<?xml version="1.0" encoding="ISO-8859-1"?><article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance">
<front>
<journal-meta>
<journal-id>0185-1667</journal-id>
<journal-title><![CDATA[Investigación económica]]></journal-title>
<abbrev-journal-title><![CDATA[Inv. Econ]]></abbrev-journal-title>
<issn>0185-1667</issn>
<publisher>
<publisher-name><![CDATA[Universidad Nacional Autónoma de México, Facultad de Economía]]></publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id>S0185-16672022000400027</article-id>
<article-id pub-id-type="doi">10.22201/fe.01851667p.2022.322.82471</article-id>
<title-group>
<article-title xml:lang="en"><![CDATA[Manufacturing and Economic Complexity: A Multisectorial Empirical Analysis]]></article-title>
<article-title xml:lang="es"><![CDATA[Complejidad económica e industria: un análisis empírico multisectorial]]></article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Nepomuceno Lima]]></surname>
<given-names><![CDATA[Rebeca Maria]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Ferreira Gabriel]]></surname>
<given-names><![CDATA[Luciano]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Jayme Jr.]]></surname>
<given-names><![CDATA[Frederico G.]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
</contrib-group>
<aff id="Af1">
<institution><![CDATA[,Secretaria de Estado do Planejamento  ]]></institution>
<addr-line><![CDATA[ ]]></addr-line>
<country>Brazil</country>
</aff>
<aff id="Af2">
<institution><![CDATA[,Universidade Federal de Juiz de Fora  ]]></institution>
<addr-line><![CDATA[ ]]></addr-line>
<country>Brazil</country>
</aff>
<aff id="Af3">
<institution><![CDATA[,Universidade Federal de Minas Gerais Centro de Desenvolvimento e Planejamento Regional ]]></institution>
<addr-line><![CDATA[ ]]></addr-line>
<country>Brazil</country>
</aff>
<pub-date pub-type="pub">
<day>00</day>
<month>12</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="epub">
<day>00</day>
<month>12</month>
<year>2022</year>
</pub-date>
<volume>81</volume>
<numero>322</numero>
<fpage>27</fpage>
<lpage>51</lpage>
<copyright-statement/>
<copyright-year/>
<self-uri xlink:href="http://www.scielo.org.mx/scielo.php?script=sci_arttext&amp;pid=S0185-16672022000400027&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://www.scielo.org.mx/scielo.php?script=sci_abstract&amp;pid=S0185-16672022000400027&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://www.scielo.org.mx/scielo.php?script=sci_pdf&amp;pid=S0185-16672022000400027&amp;lng=en&amp;nrm=iso"></self-uri><abstract abstract-type="short" xml:lang="en"><p><![CDATA[Abstract This paper aims to analyze empirically how manufacturing, disaggregated into subsectors by research and development (R&amp;D) intensity, influences the level of economic complexity (ECI). For this, two methods were used: 1) the parametric by Panel Dynamic Ordinary Least Squares (PDOLS) and 2) the non-parametric: a) Data Envelopment Analysis (DEA) and b) Malmquist Decomposition. The econometric results suggest that the allocation of workers in the manufacture of high R&amp;D level has a positive impact on the ECI level of all the countries in the sample analyzed, whereas in the sectors of lower R&amp;D there is a greater impact in emerging countries, but lower effects (or negative) on advanced countries. In general, the non-parametric results present the relationship between efficiency in manufacturing subsectors and economic complexity as an inverted U shape. Special attention is given to Brazil, which manufacturing catching up was underperformed in explaining total factor productivity in the analyzed period.]]></p></abstract>
<abstract abstract-type="short" xml:lang="es"><p><![CDATA[Resumen El objetivo de este trabajo es analizar empíricamente cómo la manufactura dividida en subsectores por intensidad de investigación y desarrollo (I+D) incide en el nivel de complejidad económica (ECI). Para ello, utilizamos dos métodos: 1) paramétrico a través de mínimos cuadrados ordinarios dinámicos (PDOLS), y 2) no paramétrico: a) análisis envolvente de datos (DEA) y b) descomposición de Malmquist. Los resultados econométricos sugieren que la asignación de trabajadores a la manufactura de elevado nivel de I+D tiene un impacto positivo en el nivel de ECI de todos los países de la muestra analizada, mientras que en los sectores de menor I+D hay un mayor impacto en los países emergentes, pero menores efectos (o negativos) sobre los países avanzados. En general, los resultados no paramétricos indican que la relación entre la eficiencia de los subsectores manufactureros y la complejidad económica presenta forma de U invertida. Se presta especial atención a Brasil, cuyo nivel de recuperación de la industria manufacturera fue insuficiente para explicar la productividad total de los factores en el periodo analizado.]]></p></abstract>
<kwd-group>
<kwd lng="en"><![CDATA[Manufacturing]]></kwd>
<kwd lng="en"><![CDATA[economic complexity]]></kwd>
<kwd lng="en"><![CDATA[Data Envelopment Analysis (DEA)]]></kwd>
<kwd lng="en"><![CDATA[panel data]]></kwd>
<kwd lng="en"><![CDATA[O10]]></kwd>
<kwd lng="en"><![CDATA[O32]]></kwd>
<kwd lng="en"><![CDATA[O33]]></kwd>
<kwd lng="es"><![CDATA[industria]]></kwd>
<kwd lng="es"><![CDATA[complejidad económica]]></kwd>
<kwd lng="es"><![CDATA[análisis envolvente de datos (DEA)]]></kwd>
<kwd lng="es"><![CDATA[panel de datos]]></kwd>
<kwd lng="es"><![CDATA[O10]]></kwd>
<kwd lng="es"><![CDATA[O32]]></kwd>
<kwd lng="es"><![CDATA[O33]]></kwd>
</kwd-group>
</article-meta>
</front><back>
<ref-list>
<ref id="B1">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Abeles]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Rivas]]></surname>
<given-names><![CDATA[D.]]></given-names>
</name>
</person-group>
<source><![CDATA[Growth versus development: different patterns of industrial growth in Latin America during the &#8216;boom&#8217; years]]></source>
<year>2011</year>
<numero>435</numero>
<issue>435</issue>
<publisher-name><![CDATA[Economic Commission for Latin America and the Caribbean]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B2">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Barbosa Filho]]></surname>
<given-names><![CDATA[N.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Inflation targeting in Brazil: 1999-2006]]></article-title>
<source><![CDATA[International Review of Applied Economics]]></source>
<year>2008</year>
<volume>22</volume>
<numero>2</numero>
<issue>2</issue>
<page-range>187-200</page-range></nlm-citation>
</ref>
<ref id="B3">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Barro]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
<name>
<surname><![CDATA[Lee]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[A new data set of educational attainment in the world, 1950-2010]]></article-title>
<source><![CDATA[Journal of Development Economics]]></source>
<year>2013</year>
<volume>104</volume>
<page-range>184-98</page-range></nlm-citation>
</ref>
<ref id="B4">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Choi]]></surname>
<given-names><![CDATA[I.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Testing the random walk hypothesis for real exchange rates]]></article-title>
<source><![CDATA[Journal of Applied Econometrics]]></source>
<year>1999</year>
<volume>14</volume>
<page-range>293-308</page-range></nlm-citation>
</ref>
<ref id="B5">
<nlm-citation citation-type="">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Ender]]></surname>
<given-names><![CDATA[P.B.]]></given-names>
</name>
</person-group>
<source><![CDATA[Applied Categorical &amp; Nonnormal Data Analysis Collinearity Issues]]></source>
<year>2015</year>
</nlm-citation>
</ref>
<ref id="B6">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Gabriel]]></surname>
<given-names><![CDATA[L.]]></given-names>
</name>
<name>
<surname><![CDATA[Missio]]></surname>
<given-names><![CDATA[F.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Real exchange rate and economic complexity in a North-South structuralist BoPG model]]></article-title>
<source><![CDATA[PSL Quarterly Review]]></source>
<year>2018</year>
<volume>71</volume>
<numero>287</numero>
<issue>287</issue>
<page-range>441-67</page-range></nlm-citation>
</ref>
<ref id="B7">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Greene]]></surname>
<given-names><![CDATA[W.H.]]></given-names>
</name>
</person-group>
<source><![CDATA[Econometric Analysis]]></source>
<year>2003</year>
<edition>5th</edition>
<publisher-loc><![CDATA[Upper Saddle River, NJ ]]></publisher-loc>
<publisher-name><![CDATA[Prentice Hall]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B8">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Haraguchi]]></surname>
<given-names><![CDATA[N.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Patterns of structural change and manufacturing development]]></article-title>
<person-group person-group-type="editor">
<name>
<surname><![CDATA[Weiss]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
<name>
<surname><![CDATA[Tribe]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
</person-group>
<source><![CDATA[Routledge Handbook of Industry and Development]]></source>
<year>2016</year>
<page-range>38-64</page-range><publisher-loc><![CDATA[New York ]]></publisher-loc>
<publisher-name><![CDATA[Routledge]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B9">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Hausmann]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
</person-group>
<source><![CDATA[The Atlas of Economics Complexity Mapping Paths to Prosperity]]></source>
<year>2011</year>
<publisher-loc><![CDATA[Hollis New Hampshire ]]></publisher-loc>
<publisher-name><![CDATA[Puritan Pres]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B10">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Herrendorf]]></surname>
<given-names><![CDATA[B.]]></given-names>
</name>
<name>
<surname><![CDATA[Rogerson]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
<name>
<surname><![CDATA[Valentinyi]]></surname>
<given-names><![CDATA[Á.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Growth and structural transformation]]></article-title>
<person-group person-group-type="editor">
<name>
<surname><![CDATA[Aghion]]></surname>
<given-names><![CDATA[P.]]></given-names>
</name>
<name>
<surname><![CDATA[Durlauf]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
</person-group>
<source><![CDATA[Handbook of Economic Growth]]></source>
<year>2014</year>
<volume>2</volume>
<page-range>855-941</page-range><publisher-loc><![CDATA[United Kingdon ]]></publisher-loc>
<publisher-name><![CDATA[Elsevier]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B11">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Im]]></surname>
<given-names><![CDATA[K.]]></given-names>
</name>
<name>
<surname><![CDATA[Pesaran]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Shin]]></surname>
<given-names><![CDATA[Y.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Testing for unit roots in heterogeneous panels]]></article-title>
<source><![CDATA[Journal of Econometrics]]></source>
<year>2003</year>
<volume>115</volume>
<numero>1</numero>
<issue>1</issue>
<page-range>53-74</page-range></nlm-citation>
</ref>
<ref id="B12">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Imbs]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
<name>
<surname><![CDATA[Wacziarg]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Stages of diversification]]></article-title>
<source><![CDATA[American Economic Review]]></source>
<year>2003</year>
<volume>93</volume>
<numero>1</numero>
<issue>1</issue>
<page-range>63-86</page-range></nlm-citation>
</ref>
<ref id="B13">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Kao]]></surname>
<given-names><![CDATA[C.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Spurious regression, and residual-based tests for cointegration in panel data]]></article-title>
<source><![CDATA[Journal of Econometrics]]></source>
<year>1999</year>
<volume>90</volume>
<page-range>1-44</page-range></nlm-citation>
</ref>
<ref id="B14">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Levin]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Lin]]></surname>
<given-names><![CDATA[C.]]></given-names>
</name>
<name>
<surname><![CDATA[Chu]]></surname>
<given-names><![CDATA[C.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Unit root tests in panel data: asymptotic and finite-sample properties]]></article-title>
<source><![CDATA[Journal of Econometrics]]></source>
<year>2002</year>
<volume>108</volume>
<numero>1</numero>
<issue>1</issue>
<page-range>1-24</page-range></nlm-citation>
</ref>
<ref id="B15">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Maddala]]></surname>
<given-names><![CDATA[G.]]></given-names>
</name>
<name>
<surname><![CDATA[Wu]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[A comparative study of unit root tests with panel data and new simple test]]></article-title>
<source><![CDATA[Oxford Bulletin of Economics and Statistics]]></source>
<year>1999</year>
<volume>61</volume>
<page-range>631-52</page-range></nlm-citation>
</ref>
<ref id="B16">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[McMillan]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Rodrik]]></surname>
<given-names><![CDATA[D.]]></given-names>
</name>
<name>
<surname><![CDATA[Verduzco-Gallo]]></surname>
<given-names><![CDATA[I&#769;.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Globalization, structural change, and productivity growth, with an update on Africa]]></article-title>
<source><![CDATA[World Development]]></source>
<year>2014</year>
<volume>63</volume>
<page-range>11-32</page-range></nlm-citation>
</ref>
<ref id="B17">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Morceiro]]></surname>
<given-names><![CDATA[P.C.]]></given-names>
</name>
</person-group>
<source><![CDATA[A indústria brasileira no limiar do século XXI: uma análise da sua evolução estrutural, comercial e tecnológica]]></source>
<year>2018</year>
<publisher-loc><![CDATA[São Paulo, SP ]]></publisher-loc>
<publisher-name><![CDATA[Faculdade de Economia, Administração e Contabilidade, Universidade de São Paulo]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B18">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Nassif]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Feijó]]></surname>
<given-names><![CDATA[C.]]></given-names>
</name>
<name>
<surname><![CDATA[Araújo]]></surname>
<given-names><![CDATA[E.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Structural change and economic development: Is Brazil catching up or falling behind?]]></article-title>
<source><![CDATA[Cambridge Journal of Economics]]></source>
<year>2014</year>
<volume>39</volume>
<numero>5</numero>
<issue>5</issue>
<page-range>1307-32</page-range></nlm-citation>
</ref>
<ref id="B19">
<nlm-citation citation-type="">
<collab>OECD</collab>
<source><![CDATA[ISIC Rev. 3 Technology Intensity Definition-Classification of manufacturing Industries into Categories Based on R&amp;D Intensities]]></source>
<year>2011</year>
</nlm-citation>
</ref>
<ref id="B20">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Oliveira]]></surname>
<given-names><![CDATA[G.]]></given-names>
</name>
<name>
<surname><![CDATA[Turolla]]></surname>
<given-names><![CDATA[F.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Política econômica do segundo governo FHC: mudança em condições adversas]]></article-title>
<source><![CDATA[Tempo social]]></source>
<year>2003</year>
<volume>15</volume>
<numero>2</numero>
<issue>2</issue>
<page-range>195-217</page-range></nlm-citation>
</ref>
<ref id="B21">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Pedroni]]></surname>
<given-names><![CDATA[P.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Critical values for cointegration tests in heterogeneous panels with multiple regressors]]></article-title>
<source><![CDATA[Oxford Bulletin of Economics and Statistics]]></source>
<year>1999</year>
<volume>61</volume>
<page-range>653-78</page-range></nlm-citation>
</ref>
<ref id="B22">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Rodrik]]></surname>
<given-names><![CDATA[D.]]></given-names>
</name>
</person-group>
<source><![CDATA[The past, present, and future of economic growth]]></source>
<year>2013</year>
<numero>1</numero>
<issue>1</issue>
<publisher-loc><![CDATA[United Kingdom ]]></publisher-loc>
<publisher-name><![CDATA[Global Citizen Foundation (GCF)]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B23">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Rodrik]]></surname>
<given-names><![CDATA[D.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Unconditional convergence in manufacturing]]></article-title>
<source><![CDATA[Quarterly Journal of Economics]]></source>
<year>2013</year>
<volume>128</volume>
<numero>1</numero>
<issue>1</issue>
<page-range>165-204</page-range></nlm-citation>
</ref>
<ref id="B24">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Ros]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
</person-group>
<source><![CDATA[Rethinking Economic Development, Growth, and Institutions]]></source>
<year>2013</year>
<publisher-loc><![CDATA[Oxford ]]></publisher-loc>
<publisher-name><![CDATA[Oxford University Press]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B25">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Veloso]]></surname>
<given-names><![CDATA[F.]]></given-names>
</name>
<name>
<surname><![CDATA[Matos]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
<name>
<surname><![CDATA[Peruchetti]]></surname>
<given-names><![CDATA[P.]]></given-names>
</name>
</person-group>
<source><![CDATA[Mudança no padrão de recuperação do emprego após a última recessão e sua relação com a produtividade do trabalho]]></source>
<year>2020</year>
<publisher-loc><![CDATA[Brazil ]]></publisher-loc>
<publisher-name><![CDATA[Observatório da Produtividade]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B26">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Weiss]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
<name>
<surname><![CDATA[Jalilian]]></surname>
<given-names><![CDATA[H.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Manufacturing as an engine of growth]]></article-title>
<person-group person-group-type="editor">
<name>
<surname><![CDATA[Tribe]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Weiss]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
</person-group>
<source><![CDATA[Routledge Handbook of Industry and Development]]></source>
<year>2016</year>
<page-range>26-38</page-range><publisher-loc><![CDATA[New York ]]></publisher-loc>
<publisher-name><![CDATA[Routledge]]></publisher-name>
</nlm-citation>
</ref>
</ref-list>
</back>
</article>
