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STS507 Katherine Jenny T. et al.
            data from a long, pre-specified list of potential products in a given industry –
            some  lists  contain  more  than  50  potential  products  –  and  can  write  in
            descriptions of other products that were not pre-specified. Product lists can
            differ by industry within a sector. Furthermore, some product descriptions are
            quite detailed, and some products are mutually exclusive. Consequently, some
            establishments  choose  not  to  report  any  product  data  (complete  product
            nonresponse).  Within an industry, reporting units tend to provide the same
            small set of common products (Fink, Beck, and Willimack 2015).
                The  introduction  of  NAPCS  marks  a  major  departure  from  the  prior
            collections  which  explicitly  linked  product  codes  to  industry,  allowing  for
            different  missing-data  treatments  for  products  by  sector.  Implementing  a
            NAPCS-based collection necessitated the development of a single imputation
            approach for all EC products to allow production of cross-sector tabulations.
            This  paper  describes  the  research  process  used  to  determine  the  product
            imputation  method  and  the  process  for  implementing  the  research
            recommendations  into  the  2017  EC  production  systems.    Research  and
            implementation  were  accomplished  by  two  different  teams,  with  a  small
            fraction of membership overlap. Section 2 summarizes the research approach
            and resultant recommendations. In Section 3, we discuss the implementation
            of the recommended methods into a production system, specifically focusing
            on some of the unaddressed or unforeseen – but important – details that were
            excluded from the research study. We conclude in Section 4 with a few general
            observations  about  implementing  research-based  results  in  a  production
            system.

            2.  Methodology
                Thompson and  Liu (2015)  give an  overview  of  the  large  scale  research
            project conducted to determine a single, unified imputation method for EC
            broad  products  under  NAPCS.    The  research  was  undertaken  by  a
            commissioned team whose members included methodologists, subject matter
            experts, and classification experts. The latter two groups developed the test
            data used for all analyses and provided expertise on the 2012 EC procedures;
            the 2017 collection procedures and NAPCS-based collection structure were
            under  development  during  the  time  of  the  research.  The  methodologists’
            familiarity with the subject matter and expertise on the current procedures
            ranged  from completely  novice  (the  majority)  to  extremely  knowledgeable
            about a selected subset of industry-specific procedures. Both team leads were
            methodologists  who  were  familiar  with  EC  processing  procedures  and
            methods in general but had little or no experience with the specific procedures
            used in product processing.
                The team divided the project into the three separate components listed in
            Table 1, each lasting approximately two to three months. The project started

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