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<article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" article-type="research-article">
<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">JDS</journal-id>
<journal-title-group><journal-title>Journal of Data Science</journal-title></journal-title-group>
<issn pub-type="epub">1683-8602</issn><issn pub-type="ppub">1680-743X</issn><issn-l>1680-743X</issn-l>
<publisher>
<publisher-name>School of Statistics, Renmin University of China</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">JDS1148</article-id>
<article-id pub-id-type="doi">10.6339/24-JDS1148</article-id>
<article-categories><subj-group subj-group-type="heading">
<subject>Data Science in Action</subject></subj-group></article-categories>
<title-group>
<article-title>Measuring Public Open-Source Software in the Federal Government: An Analysis of Code.gov</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name><surname>Shrivastava</surname><given-names>Rahul</given-names></name><xref ref-type="aff" rid="j_jds1148_aff_001">1</xref>
</contrib>
<contrib contrib-type="author">
<contrib-id contrib-id-type="orcid">https://orcid.org/0000-0002-4947-6320</contrib-id>
<name><surname>Korkmaz</surname><given-names>Gizem</given-names></name><email xlink:href="mailto:gizemkorkmaz@westat.com">gizemkorkmaz@westat.com</email><xref ref-type="aff" rid="j_jds1148_aff_001">1</xref><xref ref-type="corresp" rid="cor1">∗</xref>
</contrib>
<aff id="j_jds1148_aff_001"><label>1</label><institution>Statistics and Data Science Center, Westat</institution>, Rockville, MD 20850, <country>United States</country></aff>
</contrib-group>
<author-notes>
<corresp id="cor1"><label>∗</label>Corresponding author. Email: <ext-link ext-link-type="uri" xlink:href="mailto:gizemkorkmaz@westat.com">gizemkorkmaz@westat.com</ext-link>.</corresp>
</author-notes>
<pub-date pub-type="ppub"><year>2024</year></pub-date><pub-date pub-type="epub"><day>29</day><month>7</month><year>2024</year></pub-date><volume>22</volume><issue>3</issue><fpage>356</fpage><lpage>375</lpage><supplementary-material id="S1" content-type="archive" xlink:href="jds1148_s001.zip" mimetype="application" mime-subtype="x-zip-compressed">
<caption>
<title>Supplementary Material</title>
<p>The data and code needed to reproduce the results in this paper can be found at the Journal of Data Science website. The links to the raw data and code can also be found on our project’s website at <ext-link ext-link-type="uri" xlink:href="https://oss.quarto.pub/website/analyses.html">https://oss.quarto.pub/website/analyses.html</ext-link></p>
</caption>
</supplementary-material><history><date date-type="received"><day>9</day><month>12</month><year>2023</year></date><date date-type="accepted"><day>5</day><month>7</month><year>2024</year></date></history>
<permissions><copyright-statement>2024 The Author(s). Published by the School of Statistics and the Center for Applied Statistics, Renmin University of China.</copyright-statement><copyright-year>2024</copyright-year>
<license license-type="open-access" xlink:href="https://creativecommons.org/licenses/by/4.0/">
<license-p>Open access article under the <ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">CC BY</ext-link> license.</license-p></license></permissions>
<abstract>
<p>This paper presents an in-depth analysis of patterns and trends in the open-source software (OSS) contributions by the U.S. federal government agencies. OSS is a unique category of computer software notable for its publicly accessible source code and the rights it provides for modification and distribution for any purpose. Prompted by the Federal Source Code Policy (<xref ref-type="bibr" rid="j_jds1148_ref_056">USCIO</xref>, <xref ref-type="bibr" rid="j_jds1148_ref_056">2016</xref>), Code.gov was established as a platform to facilitate the sharing of custom-developed software across various federal government agencies. This study leverages data from Code.gov, which catalogs OSS projects developed and shared by government agencies, and enhances this data with detailed development and contributor information from GitHub. By adopting a cost estimation methodology that is consistent with the U.S. national accounting framework for software investment proposed in <xref ref-type="bibr" rid="j_jds1148_ref_027">Korkmaz et al.</xref> (<xref ref-type="bibr" rid="j_jds1148_ref_027">2024</xref>), this research provides annual estimates of investment in OSS by government agencies for the 2009–2021 period. The findings indicate a significant investment by the federal government in OSS, with the 2021 investment estimated at around $407 million. This study not only sheds light on the government’s role in fostering OSS development but also offers a valuable framework for assessing the scope and value of OSS initiatives within the public sector.</p>
</abstract>
<kwd-group>
<label>Keywords</label>
<kwd>Code.gov</kwd>
<kwd>cost measurement</kwd>
<kwd>Github</kwd>
<kwd>open-source software</kwd>
<kwd>software investment</kwd>
</kwd-group>
<funding-group><funding-statement>This work was supported by the National Science Foundation (NSF) under Grant Numbers 2306160 and 2224441. Any opinions, findings, and conclusions or recommendations expressed in this material are those of the author(s) and do not necessarily reflect the views of NSF.</funding-statement></funding-group>
</article-meta>
</front>
<back>
<ref-list id="j_jds1148_reflist_001">
<title>References</title>
<ref id="j_jds1148_ref_001">
<mixed-citation publication-type="other"> <string-name><surname>Bastian</surname> <given-names>M</given-names></string-name>, <string-name><surname>Heymann</surname> <given-names>S</given-names></string-name>, <string-name><surname>Jacomy</surname> <given-names>M</given-names></string-name> Gephi: An open source software for exploring and manipulating networks. <ext-link ext-link-type="uri" xlink:href="http://www.aaai.org/ocs/index.php/ICWSM/09/paper/view/154">http://www.aaai.org/ocs/index.php/ICWSM/09/paper/view/154</ext-link>.</mixed-citation>
</ref>
<ref id="j_jds1148_ref_002">
<mixed-citation publication-type="other"> <string-name><surname>Biden</surname> <given-names>JR</given-names></string-name> (<year>2020</year>). Executive order on promoting the use of trustworthy artificial intelligence in the federal government. <ext-link ext-link-type="uri" xlink:href="https://www.federalregister.gov/documents/2020/12/08/2020-27065/promoting-the-use-of-trustworthy-artificial-intelligence-in-the-federal-government">https://www.federalregister.gov/documents/2020/12/08/2020-27065/promoting-the-use-of-trustworthy-artificial-intelligence-in-the-federal-government</ext-link>.</mixed-citation>
</ref>
<ref id="j_jds1148_ref_003">
<mixed-citation publication-type="other"> <string-name><surname>Biden</surname> <given-names>JR</given-names></string-name> (<year>2023</year>). Executive order on the safe, secure, and trustworthy development and use of artificial intelligence. <ext-link ext-link-type="uri" xlink:href="https://www.whitehouse.gov/briefing-room/presidential-actions/2023/10/30/executive-order-on-the-safe-secure-and-trustworthy-development-and-use-of-artificial-intelligence/">https://www.whitehouse.gov/briefing-room/presidential-actions/2023/10/30/executive-order-on-the-safe-secure-and-trustworthy-development-and-use-of-artificial-intelligence/</ext-link>.</mixed-citation>
</ref>
<ref id="j_jds1148_ref_004">
<mixed-citation publication-type="journal"> <string-name><surname>Bockstael</surname> <given-names>NE</given-names></string-name>, <string-name><surname>McConnell</surname> <given-names>KE</given-names></string-name> (<year>1983</year>). <article-title>Welfare measurement in the household production framework</article-title>. <source><italic>American Economic Review</italic></source>, <volume>73</volume>(<issue>4</issue>): <fpage>806</fpage>–<lpage>814</lpage>.</mixed-citation>
</ref>
<ref id="j_jds1148_ref_005">
<mixed-citation publication-type="journal"> <string-name><surname>Boehm</surname> <given-names>BW</given-names></string-name> (<year>1984</year>). <article-title>Software engineering economics</article-title>. <source><italic>IEEE Transactions on Software Engineering</italic></source>, <volume>SE-10</volume>(<issue>1</issue>): <fpage>4</fpage>–<lpage>21</lpage>. <ext-link ext-link-type="doi" xlink:href="https://doi.org/10.1109/TSE.1984.5010193" xlink:type="simple">https://doi.org/10.1109/TSE.1984.5010193</ext-link></mixed-citation>
</ref>
<ref id="j_jds1148_ref_006">
<mixed-citation publication-type="journal"> <string-name><surname>Börner</surname> <given-names>K</given-names></string-name>, <string-name><surname>Sanyal</surname> <given-names>S</given-names></string-name>, <string-name><surname>Vespignani</surname> <given-names>A</given-names></string-name> (<year>2007</year>). <article-title>Network science</article-title>. <source><italic>Annual Review of Information Science and Technology</italic></source>, <volume>41</volume>(<issue>1</issue>): <fpage>537</fpage>–<lpage>607</lpage>. <ext-link ext-link-type="doi" xlink:href="https://doi.org/10.1002/aris.2007.1440410119" xlink:type="simple">https://doi.org/10.1002/aris.2007.1440410119</ext-link></mixed-citation>
</ref>
<ref id="j_jds1148_ref_007">
<mixed-citation publication-type="other"> <string-name><surname>Calderón</surname> <given-names>JBS</given-names></string-name>, <string-name><surname>Robbins</surname> <given-names>C</given-names></string-name>, <string-name><surname>Guci</surname> <given-names>L</given-names></string-name>, <string-name><surname>Korkmaz</surname> <given-names>G</given-names></string-name>, <string-name><surname>Kramer</surname> <given-names>BL</given-names></string-name> (<year>2022</year>). Measuring the cost of open source software innovation on GitHub. <italic>Technical report</italic>, U.S. Bureau of Economic Analysis.</mixed-citation>
</ref>
<ref id="j_jds1148_ref_008">
<mixed-citation publication-type="other"> Code.gov (n.d.). Agency compliance dashboard. <ext-link ext-link-type="uri" xlink:href="https://code.gov/agency-compliance/compliance/dashboard">https://code.gov/agency-compliance/compliance/dashboard</ext-link>.</mixed-citation>
</ref>
<ref id="j_jds1148_ref_009">
<mixed-citation publication-type="journal"> <string-name><surname>Congress, US</surname></string-name> (<year>2018</year>). <article-title>Foundations for evidence-based policymaking act of 2018</article-title>. <source><italic>Public Law</italic></source>, <volume>115</volume>: <fpage>435</fpage>. <ext-link ext-link-type="uri" xlink:href="https://www.congress.gov/bill/115th-congress/house-bill/4174">https://www.congress.gov/bill/115th-congress/house-bill/4174</ext-link>.</mixed-citation>
</ref>
<ref id="j_jds1148_ref_010">
<mixed-citation publication-type="other"> <string-name><surname>Corrado</surname> <given-names>C</given-names></string-name>, <string-name><surname>Haskel</surname> <given-names>J</given-names></string-name>, <string-name><surname>Jona-Lasinio</surname> <given-names>C</given-names></string-name> (<year>2015</year>). Public intangibles: The public sector and economic growth in the SNA. In: <italic>Economics Program Working Paper Series</italic>. The Conference Board. Available at <ext-link ext-link-type="uri" xlink:href="https://www.conference-board.org/pdf_free/workingpapers/EPWP1501.pdf">https://www.conference-board.org/pdf_free/workingpapers/EPWP1501.pdf</ext-link>.</mixed-citation>
</ref>
<ref id="j_jds1148_ref_011">
<mixed-citation publication-type="journal"> <string-name><surname>Damanpour</surname> <given-names>F</given-names></string-name> (<year>1991</year>). <article-title>Organizational innovation: A meta-analysis of effects of determinants and moderators</article-title>. <source><italic>Academy of Management Journal</italic></source>, <volume>34</volume>(<issue>3</issue>): <fpage>555</fpage>–<lpage>590</lpage>. <ext-link ext-link-type="doi" xlink:href="https://doi.org/10.2307/256406" xlink:type="simple">https://doi.org/10.2307/256406</ext-link></mixed-citation>
</ref>
<ref id="j_jds1148_ref_012">
<mixed-citation publication-type="other"> DOE CODE (n.d.). Software Policy of DOE. <ext-link ext-link-type="uri" xlink:href="https://www.osti.gov/doecode/policy">https://www.osti.gov/doecode/policy</ext-link>.</mixed-citation>
</ref>
<ref id="j_jds1148_ref_013">
<mixed-citation publication-type="journal"> <string-name><surname>Garfield</surname> <given-names>E</given-names></string-name>, <string-name><surname>Pudovkin</surname> <given-names>A</given-names></string-name>, <string-name><surname>Istomin</surname> <given-names>V</given-names></string-name> (<year>2002</year>). <article-title>Algorithmic citation-linked historiography—mapping the literature of science</article-title>. <source><italic>Proceedings of the American Society for Information Science and Technology</italic></source>, <volume>39</volume>(<issue>1</issue>): <fpage>14</fpage>–<lpage>24</lpage>. <ext-link ext-link-type="doi" xlink:href="https://doi.org/10.1002/meet.1450390102" xlink:type="simple">https://doi.org/10.1002/meet.1450390102</ext-link></mixed-citation>
</ref>
<ref id="j_jds1148_ref_014">
<mixed-citation publication-type="journal"> <string-name><surname>Gault</surname> <given-names>F</given-names></string-name> (<year>2018</year>). <article-title>Defining and measuring innovation in all sectors of the economy</article-title>. <source><italic>Research Policy</italic></source>, <volume>47</volume>(<issue>3</issue>): <fpage>617</fpage>–<lpage>622</lpage>. <ext-link ext-link-type="doi" xlink:href="https://doi.org/10.1016/j.respol.2018.01.007" xlink:type="simple">https://doi.org/10.1016/j.respol.2018.01.007</ext-link></mixed-citation>
</ref>
<ref id="j_jds1148_ref_015">
<mixed-citation publication-type="other"> GitHub (<year>2023</year>). The State of the Octoverse. <ext-link ext-link-type="uri" xlink:href="https://octoverse.github.com">https://octoverse.github.com</ext-link>.</mixed-citation>
</ref>
<ref id="j_jds1148_ref_016">
<mixed-citation publication-type="other"> GSA (<year>2019</year>). GSA Open Software Policy. <ext-link ext-link-type="uri" xlink:href="https://open.gsa.gov/oss-policy/">https://open.gsa.gov/oss-policy/</ext-link>.</mixed-citation>
</ref>
<ref id="j_jds1148_ref_017">
<mixed-citation publication-type="journal"> <string-name><surname>Harris</surname> <given-names>CR</given-names></string-name>, <string-name><surname>Millman</surname> <given-names>KJ</given-names></string-name>, <string-name><surname>van der Walt</surname> <given-names>SJ</given-names></string-name> <string-name><surname>Gommers</surname> <given-names>R</given-names></string-name> <string-name><surname>Virtanen</surname> <given-names>P</given-names></string-name> <string-name><surname>Cournapeau</surname> <given-names>D</given-names></string-name>, et al. (<year>2020</year>). <article-title>Array programming with NumPy</article-title>. <source><italic>Nature</italic></source>, <volume>585</volume>(<issue>7825</issue>): <fpage>357</fpage>–<lpage>362</lpage>. <ext-link ext-link-type="doi" xlink:href="https://doi.org/10.1038/s41586-020-2649-2" xlink:type="simple">https://doi.org/10.1038/s41586-020-2649-2</ext-link></mixed-citation>
</ref>
<ref id="j_jds1148_ref_018">
<mixed-citation publication-type="other"> <string-name><surname>Hoffa</surname> <given-names>F</given-names></string-name> (<year>2017</year>). The top contributors to GitHub (2017). <ext-link ext-link-type="uri" xlink:href="https://hoffa.medium.com/the-top-contributors-to-github-2017-be98ab854e87">https://hoffa.medium.com/the-top-contributors-to-github-2017-be98ab854e87</ext-link>.</mixed-citation>
</ref>
<ref id="j_jds1148_ref_019">
<mixed-citation publication-type="other"> <string-name><surname>Hoffmann</surname> <given-names>M</given-names></string-name>, <string-name><surname>Nagle</surname> <given-names>F</given-names></string-name>, <string-name><surname>Zhou</surname> <given-names>Y</given-names></string-name> (<year>2024</year>). The value of open source software. <italic>Harvard Business School Strategy Unit Working Paper</italic> (24-038).</mixed-citation>
</ref>
<ref id="j_jds1148_ref_020">
<mixed-citation publication-type="journal"> <string-name><surname>Howison</surname> <given-names>J</given-names></string-name>, <string-name><surname>Bullard</surname> <given-names>J</given-names></string-name> (<year>2016</year>). <article-title>Software in the scientific literature: Problems with seeing, finding, and using software mentioned in the biology literature</article-title>. <source><italic>The Journal of the Association for Information Science and Technology</italic></source>, <volume>67</volume>(<issue>9</issue>): <fpage>2137</fpage>–<lpage>2155</lpage>. <ext-link ext-link-type="doi" xlink:href="https://doi.org/10.1002/asi.23538" xlink:type="simple">https://doi.org/10.1002/asi.23538</ext-link></mixed-citation>
</ref>
<ref id="j_jds1148_ref_021">
<mixed-citation publication-type="journal"> <string-name><surname>Howison</surname> <given-names>J</given-names></string-name>, <string-name><surname>Deelman</surname> <given-names>E</given-names></string-name>, <string-name><surname>McLennan</surname> <given-names>MJ</given-names></string-name>, <string-name><surname>Ferreira da Silva</surname> <given-names>R</given-names></string-name>, <string-name><surname>Herbsleb</surname> <given-names>JD</given-names></string-name> (<year>2015</year>). <article-title>Understanding the scientific software ecosystem and its impact: Current and future measures</article-title>. <source><italic>Research Evaluation</italic></source>, <volume>24</volume>(<issue>4</issue>): <fpage>454</fpage>–<lpage>470</lpage>. <ext-link ext-link-type="doi" xlink:href="https://doi.org/10.1093/reseval/rvv014" xlink:type="simple">https://doi.org/10.1093/reseval/rvv014</ext-link></mixed-citation>
</ref>
<ref id="j_jds1148_ref_022">
<mixed-citation publication-type="other"> Impact Story (2012). <ext-link ext-link-type="uri" xlink:href="https://impactstory.org">https://impactstory.org</ext-link>.</mixed-citation>
</ref>
<ref id="j_jds1148_ref_023">
<mixed-citation publication-type="journal"> <string-name><surname>Keller</surname> <given-names>SA</given-names></string-name>, <string-name><surname>Korkmaz</surname> <given-names>G</given-names></string-name>, <string-name><surname>Robbins</surname> <given-names>CA</given-names></string-name>, <string-name><surname>Shipp</surname> <given-names>SS</given-names></string-name> (<year>2018</year>). <article-title>Opportunities to observe and measure intangible inputs to innovation: Definitions, operationalization, and examples</article-title>. <source><italic>Proceedings of the National Academy of Sciences</italic></source>, <volume>115</volume>(<issue>50</issue>): <fpage>12638</fpage>–<lpage>12645</lpage>. <ext-link ext-link-type="doi" xlink:href="https://doi.org/10.1073/pnas.1800467115" xlink:type="simple">https://doi.org/10.1073/pnas.1800467115</ext-link></mixed-citation>
</ref>
<ref id="j_jds1148_ref_024">
<mixed-citation publication-type="journal"> <string-name><surname>Keralis</surname> <given-names>JM</given-names></string-name>, <string-name><surname>Albertorio-Díaz</surname> <given-names>J</given-names></string-name>, <string-name><surname>Hoppe</surname> <given-names>T</given-names></string-name> (<year>2023</year>). <article-title>Dark citations to federal resources and their contribution to the public health literature</article-title>. <source><italic>Frontiers in Research Metrics and Analytics</italic></source>, <volume>8</volume>: <elocation-id>1235208</elocation-id>. <ext-link ext-link-type="doi" xlink:href="https://doi.org/10.3389/frma.2023.1235208" xlink:type="simple">https://doi.org/10.3389/frma.2023.1235208</ext-link></mixed-citation>
</ref>
<ref id="j_jds1148_ref_025">
<mixed-citation publication-type="chapter"> <string-name><surname>Korkmaz</surname> <given-names>G</given-names></string-name>, <string-name><surname>Kelling</surname> <given-names>C</given-names></string-name>, <string-name><surname>Robbins</surname> <given-names>CA</given-names></string-name>, <string-name><surname>Keller</surname> <given-names>SA</given-names></string-name> (<year>2018</year>). <chapter-title>Modeling the impact of R packages using dependency and contributor networks</chapter-title>. In: <source><italic>Proceedings of the 2018 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining (ASONAM)</italic></source>, <fpage>511</fpage>–<lpage>514</lpage>.</mixed-citation>
</ref>
<ref id="j_jds1148_ref_026">
<mixed-citation publication-type="journal"> <string-name><surname>Korkmaz</surname> <given-names>G</given-names></string-name>, <string-name><surname>Kelling</surname> <given-names>C</given-names></string-name>, <string-name><surname>Robbins</surname> <given-names>CA</given-names></string-name>, <string-name><surname>Keller</surname> <given-names>SA</given-names></string-name> (<year>2020</year>). <article-title>Modeling the impact of Python and R packages using dependency and contributor networks</article-title>. <source><italic>Social Network Analysis and Mining</italic></source>, <volume>10</volume>: <fpage>1</fpage>–<lpage>12</lpage>. <ext-link ext-link-type="doi" xlink:href="https://doi.org/10.1007/s13278-019-0612-8" xlink:type="simple">https://doi.org/10.1007/s13278-019-0612-8</ext-link></mixed-citation>
</ref>
<ref id="j_jds1148_ref_027">
<mixed-citation publication-type="journal"> <string-name><surname>Korkmaz</surname> <given-names>G</given-names></string-name>, <string-name><surname>Santiago Calderón</surname> <given-names>JB</given-names></string-name>, <string-name><surname>Kramer</surname> <given-names>BL</given-names></string-name>, <string-name><surname>Guci</surname> <given-names>L</given-names></string-name>, <string-name><surname>Robbins</surname> <given-names>CA</given-names></string-name> (<year>2024</year>). <article-title>From GitHub to GDP: A framework for measuring open source software innovation</article-title>. <source><italic>Research Policy</italic></source>, <volume>53</volume>(<issue>3</issue>): <fpage>104954</fpage>. <ext-link ext-link-type="doi" xlink:href="https://doi.org/10.1016/j.respol.2024.104954" xlink:type="simple">https://doi.org/10.1016/j.respol.2024.104954</ext-link></mixed-citation>
</ref>
<ref id="j_jds1148_ref_028">
<mixed-citation publication-type="other"> <string-name><surname>Kramer</surname> <given-names>BL</given-names></string-name> (<year>2021</year>a). diverstidy: A tidy package for detection and standardization of geographic, population, and diversity-related terminology in unstructured text data. <ext-link ext-link-type="uri" xlink:href="https://github.com/brandonleekramer/diverstidy">https://github.com/brandonleekramer/diverstidy</ext-link>.</mixed-citation>
</ref>
<ref id="j_jds1148_ref_029">
<mixed-citation publication-type="other"> <string-name><surname>Kramer</surname> <given-names>BL</given-names></string-name> (<year>2021</year>b). tidyorgs: A tidy package that standardizes text data for organizational analysis. <ext-link ext-link-type="uri" xlink:href="https://github.com/brandonleekramer/tidyorgs">https://github.com/brandonleekramer/tidyorgs</ext-link>.</mixed-citation>
</ref>
<ref id="j_jds1148_ref_030">
<mixed-citation publication-type="journal"> <string-name><surname>Martin</surname> <given-names>BR</given-names></string-name> (<year>2016</year>). <article-title>Twenty challenges for innovation studies</article-title>. <source><italic>Science and Public Policy</italic></source>, <volume>43</volume>(<issue>3</issue>): <fpage>432</fpage>–<lpage>450</lpage>. <ext-link ext-link-type="doi" xlink:href="https://doi.org/10.1093/scipol/scv077" xlink:type="simple">https://doi.org/10.1093/scipol/scv077</ext-link></mixed-citation>
</ref>
<ref id="j_jds1148_ref_031">
<mixed-citation publication-type="other"> <string-name><surname>Nakamura</surname> <given-names>LI</given-names></string-name>, <string-name><surname>Samuels</surname> <given-names>J</given-names></string-name>, <string-name><surname>Soloveichik</surname> <given-names>RH</given-names></string-name> (<year>2017</year>). Measuring the ‘free’ digital economy within the GDP and productivity accounts. <ext-link ext-link-type="uri" xlink:href="https://www.bea.gov/research/papers/2017/measuring-free-digital-economy-within-gdp-and-productivity-accounts">https://www.bea.gov/research/papers/2017/measuring-free-digital-economy-within-gdp-and-productivity-accounts</ext-link>.</mixed-citation>
</ref>
<ref id="j_jds1148_ref_032">
<mixed-citation publication-type="other"> <string-name><surname>Nakamura</surname> <given-names>LI</given-names></string-name>, <string-name><surname>Soloveichik</surname> <given-names>RH</given-names></string-name> (<year>2015</year>). Valuing ‘free’ media across countries in GDP. <italic>FRB of Philadelphia Working Paper</italic>.</mixed-citation>
</ref>
<ref id="j_jds1148_ref_033">
<mixed-citation publication-type="other"> NASA (n.d.). NASA Open Software Policy. <uri>https://code.nasa.gov/#/guide</uri>.</mixed-citation>
</ref>
<ref id="j_jds1148_ref_034">
<mixed-citation publication-type="other"> <string-name><surname>OSI</surname></string-name> (<year>1998</year>). The open source definition. <ext-link ext-link-type="uri" xlink:href="https://opensource.org/osd">https://opensource.org/osd</ext-link>.</mixed-citation>
</ref>
<ref id="j_jds1148_ref_035">
<mixed-citation publication-type="other"> <string-name><surname>pandas</surname></string-name> (<year>2020</year>). pandas-dev/pandas: Pandas. <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.5281/zenodo.3509134">https://doi.org/10.5281/zenodo.3509134</ext-link>.</mixed-citation>
</ref>
<ref id="j_jds1148_ref_036">
<mixed-citation publication-type="other"> <string-name><surname>Piwowar</surname> <given-names>H</given-names></string-name>, <string-name><surname>Priem</surname> <given-names>J</given-names></string-name> (<year>2016</year>). Depsy: Valuing the software that powers science. <ext-link ext-link-type="uri" xlink:href="https://github.com/Impactstory/depsy-research/blob/master/introducing_depsy.md">https://github.com/Impactstory/depsy-research/blob/master/introducing_depsy.md</ext-link>.</mixed-citation>
</ref>
<ref id="j_jds1148_ref_037">
<mixed-citation publication-type="other"> <string-name><surname>Rehn</surname> <given-names>C</given-names></string-name>, <string-name><surname>Gornitzki</surname> <given-names>C</given-names></string-name>, <string-name><surname>Larsson</surname> <given-names>A</given-names></string-name>, <string-name><surname>Wadskog</surname> <given-names>D</given-names></string-name> (<year>2014</year>). Bibliometric handbook for Karolinska Institutet. <italic>Huddinge: Karolinska Institutet</italic>. <ext-link ext-link-type="uri" xlink:href="https://kib.ki.se/sites/default/files/bibliometric_handbook_2014.pdf">https://kib.ki.se/sites/default/files/bibliometric_handbook_2014.pdf</ext-link>.</mixed-citation>
</ref>
<ref id="j_jds1148_ref_038">
<mixed-citation publication-type="chapter"> <string-name><surname>Robbins</surname> <given-names>C</given-names></string-name>, <string-name><surname>Korkmaz</surname> <given-names>G</given-names></string-name>, <string-name><surname>Calderon</surname> <given-names>JBS</given-names></string-name>, <string-name><surname>Kelling</surname> <given-names>C</given-names></string-name>, <string-name><surname>Shipp</surname> <given-names>S</given-names></string-name>, <string-name><surname>Keller</surname> <given-names>S</given-names></string-name> (<year>2018</year>a). <chapter-title>Open source software as intangible capital: Measuring the cost and impact of free digital tools</chapter-title>. In: <source><italic>International Monetary Fund (IMF) 6th Statistical Forum: Measuring Economic Welfare in the Digital Age: What and How? International Monetary Fund (IMF)</italic></source>. <ext-link ext-link-type="uri" xlink:href="https://www.imf.org/~/media/Files/Conferences/2018/6th-stats-forum/session-3carol-robbinsopen-source-software-as-intangible-capitalmeasuring-the-cost-and-impact-of-fre.ashx?la=en">https://www.imf.org/en/News/Seminars/Conferences/2018/04/06/6th-statistics-forum</ext-link>.</mixed-citation>
</ref>
<ref id="j_jds1148_ref_039">
<mixed-citation publication-type="chapter"> <string-name><surname>Robbins</surname> <given-names>C</given-names></string-name>, <string-name><surname>Korkmaz</surname> <given-names>G</given-names></string-name>, <string-name><surname>Calderon</surname> <given-names>JBS</given-names></string-name>, <string-name><surname>Kelling</surname> <given-names>C</given-names></string-name>, <string-name><surname>Shipp</surname> <given-names>S</given-names></string-name>, <string-name><surname>Keller</surname> <given-names>S</given-names></string-name> (<year>2018</year>b). <chapter-title>The scope and impact of open source software: A framework for analysis and preliminary cost estimates</chapter-title>. In: <source><italic>International Association for Research on Income and Wealth (IARIW) 35th General Conference: The Digital Economy-Conceptual and Measurement Issues</italic></source>. <publisher-name>The International Association for Research in Income and Wealth (IARIW)</publisher-name>. <ext-link ext-link-type="uri" xlink:href="http://old.iariw.org/copenhagen/robbins.pdf">http://old.iariw.org/copenhagen/robbins.pdf</ext-link>.</mixed-citation>
</ref>
<ref id="j_jds1148_ref_040">
<mixed-citation publication-type="chapter"> <string-name><surname>Robbins</surname> <given-names>CA</given-names></string-name>, <string-name><surname>Korkmaz</surname> <given-names>G</given-names></string-name>, <string-name><surname>Guci</surname> <given-names>L</given-names></string-name>, <string-name><surname>Santiago Calderón</surname> <given-names>JB</given-names></string-name> <string-name><surname>Kramer</surname> <given-names>B</given-names></string-name> (<year>2021</year>). <chapter-title>A first look at open-source software investment in the United States and in other countries, 2009–2019</chapter-title>. In: <source><italic>International Association for Research on Income and Wealth (IARIW) ESCoE Conference</italic></source>. <publisher-name>IARIW</publisher-name>. <ext-link ext-link-type="uri" xlink:href="https://iariw.org/wp-content/uploads/2021/11/robbins-paper.pdf">https://iariw.org/wp-content/uploads/2021/11/robbins-paper.pdf</ext-link>.</mixed-citation>
</ref>
<ref id="j_jds1148_ref_041">
<mixed-citation publication-type="other"> <string-name><surname>Science-Metrix</surname></string-name> (<year>2018</year>). Bibliometrics and Patent Indicators for the Science and Engineering Indicators 2018. Technical Documentation. <ext-link ext-link-type="uri" xlink:href="http://www.science-metrix.com/en/methodology-report">http://www.science-metrix.com/en/methodology-report</ext-link>.</mixed-citation>
</ref>
<ref id="j_jds1148_ref_042">
<mixed-citation publication-type="other"> <string-name><surname>Scott</surname> <given-names>T</given-names></string-name>, <string-name><surname>Rung</surname> <given-names>AE</given-names></string-name> (<year>2016</year>). Federal Source Code Policy: Achieving efficiency, transparency, and innovation through reusable and open source software. <italic>Office of Mgmt. &amp; Budget, Exec. Office of the President Memorandum</italic>. <ext-link ext-link-type="uri" xlink:href="https://www.whitehouse.gov/wp-content/uploads/legacy_drupal_files/omb/memoranda/2016/m_16_21.pdf">https://www.whitehouse.gov/wp-content/uploads/legacy_drupal_files/omb/memoranda/2016/m_16_21.pdf</ext-link>.</mixed-citation>
</ref>
<ref id="j_jds1148_ref_043">
<mixed-citation publication-type="journal"> <string-name><surname>Singh Chawla</surname> <given-names>D</given-names></string-name> (<year>2016</year>). <article-title>The unsung heroes of scientific software</article-title>. <source><italic>Nature News</italic></source>, <volume>529</volume>(<issue>7584</issue>): <fpage>115</fpage>. <ext-link ext-link-type="doi" xlink:href="https://doi.org/10.1038/529115a" xlink:type="simple">https://doi.org/10.1038/529115a</ext-link></mixed-citation>
</ref>
<ref id="j_jds1148_ref_044">
<mixed-citation publication-type="other"> US Bureau of Economic Analysis (2022). NIPA Handbook: Concepts and Methods of the U.S. National Income and Product Accounts.</mixed-citation>
</ref>
<ref id="j_jds1148_ref_045">
<mixed-citation publication-type="other"> US Bureau of Economic Analysis (2023a). Government Gross Investment: Federal: National Defense: Gross Investment: Intellectual Property Products: Software. Retrieved from ALFRED, Federal Reserve Bank of St. Louis. <ext-link ext-link-type="uri" xlink:href="https://alfred.stlouisfed.org/series?seid=Y053RC1A027NBEA">Y053RC1A027NBEA</ext-link>.</mixed-citation>
</ref>
<ref id="j_jds1148_ref_046">
<mixed-citation publication-type="other"> US Bureau of Economic Analysis (2023b). Government Gross Investment: Federal: Nondefense: Gross Investment: Intellectual Property Products: Software. Retrieved from ALFRED, Federal Reserve Bank of St. Louis. <ext-link ext-link-type="uri" xlink:href="https://alfred.stlouisfed.org/series?seid=Y068RC1A027NBEA">Y068RC1A027NBEA</ext-link>.</mixed-citation>
</ref>
<ref id="j_jds1148_ref_047">
<mixed-citation publication-type="other"> US Bureau of Economic Analysis (2023c). Government Gross Investment: State and Local: Gross Investment: Intellectual Property Products: Software. Retrieved from ALFRED, Federal Reserve Bank of St. Louis. <ext-link ext-link-type="uri" xlink:href="https://alfred.stlouisfed.org/series?seid=Y072RC1A027NBEA">Y072RC1A027NBEA</ext-link>.</mixed-citation>
</ref>
<ref id="j_jds1148_ref_048">
<mixed-citation publication-type="other"> US Bureau of Economic Analysis (2023d). Gross Government Investment. Retrieved from ALFRED, Federal Reserve Bank of St. Louis. <ext-link ext-link-type="uri" xlink:href="https://alfred.stlouisfed.org/series?seid=A782RC1A027NBEA">A782RC1A027NBEA</ext-link>.</mixed-citation>
</ref>
<ref id="j_jds1148_ref_049">
<mixed-citation publication-type="other"> US Bureau of Economic Analysis (2023e). Private Fixed Investment in Intellectual Property Products: Software: Custom. Retrieved from ALFRED, Federal Reserve Bank of St. Louis. <ext-link ext-link-type="uri" xlink:href="https://alfred.stlouisfed.org/series?seid=Y004RC1A027NBEA">Y004RC1A027NBEA</ext-link>.</mixed-citation>
</ref>
<ref id="j_jds1148_ref_050">
<mixed-citation publication-type="other"> US Bureau of Economic Analysis (2023f). Private Fixed Investment in Intellectual Property Products: Software: Own account. Retrieved from ALFRED, Federal Reserve Bank of St. Louis. <ext-link ext-link-type="uri" xlink:href="https://alfred.stlouisfed.org/series?seid=Y005RC1A027NBEA">Y005RC1A027NBEA</ext-link>.</mixed-citation>
</ref>
<ref id="j_jds1148_ref_051">
<mixed-citation publication-type="other"> US Bureau of Economic Analysis (2023g). Private Fixed Investment in Intellectual Property Products: Software: Prepackaged. Retrieved from ALFRED, Federal Reserve Bank of St. Louis. <ext-link ext-link-type="uri" xlink:href="https://alfred.stlouisfed.org/series?seid=Y003RC1A027NBEA">Y003RC1A027NBEA</ext-link>.</mixed-citation>
</ref>
<ref id="j_jds1148_ref_052">
<mixed-citation publication-type="other"> US Bureau of Economic Analysis (2023h). Private Fixed Investment: Nonresidential: Intellectual Property Products: Software. Retrieved from ALFRED, Federal Reserve Bank of St. Louis. <ext-link ext-link-type="uri" xlink:href="https://fred.stlouisfed.org/graph/?g=15s8W">B985RC1A027NBEA</ext-link>.</mixed-citation>
</ref>
<ref id="j_jds1148_ref_053">
<mixed-citation publication-type="other"> US Bureau of Economic Analysis (2023i). Private Nonresidential Fixed Investment [PNFIA]. Retrieved from ALFRED, Federal Reserve Bank of St. Louis.</mixed-citation>
</ref>
<ref id="j_jds1148_ref_054">
<mixed-citation publication-type="other"> US Bureau of Economic Analysis (2023j). Private Residential Fixed Investment [PRFI]. Retrieved from ALFRED, Federal Reserve Bank of St. Louis.</mixed-citation>
</ref>
<ref id="j_jds1148_ref_055">
<mixed-citation publication-type="book"> US Bureau of Labor Statistics (2021). Occupational Employment Statistics: National industry-specific and by ownership.</mixed-citation>
</ref>
<ref id="j_jds1148_ref_056">
<mixed-citation publication-type="other"> USCIO (2016). Federal Source Code Policy. <ext-link ext-link-type="uri" xlink:href="https://www.whitehouse.gov/wp-content/uploads/legacy_drupal_files/omb/memoranda/2016/m_16_21.pdf">https://www.whitehouse.gov/wp-content/uploads/legacy_drupal_files/omb/memoranda/2016/m_16_21.pdf</ext-link>.</mixed-citation>
</ref>
<ref id="j_jds1148_ref_057">
<mixed-citation publication-type="book"> <string-name><surname>Von Hippel</surname> <given-names>E</given-names></string-name> (<year>2016</year>). <source><italic>Free Innovation</italic></source>. <publisher-name>MIT Press</publisher-name>.</mixed-citation>
</ref>
</ref-list>
</back>
</article>
