Acemoglu D Technical change, inequality, and the labor market Journal of Economic Literature 2002 40 1 7 72 10.1257/jel.40.1.7
Acemoglu D Guerrieri V Capital deepening and nonbalanced economic growth Journal of Political Economy 2008 116 3 467 498 10.1086/589523
Ahmed E Capital productivity determinants: East asian perspectives International Journal of Sustainable Economy 2009 1 3 245 254 10.1504/IJSE.2009.024314
Alvarez-Cuadrado F Long NV Poschke M Capital-labor substitution, structural change and the labor income share Journal of Economic Dynamics and Control 2018 87 206 231 10.1016/j.jedc.2017.12.010
Arzu A Role of capital productivity in economic growth International Journal of Social Sciences and Humanities Invention 2020 8 08 6098 6110 10.18535/ijsshi/v7i08.02
Atalay E Phongthiengtham P Sotelo E Tannenbaum D New technologies and the labor market Journal of Monetary Economics 2018 97 48 67 10.1016/j.jmoneco.2018.05.008
Attanasio O Pinelopi G Pavcnik N Trade reforms and wage inequality in Colombia Journal of Development Economics 2004 74 331 366 10.1016/j.jdeveco.2003.07.001
Autor DH Dorn D The growth of low-skill service jobs and the polarization of the us labor market American Economic Review 2013 103 1553 1597 10.1257/aer.103.5.1553
Badunenko O Romero-Avila D Financial development and the sources of growth and convergence International Economic Review 2013 54 2 629 663 10.1111/iere.12009
Baily MN Schultze CL Jorgenson DW Hall RE The productivity of capital in a period of slower growth, brookings papers on economic activity Microeconomics 1990 1990 369 420
Balleer A Van Rens T Skill-biased technological change and the business cycle The Review of Economics and Statistics 2013 95 4 1222 1237 10.1162/REST_a_00326
Baltagi BH Rich DP Skill Biased technical Change in US Manufacturing: A general Index Approach Journal of Econometrics 2005 126 2 549 570 10.1016/j.jeconom.2004.05.013
Barbera F Moores K Firm ownership and productivity: A study of family and non-family SMEs Small Business Economics 2013 40 4 953 976 10.1007/s11187-011-9405-9
Bator FM On capital productivity, input allocation and growth The Quarterly Journal of Economics 1957 71 1 86 106 10.2307/1882297
Bergstrom V Panas EE How robust is the capital-skill complementarity hypothesis? The Review of Economics and Statistics 1992 74 3 540 546 10.2307/2109499
Berle A Means G The modern corporation and private property 1932 New York Harcourt, Brace, & World
Berman E Bound J Griliches Z Changes in the demand for skilled labor within U.S. manufacturing: Evidence from the annual survey of manufacturers The Quarterly Journal of Economics 1994 109 2 367 397 10.2307/2118467
Berman E Bound J Machin S Implications of skill-biased technological change: International evidence The Quarterly Journal of Economics 1998 113 4 1245 1279 10.1162/003355398555892
Berman E Somanathan R Tan HW Is skill-biased technological change here yet? Evidence from Indian manufacturing in the 1990s Annales d’Economie et de Statistiques 2005 79 80 299 321 10.2307/20777579
Bhakar, S., Sharma, P., Kumar, S. (2024). Ownership structure and firm performance: A comprehensive review and empirical analysis, Journal of the Knowledge Economy.
Bjerk D The differing nature of black-white wage inequality across occupational sectors The Journal of Human Resources 2007 42 2 398 434 10.3368/jhr.XLII.2.398
Börsch-Supan A Romer P Capital’s contribution to productivity and the nature of competition, brookings papers on economic activity Microeconomics 1998 1998 205 248
Bound J Johnson G Changes in the structure of wages in the 1980’s: An evaluation of alternative explanations American Economic Review 1992 82 3 371 92
Carbonero F Weber E Offermanns CJ The fall of the labor income share: The Role of Technological Change and Hiring Frictions Review of Economic Dynamics 2023 49 251 268 10.1016/j.red.2022.09.001
Caselli F Coleman WJ The U.S. Technology frontier American Economic Review 2002 92 2 148 152 10.1257/000282802320189159
Castex G Cho S-W Dechter E The decline in capital-skill complementarity Journal of Economic Dynamics and Control 2022 138 10.1016/j.jedc.2022.104363 104363
Caunedo J Jaume D Keller E Occupational exposure to capital-embodied technical change American Economic Review 2023 113 6 1642 85 10.1257/aer.20211478
Caves DW Christensen LR Diewert WE The economic theory of index numbers and the measurement of input, output and productivity Econometrica 1982 50 1393 1414 10.2307/1913388
Chambers, R. G., Pieralli, S. (2020). The sources of measured us agricultural productivity growth: Weather, technological change, and adaptation, American Journal of Agricultural Economics.
Chen C Capital-skill complementarity, sectoral labor productivity, and structural transformation Journal of Economic Dynamics and Control 2020 116 10.1016/j.jedc.2020.103902 103902
Chen C Technology adoption, capital deepening, and international productivity differences Journal of Development Economics 2020 43 10.1016/j.jdeveco.2019.102388 102388
Choi MS Kim MH An analysis on the labour and capital productivity of the construction industry Architectural Research 2005 7 2 91 96
Ciani, A., Hyland, M. C., Karalashvili, N., Keller, J. L., Ragoussis, A., Tran, T. T. (2020). Making it big: Why developing countries need more large firms, The World Bank.
Coad A Holm JR Krafft J Quatraro F Firm age and performance Journal of Evolutionary Economics 2018 28 1 11 10.1007/s00191-017-0532-6
Correa JA Lorca M Parro F Capital-Skill complementarity: Does capital composition matter? The Scandinavian Journal of Economics 2019 121 1 89 116 10.1111/sjoe.12267
Cortes GM Jaimovich N Nekarda CJ Siu HE The dynamics of disappearing routine jobs: A flows approach Labour Economics 2020 65 10.1016/j.labeco.2020.101823 101823
Daraio C Simar L Robust and Nonparametric Methods in Efficiency Analysis 2007 Methodology and Applications Springer
Diaz MA Sanchez R Firm size and productivity in Spain: A stochastic frontier analysis Small Business Economics 2008 30 3 315 323 10.1007/s11187-007-9058-x
Domeij D Ljungqvist L Public sector employment and the skill premium: Sweden versus the United States 1970–2012 The Scandinavian Journal of Economics 2019 121 1 3 31 10.1111/sjoe.12284
Duffy J Papageorgiou C Perez-Sebastian F Capital-Skill complementarity? Evidence from a Panel of Countries, The Review of Economics and Statistics 2004 86 1 327 344
Ehrlich I Gallais-Hamonno G Liu Z Lutter R Productivity growth and firm ownership: An analytical and empirical investigation Journal of Political Economy 1994 102 5 1006 1038 10.1086/261962
Eriş-Dereli, B., Pinar, M. (2025). Skilled labor convergence across Turkish regions: a club convergence algorithm approach, Empirical Economics.
Fallon PR Layard R Capital-skill complementarity, income distribution, and output accounting Journal of Political Economy 1975 83 3 279 302 10.1086/260323
Färe R Grosskopf S Kokkelenberg EC Measuring plant capacity, utilization and technical change: A nonparametric approach International Economic Review 1989 30 3 655 666 10.2307/2526781
Färe R Grosskopf S Norris M Zhang Z Productivity growth, technical progress, and efficiency change in industrialized countries American Economic Review 1994 84 1 66 83
Filippetti A Peyrache A Labour productivity and technology gap in European regions: A conditional frontier approach Regional Studies 2015 49 4 532 554 10.1080/00343404.2013.799768
Gancia G Zilibotti F Technological change and the wealth of nations Annual Review of Economics 2009 1 93 120 10.1146/annurev.economics.050708.143333
Gechert S Havranek T Irsova Z Kolcunova D Measuring capital-labor substitution: The importance of method choices and publication bias Review of Economic Dynamics 2022 45 55 82 10.1016/j.red.2021.05.003
Gilboa Y Justman M Academic admissions standards: Implications for output, distribution, and mobility Journal of the European Economic Association 2005 3 5 1105 1133 10.1162/1542476054729464
Goel M Offshoring - effects on technology and implications for the labor market European Economic Review 2017 98 217 239 10.1016/j.euroecorev.2017.04.009
Goldin C Katz LF The origins of technology-skill complementarity The Quarterly Journal of Economics 1998 113 3 693 732 10.1162/003355398555720
Goldin C Katz LF The Race between Education and Technology 2008 Harvard University Press
Griliches Z Capital–skill complementarity The Review of Economics and statistics 1969 51 465 468 10.2307/1926439
Hall P York M On the calibration of Silverman’s test for multimodality Statistica Sinica 2001 11 515 536
He H Liu Z Investment-specific technological change, skill accumulation, and wage inequality Review of Economic Dynamics 2008 11 2 314 334 10.1016/j.red.2007.08.003
Henderson DJ A non-parametric examination of capital–skill complementarity Oxford Bulletin of Economics and Statistics 2009 71 4 519 538 10.1111/j.1468-0084.2009.00550.x
Henderson DJ Russell RR Human capital and convergence: A production-frontier approach International Economic Review 2005 46 4 1167 1205 10.1111/j.1468-2354.2005.00364.x
Hendricks L Schoellman T Skilled labor productivity and Cross-Country income differences American Economic Journal: Macroeconomics 2023 15 1 240 68
Hutter C Weber E Labour market effects of wage inequality and skill-biased technical change Applied Economics 2023 55 27 3063 3084 10.1080/00036846.2022.2108751
Hsieh C Klenow P Misallocation and manufacturing TFP in China and India The Quarterly Journal of Economics 2009 124 4 1403 1448 10.1162/qjec.2009.124.4.1403
Huang Y Zhang Y Wage, foreign-owned firms, and productivity spillovers via labour turnover: A non-linear analysis based on Chinese firm-level data Applied Economics 2017 49 20 1994 2010 10.1080/00036846.2016.1231899
Hutter C Weber E Labour market miracle, productivity debacle: Measuring the effects of skill-biased and skill-neutral technical change Economic Modelling 2021 102 10.1016/j.econmod.2021.105584 105584
Johansen L Production functions and the concept of capacity, Recherches Récentes Sur la Fonction de Production, Collection Economie Mathématique et Économẃtrie 1968 2 52
Karagiannis R A system-of-equations two-stage DEA approach for explaining capacity utilization and technical efficiency Annals of Operations Research 2015 227 25 43 10.1007/s10479-013-1367-7
Kendrick J Productivity trends: Capital and labor The Review of Economics and Statistics 1956 38 248 257 10.2307/1925777
Kirkegaard JF Outsourcing-Stains on the White-Collar? 2004 Peterson Institute for International Economics Mimeo
Krause M The millennium peak in club convergence: A new look at distributional changes in the wealth of nations Journal of Applied Econometrics 2017 32 3 621 642 10.1002/jae.2542
Krusell P Ohanian LE Ríos-Rull J-V Violante GL Capital-Skill complementarity and inequality: A macroeconomic analysis Econometrica 2000 68 5 1029 1053 10.1111/1468-0262.00150
Kumar S Russell R Technological change, technological catch-up, and capital deepening: Relative contributions to growth and convergence American Economic Review 2002 92 3 527 548 10.1257/00028280260136381
Li Y Liu CL Construction capital productivity measurement using a data envelopment analysis International Journal of Construction Management 2011 11 1 49 61 10.1080/15623599.2011.10773161
Lindner, A., Muraközy, B., Reizer, B., & Schreiner, R. (2022). CEP discussion papers: Firm-level technological change and skill demand (1857).
Lindquist MJ Capital–skill complementarity and inequality over the business cycle Review of Economic Dynamics 2004 7 3 519 540 10.1016/j.red.2003.11.001
Lindquist MJ Capital-skill complementarity and inequality in Sweden The Scandinavian Journal of Economics 2005 107 4 711 735 10.1111/j.1467-9442.2005.00425.x
Maliar L Maliar S Capital-skill complementarity and balanced growth Economica 2011 78 310 240 259 10.1111/j.1468-0335.2009.00817.x
Maliar L Maliar S Tsener I Capital-skill complementarity and inequality: Twenty years after Economics Letters 2022 220 10844 10.1016/j.econlet.2022.110844
Mallick SK Sousa RM The skill premium effect of technological change: new evidence from United States manufacturing International Labour Review 2017 156 113 131 10.1111/j.1564-913X.2015.00047.x
Mankiw NG Romer D Weil D A contribution to the empirics of economic growth Quarterly Journal of Economics 1992 107 2 407 37 10.2307/2118477
Marouani M Nilsson B The labor market effects of skill-biased technological change in Malaysia Economic Modelling 2016 57 55 75 10.1016/j.econmod.2016.04.009
McKinsey Global Institute Capital Productivity 1996 Washington, DC McKinsey Global Institute
Mohun S Aggregate capital productivity in the US economy, 1964–2001 Cambridge Journal of Economics 2009 33 5 1023 1046 10.1093/cje/ben045
Ohanian, L. E., Orak, M., Shen, S. (2021). Revisiting capital-skill complementarity, inequality, and labor share, Working Paper 28747, National Bureau of Economic Research.
Papageorgiou C Chmelarova V Nonlinearities in capital-skill complementarity Journal of Economic Growth 2005 10 59 89 10.1007/s10887-005-1113-3
Parro F Capital-Skill complementarity and the skill premium in a quantitative model of trade American Economic Journal: Macroeconomics 2013 5 2 72 117
Pavcnik N What explains skill upgrading in less developed countries Journal of Development Economics 2003 71 2 311 328 10.1016/S0304-3878(03)00031-2
Perez-Laborda A Perez-Sebastian F Capital-skill complementarity and biased technical change across US sectors Journal of Macroeconomics 2020 66 10.1016/j.jmacro.2020.103255 103255
Pi J Zhang P Skill-biased technological change and wage inequality in developing countries International Review of Economics & Finance 2018 56 347 362 10.1016/j.iref.2017.11.004
Polgreen L Silos P Capital-Skill complementarity and inequality: A sensitivity analysis Review of Economic Dynamics 2008 11 2 302 313 10.1016/j.red.2007.09.001
Ray SC Walden J Chen L Economic measures of capacity utilization: A nonparametric short-run cost function analysis European Journal of Operational Research 2021 293 1 375 387 10.1016/j.ejor.2020.12.012
Roth F Thum AE Intangible capital and labor productivity growth: Panel Evidence for the EU from 1998–2005 Review of Income and Wealth 2013 59 3 486 508 10.1111/roiw.12009
Ruiz-Arranz, M. (2003). Wage inequality in the U.S.: capital–skill complementarity vs. skill–biased technological change, Mimeo.
Sahoo BK Tone K Decomposing capacity utilization in data envelopment analysis: An application to banks in India European journal of operational research 2009 95 2 575 594 10.1016/j.ejor.2008.02.017
Sari DW Khalifah NA Suyanto S The spillover effects of foreign direct investment on the firms’ productivity performances Journal of Productivity Analysis 2016 46 2–3 199 233 10.1007/s11123-016-0484-0
Silbersdorff A Lynch J Klasen S Kneib T Reconsidering the income-health relationship using distributional regression Health Economics 2018 27 1074 1088 10.1002/hec.3656
Silverman BW Using kernel density estimates to investigate multimodality, Journal of the Royal Statistical Society, Series B. Methodology 1981 43 97 99 10.1111/j.2517-6161.1981.tb01155.x
Simar L Detecting outliers in frontier models: A simple approach Journal of Productivity Analysis 2003 20 391 424 10.1023/A:1027308001925
Simar L Zelenyuk V On testing equality of distributions of technical efficiency scores Econometric Reviews 2006 25 497 522 10.1080/07474930600972582
Slavik C Yazici H Machines, buildings, and optimal dynamic taxes Journal of Monetary Economics 2014 66 47 61 10.1016/j.jmoneco.2014.04.004
Solow RM A contribution to the theory of economic growth Quaterly Journal of Economics 1956 70 1 65 94 10.2307/1884513
SPF Economie, P.M.E., classes moyennes et energie, (2023). Aperçu de l’économie belge: Note conjoncturelle, 2023. Available online via: https://economie.fgov.be/fr/publications/apercu-de-leconomie-belge-note-15
Staffolani S Valentini E Does immigration raise blue and white collar wages of natives? The Case of Italy, LABOUR 2010 24 3 295 310 10.1111/j.1467-9914.2010.00491.x
Stokey NL Free trade, factor returns, and factor accumulation Journal of Economic Growth 1996 1 4 421 447 10.1007/BF00150196
Taniguchi H Yamada K ICT capital-skill complementarity and wage inequality: Evidence from OECD countries Labour Economics 2022 76 10.1016/j.labeco.2022.102151 102151
Toma P Size and productivity: A conditional approach of Italian pharmaceutical sector Journal of Productivity Analysis 2020 54 1 1 12 10.1007/s11123-020-00580-y
Valentinyi Á Herrendorf B Measuring factor income shares at the sectoral level Review of Economic Dynamics 2008 11 4 820 835 10.1016/j.red.2008.02.003
Vom Lehn C Labor market polarization, the decline of routine work, and technological change: A quantitative analysis Journal of Monetary Economics 2020 110 62 80 10.1016/j.jmoneco.2019.01.004
Walheer B Growth and convergence of the OECD countries: A multi-sector production-frontier approach European Journal of Operational Research 2016 252 665 675 10.1016/j.ejor.2016.01.030
Walheer B Labour productivity growth and energy in Europe: A production-frontier approach Energy 2018 152 129 143 10.1016/j.energy.2018.03.133
Walheer B Is constant returns-to-scale a restrictive assumption for sector-level empirical macroeconomics? The case of Europ, Applied Economics Letters 2019 26 231 236 10.1080/13504851.2018.1458186
Walheer B Labour productivity and technology heterogeneity Journal of Macroeconomics 2021 68 10.1016/j.jmacro.2021.103290 103290
Wagner J International trade and firm performance: A survey of empirical studies since 2006 Review of World Economics 2012 148 235 267 10.1007/s10290-011-0116-8
Weber CM Yang J Organizational learning and capital productivity in semiconductor manufacturing IEEE Transactions on Semiconductor Manufacturing 2014 27 3 316 326 10.1109/TSM.2014.2333035
Wood A Globalisation and the rise in labour market inequalities Economic Journal 1998 108 9 1463 1482 10.1111/1468-0297.00354
Yasin MZ Esquivias MA Suyanto S Does firm size matter? Evidence from Indonesian manufacturing firms, Economics Bulletin 2021 41 4 2401 2417
