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R&D intensity - Wikipedia

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The specific problem is: <b>subject coverage is superficial and relatively nescient, and is generally dated (despite impression of recentism imparted by web sources).</b><span class="hide-when-compact"> Please help <a href="/wiki/Special:EditPage/R%26D_intensity" title="Special:EditPage/R&amp;D intensity">improve this article</a> if you can.</span> <span class="date-container"><i>(<span class="date">October 2015</span>)</i></span><span class="hide-when-compact"><i> (<small><a href="/wiki/Help:Maintenance_template_removal" title="Help:Maintenance template removal">Learn how and when to remove this message</a></small>)</i></span></div></td></tr></tbody></table> <figure class="mw-default-size" typeof="mw:File/Thumb"><a href="/wiki/File:1953-_Funding_for_research_and_development_-_US.svg" class="mw-file-description"><img src="//upload.wikimedia.org/wikipedia/commons/thumb/f/fc/1953-_Funding_for_research_and_development_-_US.svg/220px-1953-_Funding_for_research_and_development_-_US.svg.png" decoding="async" width="220" height="165" class="mw-file-element" srcset="//upload.wikimedia.org/wikipedia/commons/thumb/f/fc/1953-_Funding_for_research_and_development_-_US.svg/330px-1953-_Funding_for_research_and_development_-_US.svg.png 1.5x, //upload.wikimedia.org/wikipedia/commons/thumb/f/fc/1953-_Funding_for_research_and_development_-_US.svg/440px-1953-_Funding_for_research_and_development_-_US.svg.png 2x" data-file-width="1000" data-file-height="750" /></a><figcaption>Since the 1960s, private businesses in the U.S. have provided an increasing share of funding for research and development, as direct federal funding waned.<sup id="cite_ref-NSF_R&amp;D_2023_1-0" class="reference"><a href="#cite_note-NSF_R&amp;D_2023-1"><span class="cite-bracket">&#91;</span>1<span class="cite-bracket">&#93;</span></a></sup></figcaption></figure> <p><b>Research and development intensity</b> (<b>R&amp;D intensity</b>) is generally defined as expenditures by a firm on its research and development (<a href="/wiki/R%26D" class="mw-redirect" title="R&amp;D">R&amp;D</a>) divided by the firm's sales.<sup id="cite_ref-2" class="reference"><a href="#cite_note-2"><span class="cite-bracket">&#91;</span>2<span class="cite-bracket">&#93;</span></a></sup> There are two types of R&amp;D intensity: direct and indirect. R&amp;D intensity varies, in general, according to a firm's industry sector, product knowledge, manufacturing, and technology, and is a metric that can be used to gauge the level of a company's investment to spur innovation in and through <a href="/wiki/Basic_research" title="Basic research">basic</a> and <a href="/wiki/Applied_research" class="mw-redirect" title="Applied research">applied research</a>. A further aim of R&amp;D spending, ultimately, is to increase <a href="/wiki/Productivity" title="Productivity">productivity</a> (e.g., <a href="/wiki/Factor_of_production" class="mw-redirect" title="Factor of production">factor productivity</a>) as well as an organization's salable output. </p> <meta property="mw:PageProp/toc" /> <div class="mw-heading mw-heading2"><h2 id="Definition_and_aim_of_metric">Definition and aim of metric</h2><span class="mw-editsection"><span class="mw-editsection-bracket">[</span><a href="/w/index.php?title=R%26D_intensity&amp;action=edit&amp;section=1" title="Edit section: Definition and aim of metric"><span>edit</span></a><span class="mw-editsection-bracket">]</span></span></div> <p>Generally speaking, R&amp;D is seen as a main driver of societal and business innovation.<sup class="noprint Inline-Template Template-Fact" style="white-space:nowrap;">&#91;<i><a href="/wiki/Wikipedia:Citation_needed" title="Wikipedia:Citation needed"><span title="This claim needs references to reliable sources. (October 2015)">citation needed</span></a></i>&#93;</sup> The <a href="/wiki/OECD" title="OECD">OECD</a>'s <i>Frascati Manual</i> describes R&amp;D as "creative work undertaken on a systematic basis in order to increase the stock of knowledge, including knowledge of man, culture and society, and the use of this stock of knowledge to devise new applications."<sup id="cite_ref-OECD02Fr_3-0" class="reference"><a href="#cite_note-OECD02Fr-3"><span class="cite-bracket">&#91;</span>3<span class="cite-bracket">&#93;</span></a></sup> </p><p>R&amp;D expenditure and R&amp;D intensity are two of the key indicators used to monitor resources devoted to science and technology worldwide.<sup class="noprint Inline-Template Template-Fact" style="white-space:nowrap;">&#91;<i><a href="/wiki/Wikipedia:Citation_needed" title="Wikipedia:Citation needed"><span title="This claim needs references to reliable sources. (October 2015)">citation needed</span></a></i>&#93;</sup> R&amp;D intensity has been defined as "the ratio of expenditures by a firm on research and development to the firm's sales."<sup id="cite_ref-Meyer05_4-0" class="reference"><a href="#cite_note-Meyer05-4"><span class="cite-bracket">&#91;</span>4<span class="cite-bracket">&#93;</span></a></sup> William Leonard has described research intensity as "measured usually by ratios of scientific personnel to total employment or by R&amp;D expenditures/sales" to gains in such variables as productivity, profits, sales, and asset status.<sup id="cite_ref-Leonard71_5-0" class="reference"><a href="#cite_note-Leonard71-5"><span class="cite-bracket">&#91;</span>5<span class="cite-bracket">&#93;</span></a></sup> R&amp;D intensity is therefore a measure of a company's <a href="/wiki/R%26D" class="mw-redirect" title="R&amp;D">R&amp;D</a> spending toward activities aimed at expanding sector and product knowledge, manufacturing, and technology,<sup class="noprint Inline-Template Template-Fact" style="white-space:nowrap;">&#91;<i><a href="/wiki/Wikipedia:Citation_needed" title="Wikipedia:Citation needed"><span title="This claim needs references to reliable sources. (October 2015)">citation needed</span></a></i>&#93;</sup> and so aimed at spurring innovation in and through basic and applied research.<sup id="cite_ref-CohenLevinthal90_6-0" class="reference"><a href="#cite_note-CohenLevinthal90-6"><span class="cite-bracket">&#91;</span>6<span class="cite-bracket">&#93;</span></a></sup><sup id="cite_ref-Burgelman0208_7-0" class="reference"><a href="#cite_note-Burgelman0208-7"><span class="cite-bracket">&#91;</span>7<span class="cite-bracket">&#93;</span></a></sup> Furthermore, it is aimed at increasing "<a href="/wiki/Factor_of_production" class="mw-redirect" title="Factor of production">factor</a> <a href="/wiki/Productivity" title="Productivity">productivity</a> and salable output".<sup id="cite_ref-Leonard71_5-1" class="reference"><a href="#cite_note-Leonard71-5"><span class="cite-bracket">&#91;</span>5<span class="cite-bracket">&#93;</span></a></sup><sup class="noprint Inline-Template noprint Template-Fact" style="white-space:nowrap;">&#91;<i><a href="/wiki/Wikipedia:No_original_research#Primary,_secondary_and_tertiary_sources" title="Wikipedia:No original research"><span title="This claim needs references to reliable secondary sources. (October 2015)">non-primary source needed</span></a></i>&#93;</sup><sup class="noprint Inline-Template" style="white-space:nowrap;">&#91;<i><a href="/wiki/Wikipedia:Citing_sources" title="Wikipedia:Citing sources"><span title="This citation requires a reference to the specific page or range of pages in which the material appears. (October 2015)">page&#160;needed</span></a></i>&#93;</sup> </p><p>There are two types of R&amp;D intensity, calculated as follows:<sup id="cite_ref-European_Commission_8-0" class="reference"><a href="#cite_note-European_Commission-8"><span class="cite-bracket">&#91;</span>8<span class="cite-bracket">&#93;</span></a></sup> </p> <ul><li>Direct R&amp;D intensity, calculated by dividing R&amp;D expenditure by output</li> <li>Indirect R&amp;D intensity, which quantifies the R&amp;D expenditure embodied in the intermediate goods used in the production of another sector and can be calculated using Input-Output Tables</li></ul> <div class="mw-heading mw-heading2"><h2 id="In_enterprises_and_companies">In enterprises and companies</h2><span class="mw-editsection"><span class="mw-editsection-bracket">[</span><a href="/w/index.php?title=R%26D_intensity&amp;action=edit&amp;section=2" title="Edit section: In enterprises and companies"><span>edit</span></a><span class="mw-editsection-bracket">]</span></span></div> <p>As the <a href="/wiki/National_Science_Foundation" title="National Science Foundation">National Science Foundation</a> explains: absolute levels of "R&amp;D expenditures indicate the level of effort dedicated to producing future products and process improvements while maintaining current <a href="/wiki/Market_share" title="Market share">market share</a> and increasing operating <a href="/wiki/Efficiency" title="Efficiency">efficiency</a>. By extension, such expenditures may reflect firms' perceptions of the market's demand for new and improved technology." However, R&amp;D intensity is the most frequently used measure "to gauge the relative importance of R&amp;D across industries and among firms in the same industry."<sup id="cite_ref-NSF10_9-0" class="reference"><a href="#cite_note-NSF10-9"><span class="cite-bracket">&#91;</span>9<span class="cite-bracket">&#93;</span></a></sup><sup class="noprint Inline-Template" style="white-space:nowrap;">&#91;<i><a href="/wiki/Wikipedia:Citing_sources" title="Wikipedia:Citing sources"><span title="This citation requires a reference to the specific page or range of pages in which the material appears. (October 2015)">page&#160;needed</span></a></i>&#93;</sup> Economic research on sixteen industries by William Leonard, "the relation [between investment and gains] appears two years after R&amp;D spending and increases thereafter", although research intensity relates "less effectively" to "<a href="/wiki/Human_resources" title="Human resources">manpower</a> ratios [ratios of scientific personnel to total employment]."<sup id="cite_ref-Leonard71_5-2" class="reference"><a href="#cite_note-Leonard71-5"><span class="cite-bracket">&#91;</span>5<span class="cite-bracket">&#93;</span></a></sup> </p> <div class="mw-heading mw-heading2"><h2 id="Among_sectors">Among sectors</h2><span class="mw-editsection"><span class="mw-editsection-bracket">[</span><a href="/w/index.php?title=R%26D_intensity&amp;action=edit&amp;section=3" title="Edit section: Among sectors"><span>edit</span></a><span class="mw-editsection-bracket">]</span></span></div> <p>R&amp;D intensity differs between different sectors: <a href="/wiki/High_tech" title="High tech">high-tech</a> sectors (such as aircraft &amp; spacecraft, electrical equipment, and pharmaceuticals) are characterized by the highest R&amp;D intensity, while <a href="/wiki/Low_tech" class="mw-redirect" title="Low tech">low-tech</a> sectors (such as food products, iron and steel, and textiles) usually have low R&amp;D intensity.<sup id="cite_ref-European_Commission_8-1" class="reference"><a href="#cite_note-European_Commission-8"><span class="cite-bracket">&#91;</span>8<span class="cite-bracket">&#93;</span></a></sup> In fact, R&amp;D intensity could be used as the sole indicator to identify high-tech sectors.<sup id="cite_ref-European_Commission_8-2" class="reference"><a href="#cite_note-European_Commission-8"><span class="cite-bracket">&#91;</span>8<span class="cite-bracket">&#93;</span></a></sup> </p> <div class="mw-heading mw-heading2"><h2 id="By_countries_and_regions">By countries and regions</h2><span class="mw-editsection"><span class="mw-editsection-bracket">[</span><a href="/w/index.php?title=R%26D_intensity&amp;action=edit&amp;section=4" title="Edit section: By countries and regions"><span>edit</span></a><span class="mw-editsection-bracket">]</span></span></div><p> R&amp;D intensity for a <i>country</i> or larger political or geographical entity is defined as its R&amp;D expenditure as a percentage of <a href="/wiki/Gross_domestic_product" title="Gross domestic product">gross domestic product</a> (GDP) of the entity. Generally speaking, developed countries have higher R&amp;D intensities than developing countries.<sup class="noprint Inline-Template Template-Fact" style="white-space:nowrap;">&#91;<i><a href="/wiki/Wikipedia:Citation_needed" title="Wikipedia:Citation needed"><span title="This claim needs references to reliable sources. (October 2015)">citation needed</span></a></i>&#93;</sup> As Eurostat noted in 2013, for a preceding period,<sup class="noprint Inline-Template" style="white-space:nowrap;">&#91;<i><a href="/wiki/Wikipedia:Manual_of_Style/Dates_and_numbers#Chronological_items" title="Wikipedia:Manual of Style/Dates and numbers"><span title="The time period mentioned near this tag is ambiguous. (October 2015)">when?</span></a></i>&#93;</sup><style data-mw-deduplicate="TemplateStyles:r1244412712">.mw-parser-output .templatequote{overflow:hidden;margin:1em 0;padding:0 32px}.mw-parser-output .templatequotecite{line-height:1.5em;text-align:left;margin-top:0}@media(min-width:500px){.mw-parser-output .templatequotecite{padding-left:1.6em}}</style></p><blockquote class="templatequote"><p>The European Union (EU) is currently lagging behind both the USA and Japan in terms of expenditure on R&amp;D as a proportion of GDP, primarily due to slow relative growth in business R&amp;D expenditure. The European Council set an overall target of 3% of GDP by the year 2010, with industry asked to contribute two thirds of this objective.<sup id="cite_ref-10" class="reference"><a href="#cite_note-10"><span class="cite-bracket">&#91;</span>10<span class="cite-bracket">&#93;</span></a></sup></p></blockquote> <p>GERD can be broken down among four sectors of performance: business enterprise, higher education, government, and private not-for-profit institutions serving households (PNP).<sup id="cite_ref-OECD13_11-0" class="reference"><a href="#cite_note-OECD13-11"><span class="cite-bracket">&#91;</span>11<span class="cite-bracket">&#93;</span></a></sup> </p> <div class="mw-heading mw-heading2"><h2 id="See_also">See also</h2><span class="mw-editsection"><span class="mw-editsection-bracket">[</span><a href="/w/index.php?title=R%26D_intensity&amp;action=edit&amp;section=5" title="Edit section: See also"><span>edit</span></a><span class="mw-editsection-bracket">]</span></span></div> <ul><li><a href="/wiki/Innovation" title="Innovation">Innovation</a></li> <li><a href="/wiki/Research_and_Development" class="mw-redirect" title="Research and Development">Research and Development</a></li></ul> <div class="mw-heading mw-heading2"><h2 id="References">References</h2><span class="mw-editsection"><span class="mw-editsection-bracket">[</span><a href="/w/index.php?title=R%26D_intensity&amp;action=edit&amp;section=6" title="Edit section: References"><span>edit</span></a><span class="mw-editsection-bracket">]</span></span></div> <style data-mw-deduplicate="TemplateStyles:r1239543626">.mw-parser-output .reflist{margin-bottom:0.5em;list-style-type:decimal}@media screen{.mw-parser-output .reflist{font-size:90%}}.mw-parser-output .reflist .references{font-size:100%;margin-bottom:0;list-style-type:inherit}.mw-parser-output .reflist-columns-2{column-width:30em}.mw-parser-output .reflist-columns-3{column-width:25em}.mw-parser-output .reflist-columns{margin-top:0.3em}.mw-parser-output .reflist-columns ol{margin-top:0}.mw-parser-output .reflist-columns li{page-break-inside:avoid;break-inside:avoid-column}.mw-parser-output .reflist-upper-alpha{list-style-type:upper-alpha}.mw-parser-output .reflist-upper-roman{list-style-type:upper-roman}.mw-parser-output .reflist-lower-alpha{list-style-type:lower-alpha}.mw-parser-output .reflist-lower-greek{list-style-type:lower-greek}.mw-parser-output .reflist-lower-roman{list-style-type:lower-roman}</style><div class="reflist"> <div class="mw-references-wrap mw-references-columns"><ol class="references"> <li id="cite_note-NSF_R&amp;D_2023-1"><span class="mw-cite-backlink"><b><a href="#cite_ref-NSF_R&amp;D_2023_1-0">^</a></b></span> <span class="reference-text"><style data-mw-deduplicate="TemplateStyles:r1238218222">.mw-parser-output cite.citation{font-style:inherit;word-wrap:break-word}.mw-parser-output .citation q{quotes:"\"""\"""'""'"}.mw-parser-output .citation:target{background-color:rgba(0,127,255,0.133)}.mw-parser-output .id-lock-free.id-lock-free a{background:url("//upload.wikimedia.org/wikipedia/commons/6/65/Lock-green.svg")right 0.1em center/9px no-repeat}.mw-parser-output .id-lock-limited.id-lock-limited a,.mw-parser-output .id-lock-registration.id-lock-registration a{background:url("//upload.wikimedia.org/wikipedia/commons/d/d6/Lock-gray-alt-2.svg")right 0.1em center/9px no-repeat}.mw-parser-output .id-lock-subscription.id-lock-subscription a{background:url("//upload.wikimedia.org/wikipedia/commons/a/aa/Lock-red-alt-2.svg")right 0.1em center/9px no-repeat}.mw-parser-output .cs1-ws-icon a{background:url("//upload.wikimedia.org/wikipedia/commons/4/4c/Wikisource-logo.svg")right 0.1em center/12px no-repeat}body:not(.skin-timeless):not(.skin-minerva) .mw-parser-output .id-lock-free a,body:not(.skin-timeless):not(.skin-minerva) .mw-parser-output .id-lock-limited a,body:not(.skin-timeless):not(.skin-minerva) .mw-parser-output .id-lock-registration a,body:not(.skin-timeless):not(.skin-minerva) .mw-parser-output .id-lock-subscription a,body:not(.skin-timeless):not(.skin-minerva) .mw-parser-output .cs1-ws-icon a{background-size:contain;padding:0 1em 0 0}.mw-parser-output .cs1-code{color:inherit;background:inherit;border:none;padding:inherit}.mw-parser-output .cs1-hidden-error{display:none;color:var(--color-error,#d33)}.mw-parser-output .cs1-visible-error{color:var(--color-error,#d33)}.mw-parser-output .cs1-maint{display:none;color:#085;margin-left:0.3em}.mw-parser-output .cs1-kern-left{padding-left:0.2em}.mw-parser-output .cs1-kern-right{padding-right:0.2em}.mw-parser-output .citation .mw-selflink{font-weight:inherit}@media screen{.mw-parser-output .cs1-format{font-size:95%}html.skin-theme-clientpref-night .mw-parser-output .cs1-maint{color:#18911f}}@media screen and (prefers-color-scheme:dark){html.skin-theme-clientpref-os .mw-parser-output .cs1-maint{color:#18911f}}</style><cite id="CITEREFAndersonMoris2023" class="citation web cs1">Anderson, G.; Moris, F. (2023). <a rel="nofollow" class="external text" href="https://ncses.nsf.gov/pubs/nsf23339">"Federally Funded R&amp;D Declines as a Share of GDP and Total R&amp;D"</a>. National Science Foundation, National Center for Science and Engineering Statistics. <a rel="nofollow" class="external text" href="https://web.archive.org/web/20231003235103/https://ncses.nsf.gov/pubs/nsf23339">Archived</a> from the original on 3 October 2023. <q>NSF 23-339</q></cite><span title="ctx_ver=Z39.88-2004&amp;rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Abook&amp;rft.genre=unknown&amp;rft.btitle=Federally+Funded+R%26D+Declines+as+a+Share+of+GDP+and+Total+R%26D&amp;rft.pub=National+Science+Foundation%2C+National+Center+for+Science+and+Engineering+Statistics&amp;rft.date=2023&amp;rft.aulast=Anderson&amp;rft.aufirst=G.&amp;rft.au=Moris%2C+F.&amp;rft_id=https%3A%2F%2Fncses.nsf.gov%2Fpubs%2Fnsf23339&amp;rfr_id=info%3Asid%2Fen.wikipedia.org%3AR%26D+intensity" class="Z3988"></span></span> </li> <li id="cite_note-2"><span class="mw-cite-backlink"><b><a href="#cite_ref-2">^</a></b></span> <span class="reference-text"><link rel="mw-deduplicated-inline-style" href="mw-data:TemplateStyles:r1238218222"><cite id="CITEREFYiuLamYeungCheng2020" class="citation journal cs1">Yiu, L. M. Daphne; Lam, Hugo K. S.; Yeung, Andy C. L.; Cheng, T. C. E. (2020). <a rel="nofollow" class="external text" href="https://onlinelibrary.wiley.com/doi/abs/10.1111/poms.13186">"Enhancing the Financial Returns of R&amp;D Investments through Operations Management"</a>. <i>Production and Operations Management</i>. <b>29</b> (7): 1658–1678. <a href="/wiki/Doi_(identifier)" class="mw-redirect" title="Doi (identifier)">doi</a>:<a rel="nofollow" class="external text" href="https://doi.org/10.1111%2Fpoms.13186">10.1111/poms.13186</a>. <a href="/wiki/Hdl_(identifier)" class="mw-redirect" title="Hdl (identifier)">hdl</a>:<span class="id-lock-free" title="Freely accessible"><a rel="nofollow" class="external text" href="https://hdl.handle.net/10397%2F89881">10397/89881</a></span>. <a href="/wiki/ISSN_(identifier)" class="mw-redirect" title="ISSN (identifier)">ISSN</a>&#160;<a rel="nofollow" class="external text" href="https://search.worldcat.org/issn/1937-5956">1937-5956</a>. <a href="/wiki/S2CID_(identifier)" class="mw-redirect" title="S2CID (identifier)">S2CID</a>&#160;<a rel="nofollow" class="external text" href="https://api.semanticscholar.org/CorpusID:216529963">216529963</a>.</cite><span title="ctx_ver=Z39.88-2004&amp;rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&amp;rft.genre=article&amp;rft.jtitle=Production+and+Operations+Management&amp;rft.atitle=Enhancing+the+Financial+Returns+of+R%26D+Investments+through+Operations+Management&amp;rft.volume=29&amp;rft.issue=7&amp;rft.pages=1658-1678&amp;rft.date=2020&amp;rft_id=info%3Ahdl%2F10397%2F89881&amp;rft_id=https%3A%2F%2Fapi.semanticscholar.org%2FCorpusID%3A216529963%23id-name%3DS2CID&amp;rft.issn=1937-5956&amp;rft_id=info%3Adoi%2F10.1111%2Fpoms.13186&amp;rft.aulast=Yiu&amp;rft.aufirst=L.+M.+Daphne&amp;rft.au=Lam%2C+Hugo+K.+S.&amp;rft.au=Yeung%2C+Andy+C.+L.&amp;rft.au=Cheng%2C+T.+C.+E.&amp;rft_id=https%3A%2F%2Fonlinelibrary.wiley.com%2Fdoi%2Fabs%2F10.1111%2Fpoms.13186&amp;rfr_id=info%3Asid%2Fen.wikipedia.org%3AR%26D+intensity" class="Z3988"></span></span> </li> <li id="cite_note-OECD02Fr-3"><span class="mw-cite-backlink"><b><a href="#cite_ref-OECD02Fr_3-0">^</a></b></span> <span class="reference-text">OECD (2002) <i>Frascati Manual 2002: Proposed Standard Practice for Surveys on Research and Experimental Development, The Measurement of Scientific and Technological Activities,</i> p. 30, Paris, FR: OECD Publishing, DOI 10.1787/9789264199040-en, see <a rel="nofollow" class="external autonumber" href="http://www.oecd-ilibrary.org/science-and-technology/frascati-manual-2002_9789264199040-en">[1]</a>, accessed 13 October 2015.</span> </li> <li id="cite_note-Meyer05-4"><span class="mw-cite-backlink"><b><a href="#cite_ref-Meyer05_4-0">^</a></b></span> <span class="reference-text"><link rel="mw-deduplicated-inline-style" href="mw-data:TemplateStyles:r1238218222"><cite id="CITEREFMeyer,_Peter_B._(Editor)2005" class="citation news cs1">Meyer, Peter B. (Editor) (2005). <a rel="nofollow" class="external text" href="http://econterms.com/econtent.html">"R&amp;D intensity"</a>. <i>Glossary of Research Economics</i><span class="reference-accessdate">. Retrieved <span class="nowrap">October 13,</span> 2015</span>.</cite><span title="ctx_ver=Z39.88-2004&amp;rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&amp;rft.genre=article&amp;rft.jtitle=Glossary+of+Research+Economics&amp;rft.atitle=R%26D+intensity&amp;rft.date=2005&amp;rft.au=Meyer%2C+Peter+B.+%28Editor%29&amp;rft_id=http%3A%2F%2Feconterms.com%2Fecontent.html&amp;rfr_id=info%3Asid%2Fen.wikipedia.org%3AR%26D+intensity" class="Z3988"></span> <span class="cs1-visible-error citation-comment"><code class="cs1-code">{{<a href="/wiki/Template:Cite_news" title="Template:Cite news">cite news</a>}}</code>: </span><span class="cs1-visible-error citation-comment"><code class="cs1-code">&#124;author=</code> has generic name (<a href="/wiki/Help:CS1_errors#generic_name" title="Help:CS1 errors">help</a>)</span></span> </li> <li id="cite_note-Leonard71-5"><span class="mw-cite-backlink">^ <a href="#cite_ref-Leonard71_5-0"><sup><i><b>a</b></i></sup></a> <a href="#cite_ref-Leonard71_5-1"><sup><i><b>b</b></i></sup></a> <a href="#cite_ref-Leonard71_5-2"><sup><i><b>c</b></i></sup></a></span> <span class="reference-text"><link rel="mw-deduplicated-inline-style" href="mw-data:TemplateStyles:r1238218222"><cite id="CITEREFWilliam_N._Leonard1971" class="citation journal cs1">William N. Leonard (1971). "Research and Development in Industrial Growth". <i>Journal of Political Economy</i>. <b>79</b> (2, March–April): 232–256. <a href="/wiki/Doi_(identifier)" class="mw-redirect" title="Doi (identifier)">doi</a>:<a rel="nofollow" class="external text" href="https://doi.org/10.1086%2F259741">10.1086/259741</a>. <a href="/wiki/JSTOR_(identifier)" class="mw-redirect" title="JSTOR (identifier)">JSTOR</a>&#160;<a rel="nofollow" class="external text" href="https://www.jstor.org/stable/1832108">1832108</a>. <a href="/wiki/S2CID_(identifier)" class="mw-redirect" title="S2CID (identifier)">S2CID</a>&#160;<a rel="nofollow" class="external text" href="https://api.semanticscholar.org/CorpusID:154996996">154996996</a>.</cite><span title="ctx_ver=Z39.88-2004&amp;rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&amp;rft.genre=article&amp;rft.jtitle=Journal+of+Political+Economy&amp;rft.atitle=Research+and+Development+in+Industrial+Growth&amp;rft.volume=79&amp;rft.issue=2%2C+March%E2%80%93April&amp;rft.pages=232-256&amp;rft.date=1971&amp;rft_id=https%3A%2F%2Fapi.semanticscholar.org%2FCorpusID%3A154996996%23id-name%3DS2CID&amp;rft_id=https%3A%2F%2Fwww.jstor.org%2Fstable%2F1832108%23id-name%3DJSTOR&amp;rft_id=info%3Adoi%2F10.1086%2F259741&amp;rft.au=William+N.+Leonard&amp;rfr_id=info%3Asid%2Fen.wikipedia.org%3AR%26D+intensity" class="Z3988"></span><sup class="noprint Inline-Template noprint Template-Fact" style="white-space:nowrap;">&#91;<i><a href="/wiki/Wikipedia:No_original_research#Primary,_secondary_and_tertiary_sources" title="Wikipedia:No original research"><span title="This claim needs references to reliable secondary sources. (October 2015)">non-primary source needed</span></a></i>&#93;</sup><sup class="noprint Inline-Template" style="white-space:nowrap;">&#91;<i><a href="/wiki/Wikipedia:Citing_sources" title="Wikipedia:Citing sources"><span title="This citation requires a reference to the specific page or range of pages in which the material appears. (October 2015)">page&#160;needed</span></a></i>&#93;</sup></span> </li> <li id="cite_note-CohenLevinthal90-6"><span class="mw-cite-backlink"><b><a href="#cite_ref-CohenLevinthal90_6-0">^</a></b></span> <span class="reference-text"><link rel="mw-deduplicated-inline-style" href="mw-data:TemplateStyles:r1238218222"><cite id="CITEREFCohen,_Wesley_M.Levinthal,_Daniel_A.1990" class="citation journal cs1">Cohen, Wesley M.; Levinthal, Daniel A. (1990). "Absorptive Capacity: A New Perspective on Learning and Innovation". <i>Administrative Science Quarterly</i>. <b>35</b> (1): 128–152. <a href="/wiki/Doi_(identifier)" class="mw-redirect" title="Doi (identifier)">doi</a>:<a rel="nofollow" class="external text" href="https://doi.org/10.2307%2F2393553">10.2307/2393553</a>. <a href="/wiki/JSTOR_(identifier)" class="mw-redirect" title="JSTOR (identifier)">JSTOR</a>&#160;<a rel="nofollow" class="external text" href="https://www.jstor.org/stable/2393553">2393553</a>.</cite><span title="ctx_ver=Z39.88-2004&amp;rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&amp;rft.genre=article&amp;rft.jtitle=Administrative+Science+Quarterly&amp;rft.atitle=Absorptive+Capacity%3A+A+New+Perspective+on+Learning+and+Innovation&amp;rft.volume=35&amp;rft.issue=1&amp;rft.pages=128-152&amp;rft.date=1990&amp;rft_id=info%3Adoi%2F10.2307%2F2393553&amp;rft_id=https%3A%2F%2Fwww.jstor.org%2Fstable%2F2393553%23id-name%3DJSTOR&amp;rft.au=Cohen%2C+Wesley+M.&amp;rft.au=Levinthal%2C+Daniel+A.&amp;rfr_id=info%3Asid%2Fen.wikipedia.org%3AR%26D+intensity" class="Z3988"></span></span> </li> <li id="cite_note-Burgelman0208-7"><span class="mw-cite-backlink"><b><a href="#cite_ref-Burgelman0208_7-0">^</a></b></span> <span class="reference-text"><link rel="mw-deduplicated-inline-style" href="mw-data:TemplateStyles:r1238218222"><cite id="CITEREFBurgelman,_Robert_A.Christensen,_ClaytonWheelwright,_Steven2008" class="citation news cs1">Burgelman, Robert A.; Christensen, Clayton; Wheelwright, Steven (2008). "Strategic Management of Technology and Innovation" (5th&#160;ed.). New York, NY: McGraw-Hill. pp.&#160;748–772. <a href="/wiki/ISBN_(identifier)" class="mw-redirect" title="ISBN (identifier)">ISBN</a>&#160;<a href="/wiki/Special:BookSources/9780073381541" title="Special:BookSources/9780073381541"><bdi>9780073381541</bdi></a>.</cite><span title="ctx_ver=Z39.88-2004&amp;rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&amp;rft.genre=article&amp;rft.atitle=Strategic+Management+of+Technology+and+Innovation&amp;rft.pages=748-772&amp;rft.date=2008&amp;rft.isbn=9780073381541&amp;rft.au=Burgelman%2C+Robert+A.&amp;rft.au=Christensen%2C+Clayton&amp;rft.au=Wheelwright%2C+Steven&amp;rfr_id=info%3Asid%2Fen.wikipedia.org%3AR%26D+intensity" class="Z3988"></span></span> </li> <li id="cite_note-European_Commission-8"><span class="mw-cite-backlink">^ <a href="#cite_ref-European_Commission_8-0"><sup><i><b>a</b></i></sup></a> <a href="#cite_ref-European_Commission_8-1"><sup><i><b>b</b></i></sup></a> <a href="#cite_ref-European_Commission_8-2"><sup><i><b>c</b></i></sup></a></span> <span class="reference-text"><link rel="mw-deduplicated-inline-style" href="mw-data:TemplateStyles:r1238218222"><cite class="citation web cs1"><a rel="nofollow" class="external text" href="http://www.oecd.org/std/its/41419823.ppt">"Reviewing the nomenclature for high-technology trade – the sectoral approach"</a>. European Commission<span class="reference-accessdate">. Retrieved <span class="nowrap">13 December</span> 2013</span>.</cite><span title="ctx_ver=Z39.88-2004&amp;rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Abook&amp;rft.genre=unknown&amp;rft.btitle=Reviewing+the+nomenclature+for+high-technology+trade+%E2%80%93+the+sectoral+approach&amp;rft.pub=European+Commission&amp;rft_id=http%3A%2F%2Fwww.oecd.org%2Fstd%2Fits%2F41419823.ppt&amp;rfr_id=info%3Asid%2Fen.wikipedia.org%3AR%26D+intensity" class="Z3988"></span></span> </li> <li id="cite_note-NSF10-9"><span class="mw-cite-backlink"><b><a href="#cite_ref-NSF10_9-0">^</a></b></span> <span class="reference-text"><link rel="mw-deduplicated-inline-style" href="mw-data:TemplateStyles:r1238218222"><cite id="CITEREFNSF2010" class="citation book cs1"><a href="/wiki/National_Science_Foundation" title="National Science Foundation">NSF</a> (2010). "Research and Development: National Trends and International Linkages (Ch. 4)". <a rel="nofollow" class="external text" href="https://www.nsf.gov/statistics/seind10/c4/c4h.htm"><i>Science and Engineering Indicators 2010</i></a>. Arlington, VA, USA: National Science Foundation, National Center for Science and Engineering Statistics, National Science Board<span class="reference-accessdate">. Retrieved <span class="nowrap">13 October</span> 2015</span>.</cite><span title="ctx_ver=Z39.88-2004&amp;rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Abook&amp;rft.genre=bookitem&amp;rft.atitle=Research+and+Development%3A+National+Trends+and+International+Linkages+%28Ch.+4%29&amp;rft.btitle=Science+and+Engineering+Indicators+2010&amp;rft.place=Arlington%2C+VA%2C+USA&amp;rft.pub=National+Science+Foundation%2C+National+Center+for+Science+and+Engineering+Statistics%2C+National+Science+Board&amp;rft.date=2010&amp;rft.au=NSF&amp;rft_id=https%3A%2F%2Fwww.nsf.gov%2Fstatistics%2Fseind10%2Fc4%2Fc4h.htm&amp;rfr_id=info%3Asid%2Fen.wikipedia.org%3AR%26D+intensity" class="Z3988"></span><sup class="noprint Inline-Template" style="white-space:nowrap;">&#91;<i><a href="/wiki/Wikipedia:Citing_sources" title="Wikipedia:Citing sources"><span title="This citation requires a reference to the specific page or range of pages in which the material appears. (October 2015)">page&#160;needed</span></a></i>&#93;</sup></span> </li> <li id="cite_note-10"><span class="mw-cite-backlink"><b><a href="#cite_ref-10">^</a></b></span> <span class="reference-text"><link rel="mw-deduplicated-inline-style" href="mw-data:TemplateStyles:r1238218222"><cite id="CITEREFAnon.2013" class="citation web cs1">Anon. (2013). <a rel="nofollow" class="external text" href="http://ec.europa.eu/eurostat/statistics-explained/index.php/Glossary:R_%26_D_intensity">"Glossary: R&amp;D intensity"</a>. Eurostat<span class="reference-accessdate">. Retrieved <span class="nowrap">13 December</span> 2013</span>.</cite><span title="ctx_ver=Z39.88-2004&amp;rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Abook&amp;rft.genre=unknown&amp;rft.btitle=Glossary%3A+R%26D+intensity&amp;rft.pub=Eurostat&amp;rft.date=2013&amp;rft.au=Anon.&amp;rft_id=http%3A%2F%2Fec.europa.eu%2Feurostat%2Fstatistics-explained%2Findex.php%2FGlossary%3AR_%2526_D_intensity&amp;rfr_id=info%3Asid%2Fen.wikipedia.org%3AR%26D+intensity" class="Z3988"></span></span> </li> <li id="cite_note-OECD13-11"><span class="mw-cite-backlink"><b><a href="#cite_ref-OECD13_11-0">^</a></b></span> <span class="reference-text">OECD (2013). "2. Building Knowledge, 5. R&amp;D expenditure," In <i>OECD Science, Technology and Industry Scorecard 2013, OECD Publishing,</i> Paris, FR: OECD Publishing, DOI 10.1787/20725345 or DOI 10.1787/sti_scoreboard-2013-en, ISSN 2072-5345 or ISSN 1562-983X, <link rel="mw-deduplicated-inline-style" href="mw-data:TemplateStyles:r1238218222"><a href="/wiki/ISBN_(identifier)" class="mw-redirect" title="ISBN (identifier)">ISBN</a>&#160;<a href="/wiki/Special:BookSources/9789264203181" title="Special:BookSources/9789264203181">9789264203181</a> or <link rel="mw-deduplicated-inline-style" href="mw-data:TemplateStyles:r1238218222"><a href="/wiki/ISBN_(identifier)" class="mw-redirect" title="ISBN (identifier)">ISBN</a>&#160;<a href="/wiki/Special:BookSources/9789264205000" title="Special:BookSources/9789264205000">9789264205000</a> or <link rel="mw-deduplicated-inline-style" href="mw-data:TemplateStyles:r1238218222"><a href="/wiki/ISBN_(identifier)" class="mw-redirect" title="ISBN (identifier)">ISBN</a>&#160;<a href="/wiki/Special:BookSources/9789264200739" title="Special:BookSources/9789264200739">9789264200739</a>, see <a rel="nofollow" class="external autonumber" href="http://www.oecd-ilibrary.org/sites/sti_scoreboard-2011-en/02/05/index.html?itemId=/content/chapter/sti_scoreboard-2011-16-en">[2]</a> or <a rel="nofollow" class="external autonumber" href="http://www.oecd-ilibrary.org/science-and-technology/oecd-science-technology-and-industry-scoreboard_20725345;jsessionid=3onnh4h4aqjfj.x-oecd-live-03">[3]</a>, accessed 13 October 2015.</span> </li> </ol></div></div> <!-- NewPP limit report Parsed by mw‐web.eqiad.main‐5dc468848‐rs8zq Cached time: 20241122153949 Cache expiry: 2592000 Reduced expiry: false Complications: [vary‐revision‐sha1, show‐toc] CPU time usage: 0.464 seconds Real time usage: 0.662 seconds Preprocessor visited node count: 3772/1000000 Post‐expand include size: 58230/2097152 bytes Template argument size: 10499/2097152 bytes Highest expansion depth: 19/100 Expensive parser function count: 9/500 Unstrip recursion depth: 1/20 Unstrip post‐expand size: 46158/5000000 bytes Lua time usage: 0.265/10.000 seconds Lua memory usage: 6288148/52428800 bytes Number of Wikibase entities loaded: 0/400 --> <!-- Transclusion expansion time report (%,ms,calls,template) 100.00% 614.176 1 -total 40.03% 245.883 1 Template:Reflist 21.17% 130.031 1 Template:Cleanup 20.66% 126.916 16 Template:Main_other 18.98% 116.589 3 Template:Cite_web 18.74% 115.109 11 Template:Fix 15.63% 95.989 1 Template:Ambox 14.55% 89.355 1 Template:Short_description 12.69% 77.967 15 Template:Delink 11.08% 68.062 4 Template:Page_needed --> <!-- Saved in parser cache with key enwiki:pcache:idhash:14960344-0!canonical and timestamp 20241122153949 and revision id 1207804528. 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