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In this chapter, I explore traditional notions of secondary data in qualitative research and consider the ways in which these are continually being reimagined in the digital age. I situate this discussion in respect to data typologies and, more reflexively, in relation to our need as researchers to make data real. I consider contemporary understandings of reuse in relation to secondary data, focusing particularly on qualitative interview data. Recognizing those who are already forging a path, I then suggest how we might move beyond notions of reuse and reimagine secondary data in the digital age. To illustrate these points, I highlight relevant studies drawing data from a range of online spaces, and finally summarize key considerations and challenges.

In a context where human–machine interaction is growing, understanding the limits between automated and human-based methods may leverage qualitative research. This paper aims to compare human and machine analyses, highlighting the challenges and opportunities of both approaches.

This study applied qualitative secondary analysis (QSA) with machine learning-based text mining on qualitative data from 25 interviews previously analyzed with traditional qualitative content analysis.

By analyzing both techniques' strengths and weaknesses, this study complements the results from the original research work. The previous human model failed to point to a particular aspect of the case, while the machine analysis did not recognize the sequence of time in the interviewee's discourse.

This study demonstrates that combining content analysis with text mining techniques improves the quality of the research output. Researchers may, therefore, better handle biases from humans and machines in traditional qualitative and quantitative research.

The purpose of this paper is to use the sociology of time to understand how time is perceived by academic librarians who provide reference and information service (RIS).

This study is a qualitative secondary analysis (QSA) of two phenomenological studies about the experience of RIS in academic libraries. The authors used QSA to re-analyze the interview transcripts to develop themes related to the perception of time.

Three themes about the experience of time in RIS work were identified. Participants experience time as discrete, bounded moments but sometimes experience threads through these moments that provide continuity, time is framed as a commodity that weighs on the value of the profession, and time plays an integral part of participants’ narratives and professional identities.

Given that the initial consent processes vary across organizations and types of studies, the researchers felt ethically compelled to share only excerpts from each study’s data, rather than the entire data set, with others on the research team. Future qualitative studies should consider the potential for secondary analysis and build data management and sharing plans into the initial study design.

Most discussions of time in the literature are presented as a metric – time to answer a query, time to conduct a task – The authors offer a more holistic understanding of time and its relationship to professional work.

The methodology taken in this paper makes sense of the experiences of work in RIS for librarians. It identifies commonalities between the experience of time and work for RIS professionals and those of other professionals, such as physicians and software engineers. It suggests revising models for RIS, as well as some professional values.

This paper contributes a better understanding of time, understudied as a phenomenon that is experienced or perceived, among RISs providers in academic libraries. The use of secondary qualitative analysis is an important methodological contribution to library and information science studies.

Dual diagnosis is a term that describes the co-occurrence of mental health disorders or illness and substance use or abuse disorders. Because this co-occurrence results in multiple diseases, layers of treatment are often needed to successfully create positive change in the individual. The purpose of this study is to explore factors of treatment that could facilitate improvements in functionality and quality of life for those with a dual diagnosis.

A secondary data analysis, using both quantitative and qualitative data, was completed. Secondary analysis is an empirical exercise that applies the same basic research principles as studies using primary data and has steps to be followed, including the evaluative and procedural steps commonly associated with secondary data analysis. Documentation data from the intensive mobile psychosocial assertive community treatment program was gathered for this analysis; this program was used because of the intensive and community-based services provided to patients with a dual diagnosis.

The major findings from this secondary analysis suggested that significant barriers included “denial” (e.g. evasion, suspension or avoidance of internal awareness) of diagnoses, complicated treatment and other barriers related to housing. Ultimately, these findings provided greater insight into potential effective treatment interventions for people living with a dual diagnosis.

This study adds to the growing body of literature showing that patient-centered care allows for more effective treatment and ultimately, improved health outcomes.

This chapter discusses the benefits, limitations, and challenges in developing research projects that integrate a combination of archival, behavioral, and qualitative research methods. By demonstrating the inherent strengths and weaknesses of using a single method in isolation, this chapter aims to broaden our understanding of why and how research that examines various issues from the different perspectives is richer than employing any single method and enhances our understanding of a given accounting phenomenon. This chapter also discusses how investigating an issue through multiple research methods can help researchers improve the generalizability of findings and present a panoramic view of a particular phenomenon.

There is substantial research on the experiences, needs and well-being of unaccompanied refugee adolescents, but less is known about existential aspects of their lives. The purpose of the current study is to explore existential meaning-making among unaccompanied refugee children.

The informants in this study are young unaccompanied refugees (n = 30) living in Norway, and young Norwegians (n = 46). The authors undertook a secondary analysis of in-depth qualitative refugee interview data and a quantitative analysis of questionnaire data from Norwegian informants.

Both the refugee youths and the Norwegian youths expressed that social relationships and connections to others were most important for meaning. Moreover, both groups emphasized the importance of relatedness and generativity, i. e. commitment to worldly affairs beyond one’s immediate needs. The main differences between the two groups were related to the significance attached to religion and to loneliness.

The comparison between the two groups is only possible to some degree. Secondary analyses have some limitations, as well as strengths.

The findings may be useful for supporting young refugees, as they provide insights into less-studied aspects of their lives.

The originality of this study lies in the focus on and broad interpretation of meaning, of secondary data analyses, and of comparisons between youths that are refugees versus non-refugees.

Multiple sclerosis (MS) is a chronic inflammatory disease of the central nervous system that causes debilitating symptoms. Currently, there is insufficient evidence to recommend a special diet for people with MS to slow disease progression and reduce symptoms. Little is known about the dietary choices made by people with MS. This study aimed to explore the interpretations of healthy eating in people recently diagnosed with MS. Objectives were to investigate the types of changes in food choices and to describe the impact of making these changes.

A social constructionist approach applying qualitative secondary analysis of semi-structured interviews was conducted (n = 11). Interviews were transcribed, coded and analysed using a deductive approach.

Participants were mostly female (82%), mean age 47 years and mean time since diagnosis eight months. Four themes emerged from the data: (1) moving in the direction of the dietary guidelines, (2) modifying intake of dietary fat, (3) requiring mental effort and (4) needing input from a dietitian.

The directions of food choices and the absence of dietetic input highlighted in this study suggest the need for evidence-based nutrition education that enables people with MS to tailor dietary guidelines according to their preferences.

How people interpret healthy eating advice and the impact on making food choice changes is useful for explaining dietary changes in MS. Special diets promoted for MS provide conflicting advice, and the lack of access to dietitians means that additional mental effort is required when interpreting healthy eating messages and diets.

The purpose of this paper is to identify the realignment of the physical distribution process for store-based retailers in their efforts to integrate the online channel into their business model. Multiple attributes of the physical distribution process are evaluated to identify associations with order fulfillment methods adopted by omni-channel retailers.

A multi-method approach is used which includes qualitative evaluation of 50 interviews of supply chain executives from large retailers. Additionally, secondary data about firm size, store and distribution networks, online sales, distribution configuration, and order delivery options are used. The findings of qualitative analysis are incorporated into a quantitative classification-tree analysis to identify associations among distribution attributes, order fulfillment methods and order delivery services.

Retailers are developing a consistent omni-channel physical distribution process in which stores undertake a bigger role in order fulfillment and delivery. Level of online sales, size of distribution network, number of sales associates at a store, and number of years engaged in the online channel are identified as having strong associations with the type of order fulfillment method used by omni-channel retailers. The study finds that retailers are focussed on integrating their store and DC inventories and have the benefit of scale with a large store network.

Retailers are reconfiguring their physical distribution processes in the complex omni-channel environment can use the findings of this study to evaluate their strategy and identify the level of realignment effort that is needed. A better understanding of the requirements of physical distribution in an omni-channel setting will guide retailers in developing requisite operational capabilities.

This paper provides a first in-depth look at order fulfillment choices in omni-channel retail and identifies efforts that are underway to realign key elements of the physical distribution process.

The purpose of this paper is to explore the perception of the mental health problems of the homeless population in a high-income country (Luxembourg) by social service providers and to develop proposals for better inclusion of homeless people into the mental health services and homeless people with mental health issues into society.

The study was of qualitative design and conducted using a semi-structured interview method (in person). The semi-structured interviews (seven participants) were conducted to analyse the challenges, practice approaches and prospects of stakeholders or decision-makers working in housing exclusion and homelessness. A secondary thematic analysis of this content regarding mental health issues was performed.

Three main themes in the social providers’ perception were identified related to mental health and homelessness: the general view on the mental health problems of homeless people (accent on substance use disorders [SUDs], overshadowing of other mental health conditions by the SUDs); the positive impact of housing and social services on the mental health of the homeless per se (role of social rhythms, social connectedness and multidisciplinary approach are emphasised); and the need for improvement of mental health services in the country (need for the long-term timely continuing mental health support and recognition of the importance of complex intersectional and multidisciplinary solutions).

Mental health themes were not the primary focus while research was planned and conducted. They were revealed as results of secondary qualitative data analysis. Therefore, additional mental health-focused mixed methods research is needed to verify the conclusions. The paper is written on the results of the research project “Social Housing and Homelessness” (SOHOME), implemented at the University of Luxembourg with the financial support of the Fonds National de la Recherche of Luxembourg (FNR12626464). The sponsor had no involvement in the study design, the collection, analysis and interpretation of data or the preparation of the paper.

The study brings together different perspectives from social workers, stakeholders and decision-makers. The results show that there are cross-field connections between homelessness and mental health that require specialised and coordinated services. The first existing approaches seem to be promising in their continuation but need to be promoted by social policy.

To promote social cohesion in the Luxembourgish society and also to include one of the most vulnerable people, the study points to the importance of the link between homelessness and compromised mental health. Appropriate support and service provision as well as social and affordable housing play a central role.

To the best of the authors’ knowledge, this study is the first of its kind, revealing several social work stakeholders’ perspective on the mental health of homeless people in Luxembourg.

Child and family health (CAFH) services in Australia initially provide at least one nurse-home-visit following the birth of a child. Planning and referral then commences for the on-going provision of appropriate services to families. Unfortunately, services in rural and regional communities in Australia can be fragmented and poorly resourced. Little is known about CAFH nurses’ experiences of working with families in these communities. The purpose of this paper is to examine the way CAFH nurses work within a universal health service model that may be compromised by isolation, discontinuity and fragmentation.

Focus groups with 26 CAFH nurses from five rural, two regional and one urban community in New South Wales (NSW), Australia were conducted. A secondary, thematic analysis of the qualitative data were undertaken to reflect on change and continuity in the field of universal CAFH services. Analysis was driven by two key research questions: How do CAFH nurses experience their role in universal home-based CAFH services within rural and regional areas of Australia and, what unique factors are present in rural and regional areas that impact on their CAFH nursing role?

The experience of the CAFH nurses as presented by these data revealed a role that was family centred and concerned for the welfare of the family, yet compromised by the need to meet the disproportionately complex needs of families in the absence of a strong network of services. The opportunity to present the findings provides insight into the way in which families engage with available services in isolated communities. CAFH nurses in the study attempted to maintain service integrity by adapting to the unique context of their work.

It is important to understand the mechanisms through which CAFH nurses operate to work effectively with families referred to their service. This paper describes the way in which CAFH nurses work with families not meeting the threshold for more intensive and targeted home-visiting service delivery in rural and regional communities of NSW, Australia.