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QuANTITATIvE RESEARcH  n  431



             scales  are  used,  quantitative  summaries  of   techniques  are  used  to  test  whether  there
             the data collected consist of aggregating the   are  significant  relationships  among  study
             number of responses in each scale category,   variables that are delineated in the hypoth-  Q
             converting them to relative frequencies such   eses,  meaning  relationships  that  cannot
             as percentages, and if hypotheses are being   be  explained  by  random  sampling  error
             tested in the research, applying one of many   (chance).  Widely  used  statistical  techniques
             nonparametric  techniques  available  to  test   to  test  hypotheses  include  parametric  tests
             the statistical significance of the data.  such  as  the  t  test  and  analysis  of  variance
                 continuous  scales  have  continuous   and nonparametric tests such as chi-square
             quantitative values rather than verbal catego-  test and rank–order correlation.
             ries, as in nominal and ordinal scales. These   Quantification  in  nursing  research  has
             include the scientific measuring instruments   helped advance nursing as a scientific disci-
             widely used in nursing to measure variables   pline. Quantification offers many advantages
             such  as  temperature,  weight,  height,  and   to nursing research. There is a rich set of sta-
             blood  pressure.  continuous  measurement   tistical tools available for data analysis that
             scales  have  certain  advantages  over  other   can be applied to practically every research
             scales  because  they  yield  more  precise  and   question  to  assist  in  summarizing  the  data
             sensitive  data.  Also,  the  statistical  signifi-  and  evaluating  their  statistical  significance.
             cance of continuous data can be analyzed by   The internal and external validity of the data
             the more powerful parametric techniques.  of quantitative research can be readily veri-
                 Quantitative research is concerned with   fied by other researchers. Results of similar
             making  generalizations  from  a  study  sam-  quantitative studies can be synthesized and
             ple  to  a  target  population,  a  process  called   analyzed by the meta-analysis technique to
             statistical  inference.  There  are  two  categories   shed  new  light  on  the  research  questions.
             of  generalizations  in  quantitative  research:   Dissemination  of  the  results  of  quantita-
             (a)  estimates  of  the  quantitative  value  of   tive research is facilitated by the clarity and
             selected  characteristics  of  a  target  popu-  objectivity possessed by quantitative data.
             lation  and  (b)  results  of  tests  of  statistical   Some  studies  in  nursing  tend  to  over-
             hypotheses concerning relationships among   quantify. Reports of these studies are dom-
             variables in the target population. Studies in   inated  by  statistical  data  and  tests,  with  a
             the first category are called descriptive stud-  minimum of narrative discussion, providing
             ies;  those  in  the  second  category  are  called   little interpretation of the clinical significance
             analytical or explanatory studies. The focus of   of results. Sometimes, too little time is spent
             many early nursing studies was to describe   on evaluation of the quality of data used or
             nurses and nursing practice using question-  on the appropriateness of the statistical tests.
             naire or interview techniques to collect data   Qualitative research, with its focus on mean-
             from  large  samples  of  respondents.  Recent   ing  and  interpretation  of  data,  can  help  to
             studies  using  conceptual  frameworks  from   enrich the results of quantitative studies in
             emerging nursing theories and models have   nursing.  The  approach  called  triangulation,
             tested hypotheses in controlled or semicon-  which  utilizes  and  integrates  methodology
             trolled settings.                        from quantitative and qualitative research in
                 Statistical  techniques  are  used  exten-  a single study, can help achieve the best of
             sively in descriptive studies to compute sum-  both worlds of research methodology.
             mary  measures,  such  as  means,  standard   The history of nursing research reveals
             deviations,  and  coefficients  of  correlation,   a  trend  from  purely  descriptive  studies  of
             and to determine the sampling error of the   nurses and nursing to the evaluation of the
             measures. In explanatory studies, statistical   effects  of  nursing  care.  Properly  applied
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