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108  n  DATA STEWARDShiP



           well as the increased awareness of potential   defined as data that are structured and orga-
           risks  associated  with  incorrect  or  inappro-  nized and that have meaning or interpreta-
   D       priate uses of health data. Data stewardship   tion. information that has been synthesized
           is  the  responsibility  of  everyone  who  uses   so as to identify and formalize interrelation-
           or  interacts  with  health  data,  identified  or   ships is referred to as knowledge. When one
             de-identified, for any purpose including, but   term represents all three types of content, it
           not limited to, health care, research, quality   is  usually  information.  nursing  data  issues
           assessment,  population  monitoring,  policy,   revolve  around  several  factors.  The  first
           and payment.                             relates to identification of the universe of rel-
              The  national  Committee  on  Vital  and   evant nursing data. Currently, there is no con-
           health  Statistics  has  worked  with  other   sensus regarding what data elements make
             organizations  and  agencies  to  develop  key   up  a  minimum  nursing  data  set  nor  what
           principles and practices of health data stew-  data elements are required to capture nurs-
           ardship  to  protect  the  rights  and  privacy   ing diagnoses, interventions, and outcomes.
           of  persons  whose  data  are  involved  and  to   Systems to label or name these elements are
           assure the quality and integrity of data. These   also  inconsistently  defined.  next,  the  com-
           practices and principles can be grouped into   plex  nature  of  nursing  phenomena  poses
           four  categories.  Principles  about  individual   measurement  difficulties.  Measurement  is
           rights  address  access  to  one’s  health  data   the process of assigning numbers to objects
           and  the  opportunity  to  make  corrections,   to represent the kind or amount of a character
           transparency  about  use,  and  participation   possessed by those objects. it includes quali-
           and consent for use. Principles that address   tative means (assigning objects to categories
           responsibilities of the health data steward include   that are mutually exclusive and exhaustive)
           identification  of  the  purpose  for  data  use;   and quantitative measures (assigning objects
             de-identification (when relevant); data qual-  to categories that represent the amount of a
           ity, including integrity, accuracy, timeliness,   characteristic possessed).
           and  completeness;  limits  on  use,  disclo-  Unlike  other  biological  sciences,  few
           sure,  and  retention;  and  oversight  on  uses.   nursing  phenomena  can  be  measured  by
           Principles and practices for security safeguards   using physical instruments with signal pro-
           and  controls  require  the  implementation  of   cessing  or  monitoring.  Measurement  diffi-
           administrative, technical, and physical safe-  culties  occur  because  nursing  consists  of  a
           guards to protect information and to mini-  multiplicity of complex variables that occur
           mize risks of unauthorized or inappropriate   in diverse settings. if one is able to identify
           access, use, or disclosure. And finally, princi-  what  significant  variables  should  be  mea-
           ples of accountability, enforcement, and remedies   sured, then one is challenged with the diffi-
           address requirements for policies that spec-  culty of isolating those variables to measure
           ify appropriate use, implementation of mech-  them. Ambiguities and abstract notions must
           anisms to detect noncompliance and enforce   be  reduced  to  develop  concrete  behavioral
           consequences, and remediation for individu-  indicators  if  measurement  is  to  be  mean-
           als whose data are involved. Although these   ingful. Measuring nursing phenomena also
           principles have been established, the work of   requires the acknowledgment of the “fuzzy”
           translating them into practice will continue   and complex nature of nursing phenomena
           to evolve as the urgency for data stewardship   and the richness of the meaning contained in
           grows even greater (Kanaan & Carr, 2009).  the context of the data. Finally, the value and
              Data  and  information  are  the  symbolic   use  of  data  that  are  not  coded  or  numeric,
           representation of the phenomena with which   such as whole text data, must be studied to
           nursing is concerned. Data are defined as dis-  understand their benefits and boundaries for
           crete entities that are objective; information is   representing  nursing  phenomena.  Content
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