Using natural language processing technology for qualitative data analysis

Social researchers often apply qualitative research methods to study groups and their communications artifacts. The use of computer-mediated communications has dramatically increased the volume of text available, but coding such text requires considerable manual effort. We discuss how systems that process text in human languages (i.e. natural language processing [NLP]) might partially automate content analysis by extracting theoretical evidence. We present a case study of the use of NLP for qualitative analysis in which the NLP rules showed good performance on a number of codes. With the current level of performance, use of an NLP system could reduce the amount of text to be examined by a human coder by an order of magnitude or more, potentially increasing the speed of coding by a comparable degree. The paper is significant as it is one of the first to demonstrate the use of high-level NLP techniques for qualitative data analysis.     

Power,desire, and pleasure in sexual fantasies

One hundred and sixty‐two participants (ages 21–45) wrote open‐ended sexual fantasies and completed self‐report measures of rape myth acceptance, adversarial sexual beliefs, and attitudes toward women. We coded fantasies using a newly developed scoring system that includes themes of dominance, submission, sexual pleasure, and sexual desire. Men fantasized about dominance more than women did; they also tended to focus more on the desire and pleasure of their partner. Desire and pleasure were more closely linked in the fantasies of men than in the fantasies of women, for whom the two were distinct constructs. Although fantasies of submission were not associated with problematic attitudes for either gender, men's fantasies of dominance were associated with greater acceptance of rape myths. For women, greater rape myth acceptance was associated with emotional and romantic fantasy themes.     

Redefining Success: A Qualitative Investigation of Therapeutic Outcomes for Noncompleting Drug Court Clients

ABSTRACT

Utilizing a convenience sample from a drug court program, the authors investigated the benefits of treatment for noncompleting drug court clients (n = 30). Using an as-treated design, the qualitative investigation assessed whether noncompleters received any benefit from their drug court experience. In-depth interviews were conducted to determine both benefits gained and reductions in harm that occurred as a result of drug court participation. Data analysis was guided by the grounded theory method. Outcomes of coding indicated that participants' motivation and self-efficacy were enhanced through the intervention. Further, participants reported that their relationships with family, therapists, or peers were improved as a result of their involvement with drug court. Individuals in the study sample reported abstinence or decreased substance use, as well as improvements in employment and/or educational attainment. Participants’ perceptions of barriers to program completion were also noted. Study outcomes suggest that expansion of a harm reduction approach in social service practice may have utility for drug-abusing populations. Limitations of the research, including lack of generalizability, are discussed. Further research of harm reduction effects with a larger, heterogeneous sample size is recommended.     

Boomers' Prospective Needs for Senior Centers and Related Services: A Survey of Persons 50–59

The future service needs of baby boomers are unclear. A survey addressing work/retirement, family, civic engagement, health, caregiving, leisure, and perceptions of senior services was mailed to 800 addresses randomly selected from a upper Midwestern county voter registration list. The response rate was 28%. Fifty-three percent of the respondents (N = 225) intended to work and increase civic engagement. They expected more time for hobbies and friends, and to travel more. Family will continue to be their highest priority. These findings will be useful to service providers who are invested in providing services that are attractive to boomers.     

Echoes of the baby boom and bust: Recent and prospective changes in living alone among elderly widows in the united states

Today the great majority of noninstitutionalized elderly widows live alone, a striking increase from a quarter-century ago. A noticeable difference has occurred, however, in trends by age; the proportion of the young-old widows living alone is starting to decline. while that of the old-old continues to increase. We use a model suggested by earlier studies to explain the emergence of this difference, and assess the prospects of its continuing over the next three decades. We find that the recent differential change in the proportions of younger and older widows living alone is due primarily to a differential change in kin availability that has emerged as the baby boomers’ parents have begun to reach retirement age. Over the next decade, the same type of differential change by age in kin availability will continue; living alone is likely to become less common among young-old than among old-old widows, in a reversal of the pattern of the last quarter-century. In the first two decades of the next century, as the baby boom affects kin availability among the old-old, and as the subsequent baby bust affects that among the young-old, the age pattern of living arrangements among elderly widows will reverse once again.     

For the Sake of their Health: Older Service Users' Requirements for Social Care to Facilitate Access to Social Networks Following Hospital Discharge

Facilitating older service users’ requirements for accessto or re-engagement in social networks following hospital dischargeis recognized in social care analysis and policy as criticallyimportant. This is because of the associated benefits for restoringphysical health and psychological well-being. However, it tendsto be a neglected dimension of current social care/intermediatecare. Our paper draws on a qualitative study of voluntary sectorhospital aftercare social rehabilitation projects in five UKlocalities, which focused on addressing this issue. Throughexamining older service users’ feedback and experience,our study confirms the health benefits of social care facilitatingaccess to social networks at this crucial juncture. By providingsensitive interpersonal interaction, advocacy and ‘educational’assistance, social care workers supported older service users’re-engagement in a variety of networks. These included friendship,recreational and family groups, health care treatment programmesand locality based contacts and organizations. As a result,material, interpersonal and health care resources were accessed,which contributed to restoring and sustaining physical healthand psychological well-being. The process of such social carealso emerged as critical. This included ensuring that objectivesreflected service users’ priorities; integrating ‘low-level’home care; offering befriending; and challenging the pre-settime frame of intermediate care.     

Pachedu‐Zenzele in the Diaspora: Promoting Sexual Health Amongst Zimbabweans in England

Migrants have been found to be at enhanced risk for the Human Immune Deficiency Virus (HIV) in comparison with settled populations. As they migrate, they often bring with them their traditions and cultural values, which may influence the ways they access or make sense of health promotion interventions in the host country. In the diaspora, should they experience compromised citizenship, marked by an unresolved immigration status, some may need to remain invisible and this may include not accessing or presenting late for vital health care interventions. Addressing the needs of such invisible populations is key to health promotion work and paramount to public health interests. This paper describes how ever‐changing “traditions”, in particular the notions of Pachedu and Zenzele, were harnessed to develop ethically grounded sexual health care interventions amongst Zimbabweans in Luton, Bedfordshire, England. These interventions were delivered in mundane settings that formed some of the key everyday networks of this population. The reinvention of “tradition” for the purposes of delivering health and social care interventions has been one of the cornerstones of health promotion interventions in Africa, where the rates of HIV are some of the highest in the world. The concept of Pachedu harnessed confidentiality in the delivery of sexual health interventions with Zenzele calling for communal involvement in such initiatives. A key point that resulted in the success of this intervention was partnership work between statutory providers and the local Zimbabwean population throughout the project’s life span. Rather than being construed as passive recipients of health and social care interventions, local Zimbabweans and their statutory partners were engaged in mutual capacity building initiatives. Local Zimbabweans were also engaged and consulted throughout, from the conceptualization of the project, delivery, monitoring, and dissemination of the findings.     

Needed services for foster parents of sexually abused children

Foster parents with little preparation and short notices must often deal with severe emotional and behavioral difficulties of sexually abused children. This article reports on a survey of the services provided to foster parents who care for sexually abused children in a large city in the Northeast United States. Agency directors, social workers and foster parents were asked to respond to mailed questionnaires. The results indicated that foster parents consistently reported that they received less extensive educational and support services than were reported by social workers and directors of foster care agencies. All groups recommend further expansion of training programs for foster parents of sexually abused children.This paper was presented at the Temple University Chapter, Phi Delta Kappa, Philadelphia, PA, April 5, 1990.Ms. Egan is a Research Assistant; Ms. Cossett and Ms. Auletta were studients from Smith College School for Social Work.     

Profiles of Achievement: Women's Entry into the Professions,the Arts,and Social Reform*

This paper examines the structural determinants of the achievement behavior of over 1,300 American women whose lives collectively span three centuries of American history, 1607–1950. Of particular importance is the investigation of the relative effects of historical birth cohort, religion, sibling placement, social class background, and region of birth upon the career patterns of women involved in the professions, the arts, and social reform. A major conclusion of this study is that denomination and importance of religion are major factors accounting for social reform careers, while the absence of religion combined with being the first child is related most importantly to career choices in the professions and the arts. Historical birth cohort was found to be of some importance along with social class. However, region of birth proved to be the least important influence affecting achievement patterns. The data for this study are a quantitative archive established by the author on the basis of a detailed coding of all the biographies included in the three-volume reference set, Notable American Women (James, James, and Boyer, 1971). Information concerning 302 variables relevant to a study of achievement behavior was coded on a standardized form, keypunched, and transferred to magnetic tape suitable for computer and statistical analysis. The techniques used in this research are discriminant analysis and cross tabular analysis.     

Lies in a Time of Threat: Betrayal Blindness and the 2004 U.S. Presidential Election

Exit polls from the 2004 U.S. presidential election indicated overwhelming support for President Bush among voters who said they valued honesty, even though the Bush administration had been sharply criticized for deceiving the public, especially concerning the reasons for invading Iraq. A psychological theory recently developed to help explain memory loss in trauma survivors sheds light on this paradox. Betrayal Trauma Theory ( Freyd, 1996 ) states that memory impairment is greatest when a victim is dependent on the perpetrator. The theory also predicts who will be "blind" to signs of deception—those who are emotionally or financially dependent on the person who is lying. Although every American is dependent on the U.S. President to some extent, religious conservatives may be more psychologically dependent than others. Because they believe their core values are under attack, they depend on powerful leaders such as President Bush to defend these values. This psychological dependence may make it difficult for them to notice the administration's deceptions.