By Irwin Epstein
Scientific Data-Mining (CDM) comprises the conceptualization, extraction, research, and interpretation of accessible scientific facts for perform knowledge-building, scientific decision-making and practitioner mirrored image. based upon the kind of info mined, CDM could be qualitative or quantitative; it's ordinarily retrospective, yet should be meaningfully mixed with unique information assortment. Any examine procedure that is dependent upon the contents of case files or info platforms info necessarily has barriers, yet with right safeguards those might be minimized. between CDM's strengths even though, are that it's unobtrusive, low-cost, provides little possibility to investigate topics, and is ethically suitable with practitioner worth commitments. while carried out by way of practitioners, CDM yields conceptual in addition to data-driven perception into their very own perform- and program-generated questions. This pocket advisor, from a pro practice-based researcher, covers the entire fundamentals of carrying out practitioner-initiated CDM reviews or CDM doctoral dissertations, drawing largely on released CDM experiences and accomplished CDM dissertations from a number of social paintings settings within the usa, Australia, Israel, Hong Kong and the uk. additionally, it describes consulting ideas for researchers attracted to forging collaborative university-agency CDM partnerships, making it a realistic device for beginner practitioner-researchers and veteran academic-researchers alike. As such, this e-book is an outstanding consultant either for pros carrying out practice-based examine in addition to for social paintings college looking an evidence-informed method of practice-research integration.
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Additional resources for Clinical Data-Mining: Integrating Practice and Research (Pocket Guides to Social Work Research Methods)
Exemplars are drawn from completed quantitative CDM doctoral studies conducted in Australia, Chile, Hong Kong, and the United States. Chapter 6 offers the fewest study exemplars because it describes the rarest form of data-mining that I know—qualitative CDM. In this chapter, two qualitative CDM doctoral dissertations as well as a single qualitative CDM study initiated by a practitioner are discussed . The unique methodological requirements and potential contributions of qualitative CDM are discussed.
Next, a promising new data-analytic tool (Propensity Score Matching) is introduced that carries with it exciting data-mining possibilities. Finally, Chapter 7 becomes even more speculative. Returning to the “gold-standard” metaphor and the EBP movement, I stake a final claim for a model of social work research that includes CDM in particular and practitioner-research more generally. ), is less important than the recognition that such a change would increase the value of what we know about what we do as social workers.
Key customers include AT&T Universal Card Services, Pfizer Pharmaceuticals, General Motors, Sears, Roebuck and Co. Working less hygienically in the back alleys of corporations as well as residential condominiums, “dumpster-divers” are equally aware of the value of “available” information for stealing identities and for their fraudulent use. S. Spying” describing secret surveillance by the National Security Agency of phone calls and e-mail messages of millions of Americans. Admittedly, some of the foregoing examples do not put me in great company.