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Modelling the joint impact of R&D and ICT on productivity: A frontier analysis approach

Citations

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Cited by:

  1. Ge, Yihan & Yuan, Rong, 2024. "Exploring decoupling relationship between ICT investments and energy consumption in China's provinces: Factors and policy implications," Energy, Elsevier, vol. 286(C).
  2. Belloc, Filippo & Bimonte, Salvatore & Martino, Roberto, 2025. "Is TFP clean or dirty? The nexus between environmental and economic efficiency," Energy Economics, Elsevier, vol. 152(C).
  3. repec:zna:indecs:v:19:y:2021:i:4:p:168-188 is not listed on IDEAS
  4. Hunady, Jan & Pisar, Peter, 2020. "Business Spending on Research and Development and its Relationship to Invention and Innovation," Proceedings of the ENTRENOVA - ENTerprise REsearch InNOVAtion Conference (2020), Virtual Conference, in: Proceedings of the ENTRENOVA - ENTerprise REsearch InNOVAtion Conference, Virtual Conference, 10-12 September 2020, pages 542-552, IRENET - Society for Advancing Innovation and Research in Economy, Zagreb.
  5. Li, Zheng & Wang, Yixuan & Li, Haitong & Dai, Pengyi, 2025. "ICT innovation, information environment and stock price crash risk: Evidence from patent data," International Review of Economics & Finance, Elsevier, vol. 103(C).
  6. Shahnazi, Rouhollah, 2021. "Do information and communications technology spillovers affect labor productivity?," Structural Change and Economic Dynamics, Elsevier, vol. 59(C), pages 342-359.
  7. Vanegas, Juan Duran & Jordan, Michelle Alicia & Siedschlag, Iulia, 2025. "An Industry-Level Measure of Quality-Adjusted Human Capital in the European Union," Papers WP812, Economic and Social Research Institute (ESRI).
  8. Julian Duran & Rubén Castillo, 2023. "Factors related to information and communication technologies adoption in small businesses in Colombia," Journal of Innovation and Entrepreneurship, Springer, vol. 12(1), pages 1-14, December.
  9. Xiuying Ma & Fei Jia & Hong Jiang & Xiangyun Xu, 2022. "The Impact of Non-R&D Intangible Capital on TFP Growth: Evidence from Multi-country Industry Level Data," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 13(4), pages 2890-2910, December.
  10. Saia, Artjom, 2023. "Digitalization and CO2 emissions: Dynamics under R&D and technology innovation regimes," Technology in Society, Elsevier, vol. 74(C).
  11. Natália Barbosa & Ana Paula faria, 2022. "Digital adoption and productivity: understanding micro drivers of the aggregate effect," GEE Papers 0162, Gabinete de Estratégia e Estudos, Ministério da Economia, revised Jun 2022.
  12. Elstner, Steffen & Grimme, Christian & Kecht, Valentin & Lehmann, Robert, 2022. "The diffusion of technological progress in ICT," European Economic Review, Elsevier, vol. 149(C).
  13. George Kapetanios & Laura Serlenga & Yongcheol Shin, 2024. "Testing for correlation between the regressors and factor loadings in heterogeneous panels with interactive effects," Advanced Studies in Theoretical and Applied Econometrics, in: Subal C. Kumbhakar & Robin C. Sickles & Hung-Jen Wang (ed.), Advances in Applied Econometrics, pages 147-195, Springer.
  14. Zhang, Wei & Zhang, Ting & Li, Hangyu & Zhang, Han, 2022. "Dynamic spillover capacity of R&D and digital investments in China's manufacturing industry under long-term technological progress based on the industry chain perspective," Technology in Society, Elsevier, vol. 71(C).
  15. Liu, Liang & Yang, Kun & Fujii, Hidemichi & Liu, Jun, 2021. "Artificial intelligence and energy intensity in China’s industrial sector: Effect and transmission channel," Economic Analysis and Policy, Elsevier, vol. 70(C), pages 276-293.
  16. Ján Huòady & Peter Pisár, 2021. "Innovation and invention in the EU business sector: the role of the R&D expenditures," Interdisciplinary Description of Complex Systems - scientific journal, Croatian Interdisciplinary Society Provider Homepage: http://indecs.eu, vol. 19(2), pages 168-188.
  17. Fronzetti Colladon, Andrea & Guardabascio, Barbara & Venturini, Francesco, 2025. "A new mapping of technological interdependence," Research Policy, Elsevier, vol. 54(1).
  18. AFAWUBO, Komivi & NOGLO, Yawo Agbényégan, 2022. "ICT and entrepreneurship: A comparative analysis of developing, emerging and developed countries," Technological Forecasting and Social Change, Elsevier, vol. 175(C).
  19. Nemlioglu, Ilayda & Mallick, Sushanta K., 2020. "Do innovation-intensive firms mitigate their valuation uncertainty during bad times?," Journal of Economic Behavior & Organization, Elsevier, vol. 177(C), pages 913-940.
  20. Paolo Pedotti, 2025. "Total Factor Productivity and its determinants: an analysis of the relationship at firm level through unsupervised learning techniques," Papers 2511.19627, arXiv.org.
  21. Barbieri, Paolo & Boffelli, Albachiara & Elia, Stefano & Fratocchi, Luciano & Kalchschmidt, Matteo, 2022. "How does Industry 4.0 affect international exposure? The interplay between firm innovation and home-country policies in post-offshoring relocation decisions," International Business Review, Elsevier, vol. 31(4).
  22. Rouven E. Haschka & Helmut Herwartz, 2022. "Endogeneity in pharmaceutical knowledge generation: An instrument‐free copula approach for Poisson frontier models," Journal of Economics & Management Strategy, Wiley Blackwell, vol. 31(4), pages 942-960, November.
  23. Haschka, Rouven E. & Herwartz, Helmut, 2020. "Innovation efficiency in European high-tech industries: Evidence from a Bayesian stochastic frontier approach," Research Policy, Elsevier, vol. 49(8).
  24. Ma, Shuzhong & Shen, Yuting & Fang, Chao, 2025. "The digital world that trade created: Evidence from the information technology agreement," Economic Analysis and Policy, Elsevier, vol. 87(C), pages 746-763.
  25. Marco Capasso & Michael Spjelkavik Mark, 2021. "The Evolving Economic Employment of ICT Education: The Case of Norway," Sustainability, MDPI, vol. 13(15), pages 1-18, July.
  26. Khanna, Rupika & Sharma, Chandan, 2024. "Beyond information technology and productivity paradox: Analysing the channels of impact at the firm-level," Technological Forecasting and Social Change, Elsevier, vol. 203(C).
  27. Rupika Khanna & Chandan Sharma, 2025. "When labour market flexibility hinders innovation: a cross-country panel quantile analysis for manufacturing firms," Empirical Economics, Springer, vol. 69(4), pages 2501-2537, October.
  28. Su, Zhongfeng & Wang, Chenfeng & Peng, Mike W., 2022. "Intellectual property rights protection and total factor productivity," International Business Review, Elsevier, vol. 31(3).
  29. Mary O’Mahony & Michela Vecchi & Francesco Venturini, 2021. "Capital Heterogeneity and the Decline of the Labour Share," Economica, London School of Economics and Political Science, vol. 88(350), pages 271-296, April.
  30. Pedersen, Torben & Scedrova, Anna & Grecu, Alina, 2022. "The effects of IT investments and skilled labor on firms’ value added," Technovation, Elsevier, vol. 116(C).
  31. Shikuan Zhao & Wen Tian & Abd Alwahed Dagestani, 2022. "How do R&D factors affect total factor productivity: based on stochastic frontier analysis method," Economic Analysis Letters, Anser Press, vol. 1(2), pages 28-34, December.
  32. Dorgyles C. M. Kouakou, 2023. "Competing against ‘invisibles’: the effect of competition from informal firms on formal firms’ R&D," Eurasian Business Review, Springer;Eurasia Business and Economics Society, vol. 13(1), pages 87-117, March.
  33. Lei Wang & Shibo Liu & Wanfang Xiong, 2022. "The Impact of Digital Transformation on Corporate Environment Performance: Evidence from China," IJERPH, MDPI, vol. 19(19), pages 1-19, October.
  34. Liu, Jun & Liu, Liang & Qian, Yu & Song, Shunfeng, 2022. "The effect of artificial intelligence on carbon intensity: Evidence from China's industrial sector," Socio-Economic Planning Sciences, Elsevier, vol. 83(C).
  35. Huňady, Ján & Pisar, Peter & Durcekova, Ina, 2019. "Business R&D Expenditure in the ICT Sector: Effects on Business Performance Indicators," Proceedings of the ENTRENOVA - ENTerprise REsearch InNOVAtion Conference (2019), Rovinj, Croatia, in: Proceedings of the ENTRENOVA - ENTerprise REsearch InNOVAtion Conference, Rovinj, Croatia, 12-14 September 2019, pages 519-530, IRENET - Society for Advancing Innovation and Research in Economy, Zagreb.
  36. Igna, Ioana A. & Rincon-Aznar, Ana & Venturini, Francesco, 2019. "Upstream regulation, factor demand and productivity: Cross-industry differences in OECD countries, 1975–2007," Information Economics and Policy, Elsevier, vol. 49(C).
  37. Aleksandra Parteka, 2025. "Trade Specialisation in Products Embedding Automation Technologies: Cross-Country Evidence and the Case of Poland," Gospodarka Narodowa. The Polish Journal of Economics, Warsaw School of Economics, issue 3, pages 47-67.
  38. Chatzistamoulou, Nikos & Kounetas, Kostas & Tsekouras, Kostas, 2022. "Technological hierarchies and learning: Spillovers, complexity, relatedness, and the moderating role of absorptive capacity," Technological Forecasting and Social Change, Elsevier, vol. 183(C).
  39. Wentao Yu & Bohan Du & Xiumei Guo & Dora Marinova, 2025. "Total factor productivity in Chinese manufacturing firms: the role of E-commerce adoption," Electronic Commerce Research, Springer, vol. 25(2), pages 1005-1031, April.
  40. Huang, Lihua, 2024. "Fintech inclusion in natural resource utilization, trade openness, resource productivity, recycling and minimizing waste generation: Does technology really drive economies toward green growth?," Resources Policy, Elsevier, vol. 90(C).
  41. Parteka, Aleksandra & Kordalska, Aleksandra, 2023. "Artificial intelligence and productivity: global evidence from AI patent and bibliometric data," Technovation, Elsevier, vol. 125(C).
  42. Guangming Rao & Bin Su & Jinlian Li & Yong Wang & Yanhua Zhou & Zhaolin Wang, 2019. "Carbon Sequestration Total Factor Productivity Growth and Decomposition: A Case of the Yangtze River Economic Belt of China," Sustainability, MDPI, vol. 11(23), pages 1-28, November.
  43. Marek Pekarčík & Júlia Ďurčová & Jozef Glova, 2022. "Intangible ICT and Their Importance within Global Value Chains: An Empirical Analysis Based on Longitudinal Data Regression," Mathematics, MDPI, vol. 10(7), pages 1-14, April.
  44. Qingyang Wu, 2023. "Sustainable growth through industrial robot diffusion: Quasi‐experimental evidence from a Bartik shift‐share design," Economics of Transition and Institutional Change, John Wiley & Sons, vol. 31(4), pages 1107-1133, October.
  45. Khanna, Rupika & Sharma, Chandan, 2021. "Do technological investments promote manufacturing productivity? A firm-level analysis for India," Economic Modelling, Elsevier, vol. 105(C).
  46. Yongming Huang & Muhammad Usman & Mohammad Haseeb & Shahid Mushtaq, 2024. "The Asymmetric Impact of Financial Expansion, ICT Development, and Trade Openness on China’s Economic Growth," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 15(4), pages 20851-20882, December.
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