S. M., Glenn, N. D., Amato, P. A., Nock, S. L., Markman, H. J., & Dion, M. R. (2002). Marriage in Oklahoma: 2001 baseline statewide survey on marriage and divorce (S02096 OKDHS). Oklahoma City: Oklahoma Department of Human Services. Karney, B. R., Davila, J., Cohan, C. L., Sullivan, K., Johnson, M. D., & Bradbury, T. N. (1995). An empirical investigation of sampling strategies in marital research. Journal of Marriage and the Family, 57, Karney, B. R., Kreitz, M. A., & Sweeney, K. E. (2004). Obstacles to ethnic diversity in marital research: On the failure of good intentions. Journal of Social and Personal Relationships, 21, Locke, H. J., & Wallace, K. M. (1959). Short marital adjustment prediction tests: Their reliability and validity. Marriage and Family Living, 21, Norton, R. (1983). Measuring marital quality: A critical look at the dependent variable. Journal of Marriage and the Family, 45, Raley, R. K., & Bumpass, L. (2003). The topography of the divorce plateau: Levels and trends in union stability in the United States after Demographic Research, 8, Rogge, R. D., & Bradbury, T. N. (1999). Till violence does us part: The differing roles of communication and aggression in predicting adverse marital outcomes. Journal of Consulting and Clinical Psychology, 67, Rogge, R. D., Cobb, R. J., Johnson, M. D., Lawrence, E. E., & Bradbury, T. N. (2002). The CARE Program: A preventive approach to marital intervention. In A. Gurman & N. Jacobson (Eds.), Clinical handbook of couple therapy (pp ). New York: Guilford Press. Schumm, W. R., Paff-Bergen, L. A., Hatch, R. C., Obiorah, F. C., Copeland, J. M., Meens, L. D., & Bugaighis, M. A. (1986). Concurrent and discriminant validity of the Kansas Marital Satisfaction Scale. Journal of Marriage and the Family, 48, Stanley, S. M., Blumberg, S. L., & Markman, H. J. (1999). Helping couples fight for their marriages: The PREP approach. In R. Berger & M. Hannah (Eds.), Handbook of preventive approaches in couple therapy (pp ). New York: Brunner/Mazel. Sullivan, K. T., & Bradbury, T. N. (1997). Are premarital prevention programs reaching couples at risk for marital dysfunction? Journal of Consulting and Clinical Psychology, 65, U.S. Census Bureau. (2006). Los Angeles County, California. State and County QuickFacts. Retrieved April 10, 2006, from (Appendix follows)

8 784 BRIEF REPORTS Appendix Recruitment Materials All of the recruitment materials were written to convey the same basic message: that the project was offering free relationship enhancing workshops to engaged and newlywed couples with payments totaling $100 for completing follow-up assessments. The newspaper ads were run in classified sections of local newspapers and were therefore the most restrictive means of conveying the recruitment message, as the word limit prohibited a detailed description of the study and also prohibited a discussion of the risks for divorce and discord in the early years of marriage. All of the other modes of recruitment were able to incorporate those details. Thus, all couples recruited through bridal shows received copies of the brochure, and the remaining modes of recruitment (newspaper articles, radio interviews, and television interviews) closely mirrored the content of the brochures. Newspaper Ad The text of the ad, run in the classified sections, was as follows: Engaged? Newlyweds? The UCLA Marriage Enrichment Study wants you! Learn skills to keep your marriage alive and fun. Receive a free workshop and up to $100 for participating. Call (310) 206-XXXX today! Newspaper Feature Story One interview of the principal investigator led to a feature story in the Los Angeles Times. The material presented in that article was restricted to the content of the brochure and information letter to avoid exposing potential participants to additional demand characteristics. Information Letter The letter read as follows: Dear [Names], I am writing you to let you know about an opportunity that is currently available to couples in the Los Angeles metro area through the UCLA Marriage Enrichment Project. This research project is testing the efficacy of several different workshops for couples to determine how best to strengthen relationships and prevent marital discord and divorce. The project focuses specifically on couples like you, who are just starting their marriages. The workshops offered teach couples skills designed to help them keep their relationships happy and strong. Many couples find that taking the time to learn a few basic skills in these workshops can help keep small problems from becoming big ones. Couples who participate in the study will receive a free relationship workshop and up to $100 in payments for completing follow-up questionnaires over the next three years. I ve enclosed a brochure explaining the study further. If you are interested in learning more about participating in this study, please feel free to call the project at (310) 206-XXXX or simply drop the enclosed response postcard in the mail and someone from the project will contact you. Thank you for your time. Brochure The text of the brochure was as follows: DID YOU KNOW... About 90% of people will get married at some point in their lives About 50% of first marriages end in divorce The first 4 years of marriage are a high-risk period for discord and divorce Recent research suggests that marital discord and divorce can be prevented ASK YOURSELF... Are you getting married soon or are you recently married? Are there problems in your relationship that you worry will become more problematic over time? Or, are you happy in your relationship and would like to ensure that your relationship is happy and fulfilling for years to come? Are you interested in learning new skills to help keep little problems from becoming big ones? If so, you may be eligible to participate in... THE UCLA MARRIAGE ENRICHMENT STUDY GOAL: To prevent marital distress and divorce by teaching couples basic skills to resolve conflict and nurture intimacy at the beginning of marriage so that when problems arise, those problems won t have a chance to tear marriages apart. 225 couples will be randomly assigned to one of five workshops supported by current research Workshops will consist of 5 sessions over 4 weeks and will be provided ABSOLUTELY FREE Couples will be asked to complete follow-up questionnaires 4 times over the next 3 years in order to determine which treatments were most effective Couples will be paid $25 for each set of follow-up questionnaires that they complete Couples will be free to discontinue participation at any time ELIGIBILITY Couples must have set a date for marriage within the next year or be married less than 6 months It must be a first marriage for both partners Both partners must be willing to participate Both partners must be comfortable reading and writing in English CALL XXXX Media Interviews of the Principal Investigator These interviews were typically 5 10 min long, airing on local television and radio talk shows. The information presented in these interviews was purposefully restricted to the material covered in the brochure and information letter in order to avoid exposing potential couples to additional demand characteristics. Received October 11, 2005 Revision received April 11, 2006 Accepted April 14, 2006

Journal of Family Psychology

Journal of Family Psychology Journal of Family Psychology Does Premarital Education Decrease or Increase Couples Later Help-Seeking? Hannah C. Williamson, Thomas E. Trail, Thomas N. Bradbury, and Benjamin R. Karney Online First Publication,

More information

Number, Timing, and Duration of Marriages and Divorces: 2009

Number, Timing, and Duration of Marriages and Divorces: 2009 Number, Timing, and Duration of Marriages and Divorces: 2009 Household Economic Studies Issued May 2011 P70-125 INTRODUCTION Marriage and divorce are central to the study of living arrangements and family

More information

Marriage and divorce: patterns by gender, race, and educational attainment

Marriage and divorce: patterns by gender, race, and educational attainment ARTICLE OCTOBER 2013 Marriage and divorce: patterns by gender, race, and educational attainment Using data from the National Longitudinal Survey of Youth 1979 (NLSY79), this article examines s and divorces

More information

Same-sex Couples Consistency in Reports of Marital Status. Housing and Household Economic Statistics Division

Same-sex Couples Consistency in Reports of Marital Status. Housing and Household Economic Statistics Division Same-sex Couples Consistency in Reports of Marital Status Author: Affiliation: Daphne Lofquist U.S. Census Bureau Housing and Household Economic Statistics Division Phone: 301-763-2416 Fax: 301-457-3500

More information

Chapter 5: Analysis of The National Education Longitudinal Study (NELS:88)

Chapter 5: Analysis of The National Education Longitudinal Study (NELS:88) Chapter 5: Analysis of The National Education Longitudinal Study (NELS:88) Introduction The National Educational Longitudinal Survey (NELS:88) followed students from 8 th grade in 1988 to 10 th grade in

More information

A Comparison of Training & Scoring in Distributed & Regional Contexts Writing

A Comparison of Training & Scoring in Distributed & Regional Contexts Writing A Comparison of Training & Scoring in Distributed & Regional Contexts Writing Edward W. Wolfe Staci Matthews Daisy Vickers Pearson July 2009 Abstract This study examined the influence of rater training

More information

Criminal Justice Professionals Attitudes Towards Offenders: Assessing the Link between Global Orientations and Specific Attributions

Criminal Justice Professionals Attitudes Towards Offenders: Assessing the Link between Global Orientations and Specific Attributions Criminal Justice Professionals Attitudes Towards s: Assessing the Link between Global Orientations and Specific Attributions Prepared by: Dale Willits, M.A. Lisa Broidy, Ph.D. Christopher Lyons, Ph.D.

More information

Remarriage in the United States

Remarriage in the United States Remarriage in the United States Poster presented at the annual meeting of the American Sociological Association, Montreal, August 10-14, 2006 Rose M. Kreider U.S. Census Bureau rose.kreider@census.gov

More information

Demographic Analysis of the Salt River Pima-Maricopa Indian Community Using 2010 Census and 2010 American Community Survey Estimates

Demographic Analysis of the Salt River Pima-Maricopa Indian Community Using 2010 Census and 2010 American Community Survey Estimates Demographic Analysis of the Salt River Pima-Maricopa Indian Community Using 2010 Census and 2010 American Community Survey Estimates Completed for: Grants & Contract Office The Salt River Pima-Maricopa

More information

Can Annuity Purchase Intentions Be Influenced?

Can Annuity Purchase Intentions Be Influenced? Can Annuity Purchase Intentions Be Influenced? Jodi DiCenzo, CFA, CPA Behavioral Research Associates, LLC Suzanne Shu, Ph.D. UCLA Anderson School of Management Liat Hadar, Ph.D. The Arison School of Business,

More information

College Students Knowledge and Use of Credit

College Students Knowledge and Use of Credit College Students Knowledge and Use of Credit Joyce E. Jones 1 Results from this exploratory study of incoming college freshmen indicated many students already had access to credit or had acquired debt.

More information

The Outcomes For CTE Students in Wisconsin

The Outcomes For CTE Students in Wisconsin Promoting Rigorous Career and Technical Education Programs of Study Quantitative Outcomes Study: Baseline Data Collection Report Prepared under contract to Division of Academic and Technical Education

More information

Publishing multiple journal articles from a single data set: Issues and recommendations

Publishing multiple journal articles from a single data set: Issues and recommendations Publishing multiple journal articles from a single data set: Issues and recommendations By: Mark A. Fine and Lawrence A. Kurdek Fine, M. A., & Kurdek, L. A. (1994). Publishing multiple journal articles

More information

The Health Insurance Marketplace in Iowa: The consumer perspective

The Health Insurance Marketplace in Iowa: The consumer perspective The Health Insurance in Iowa: The consumer perspective Final report to the Iowa Dept. of Public Health Peter Damiano* Suzanne Bentler* Daniel Shane* University of Iowa Public Policy Center* and College

More information

How To Collect Data From A Large Group

How To Collect Data From A Large Group Section 2: Ten Tools for Applying Sociology CHAPTER 2.6: DATA COLLECTION METHODS QUICK START: In this chapter, you will learn The basics of data collection methods. To know when to use quantitative and/or

More information

How to Handle Telephone Calls About Breastfeeding

How to Handle Telephone Calls About Breastfeeding How to Handle Telephone Calls About Breastfeeding Introduction Before forwarding the call Forwarding calls When the Loving Support media promotions are run, we expect to receive telephone calls about breastfeeding

More information

Health Policy Brief. Nadereh Pourat, Ana E. Martinez and Gerald F. Kominski

Health Policy Brief. Nadereh Pourat, Ana E. Martinez and Gerald F. Kominski May 2011 Health Policy Brief Californians Newly Eligible for Medi-Cal under Health Care Reform Nadereh Pourat, Ana E. Martinez and Gerald F. Kominski S U M M A R Y: About 2.13 million nonelderly Californians

More information

2004 Domestic Violence Report

2004 Domestic Violence Report 2004 Domestic Violence Report 2004 Domestic Violence Report Attorney General Petro Streamlines Domestic Violence Reporting Process An aggressive effort by Attorney General Jim Petro s Office to educate

More information

Rationale for the Premarital Education Bill State of Minnesota. David H. Olson, Ph.D.* Failing to prepare is like preparing to fail.

Rationale for the Premarital Education Bill State of Minnesota. David H. Olson, Ph.D.* Failing to prepare is like preparing to fail. (Revised version of a document prepared to assist the legislators in their deliberation regarding the value of premarital education. The bill was approved and signed into law effective August 1, 2001.)

More information

Office for Oregon Health Policy and Research. Health Insurance Coverage in Oregon 2011 Oregon Health Insurance Survey Statewide Results

Office for Oregon Health Policy and Research. Health Insurance Coverage in Oregon 2011 Oregon Health Insurance Survey Statewide Results Office for Oregon Health Policy and Research Health Insurance Coverage in Oregon 2011 Oregon Health Insurance Survey Statewide Results September 2011 Table of Contents Executive Summary... ii 2011 Health

More information

Report of Results and Analysis of Parent Survey Data Collected in Southern West Virginia

Report of Results and Analysis of Parent Survey Data Collected in Southern West Virginia Partners in Community Outreach Education Begins at Home Partners in Community Outreach In-Home Family Education Programs Report of Results and Analysis of Parent Survey Data Collected in Southern West

More information

Custodial Mothers and Fathers and Their Child Support: 2011

Custodial Mothers and Fathers and Their Child Support: 2011 Custodial Mothers and Fathers and Their Child Support: 2011 Current Population Reports By Timothy Grall Issued October 2013 P60-246 IntroductIon This report focuses on the child support income that custodial

More information

COMPARISONS OF CUSTOMER LOYALTY: PUBLIC & PRIVATE INSURANCE COMPANIES.

COMPARISONS OF CUSTOMER LOYALTY: PUBLIC & PRIVATE INSURANCE COMPANIES. 277 CHAPTER VI COMPARISONS OF CUSTOMER LOYALTY: PUBLIC & PRIVATE INSURANCE COMPANIES. This chapter contains a full discussion of customer loyalty comparisons between private and public insurance companies

More information

THE EFFECT OF AGE AND TYPE OF ADVERTISING MEDIA EXPOSURE ON THE LIKELIHOOD OF RETURNING A CENSUS FORM IN THE 1998 CENSUS DRESS REHEARSAL

THE EFFECT OF AGE AND TYPE OF ADVERTISING MEDIA EXPOSURE ON THE LIKELIHOOD OF RETURNING A CENSUS FORM IN THE 1998 CENSUS DRESS REHEARSAL THE EFFECT OF AGE AND TYPE OF ADVERTISING MEDIA EXPOSURE ON THE LIKELIHOOD OF RETURNING A CENSUS FORM IN THE 1998 CENSUS DRESS REHEARSAL James Poyer, U.S. Bureau of the Census James Poyer, U.S. Bureau

More information

Summary of 2011 AARP Survey of Virginians 18+: State Health Insurance Exchange Prepared by Jennifer H. Sauer State Research, AARP.

Summary of 2011 AARP Survey of Virginians 18+: State Health Insurance Exchange Prepared by Jennifer H. Sauer State Research, AARP. Summary of 2011 AARP Survey of Virginians 18+: State Health Insurance Exchange Prepared by Jennifer H. Sauer State Research, AARP State health insurance exchanges are a provision of the new health law

More information

Metro Interfaith Housing Counseling. Tell Us About Yourself. General Information Primary

Metro Interfaith Housing Counseling. Tell Us About Yourself. General Information Primary Metro Interfaith Housing Counseling 21 New St, Binghamton, NY 13903 Phone: 607.723.0582 Fax: 607.722.8912 Tell Us About Yourself Print clearly. Use additional sheets if necessary. Information provided

More information

Employment-Based Health Insurance: 2010

Employment-Based Health Insurance: 2010 Employment-Based Health Insurance: 2010 Household Economic Studies Hubert Janicki Issued February 2013 P70-134 INTRODUCTION More than half of the U.S. population (55.1 percent) had employment-based health

More information

InSPIRE Performance Measures Spring 2015

InSPIRE Performance Measures Spring 2015 Performance Measure All Grantees 0.01 Number and percentage distribution of eligible participants enrolled in the program, by participant category 0.02 Number and percentage distribution of non-participant

More information

An Examination of the Association Between Parental Abuse History and Subsequent Parent-Child Relationships

An Examination of the Association Between Parental Abuse History and Subsequent Parent-Child Relationships An Examination of the Association Between Parental Abuse History and Subsequent Parent-Child Relationships Genelle K. Sawyer, Andrea R. Di Loreto, Mary Fran Flood, David DiLillo, and David J. Hansen, University

More information

Gender Roles and Marriage: A Fact Sheet

Gender Roles and Marriage: A Fact Sheet Gender Roles and Marriage: A Fact Sheet Gender roles and expectations play a significant role in couple interaction, family decision-making, and perspectives on marital satisfaction. Introduction Gender

More information

A Parent Management Training Program for Parents of Very Young Children with a Developmental Disability

A Parent Management Training Program for Parents of Very Young Children with a Developmental Disability A Parent Management Training Program for Parents of Very Young Children with a Developmental Disability Marcia Huipe April 25 th, 2008 Description of Project The purpose of this project was to determine

More information

COUPLE OUTCOMES IN STEPFAMILIES

COUPLE OUTCOMES IN STEPFAMILIES COUPLE OUTCOMES IN STEPFAMILIES Vanessa Leigh Bruce B. Arts, B. Psy (Hons) This thesis is submitted in partial fulfilment of the requirements for the degree of Doctor of Philosophy in Clinical Psychology,

More information

The question of whether student debt levels are excessive

The question of whether student debt levels are excessive College on Credit: How Borrowers Perceive Their Education Debt By Sandy Baum and Marie O Malley Sandy Baum is professor of economics at Skidmore College in Skidmore, PA. Marie O Malley is vice president

More information

The Difficult Transition from Military to Civilian Life

The Difficult Transition from Military to Civilian Life 1 By Rich Morin Military service is difficult, demanding and dangerous. But returning to civilian life also poses challenges for the men and women who have served in the armed forces, according to a recent

More information

Treatment. Race. Adults. Ethnicity. Services. Racial/Ethnic Differences in Mental Health Service Use among Adults. Inpatient Services.

Treatment. Race. Adults. Ethnicity. Services. Racial/Ethnic Differences in Mental Health Service Use among Adults. Inpatient Services. CHAPTER 1 Introduction Racial/Ethnic Differences in Mental Health Service Use among Adults Treatment Ethnicity Outpatient Services Mental Health Adults Mental Health Care Prevalence Inpatient Services

More information

Does it balance? Exploring family and careers in accounting

Does it balance? Exploring family and careers in accounting Does it balance? Exploring family and careers in accounting Matthew Stollak St. Norbert College Amy Vandenberg St. Norbert College Mara Resch WIPFLi As the millennial generation enters the work place,

More information

Business Cycles and Divorce: Evidence from Microdata *

Business Cycles and Divorce: Evidence from Microdata * Business Cycles and Divorce: Evidence from Microdata * Judith K. Hellerstein 1 Melinda Sandler Morrill 2 Ben Zou 3 We use individual-level data to show that divorce is pro-cyclical on average, a finding

More information

The Campbell Collaboration www.campbellcollaboration.org. Study content coding Effect size coding (next session)

The Campbell Collaboration www.campbellcollaboration.org. Study content coding Effect size coding (next session) Systema(c Review Methods Workshop Study Coding Sandra Jo Wilson Vanderbilt University Editor, Campbell Collabora9on Educa9on Coordina9ng Group Workshop Overview Levels of Study Coding Study eligibility

More information

RACE AND ETHNICITY OF SAME-SEX COUPLES IN CALIFORNIA DATA FROM CENSUS 2000. February 2006

RACE AND ETHNICITY OF SAME-SEX COUPLES IN CALIFORNIA DATA FROM CENSUS 2000. February 2006 RACE AND ETHNICITY OF SAME-SEX COUPLES IN CALIFORNIA DATA FROM CENSUS 2000 February 2006 by Gary Gates, PhD; Holning Lau, Esq.; and R. Bradley Sears, Esq. The Williams Project on Sexual Orientation Law

More information

2003 National Survey of College Graduates Nonresponse Bias Analysis 1

2003 National Survey of College Graduates Nonresponse Bias Analysis 1 2003 National Survey of College Graduates Nonresponse Bias Analysis 1 Michael White U.S. Census Bureau, Washington, DC 20233 Abstract The National Survey of College Graduates (NSCG) is a longitudinal survey

More information

Jon A. Krosnick and LinChiat Chang, Ohio State University. April, 2001. Introduction

Jon A. Krosnick and LinChiat Chang, Ohio State University. April, 2001. Introduction A Comparison of the Random Digit Dialing Telephone Survey Methodology with Internet Survey Methodology as Implemented by Knowledge Networks and Harris Interactive Jon A. Krosnick and LinChiat Chang, Ohio

More information

THE CHALLENGES OF BUSINESS OWNERSHIP: A COMPARISON OF MINORITY AND NON-MINORITY WOMEN BUSINESS OWNERS

THE CHALLENGES OF BUSINESS OWNERSHIP: A COMPARISON OF MINORITY AND NON-MINORITY WOMEN BUSINESS OWNERS THE CHALLENGES OF BUSINESS OWNERSHIP: A COMPARISON OF MINORITY AND NON-MINORITY WOMEN BUSINESS OWNERS Cheryl L. Adkins, adkinscl@longwood.edu, Longwood University, Farmville, VA 23909 Sally W. Gilfillan,

More information

Danny R. Childers and Howard Hogan, Bureau of the,census

Danny R. Childers and Howard Hogan, Bureau of the,census MATCHING IRS RECORDS TO CENSUS RECORDS: SOME PROBLEMS AND RESULTS Danny R. Childers and Howard Hogan, Bureau of the,census A. INTRODUCTION This project has two principal aims: to investigate the feasibility

More information

ONE-STOP SHOPPING CONSUMER PREFERENCES

ONE-STOP SHOPPING CONSUMER PREFERENCES ONE-STOP SHOPPING CONSUMER PREFERENCES TRENDED SURVEY RESEARCH AMONG RECENT AND FUTURE HOME BUYERS October 6, CONTENTS Background & Objectives 3 Methodology...4 Executive Summary.6 Conclusions...12 Detailed

More information

Internet Access and Use: Does Cell Phone Interviewing make a difference?

Internet Access and Use: Does Cell Phone Interviewing make a difference? Internet Access and Use: Does Cell Phone Interviewing make a difference? By Evans Witt, Jonathan Best and Lee Rainie A paper prepared for The 2008 Conference of The American Association for Public Opinion

More information

Awareness of New Jersey s Family Leave Insurance Program Is Low, Even As Public Support Remains High and Need Persists

Awareness of New Jersey s Family Leave Insurance Program Is Low, Even As Public Support Remains High and Need Persists NEW JERSEY S FAMILY LEAVE INSURANCE PROGRAM A CENTER FOR WOMEN AND WORK ISSUE BRIEF OCTOBER 2012 Awareness of New Jersey s Family Leave Insurance Program Is Low, Even As Public Support Remains High and

More information

Americans Attitudes Toward Life Insurance

Americans Attitudes Toward Life Insurance Americans Attitudes Toward Life Insurance Survey Findings (General U.S. Adult Population) May, 2008 Products and services offered through the ING family of companies Methodology Methodology Telephone survey

More information

Parenting 2.0 Summary Report: Parents Use of Technology and the Internet

Parenting 2.0 Summary Report: Parents Use of Technology and the Internet Parenting 2.0 Summary Report: Parents Use of Technology and the Internet Report prepared by: Jessie Connell, M.A. March 2012 http://www.cehd.umn.edu/fsos/parent20 For questions, please contact: Jodi Dworkin,

More information

Where We Stand at Baseline: Results of a Survey of California Children Aged 11-13 and Adult Decision-Makers Aged 25+ June 2012

Where We Stand at Baseline: Results of a Survey of California Children Aged 11-13 and Adult Decision-Makers Aged 25+ June 2012 FIELD RESEARCH FOUNDED IN 1945 BY MERVIN FIELD CORPORATION Where We Stand at Baseline: Results of a Survey of California Children Aged 11-13 and Adult Decision-Makers Aged 25+ June 2012 Prepared for Runyon,

More information

Rethinking the Cultural Context of Schooling Decisions in Disadvantaged Neighborhoods: From Deviant Subculture to Cultural Heterogeneity

Rethinking the Cultural Context of Schooling Decisions in Disadvantaged Neighborhoods: From Deviant Subculture to Cultural Heterogeneity Rethinking the Cultural Context of Schooling Decisions in Disadvantaged Neighborhoods: From Deviant Subculture to Cultural Heterogeneity Sociology of Education David J. Harding, University of Michigan

More information

Health Status, Health Insurance, and Medical Services Utilization: 2010 Household Economic Studies

Health Status, Health Insurance, and Medical Services Utilization: 2010 Household Economic Studies Health Status, Health Insurance, and Medical Services Utilization: 2010 Household Economic Studies Current Population Reports By Brett O Hara and Kyle Caswell Issued July 2013 P70-133RV INTRODUCTION The

More information

Survey research. Contents. Chaiwoo Lee. Key characteristics of survey research Designing your questionnaire

Survey research. Contents. Chaiwoo Lee. Key characteristics of survey research Designing your questionnaire Survey research Chaiwoo Lee Postdoctoral Associate MIT AgeLab chaiwoo@mit.edu agelab.mit.edu Contents Key characteristics of survey research Designing your questionnaire Writing the questions Putting them

More information

Demographic and Background Characteristics

Demographic and Background Characteristics Demographic and Background Characteristics This subsection summarizes background characteristics of respondents. Knowledge Networks has previously compiled a great deal of information on the demographic

More information

Fall 2014 LACCD District-wide Student Survey Results - Los Angeles Mission College

Fall 2014 LACCD District-wide Student Survey Results - Los Angeles Mission College Fall 2014 LACCD District-wide Student Survey Results - Los Angeles Mission College ***For data interpretation purposes, please use the column as it excludes respondents who skipped the question.*** Gender

More information

Health and Social Services Needs in Whitman County. 2015 Community Needs Assessment Results General Report COMMUNITY REPORT OF RESULTS

Health and Social Services Needs in Whitman County. 2015 Community Needs Assessment Results General Report COMMUNITY REPORT OF RESULTS COMMUNITY REPORT OF RESULTS This report contains an overview of the results collected by the Health and Social Services Needs in Whitman County Survey. A description of Whitman County, the survey process,

More information

Profile of Rural Health Insurance Coverage

Profile of Rural Health Insurance Coverage Profile of Rural Health Insurance Coverage A Chartbook R H R C Rural Health Research & Policy Centers Funded by the Federal Office of Rural Health Policy www.ruralhealthresearch.org UNIVERSITY OF SOUTHERN

More information

ENRICH Marital Satisfaction Scale: A Brief Research and Clinical Tool

ENRICH Marital Satisfaction Scale: A Brief Research and Clinical Tool Journal of Family Psychology 1993, Vol. 7, No. 2, 176-185 ENRICH Marital Satisfaction Scale: A Brief Research and Clinical Tool Blaine J. Fowers and David H. Olson This article presents reliability and

More information

The Rise in Download Rate of Search & Email Use by Adults

The Rise in Download Rate of Search & Email Use by Adults Search and email still top the list of most popular online activities Two activities nearly universal among adult internet users Kristen Purcell, Associate Director for Research, Pew Internet Project August

More information

Violent Victimization of College Students, 1995-2002

Violent Victimization of College Students, 1995-2002 U.S. Department of Justice Office of Justice Programs Bureau of Justice Statistics Special Report National Crime Victimization Survey January 25, NCJ 26836 Violent Victimization of College Students, By

More information

James E. Bartlett, II is Assistant Professor, Department of Business Education and Office Administration, Ball State University, Muncie, Indiana.

James E. Bartlett, II is Assistant Professor, Department of Business Education and Office Administration, Ball State University, Muncie, Indiana. Organizational Research: Determining Appropriate Sample Size in Survey Research James E. Bartlett, II Joe W. Kotrlik Chadwick C. Higgins The determination of sample size is a common task for many organizational

More information

An Equity Profile of the Kansas City Region. Summary. Overview. The Equity Indicators Framework. central to the region s economic success now and

An Equity Profile of the Kansas City Region. Summary. Overview. The Equity Indicators Framework. central to the region s economic success now and An Equity Profile of the Kansas City Region PolicyLink and PERE An Equity Profile of the Kansas City Region Summary Overview Across the country, regional planning organizations, community organizations

More information

Using the National Longitudinal Survey

Using the National Longitudinal Survey Who goes to college? Evidence from the NLSY97 s from the National Longitudinal Survey of Youth 997 show that sex, race, and ethnicity are unrelated to the student s decision to complete the first year

More information

The Effects of Demographics on Consumer Perceptions of Identity Theft in Rural and Urban Settings

The Effects of Demographics on Consumer Perceptions of Identity Theft in Rural and Urban Settings The Effects of Demographics on Consumer Perceptions of Identity Theft in Rural and Urban Settings Axton Betz, Ph.D. Student, Iowa State University 1 Identity theft is a serious crime in which an individual

More information

Factors affecting bachelor s degree completion among Black males with prior attrition

Factors affecting bachelor s degree completion among Black males with prior attrition Factors affecting bachelor s degree completion among Black males with prior attrition ABSTRACT Rayna Matthews-Whetstone Richardson, Texas ISD Joyce A. Scott Texas A&M University-Commerce Black males lag

More information

OVERVIEW OF CURRENT SCHOOL ADMINISTRATORS

OVERVIEW OF CURRENT SCHOOL ADMINISTRATORS Chapter Three OVERVIEW OF CURRENT SCHOOL ADMINISTRATORS The first step in understanding the careers of school administrators is to describe the numbers and characteristics of those currently filling these

More information

Who Could Afford to Buy a Home in 2009? Affordability of Buying a Home in the United States

Who Could Afford to Buy a Home in 2009? Affordability of Buying a Home in the United States Who Could Afford to Buy a Home in 200? Affordability of Buying a Home in the United States Current Housing Reports Ellen Wilson and Robert R. Callis Issued May 203 H2/3-02 IntroductIon This is the seventh

More information

Fall 2007 Incoming Student Survey: College Choice Results

Fall 2007 Incoming Student Survey: College Choice Results Report #388 Fall 2007 Incoming Student Survey: College Choice Results Prepared for Fred Wood, Vice Chancellor of Student Affairs Lora Jo Bossio, Interim Assistant Vice Chancellor of Student Affairs Pamela

More information

THE PUBLIC POLICY RESEARCH LAB

THE PUBLIC POLICY RESEARCH LAB THE PUBLIC POLICY RESEARCH LAB Dr. Kirby Goidel Dr. Belinda C. Davis Michael Climek Lina Brou Sponsored by the Reilly Center for Media & Public Affairs Manship School of Mass Communication Louisiana State

More information

MetLife Retirement Income. A Survey of Pre-Retiree Knowledge of Financial Retirement Issues

MetLife Retirement Income. A Survey of Pre-Retiree Knowledge of Financial Retirement Issues MetLife Retirement Income IQ Study A Survey of Pre-Retiree Knowledge of Financial Retirement Issues June, 2008 The MetLife Mature Market Institute Established in 1997, the Mature Market Institute (MMI)

More information

Running head: SCHOOL COMPUTER USE AND ACADEMIC PERFORMANCE. Using the U.S. PISA results to investigate the relationship between

Running head: SCHOOL COMPUTER USE AND ACADEMIC PERFORMANCE. Using the U.S. PISA results to investigate the relationship between Computer Use and Academic Performance- PISA 1 Running head: SCHOOL COMPUTER USE AND ACADEMIC PERFORMANCE Using the U.S. PISA results to investigate the relationship between school computer use and student

More information

Oklahoma county. Community Health Status Assessment

Oklahoma county. Community Health Status Assessment Oklahoma county Wellness Score 2014 Community Health Status Assessment Mental and Social Health Overall Mental Health score The World Health Organization defines mental health as a state of well-being

More information

For the 10-year aggregate period 2003 12, domestic violence

For the 10-year aggregate period 2003 12, domestic violence U.S. Department of Justice Office of Justice Programs Bureau of Justice Statistics Special Report APRIL 2014 NCJ 244697 Nonfatal Domestic Violence, 2003 2012 Jennifer L. Truman, Ph.D., and Rachel E. Morgan,

More information

RESEARCH STUDY PROTOCOL. Study Title. Name of the Principal Investigator

RESEARCH STUDY PROTOCOL. Study Title. Name of the Principal Investigator RESEARCH STUDY PROTOCOL Study Title Name of the Principal Investigator For research involving human subjects, certain elements must be included with each new IRB submission to ensure an effective review

More information

Testimony of Howard H. Hendrick Director, Oklahoma Deparment of Human Services

Testimony of Howard H. Hendrick Director, Oklahoma Deparment of Human Services United State Senate Finance Committee Wednesday, March 12, 2003 10:00 A.M. Room 215 Dirksen Senate Office Building Welfare Reform: Building on Successes Testimony of Howard H. Hendrick Director, Oklahoma

More information

ADOLESCENTS ATTITUDES TOWARDS COUNSELING BY DEMOGRAPHIC GROUP: BEFORE AND AFTER A YOUTH RELATIONSHIP EDUCATION CURRICULUM

ADOLESCENTS ATTITUDES TOWARDS COUNSELING BY DEMOGRAPHIC GROUP: BEFORE AND AFTER A YOUTH RELATIONSHIP EDUCATION CURRICULUM ADOLESCENTS ATTITUDES TOWARDS COUNSELING BY DEMOGRAPHIC GROUP: BEFORE AND AFTER A YOUTH RELATIONSHIP EDUCATION CURRICULUM Except where reference is made to the work of others, the work described in this

More information

Waiting until After College Graduation to Marry

Waiting until After College Graduation to Marry Waiting until After College Graduation to Marry Amanda Fankhauser and Christopher Emerson Undergraduate Students, Human Development and Family Studies Keywords: Marriage, divorce, education Abstract This

More information

Impact of Rationality in Creating Consumer Motivation (A Study of State Life Insurance Corporation Peshawar - Pakistan) Shahzad Khan

Impact of Rationality in Creating Consumer Motivation (A Study of State Life Insurance Corporation Peshawar - Pakistan) Shahzad Khan (A Study of State Life Insurance Corporation Peshawar - Pakistan) Shahzad Khan Abstract This study primarily attempts to investigate the relationship among the variable to create rational motivation in

More information

5. EMPLOYMENT OF YOUTH WITH DISABILITIES AFTER HIGH SCHOOL

5. EMPLOYMENT OF YOUTH WITH DISABILITIES AFTER HIGH SCHOOL 5. EMPLOYMENT OF YOUTH WITH DISABILITIES AFTER HIGH SCHOOL By Renée Cameto Employment is the norm in American society, and it often begins at an early age. Approximately half of 12- and 13-year-olds in

More information

New Member Sign Up Form

New Member Sign Up Form New York Mental Health Counselors Association New Member Sign Up Form This is required information for a NYMHCA membership. Membership Categories Professional: New Professional: Student: Retired: Associate:

More information

I. Executive Summary. Project Purpose and Research Questions

I. Executive Summary. Project Purpose and Research Questions I. Executive Summary In the Fall of 26, the perceptions and experiences of people of color and white people who work in nonprofit organizations were collected through an on line survey that was completed

More information

Journal of Family Psychology

Journal of Family Psychology Journal of Family Psychology Relationship Problems Over the Early Years of Marriage: Stability or Change? Justin A. Lavner, Benjamin R. Karney, and Thomas N. Bradbury Online First Publication, August 25,

More information

Determines if the data you collect is practical for analysis. Reviews the appropriateness of your data collection methods.

Determines if the data you collect is practical for analysis. Reviews the appropriateness of your data collection methods. Performing a Community Assessment 37 STEP 5: DETERMINE HOW TO UNDERSTAND THE INFORMATION (ANALYZE DATA) Now that you have collected data, what does it mean? Making sense of this information is arguably

More information

HIGH-RISK STOCK TRADING: INVESTMENT OR GAMBLING?

HIGH-RISK STOCK TRADING: INVESTMENT OR GAMBLING? HIGH-RISK STOCK TRADING: INVESTMENT OR GAMBLING? Jennifer Arthur, M.Sc. PhD Candidate, University of Adelaide Co-Authors: Dr. Paul Delfabbro & Dr. Robert Williams 14 th Annual Alberta Research Gambling

More information

Customer Experience Survey Findings, 2014 Wisconsin s Publicly Supported Outpatient Substance Use Services

Customer Experience Survey Findings, 2014 Wisconsin s Publicly Supported Outpatient Substance Use Services Division of Mental Health and Substance Abuse Services Customer Experience Survey Findings, 2014 Wisconsin s Publicly Supported Outpatient Substance Use Services P-01059 (06/2015) TABLE OF CONTENTS INTRODUCTION

More information

The 2009 Consumer Financial Literacy Survey Final Report. The National Foundation for Credit Counseling

The 2009 Consumer Financial Literacy Survey Final Report. The National Foundation for Credit Counseling The 2009 Consumer Financial Literacy Survey Final Report Prepared For: The National Foundation for Credit Counseling Prepared By: Harris Interactive Inc. Public Relations Research Summary At this time

More information

Release #2349 Release Date: Tuesday, July 20, 2010

Release #2349 Release Date: Tuesday, July 20, 2010 THE FIELD POLL THE INDEPENDENT AND NON-PARTISAN SURVEY OF PUBLIC OPINION ESTABLISHED IN 1947 AS THE CALIFORNIA POLL BY MERVIN FIELD Field Research Corporation 601 California Street, Suite 900 San Francisco,

More information

Americans and their cell phones

Americans and their cell phones Americans and their cell phones Mobile devices help people solve problems and stave off boredom, but create some new challenges and annoyances Aaron Smith, Senior Research Specialist 8/15/2011 http://pewinternet.org/reports/2011/cell-phones.aspx

More information

Miami University: Human Subjects Research General Research Application Guidance

Miami University: Human Subjects Research General Research Application Guidance Miami University: Human Subjects Research General Research Application Guidance Use the accompanying Word template for completing the research description. You must provide sufficient information regarding

More information

GMAC. Predicting Success in Graduate Management Doctoral Programs

GMAC. Predicting Success in Graduate Management Doctoral Programs GMAC Predicting Success in Graduate Management Doctoral Programs Kara O. Siegert GMAC Research Reports RR-07-10 July 12, 2007 Abstract An integral part of the test evaluation and improvement process involves

More information

Society of Actuaries Middle Market Life Insurance Segmentation Program (Phase 1: Young Families)

Society of Actuaries Middle Market Life Insurance Segmentation Program (Phase 1: Young Families) Society of Actuaries Middle Market Life Insurance Segmentation Program (Phase 1: Young Families) September 2012 Sponsored By: SOA Marketing and Distribution Section SOA Product Development Section SOA

More information

The Role of Religiosity and Spirituality in the Lives of Low-Income Families

The Role of Religiosity and Spirituality in the Lives of Low-Income Families The Role of Religiosity and Spirituality in the Lives of Low-Income Families Conducted by RTI International Sponsored by The Office of the Assistant Secretary for Planning and Evaluation U.S. Department

More information

CRITICALLY APPRAISED PAPER (CAP)

CRITICALLY APPRAISED PAPER (CAP) CRITICALLY APPRAISED PAPER (CAP) FOCUSED QUESTION Does a neurocognitive habilitation therapy service improve executive functioning and emotional and social problem-solving skills in children with fetal

More information

Billing Zip Codes in Cellular Telephone Sampling

Billing Zip Codes in Cellular Telephone Sampling Vol. 7, no 4, 2014 www.surveypractice.org The premier e-journal resource for the public opinion and survey research community Billing Zip Codes in Cellular Telephone Sampling David Dutwin Social Science

More information

JEFFREY A. LOWE, ESQ. Global Practice Leader - Law Firm Practice Managing Partner - Washington, D.C.

JEFFREY A. LOWE, ESQ. Global Practice Leader - Law Firm Practice Managing Partner - Washington, D.C. JEFFREY A. LOWE, ESQ. Global Practice Leader - Law Firm Practice Managing Partner - Washington, D.C. TABLE OF CONTENTS Background... 4 The Survey... 4 Methodology... 5 Statistical Terms Used... 6 Key Findings...

More information

Relationship education and counselling

Relationship education and counselling CFCA PAPER NO. 33 2015 Relationship education and counselling Recent research findings Cathryn Hunter and Jo Commerford CHILD FAMILY COMMUNITY AUSTRALIA INFORMATION EXCHANGE CHILD FAMILY COMMUNITY AUSTRALIA

More information

The Financial Services Trust Index: A Pilot Study. Christine T Ennew. Financial Services Research Forum. University of Nottingham

The Financial Services Trust Index: A Pilot Study. Christine T Ennew. Financial Services Research Forum. University of Nottingham The Financial Services Trust Index: A Pilot Study Christine T Ennew Harjit Sekhon Financial Services Research Forum University of Nottingham The Financial Services Trust Index: A Pilot Study Executive

More information

FINDINGS OF THE CALIFORNIA SENATE BASELINE SURVEY

FINDINGS OF THE CALIFORNIA SENATE BASELINE SURVEY FINDINGS OF THE CALIFORNIA SENATE BASELINE SURVEY Jerald G. Schutte Professor, Department of Sociology Director, Center for Survey Research California State University, Northridge Faculty Fellows Program

More information

NCEE EVALUATION BRIEF April 2014 STATE REQUIREMENTS FOR TEACHER EVALUATION POLICIES PROMOTED BY RACE TO THE TOP

NCEE EVALUATION BRIEF April 2014 STATE REQUIREMENTS FOR TEACHER EVALUATION POLICIES PROMOTED BY RACE TO THE TOP NCEE EVALUATION BRIEF April 2014 STATE REQUIREMENTS FOR TEACHER EVALUATION POLICIES PROMOTED BY RACE TO THE TOP Congress appropriated approximately $5.05 billion for the Race to the Top (RTT) program between

More information

Demographic Profile of Wichita Unemployment Insurance Beneficiaries Q3 2015

Demographic Profile of Wichita Unemployment Insurance Beneficiaries Q3 2015 Demographic Profile of Wichita Unemployment Insurance Beneficiaries Q3 2015 The Bureau of Labor Statistics defines an unemployed person as one 16 years and older having no employment and having made specific

More information

A Guide to Understanding and Using Data for Effective Advocacy

A Guide to Understanding and Using Data for Effective Advocacy A Guide to Understanding and Using Data for Effective Advocacy Voices For Virginia's Children Voices For V Child We encounter data constantly in our daily lives. From newspaper articles to political campaign

More information