Page 398 - Special Topic Session (STS) - Volume 2
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STS507 Katherine Jenny T. et al.
                  estimates not considered in the initial design. Again, these applications would
                  be constrained by reliability and confidentiality mandates. In any case, the
                  appropriate solution is rarely obvious; research is required. Of course, time and
                  resource  constraints  can  be  prohibitive,  so  the  research  problem  may  be
                  simplified to allow for a transparent and repeatable solution, thus delaying the
                  unaddressed details or unforeseen nuances until the implementation stage,
                  leaving little time or resources for additional research.
                      Efficiency frequently dictates the research and implementation processes.
                  In the Economic Directorate of the U.S. Census Bureau, it is a common practice
                  to  establish  a  “dedicated”  research  team  with  a  fixed  duration  comprising
                  representatives from the relevant job series with differing experience levels,
                  perhaps  utilizing  matrix  management.  Team  responsibilities  encompass
                  defining and scoping the research problem, obtaining data, designing and
                  conducting the research, writing and testing programs needed to carry out
                  the  research,  documenting  the  findings,  and  presenting  the  “data-driven”
                  recommendation.  Assuming  that  the  recommendation  is  endorsed,  a
                  subsequent implementation team is established. This team’s composition can
                  differ  greatly  from  the  research  team,  as  expert  staff  are  required  –  and
                  production  programmers  must  be  included  in  the  discussions  –  although
                  some  overlap  in  membership  between  the  research  and  implementation
                  teams is desirable. As with the research team, the implementation team usually
                  operates  under  a  fixed  deadline.  Team  responsibilities  include  writing
                  specifications that implement the research recommendation while addressing
                  the issues that were deliberately unaccounted for in the research. Logistical
                  issues  such  as  coding,  testing,  and  validation  are  likewise  included.  An
                  education component is not unusual, as the implementation team members
                  may be unfamiliar with the methods under consideration.
                      The  Economic  Census  (EC)  is  the  U.S.  Government's  official  five-year
                  measure of American business and the economy. The 2017 EC leadership team
                  endorsed  a  number  of  innovative  updates,  each  introducing  a  new  set  of
                  methodological  and  production  implementation  challenges.  This  paper
                  focuses  on  the  introduction  of  the  North  American  Product  Classification
                  System  (NAPCS)  (see  https://www.census.gov/eos/www/napcs/more.html).
                  The EC collects a core set of data items from each establishment called general
                  statistics items: examples include total receipts or value of shipments, annual
                  payroll,  and  number  of  employees  in  the  first  quarter.  In  addition,  the  EC
                  collects  information  on  the  revenue  obtained  from  the  sales  of  good  and
                  services (hereafter referred to as  “products”).  Although data on over 8,000
                  different  NAPCS  products  are  requested,  evidence  from  prior  economic
                  censuses indicates that many products are rarely reported. Legitimate zero
                  values  are  expected  for  the  many  products  in  an  industry,  at  both  the
                  individual  establishment  and  total  industry  levels.  Respondents  can  report

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