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and NPE demand recipients and licensees. We suspect that these firms were not assigned an NAICS<br />
code because they were relatively small foreign firms without U.S. operations (typically manufacturers<br />
of computer and electronics products). To increase the fraction of firms for which we could assign an<br />
industry, we conducted an Internet search to determine the primary industry of the unassigned Subject<br />
Firms and applied the industry definitions provided by the NAICS. Ultimately, we were able to match<br />
the vast majority of Subject Firms to primary industries. We matched 96% of Subject Firms described in<br />
Chapter 3, <strong>Patent</strong> <strong>Assertion</strong>, to their primary industries, and we matched 94% of Subject Firms described<br />
in Chapter 4, the Wireless Case Study, to their primary industries.<br />
As discussed above, the NAICS categorizes industries at different levels of specificity, ranging from the<br />
broadest two-digit level to the narrowest six-digit level. We used a data-driven approach to determine<br />
level of specificity that would best describe our data. We first categorized Subject Firms at the broadest<br />
level (two-digit) and noticed that a large proportion of firms in the sample fell into two broad industry<br />
categories: “Manufacturing” (NAICS codes 31–33) and “Information” (NAICS code 51). For Subject<br />
Firms in these two categories, we analyzed three-digit NAICS codes to gain more insight into which<br />
sub-industries appeared to be especially prominent in the sample. Among manufacturers, we found that<br />
a large fraction of firms operated in one three-digit industry category (“Computer & Electronic Product<br />
Manufacturing”), and that the industries that other manufacturers operated in were quite diffuse. For this<br />
reason, we report data for two categories of manufacturers: “Computer & Electronic Product<br />
Manufacturing” (NAICS code 334) and “Manufacturing, all other,” defined as all manufacturers that do<br />
not have a three-digit NAICS code of 334. Similarly, within the “Information” industry, we noticed that<br />
there were a large number of firms operating in “Telecommunications” (NAICS 517) and<br />
“Broadcasting” (NAICS 515) industries. Because many of the firms categorized as being in the<br />
“Telecommunications” or “Broadcasting industries” were so similar (these firms tended to have large<br />
operations in both what the NAICS categorizes as “Telecommunications” and “Broadcasting”), we<br />
created a combined industry of “Telecommunications and Broadcasting” (NAICS 515 and 517). The<br />
remaining firms operating within the “Information” industry (NAICS two-digit code 51) but not having<br />
an NAICS code of 515 or 517 are reported as “Information, all other.” 375 Finally, a relatively large<br />
number of the Subject Firms were classified as holding companies, which the NAICS places in an<br />
375<br />
“Information (other)” industry includes, but is not limited to, firms operating as “Software Publishers” (NAICS 5112),<br />
“Motion Picture and Sound Recording firms” (512), and “Internet Publishing and Broadcasting and Web Search Portals”<br />
firms (51913). 2012 NAICS, supra note 200.<br />
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