LESS INCLUSIVE GROWTH IN INDONESIA? THE UNINTENDED CONSEQUENCES OF INTERNET PENETRATION
DOI:
https://doi.org/10.26418/jebik.v11i2.53871Keywords:
internet penetration, inclusive growth, poverty, inequalityAbstract
Separate studies on the impact of internet penetration on growth and per capita income levels, inequality, and poverty levels are still being discussed. Using data from 33 Indonesian provinces between 2008 and 2020, this paper investigates whether internet penetration modulates economic growth by reducing inequality and poverty. The Two-Way Fixed Effect (TWFE) econometric model was used. Two findings can be concluded from this paper. First, Indonesia's economic growth remains less inclusive, as evidenced by rising per capita income, which tends to reduce poverty but not income inequality. Second, Indonesia's economic growth tends to be less inclusive as an unintended consequence of internet penetration. Although it strengthens the effect on poverty reduction, on the other hand, the interaction of economic growth with internet penetration tends to exacerbate income inequality. Based on these findings, the study suggests that the government should improve advanced ICT skills and lower barriers to internet adoption, particularly for the less fortunate. The internet is expected to become a tool to achieve inclusive growth through expanding a newly established middle class instead of simply the economic transformation of the poor into non-poor households under this policy.
References
Abdulqadir, I. A., & Asongu, S. A. (2022). The asymmetric effect of internet access on economic growth in sub-Saharan Africa. Economic Analysis and Policy, 73, 44–61. https://doi.org/10.1016/j.eap.2021.10.014
Acemoglu, D. (1999). Changes in Unemployment and Wage Inequality: An Alternative Theory and Some Evidence. American Economic Review, 89(5), 1259–1278. https://doi.org/10.1257/aer.89.5.1259
Acemoglu, D., Autor, D., Dorn, D., Hanson, G. H., & Price, B. (2014). Return of the Solow Paradox? IT, Productivity, and Employment in US Manufacturing. American Economic Review, 104(5), 394–399. https://doi.org/10.1257/aer.104.5.394
Acemoglu, D., & Restrepo, P. (2018). The Race between Man and Machine: Implications of Technology for Growth, Factor Shares, and Employment. American Economic Review, 108(6), 1488–1542. https://doi.org/10.1257/aer.20160696
Acemoglu, D., & Restrepo, P. (2019). Automation and New Tasks: How Technology Displaces and Reinstates Labor. Journal of Economic Perspectives, 33(2), 3–30. https://doi.org/10.1257/jep.33.2.3
Acemoglu, D., & Restrepo, P. (2020). Robots and Jobs: Evidence from US Labor Markets. Journal of Political Economy, 128(6), 2188–2244. https://doi.org/10.1086/705716
Anand, R., Mishra, S., & Peiris, S. J. (2013). Inclusive Growth: Measurement and Determinants. (IMF Working Paper No. 135).
Antonelli, C., & Gehringer, A. (2017). Technological change, rent and income inequalities: A Schumpeterian approach. Technological Forecasting and Social Change, 115, 85–98. https://doi.org/10.1016/j.techfore.2016.09.023
Arezki, R., Fan, R. Y., & Nguyen, H. (2021). Technology adoption and the middleâ€income trap: Lessons from the Middle East and East Asia. Review of Development Economics, 25(3), 1711–1740. https://doi.org/10.1111/rode.12775
Arkhangelsky, D., & Imbens, G. W. (2022). Doubly robust identification for causal panel data models. The Econometrics Journal. https://doi.org/10.1093/ectj/utac019
Asif, Z., & Lahiri, R. (2021). Dimensions of human capital and technological diffusion. Empirical Economics, 60(2), 941–967. https://doi.org/10.1007/s00181-019-01777-3
Asongu, S. A., & Le Roux, S. (2017). Enhancing ICT for inclusive human development in Sub-Saharan Africa. Technological Forecasting and Social Change, 118, 44–54. https://doi.org/10.1016/j.techfore.2017.01.026
Autor, D. H., & Dorn, D. (2013). The Growth of Low-Skill Service Jobs and the Polarization of the US Labor Market. American Economic Review, 103(5), 1553–1597. https://doi.org/10.1257/aer.103.5.1553
Barker, R., Lennard, A., Penman, S., & Teixeira, A. (2021). Accounting for intangible assets: suggested solutions. Accounting and Business Research, 51(6–7), 1–30. https://doi.org/10.1080/00014788.2021.1938963
Bauer, J. M. (2018). The Internet and income inequality: Socio-economic challenges in a hyperconnected society. Telecommunications Policy, 42(4), 333–343. https://doi.org/10.1016/j.telpol.2017.05.009
Baymul, C., & Sen, K. (2020). Was Kuznets Right? New Evidence on the Relationship between Structural Transformation and Inequality. The Journal of Development Studies, 56(9), 1643–1662. https://doi.org/10.1080/00220388.2019.1702161
Behrendt, C., Nguyen, Q. A., & Rani, U. (2019). Social protection systems and the future of work: Ensuring social security for digital platform workers. International Social Security Review, 72(3), 17–41. https://doi.org/10.1111/issr.12212
Benfica, R., & Henderson, H. (2021). The Effect of the Sectoral Composition of Economic Growth on Rural and Urban Poverty. Review of Income and Wealth, 67(1), 248–284. https://doi.org/10.1111/roiw.12462
Benzell, S., & Brynjolfsson, E. (2019). Digital Abundance and Scarce Genius: Implications for Wages, Interest Rates, and Growth. https://doi.org/10.3386/w25585
Bertani, F., Ponta, L., Raberto, M., Teglio, A., & Cincotti, S. (2021). The complexity of the intangible digital economy: an agent-based model. Journal of Business Research, 129, 527–540. https://doi.org/10.1016/j.jbusres.2020.03.041
Birch, K., Cochrane, D., & Ward, C. (2021). Data as asset? The measurement, governance, and valuation of digital personal data by Big Tech. Big Data & Society, 8(1), 205395172110173. https://doi.org/10.1177/20539517211017308
Brynjolfsson, E. (1993). The productivity paradox of information technology. Communications of the ACM, 36(12), 66–77. https://doi.org/10.1145/163298.163309
Brynjolfsson, E., & McAfee, A. (2014). The Second Machine Age: Work, Progress, and Prosperity in a Time of Brilliant Technologie. W. W. Norton & Company.
Callaghan, C. W. (2021). Lessons and insights from the global productivity slowdown: A research management agenda. African Journal of Science, Technology, Innovation and Development, 1–9. https://doi.org/10.1080/20421338.2021.1945775
Canh, N. P., Schinckus, C., Thanh, S. D., & Hui Ling, F. C. (2020). Effects of the internet, mobile, and land phones on income inequality and The Kuznets curve: Cross country analysis. Telecommunications Policy, 44(10), 102041. https://doi.org/10.1016/j.telpol.2020.102041
Cette, G., Devillard, A., & Spiezia, V. (2022). Growth Factors in Developed Countries: A 1960–2019 Growth Accounting Decomposition. Comparative Economic Studies, 64(2), 159–185. https://doi.org/10.1057/s41294-021-00170-3
Chen, P., Karabarbounis, L., & Neiman, B. (2017). The global rise of corporate saving. Journal of Monetary Economics, 89, 1–19. https://doi.org/10.1016/j.jmoneco.2017.03.004
Christiaensen, L., & Martin, W. (2018). Agriculture, structural transformation and poverty reduction: Eight new insights. World Development, 109, 413–416. https://doi.org/10.1016/j.worlddev.2018.05.027
Dartanto, T. (2013). Why is growth less inclusive in Indonesia? (No. 65136; MPRA Paper).
de Chaisemartin, C., & D’Haultfœuille, X. (2020). Two-Way Fixed Effects Estimators with Heterogeneous Treatment Effects. American Economic Review, 110(9), 2964–2996. https://doi.org/10.1257/aer.20181169
De Silva, I., & Sumarto, S. (2014). Does Economic Growth Really Benefit the Poor? Income Distribution Dynamics and Pro-poor Growth in Indonesia. Bulletin of Indonesian Economic Studies, 50(2), 227–242. https://doi.org/10.1080/00074918.2014.938405
Deichmann, U., Goyal, A., & Mishra, D. (2016). Will digital technologies transform agriculture in developing countries? Agricultural Economics, 47(S1), 21–33. https://doi.org/10.1111/agec.12300
Deininger, K., & Squire, L. (1998). New ways of looking at old issues: inequality and growth. Journal of Development Economics, 57(2), 259–287. https://doi.org/10.1016/S0304-3878(98)00099-6
Dollar, D., Kleineberg, T., & Kraay, A. (2016). Growth still is good for the poor. European Economic Review, 81, 68–85. https://doi.org/10.1016/j.euroecorev.2015.05.008
Donaldson, J. A. (2008). Growth is Good for Whom, When, How? Economic Growth and Poverty Reduction in Exceptional Cases. World Development, 36(11), 2127–2143. https://doi.org/10.1016/j.worlddev.2007.10.020
Dorosh, P., & Thurlow, J. (2018). Beyond Agriculture Versus Non-Agriculture: Decomposing Sectoral Growth–Poverty Linkages in Five African Countries. World Development, 109, 440–451. https://doi.org/10.1016/j.worlddev.2016.08.014
Du, H., Zhou, N., Cao, H., Zhang, J., Chen, A., & King, R. B. (2021). Economic Inequality is Associated with Lower Internet Use: A Nationally Representative Study. Social Indicators Research, 155(3), 789–803. https://doi.org/10.1007/s11205-021-02632-8
Duncombe, R. (2016). Mobile Phones for Agricultural and Rural Development: A Literature Review and Suggestions for Future Research. The European Journal of Development Research, 28(2), 213–235. https://doi.org/10.1057/ejdr.2014.60
Evans, O. (2019). Repositioning for Increased Digital Dividends: Internet Usage and Economic Well-being in Sub-Saharan Africa. Journal of Global Information Technology Management, 22(1), 47–70. https://doi.org/10.1080/1097198X.2019.1567218
Fosu, A. K. (2018). The Recent Growth Resurgence in Africa and Poverty Reduction: The Context and Evidence. Journal of African Economies, 27(1), 92–107. https://doi.org/10.1093/jae/ejx016
Frey, C. B., & Osborne, M. A. (2017). The future of employment: How susceptible are jobs to computerisation? Technological Forecasting and Social Change, 114, 254–280. https://doi.org/10.1016/j.techfore.2016.08.019
Galperin, H., & Viecens, M. F. (2017). Connected for Development? Theory and evidence about the impact of Internet technologies on poverty alleviation. Development Policy Review, 35(3), 315–336. https://doi.org/10.1111/dpr.12210
Gerpott, T. J., & Berends, J. (2022). Competitive pricing on online markets: a literature review. Journal of Revenue and Pricing Management. https://doi.org/10.1057/s41272-022-00390-x
Grossmann, V. (2001). Inequality, Economic Growth, and Technological Change. Physica-Verlag HD. https://doi.org/10.1007/978-3-642-57594-5
HarmáÄek, J., Syrovátka, M., & DuÅ¡ková, L. (2017). Pro-poor growth in East Africa. The Quarterly Review of Economics and Finance, 64, 82–93. https://doi.org/10.1016/j.qref.2016.07.002
Hill, H. (2021). What’s Happened to Poverty and Inequality in Indonesia over Half a Century? Asian Development Review, 38(1), 68–97. https://doi.org/10.1162/adev_a_00158
Hindun, H., Soejoto, A., & Hariyati, H. (2019). Pengaruh Pendidikan, Pengangguran, dan Kemiskinan terhadap Ketimpangan Pendapatan di Indonesia. Jurnal Ekonomi Bisnis Dan Kewirausahaan, 8(3), 250. https://doi.org/10.26418/jebik.v8i3.34721
Hussain, A., Batool, I., Akbar, M., & Nazir, M. (2021). Is ICT an enduring driver of economic growth? Evidence from South Asian economies. Telecommunications Policy, 45(8), 102202. https://doi.org/10.1016/j.telpol.2021.102202
Imai, K., & Kim, I. S. (2021). On the Use of Two-Way Fixed Effects Regression Models for Causal Inference with Panel Data. Political Analysis, 29(3), 405–415. https://doi.org/10.1017/pan.2020.33
Indonesia Central Statistics Agency. (2012). Telecommunication Telecommunication Statistics in Indonesia 2011.
Indonesia Central Statistics Agency. (2021). Telecommunication Telecommunication Statistics in Indonesia 2020.
Ivanic, M., & Martin, W. (2018). Sectoral Productivity Growth and Poverty Reduction: National and Global Impacts. World Development, 109, 429–439. https://doi.org/10.1016/j.worlddev.2017.07.004
Jamil, H. (2017). Implikasi Kebijakan Fiskal Era Orde Baru dan Era Reformasi dalam Mewujudkan Pertumbuhan Inklusif di Indonesia. Jurnal Ilmiah Mahasiswa FEB, 5(2).
Jamil, H. (2021). Mungkinkah Universal Basic Income (UBI) Diterapkan Di Indonesia? Sebuah Tinjauan Literatur Sistematis. https://doi.org/10.31219/osf.io/bzkq3
Kamga, B. F., Fokam, D. N. D. T., & Nchofoung, T. N. (2022). Internet access and innovation in developing countries: some empirical evidence. Transnational Corporations Review, 1–11. https://doi.org/10.1080/19186444.2022.2082227
Kharisma, B. (2022). Surfing alone? The Internet and social capital: evidence from Indonesia. Journal of Economic Structures, 11(1), 8. https://doi.org/10.1186/s40008-022-00267-7
Kozan, M., & Akdeniz, L. (2014). Role of Strong versus Weak Networks in Small Business Growth in an Emerging Economy. Administrative Sciences, 4(1), 35–50. https://doi.org/10.3390/admsci4010035
LD FEB UI. (2019). GOJEK’s Impact on the Indonesian Economy in 2018.
Le, T.-H., Nguyen, C. P., Su, T. D., & Tran-Nam, B. (2020). The Kuznets curve for export diversification and income inequality: Evidence from a global sample. Economic Analysis and Policy, 65, 21–39. https://doi.org/10.1016/j.eap.2019.11.004
Lechman, E., & Popowska, M. (2022). Harnessing digital technologies for poverty reduction. Evidence for low-income and lower-middle income countries. Telecommunications Policy, 46(6), 102313. https://doi.org/10.1016/j.telpol.2022.102313
Lee, J.-W., & Wie, D. (2015). Technological Change, Skill Demand, and Wage Inequality: Evidence from Indonesia. World Development, 67, 238–250. https://doi.org/10.1016/j.worlddev.2014.10.020
Louati, H., & Hadoussa, S. (2021). Study of Social media impacts on social capital and employee performance – evidence from Tunisia Telecom. Journal of Decision Systems, 30(2–3), 118–149. https://doi.org/10.1080/12460125.2021.1872142
Maurseth, P. B. (2018). The effect of the Internet on economic growth: Counter-evidence from cross-country panel data. Economics Letters, 172, 74–77. https://doi.org/10.1016/j.econlet.2018.08.034
Meniago, C., & Asongu, S. A. (2018). Revisiting the finance-inequality nexus in a panel of African countries. Research in International Business and Finance, 46, 399–419. https://doi.org/10.1016/j.ribaf.2018.04.012
Michaels, G., Natraj, A., & Van Reenen, J. (2014). Has ICT Polarized Skill Demand? Evidence from Eleven Countries over Twenty-Five Years. The Review of Economics and Statistics, 96(1), 60–77. https://doi.org/10.1162/REST_a_00366
Miranti, R., Duncan, A., & Cassells, R. (2014). Revisiting the Impact of Consumption Growth and Inequality on Poverty in Indonesia during Decentralisation. Bulletin of Indonesian Economic Studies, 50(3), 461–482. https://doi.org/10.1080/00074918.2014.980377
Palier, B. (2019). Work, social protection and the middle classes: What future in the digital age? International Social Security Review, 72(3), 113–133. https://doi.org/10.1111/issr.12218
Patma, T. S., Wardana, L. W., Wibowo, A., Narmaditya, B. S., & Akbarina, F. (2021). The impact of social media marketing for Indonesian SMEs sustainability: Lesson from Covid-19 pandemic. Cogent Business & Management, 8(1). https://doi.org/10.1080/23311975.2021.1953679
Perera, L. D. H., & Lee, G. H. Y. (2013). Have economic growth and institutional quality contributed to poverty and inequality reduction in Asia? Journal of Asian Economics, 27, 71–86. https://doi.org/10.1016/j.asieco.2013.06.002
Piketty, T. (2014). Capital in the Twenty-First Century. Harvard University Press.
Pinkovskiy, M., & Sala-i-Martin, X. (2014). Africa is on time. Journal of Economic Growth, 19(3), 311–338. https://doi.org/10.1007/s10887-014-9103-y
Pinney, C. (2014). Economic Growth and Inequality: Why It Matters and What’s Coming Next. Journal of Applied Corporate Finance, 26(2), 30–39. https://doi.org/10.1111/jacf.12064
Rahayu, R., & Day, J. (2017). E-commerce adoption by SMEs in developing countries: evidence from Indonesia. Eurasian Business Review, 7(1), 25–41. https://doi.org/10.1007/s40821-016-0044-6
Ramos, R. A., Ranieri, R., & Lammens, J.-W. (2013). Mapping Inclusive Growth (No. 105; IPC Working Paper).
Reed, M., & Watts, A. (2018). Product quality and competition: evidence from the broadband industry. Applied Economics, 50(24), 2719–2732. https://doi.org/10.1080/00036846.2017.1406657
Resosudarmo, B. P., & Abdurohman. (2018). Is Being Stuck with a Five Percent Growth Rate a New Normal for Indonesia? Bulletin of Indonesian Economic Studies, 54(2), 141–164. https://doi.org/10.1080/00074918.2018.1521776
Romer, P. M. (1990). Endogenous Technological Change. Journal of Political Economy, 98(5, Part 2), S71–S102. https://doi.org/10.1086/261725
Salemink, K., Strijker, D., & Bosworth, G. (2017). Rural development in the digital age: A systematic literature review on unequal ICT availability, adoption, and use in rural areas. Journal of Rural Studies, 54, 360–371. https://doi.org/10.1016/j.jrurstud.2015.09.001
Shahbaz, M., Bhattacharya, M., & Mahalik, M. K. (2017). Finance and income inequality in Kazakhstan: evidence since transition with policy suggestions. Applied Economics, 49(52), 5337–5351. https://doi.org/10.1080/00036846.2017.1305095
Statista Research Department. (2021a). Countries with the largest digital populations in the world as of January 2022.
Statista Research Department. (2021b). Internet usage in Indonesia - statistics & facts.
Statista Research Department. (2022). Global digital population as of April 2022.
Sun, L., & Abraham, S. (2021). Estimating dynamic treatment effects in event studies with heterogeneous treatment effects. Journal of Econometrics, 225(2), 175–199. https://doi.org/10.1016/j.jeconom.2020.09.006
Suryahadi, A., Hadiwidjaja, G., & Sumarto, S. (2012). Economic growth and poverty reduction in Indonesia before and after the asian financial crisis. Bulletin of Indonesian Economic Studies, 48(2), 209–227. https://doi.org/10.1080/00074918.2012.694155
Suryahadi, A., & Izzati, R. Al. (2018). Cards for the Poor and Funds for Villages: Jokowi’s Initiatives to Reduce Poverty and Inequality. Southeast Asian Economies, 35(2), 200–222. https://doi.org/10.1355/ae35-2f
Szczepaniak, M., Geise, A., & Bariyah, N. (2022). Impact of institutional determinants on income inequalities in Indonesia during the Era Reformasi. Journal of Asian Economics, 82, 101526. https://doi.org/10.1016/j.asieco.2022.101526
Tchamyou, V. S., Asongu, S. A., & Odhiambo, N. M. (2019). The Role of ICT in Modulating the Effect of Education and Lifelong Learning on Income Inequality and Economic Growth in Africa. African Development Review, 31(3), 261–274. https://doi.org/10.1111/1467-8268.12388
Thomas, C. (2015). Income Inequality and Economic Development in Latin America: A Test for the Kuznets Inverted-U Curve. Indian Journal of Economics and Business, 14(1), 143–161.
Thorbecke, E., & Ouyang, Y. (2017). Is the Structure of Growth Different in Sub-Saharan Africa? Journal of African Economies, 27(1), 66–91. https://doi.org/10.1093/jae/ejw032
Thorbecke, E., & Ouyang, Y. (2022). Towards A Virtuous Spiral Between Poverty Reduction And Growth: Comparing Sub Saharan Africa With The Developing World. World Development, 152, 105776. https://doi.org/10.1016/j.worlddev.2021.105776
Wendt, C., Adam, M., Benlian, A., & Kraus, S. (2021). Let’s Connect to Keep the Distance: How SMEs Leverage Information and Communication Technologies to Address the COVID-19 Crisis. Information Systems Frontiers. https://doi.org/10.1007/s10796-021-10210-z
Wicaksono, T. Y., & Mangunsong, C. (2020). Disruptive Technology, Skills, and Tasks: Implications for Employment in Indonesia (CSIS Working Paper).
World Bank. (2016). World Development Report 2016 : Digital Dividends.
World Bank. (2021). Beyond Unicorns: Harnessing Digital Technologies for Inclusion in Indonesia.
Xiong, F., Zang, L., & Gao, Y. (2022). Internet penetration as national innovation capacity: worldwide evidence on the impact of ICTs on innovation development. Information Technology for Development, 28(1), 39–55. https://doi.org/10.1080/02681102.2021.1891853
Xu, X., Watts, A., & Reed, M. (2019). Does access to internet promote innovation? A look at the U.S. broadband industry. Growth and Change, 50(4), 1423–1440. https://doi.org/10.1111/grow.12334
Yang, L., Lu, H., Wang, S., & Li, M. (2021). Mobile Internet Use and Multidimensional Poverty: Evidence from A Household Survey in Rural China. Social Indicators Research, 158(3), 1065–1086. https://doi.org/10.1007/s11205-021-02736-1
Yusuf, A. A. (2021). The impact of Industry 4.0 on the Indonesian economy: A general equilibrium assessment. Regional Science Policy & Practice, 13(6), 1805–1824. https://doi.org/10.1111/rsp3.12463
Yusuf, A. A., Anglingkusumo, R., & Sumner, A. (2021). A direct test of Kuznets in a developing economy: a cross-district analysis of structural transformation and inequality in Indonesia. Regional Studies, Regional Science, 8(1), 184–206. https://doi.org/10.1080/21681376.2021.1924850
Zhu, F., Li, Q., Yang, S., & Balezentis, T. (2021). How ICT and R&D affect productivity? Firm level evidence for China. Economic Research-Ekonomska Istraživanja, 34(1), 3468–3486. https://doi.org/10.1080/1331677X.2021.1875861
