Abstract
This study focuses on whether information and communication technology (ICT) contributes to economic growth in countries with better human development index as compared to those with a lower index. The study uses panel data estimation methods those are robust to dependencies across countries and heterogeneity from 1990 to 2016 in developing Asian countries. The results documented that countries with better human development index and mobile phone usage promote economic growth, whereas Internet users do not seem to do so. Despite that, human development index itself is a critical factor that contributes to economic growth in Asian countries. Finally, both mobile phone usages contribute to economic growth, but Internet usage does not seem to do. These new findings recommend that whereas better human development is regarded as crucial for mobile phone usage, it appears to be inappropriate for Internet usage. An additional feature is that the study uses the most robust panel data estimation method that produces more effective and reliable estimates.
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Abbreviations
- ICT:
-
information and communication technology
- SSA:
-
sub-Saharan African
- R&D:
-
research and development
- MG:
-
mean group
- FMOLS:
-
fully modified ordinary least square
- DOLS:
-
dynamic ordinary least square
- GMM:
-
generalized method of moment
- ARDL:
-
autoregressive distributive lag
- VAR:
-
vector autoregressive
- PMG:
-
pooled mean group
- FE:
-
fixed effect
- RE:
-
random effect
- OLS:
-
ordinary least square
- GDP:
-
gross domestic product
- HDI:
-
human development index
- DK:
-
Driscoll-Kraay
- CD:
-
cross-sectional dependence
References
Anthony Ilegbinosa I, Micheal A, Ipalibo Watson S (2015) Domestic investment and economic growth in Nigeria from 1970-2013: an econometric analysis. Can Soc Sci 11:70–79. https://doi.org/10.3968/7009
Asongu SA, Le Roux S (2017) Enhancing ICT for inclusive human development in sub-Saharan Africa. Technol Forecast Soc Change 118:44–54. https://doi.org/10.1016/j.techfore.2017.01.026
Asongu SA, Nwachukwu JC (2018) Educational quality thresholds in the diffusion of knowledge with mobile phones for inclusive human development in sub-Saharan Africa. Technol Forecast Soc Change 129:164–172. https://doi.org/10.1016/j.techfore.2018.01.004
Asongu SA, Odhiambo NM (2019) Environmental degradation and inclusive human development in sub-Saharan Africa. Sustain Dev 27:25–34. https://doi.org/10.1002/sd.1858
Asongu SA, Le Roux S, Biekpe N (2017) Environmental degradation, ICT and inclusive development in sub-Saharan Africa. Energy Policy 111:353–361. https://doi.org/10.1016/j.enpol.2017.09.049
Asongu SA, Le Roux S, Biekpe N (2018) Enhancing ICT for environmental sustainability in sub-Saharan Africa. Technol Forecast Soc Change 127:209–216. https://doi.org/10.1016/j.techfore.2017.09.022
Baloch MA, Danish MF et al (2018) Financial instability and CO2 emissions: the case of Saudi Arabia. Environ Sci Pollut Res 25:26030–26045. https://doi.org/10.1007/s11356-018-2654-2
Baloch MA, Danish, Meng F (2019a) Modeling the non-linear relationship between financial development and energy consumption: statistical experience from OECD countries. Environ Sci Pollut Res 26:8838–8846. https://doi.org/10.1007/s11356-019-04317-9
Baloch MA, Zhang J, Iqbal K, Iqbal Z (2019b) The effect of financial development on ecological footprint in BRI countries: evidence from panel data estimation. Environ Sci Pollut Res 26:6199–6208. https://doi.org/10.1007/s11356-018-3992-9
Biggeri M, Mauro V (2018) Towards a more ‘sustainable’ human development index: integrating the environment and freedom. Ecol Indic 91:220–231. https://doi.org/10.1016/j.ecolind.2018.03.045
Chakraborty C, Nandi B (2011) ‘Mainline’ telecommunications infrastructure , levels of development and economic growth: evidence from a panel of developing countries. Telecommun Policy 35:441–449. https://doi.org/10.1016/j.telpol.2011.03.004
Chikalipah S, Makina D (2019) Economic growth and human development: evidence from Zambia. Sustain Dev sd 1953. https://doi.org/10.1002/sd.1953
Danish, Wang Z (2018) Dynamic relationship between tourism, economic growth, and environmental quality. J Sustain Tour 26:1928–1943. https://doi.org/10.1080/09669582.2018.1526293
Danish, Wang Z (2019a) Does biomass energy consumption help to control environmental pollution? Evidence from BRICS countries. Sci Total Environ 670. https://doi.org/10.1016/j.scitotenv.2019.03.268
Danish, Wang Z (2019b) Investigation of the ecological footprint’s driving factors: What we learn from the experience of emerging economies. Sustain Cities Soc 49:101626. https://doi.org/10.1016/j.scs.2019.101626
Danish, Zhang B, Wang B, Wang Z (2017) Role of renewable energy and non-renewable energy consumption on EKC: evidence from Pakistan. J Clean Prod 156:855–864. https://doi.org/10.1016/j.jclepro.2017.03.203
Danish, Khan N, Baloch MA et al (2018a) The effect of ICT on CO2emissions in emerging economies: does the level of income matters? Environ Sci Pollut Res 25:22850–22860. https://doi.org/10.1007/s11356-018-2379-2
Danish, Wang B, Wang Z (2018b) Imported technology and CO 2 emission in China: collecting evidence through bound testing and VECM approach. Renew Sust Energ Rev 82:4204–4214. https://doi.org/10.1016/j.rser.2017.11.002
Danish, Zhang B, Wang Z, Wang B (2018c) Energy production, economic growth, and CO2emission: evidence from Pakistan. Nat Hazards 90:27–50. https://doi.org/10.1007/s11069-017-3031-z
Danish, Baloch MA, Mahmood N, Zhang JW (2019a) Effect of natural resources, renewable energy and economic development on CO2 emissions in BRICS countries. Sci Total Environ 678:632–638. https://doi.org/10.1016/j.scitotenv.2019.05.028
Danish, Hassan ST, Iqbal K, Zhang JW (2019b) Toward achieving environmental sustainability target in Organization for Economic Cooperation and Development countries: The role of real income, research and development, and transport infrastructure. Sustain Dev 1–8. https://doi.org/10.1002/sd.1973
Dogan E, Seker F (2016) Determinants of CO2emissions in the European Union: the role of renewable and non-renewable energy. Renew Energy 94:429–439. https://doi.org/10.1016/j.renene.2016.03.078
Donou-Adonsou F (2018) Technology, education, and economic growth in sub-Saharan Africa. Telecommun Policy 43:0–1. https://doi.org/10.1016/j.telpol.2018.08.005
Driscoll JC, Kraay AC (1998) Consistent covariance matrix estimation with spatially dependent panel data. Rev Econ Stat 80:549–560. https://doi.org/10.1162/003465398557825
Farhadi M, Ismail R, Fooladi M (2012) Information and communication technology use and economic growth. PLoS One 7:e48903. https://doi.org/10.1371/journal.pone.0048903
Ford GS (2018) Is faster better? Quantifying the relationship between broadband speed and economic growth. Telecommun Policy 42:766–777. https://doi.org/10.1016/j.telpol.2018.05.006
Ghosh S (2017) Broadband penetration and economic growth: do policies. Telemat Informatics 34:676–693. https://doi.org/10.1016/j.tele.2016.12.007
Haftu GG (2018) Information communications technology and economic growth in sub-Saharan Africa: a panel data approach. Telecommun Policy 43:1–13. https://doi.org/10.1016/j.telpol.2018.03.010
Hoechle D (2007) Robust standard errors for panel regressions with cross-sectional dependence. Stata J Promot Commun Stat Stata 7:281–312. https://doi.org/10.1177/1536867X0700700301
Hopkins M (1991) Human development revisited: a new UNDP report. World Dev 19:1469–1473. https://doi.org/10.1016/0305-750X(91)90089-Z
Ishida H (2014) The effect of ICT development on economic growth and energy consumption in Japan. Telemat Informatics 32:79–88. https://doi.org/10.1016/j.tele.2014.04.003
ITU (2015) Global cybersecurity & cyberwelness profiles. https://www.itu.int/dms_pub/itu-d/opb/str/D-STR-SECU-2015-PDF-E.pdf
Jalil A (2014) Energy-growth conundrum in energy exporting and importing countries: evidence from heterogeneous panel methods robust to cross-sectional dependence. Energy Econ 44:314–324. https://doi.org/10.1016/j.eneco.2014.04.015
Jin S, Moon C (2015) Is ICT a new essential for national economic growth in an information society? Gov Inf Q 32:253–260. https://doi.org/10.1016/j.giq.2015.04.007
Khan NH, Ju Y, Hassan ST (2018) Modeling the impact of economic growth and terrorism on the human development index: collecting evidence from Pakistan. Environ Sci Pollut Res 25:34661–34673
Kumar RR (2014) Exploring the role of technology, tourism and financial development: an empirical study of Vietnam. 2881–2898. https://doi.org/10.1007/s11135-013-9930-5
Kumar RR, Singh M (2014) Role of health expenditure and ICT in a small island economy: a study of Fiji. Qual Quant 48:2295–2311. https://doi.org/10.1007/s11135-013-9892-7
Lam PL, Shiu A (2010) Economic growth, telecommunications development and productivity growth of the telecommunications sector: evidence around the world. Telecommun Policy 34:185–199. https://doi.org/10.1016/j.telpol.2009.12.001
Latif Z, Mengke Y, Danish et al (2018) The dynamics of ICT, foreign direct investment, globalization and economic growth: panel estimation robust to heterogeneity and cross-sectional dependence. Telemat Informatics 35:318–328. https://doi.org/10.1016/j.tele.2017.12.006
Lee SO, Hong A, Hwang J (2017) ICT diffusion as a determinant of human progress. Inf Technol Dev 23:687–705. https://doi.org/10.1080/02681102.2017.1383874
Martin FM, Ciovica L, Cristescu MP (2013) Implication of human capital in the development of SMEs through the ICT adoption. Procedia Econ Financ 6:748–753. https://doi.org/10.1016/S2212-5671(13)00198-6
Masoud MA, Zunaidah S (2017) The linear and non-linear impacts of ICT on economic growth, of disaggregate income groups within SSA region. Telecommun Policy 41(7–8):555–572. https://doi.org/10.1016/j.telpol.2017.07.007
Mishra S, Nathan HSK (2014) Measuring HDI–The Old, the New and the Elegant: Implications for multidimensional development and social inclusiveness, Working Paper. https://doi.org/10.1007/s13398-014-0173-7.2
Mohammed M, Sulong Z, Albiman MM, Sulong Z (2017) The linear and non-linear impacts of ICT on economic growth, of disaggregate income groups within SSA region. Telecommun Policy 41:555–572. https://doi.org/10.1016/j.telpol.2017.07.007
Nath HK, Liu L (2017) Information and communications technology (ICT) and services trade. Inf Econ Policy 41:81–87. https://doi.org/10.1016/j.infoecopol.2017.06.003
Niebel T (2018) ICT and economic growth – comparing developing, emerging and developed countries. World Dev 104:197–211. https://doi.org/10.1016/j.worlddev.2017.11.024
Njoh AJ (2018) The relationship between modern information and communications technologies (ICTs) and development in Africa. Util Policy 50:83–90. https://doi.org/10.1016/j.jup.2017.10.005
Ogundari K, Awokuse T (2018) Human capital contribution to economic growth in sub-Saharan Africa: does health status matter more than education? Econ Anal Policy 58:131–140. https://doi.org/10.1016/j.eap.2018.02.001
Ozokcu SOO (2017) Regression with Driscoll-Kraay standard errors.pdf. Renew Sust Energ Rev 72:639–647 www.elsevier.com/locate/rser
Park Y, Meng F, Baloch MA (2018) The effect of ICT, financial development, growth, and trade openness on CO2 emissions: an empirical analysis. Environ Sci Pollut Res 25:30708–30719. https://doi.org/10.1007/s11356-018-3108-6
Pesaran MH (2004) General Diagnostic Tests for Cross Section Dependence in Panels General Diagnostic Tests for Cross Section Dependence in Panels. Univ. Cambridge. https://www.repository.cam.ac.uk/bitstream/handle/1810/446/cwpe0435.pdf?sequence=1&isAllowed=y
Pesaran MH (2007) Intertemporal consumption choices, transaction costs and limited participation to financial markets: reconciling data and theory. J Appl Econ 343:322–343. https://doi.org/10.1002/jae
Pradhan RP, Arvin MB, Norman NR, Bele SK (2014) Economic growth and the development of telecommunications infrastructure in the G-20 countries: a panel-VAR approach. Telecommun Policy 38:634–649. https://doi.org/10.1016/j.telpol.2014.03.001
Pradhan RP, Arvin MB, Norman NR (2015) The dynamics of information and communications technologies infrastructure, economic growth, and financial development: evidence from Asian countries. Technol Soc 42:135–149. https://doi.org/10.1016/j.techsoc.2015.04.002
Pradhan RP, Arvin MB, Hall JH (2016) Economic growth, development of telecommunications infrastructure, and financial development in Asia, 1991-2012. Q Rev Econ Financ 59:25–38. https://doi.org/10.1016/j.qref.2015.06.008
Pradhan RP, Mallik G, Bagchi TP (2018) Information communication technology (ICT) infrastructure and economic growth: a causality evinced by cross-country panel data. IIMB Manag Rev 30:91–31. https://doi.org/10.1016/j.iimb.2018.01.001
Qiu Q, Sung J, Davis W, Tchernis R (2018) Using spatial factor analysis to measure human development. J Dev Econ 132:130–149. https://doi.org/10.1016/j.jdeveco.2017.12.007
Qureshi S, Najjar L (2017) Information and communications technology use and income growth: evidence of the multiplier effect in very small island states. Inf Technol Dev 23:212–234. https://doi.org/10.1080/02681102.2016.1173634
Ravinesh R, Devi R, Patel A (2015) Accounting for telecommunications contribution to economic growth: a study of Small Pacific Island States. Telecommun Policy 39:284–295. https://doi.org/10.1016/j.telpol.2014.08.005
Ravinesh R, Josef P, Samitas A (2016) The effects of ICT n on output per worker: a study of the Chinese economy. Telecommun Policy 40:102–115. https://doi.org/10.1016/j.telpol.2015.06.004
Salahuddin M, Alam K (2015) Internet usage, electricity consumption and economic growth in Australia: a time series evidence. Telemat Informatics 32:862–878. https://doi.org/10.1016/j.tele.2015.04.011
Salahuddin M, Alam K (2016) Information and communication technology, electricity consumption and economic growth in OECD countries: a panel data analysis. Int J Electr Power Energy Syst 76:185–193. https://doi.org/10.1016/j.ijepes.2015.11.005
Salahuddin M, Gow J (2016) The effects of Internet usage, financial development and trade openness on economic growth in South Africa: a time series analysis. Telemat Informatics 33:1141–1154. https://doi.org/10.1016/j.tele.2015.11.006
Sarkodie SA, Strezov V (2019) Effect of foreign direct investments, economic development and energy consumption on greenhouse gas emissions in developing countries. Sci Total Environ 646:862–871. https://doi.org/10.1016/j.scitotenv.2018.07.365
Sassi S, Goaied M (2013) Financial development, ICT diffusion and economic growth: lessons from MENA region. Telecommun Policy 37:252–261. https://doi.org/10.1016/j.telpol.2012.12.004
Sepehrdoust H (2018) Impact of information and communication technology and financial development on economic growth of OPEC developing economies. Kasetsart J Soc Sci:6–11. https://doi.org/10.1016/j.kjss.2018.01.008
Shi Y, Guo S, Sun P (2017) The role of infrastructure in China’s regional economic growth. J Asian Econ 49:26–41. https://doi.org/10.1016/j.asieco.2017.02.004
Vu KM (2011) ICT as a source of economic growth in the information age: empirical evidence from the 19962005 period. Telecommun Policy 35:357–372. https://doi.org/10.1016/j.telpol.2011.02.008
Vu KM (2013) Information and communication technology (ICT) and Singapore’s economic growth. Inf Econ Policy 25:284–300. https://doi.org/10.1016/j.infoecopol.2013.08.002
Wang Z, Danish, Zhang B, Wang B (2018a) Renewable energy consumption, economic growth and human development index in Pakistan: evidence form simultaneous equation model. J Clean Prod 184:1081–1090. https://doi.org/10.1016/j.jclepro.2018.02.260
Wang Z, Danish, Zhang B, Wang B (2018b) The moderating role of corruption between economic growth and CO2 emissions: evidence from BRICS economies. Energy 148:506–513. https://doi.org/10.1016/j.energy.2018.01.167
Ward MR, Zheng S (2016) Mobile telecommunications service and economic growth: evidence from China. Telecommun Policy 40:89–101. https://doi.org/10.1016/j.telpol.2015.06.005
Xu Z, Baloch MA, Danish et al (2018) Nexus between financial development and CO2emissions in Saudi Arabia: analyzing the role of globalization. Environ Sci Pollut Res 25:28378–28390. https://doi.org/10.1007/s11356-018-2876-3
Yakunina RP, Bychkov GA (2015) Correlation analysis of the components of the human development index across countries. Procedia Econ Financ 24:766–771. https://doi.org/10.1016/S2212-5671(15)00692-9
Acknowledgments
I would like to express my sincere gratitude to the editor in chief Philippe Garrigues and four reviewers for their useful comments and suggestions.
Funding
This research was supported by the Projects of the National Social Science Foundation of China (No.: 15XJL006) relate to first author. In relation with corresponding author this work is also supported by the National Natural Science Foundation of China (71673063), Foreignization Project of Guangdong University of Foreign Studies (16ZD03) and Soft Science Project of Guangdong Science and Technology Department (71673063).
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Zhang, J., Danish The dynamic linkage between information and communication technology, human development index, and economic growth: evidence from Asian economies. Environ Sci Pollut Res 26, 26982–26990 (2019). https://doi.org/10.1007/s11356-019-05926-0
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DOI: https://doi.org/10.1007/s11356-019-05926-0