Abstract
This paper presents newly constructed series on human capital in Sweden 1870–2000. The estimates are based on enrolment in different forms of education, stretching as far back as 1812, and the size and age distribution of the population within age range 15–65 years. The secular accumulation of human capital has closely matched the long-term trend in aggregate productivity and both grew at a rate of 2.4% annually. Our estimates differ significantly from the data attributed to Sweden in the international short-cut estimates of human capital for the period since 1960. The basic question addressed is about causality: whether human capital causes economic growth or if causality goes in the other direction. We address this problem with modified Granger-causality tests. According to our results, changes in the stock of human capital have in a systematic way preceded changes in aggregate productivity up to the structural crisis in the 1970s. This allows us to conclude that human capital has been a causal factor in Swedish economic growth since the industrialisation. However, after 1975, the growth of human capital has not been able to match the demands of the third industrial revolution.
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References
Abrahamsson K (2007) Yrkesutbildning eller allmänbildning? Om gymnasieskolan, generella kunskaper och jämlikhet. In: Olofsson J (ed) Utbildningsvägen – vart leder den? Om ungdomar, yrkesutbildning och försörjning, SNS Förlag
Ahlström G (1982) Engineers and industrial growth. Croom Helm, London
Ahlström G (1993) Technical education, engineering, and industrial growth: Sweden in the nineteenth and early twentieth centuries. In: Fox R, Guagnini A (eds) Education, technology and industrial performance in Europe, 1850-1939. Cambridge University Press, Cambridge
Albers RM (1999) The role of human capital in the very long run: an application to the Netherlands 1800–1996. Paper European University Institute
Aquilonius K (1942) Svenska folkskolans historia. Andra delen: Det svenska folkundervisningsväsendet 1809–1960. Albert Bonniers, Stockholm
Barro RJ (1991) Economic Growth in a Cross Section of Countries. Q J Econ 106:407–443
Barro RJ (1997) Determinants of economic growth. A cross-country empirical study. MIT Press, Cambridge
Barro RJ, Lee J-W (2000) International data on educational attainment, updates and implications. NBER working paper, no. 7911
Barro RJ, Sala-i-Martin X (1995) Economic growth, McGraw-Hill, New York
Benhabib J, Spiegel MM (1994) The role of human capital in economic development: evidence from aggregate cross-country data. J Monet Econ 34:143–73
Benhabib J, Spiegel MM (2002) Human capital and technology diffusion. Federal Reserve Bank of San Fransisco working paper, no. 2003–02
Bils M, Klenow PJ (2000) Does schooling cause growth? Am Econ Rev 90:1160–1183
BiSOS:P, Undervisningsväsendet. Folkskolorna…annual issues 1882–1910
BiSOS:P, Undervisningsväsendet. Läroverken…, annual issues 1880–1910
Cohen D, Soto M (2001) Growth and human capital: good data, good results, CEPR discussion paper no. 3025
Colardyn D (ed) (2002) Lifelong learning: which ways forward? Lemma Publishers, Utrecht
De la Fuente A, Doménech R (2002) Educational attainment in the OECD, 1960–95’, CEPR discussion paper, no. 3390
De Meulemeester J-L, Rochat D (1995) A causality analysis of the link between higher education and economic development. Econ Edu Rev 14:351–361
Diebolt C (2000a) Dépenses d’éducation et cycles économiques en Espagne aux XIXe et XXe siècles, Paris: l’Harmattan
Diebolt C (2000b) Die Erfassung der Bildungsinvestitionen im 19. und 20. Jahrhundert. Deutschland, Frankreich, Großbritannien und Spanien im Vergleich. Zeitschrift für Erziehungswissenschaft 3:517–538
Diebolt C (2003) Accounting expenditures on education. Japan from the Meiji Restoration to the Second World War. His Soc Res 28:290–305
Diebolt C, Fontvielle L (2001) Dynamic forces in educational development: a long-run comparative view of France and Germany in the 19th and 20th Centuries. Compare J Comp Edu 31:295–309
Diebolt C, Guiraud V, Monteils M (2003) Education, knowledge and economic growth. France and Germany in the Nineteenth and Twentieth Centuries. Peter Lang, Frankfurt am Main
Dolado JJ, Lütkepohl H (1996) Making Wald tests work for Cointegrated VAR Systems. Economet Rev 15:369–86
Edgren L (1987) Lärling—gesäll—mästare. Hantverk och hantverksarbetare i Malmö 1750–1847. Universitetsförlaget Dialogos, Lund
Eichengreen B (2006) The European economy since 1945. Coordinated capitalism and beyond. Princeton University, Princeton and Oxford Press
Fontvieille L (1990) Education, growth and long cycles: the case of France in the 19th and 20th Centuries. In: Tortella G (ed) Education and economic development since the industrial revolution. Generalitat Valenciana, Valencia
Goldin C, Katz LF (1998) On the origins of the technology-skills complementarity. Q J Econ 115:693–732
Goldin C, Katz LF (2001) Human capital and social capital: the rise of secondary schooling in America, 1910–1940. In: Rotberg RI (ed) Patterns of social capital. Cambridge University Press, Cambridge, pp 295–335
Hjerppe R, Miettinen U, Vesalainen T (1999) Level of Education in Finland in the 20th century. A methodological report of assessment of human capital. Third Conference of the European Historical Economics Society, Lisbon
Klose, Gunilla (1992) Folkundervisningens finansiering fore 1842, lic—thesis, Lund University, Department of Economic History (mimeo)
Kónya L (2004a) Unit-root, cointegration and Granger causality test results for export and growth in OECD countries. Int J Appl Econmet Quant Stud 1–2:67–94
Kónya L (2004b) Export-led growth. Growth-driven export. Both or none? Granger causality analysis on OECD countries. Appl Economet Int Dev 4–1:73–94
Krueger AB, Lindahl M (2001) Education and growth: Why and for Whom? J Econ Lit, vol XXXIX
Ljungberg J (2004a) Technology and human capital in historical perspective: an introduction. In: Ljungberg J, Smits J-P (eds) Technology and human capital in historical perspective. Palgrave Macmillan, Basingstoke
Ljungberg J (2004b) Did higher technical education pay? In: Ljungberg J, Smits J-P (eds) Technology and human capital in historical perspective. Palgrave Macmillan, Basingstoke
Ljungberg J (2004c) Earnings differentials and productivity in Sweden, 1870–1980. In: Heikkinen S, van Zanden JL (eds) Exploring economic growth. Essays in measurement and analysis. A Festschrift for Riitta Hjerppe. Aksant, Amsterdam
Ljungberg J (2007) Economic growth and change in EU15. As Seen in a Swedish Mirror (in preparation)
Ljungberg J (forthcoming) Input and output of the Swedish Education Sector, 1867–1995 (manuscript)
Lucas RE Jr (1988) On the mechanics of economic development. J Monet Econ 22:3–42
Lundh Nilsson F (2007) Lönande lärande. Teknologisk förändring, yrkesskicklighet och lön i svensk verkstadsindustri omkring 1900, Lund Studies in Economic History 40, Media Tryck, Lund
Maddala GS, Kim I-M (1998) Unit roots, cointegration and structural change. Cambridge University Press, Cambridge
Nilsson A (1999) What do literacy rates in the 19th century really signify?—new light on an old problem from unique Swedish data. Paedagog Hist 35(2):275–296
Nilsson A (2008) Yrkesutbildningen i Sverige 1850–1910, Föreningen för svensk undervisningshistoria
Nilsson A, Pettersson L (2008) The state and the people. Government policies and popular movements in education and training in nineteenth century Swedish agriculture. In: Vivier N (ed) The State and Rural Societies. Policy and Education in Europe (1750)–2000, Brepols
Nilsson A, Pettersson L, Svensson P (1999) Agrarian transition and literacy. The case of nineteenth century Sweden. Eur Rev Econ His 3:79–96
Nunes AB (2003) Government expenditure on education, economic growth and long waves. The Case of Portugal’. Paedagog Hist 39(5):559–581
Núñez CE (2005) Building and making use of a modern human capital stock: Spain in the nineteenth and twentieth centuries. In: Jerneck M, Mörner M, Tortella G, Åkerman S (eds) Different paths to modernity, a nordic and spanish perspective, Nordic Academic Press
Ohlsson R (1986) Högre utbildning och demografisk förändring, Skrifter utgivna av Ekonomisk-historiska föreningen, vol XLVII, Lund
Olofsson J (2005) Svensk yrkesutbildning i internationell belysning. SNS Förlag, Bromma
Pettersson L (2006) Är Danmark bättre än Sverige? Om dansk och svensk yrkesutbildning sedan industrialiseringen, Lund, Öresundsinsitutet
Reis J (2004) Human capital and industrialization: the case of a latecomer—Portugal, 1890. In: Ljungberg J, Smits J-P (eds) Technology and human capital in historical perspective. Palgrave Macmillan, Basingstoke
Richardsson G (2004) Svensk utbildningshistoria. Studentlitteratur, Lund
Romer PM (1990) Endogenous technological change. J Polit Econ 89:S71–102
Sandberg LG (1979) The case of the impoverished sophisticate: human capital and Swedish economic growth before World War I. J Econ His XXXIX:225–242
Sandin B (1986) Hemmet, gatan, fabriken eller skolan: folkundervisning och barnuppfostran i svenska st äder 1600–1850, Arkiv avhandlingsserie 22, Lund
SCB (1974) Elever i obligatoriska skolor 1847–1962, PM från SCB 1974:5
SCB (1977) Elever i icke-obligatoriska skolor 1864–1970, PM från SCB 1977:11
SCB (1984) Elever i skolor för yrkesutbildning 1844–1970, PM från SCB 1984:2
Schånberg I (2001), Genus och utbildning. Ekonomisk-historiska studier i kvinnors utbildning ca 1870–1970, Ph.D. thesis, Lund University, Department of Economic History
Schön L (2004) Total factor productivity in Swedish manufacturing in the period 1870–2000. In: Heikkinen S, van Zanden JL (eds) Exploring economic growth. Essays in measurement and analysis. A Festschrift for Riitta Hjerppe. Aksant, Amsterdam
Sianesi B, van Reenen J (2003) The return to education: Macroeconomics. J Econ Surv 17(2):157–200
Sjöstrand V (1965) Pedagogikens historia, vol III:2. CWK Gleerup, Lund
Svensson L (2004) Technology Shifts, Industrial Dynamics and Labour Market Institutions in Sweden, 1920–95. In: Ljungberg J, Smits J-P (eds)
Söderberg T (1965) Hantverkarna i genombrottsskedet 1870–1920, Stockholm, Haglund and Ericson
Toda HY, Yamamoto T (1995) Statistical inference in vector autoregressions with possibly integrated processes. J Econom 66:225–250
Vandenbussche J, Aghion P, Meghir C (2006) Growth, distance to frontier and composition of human capital. J Econ Growth 11:97–127
Wilmoth (2001) a demographic database available at http://demog.berkeley.edu/wilmoth/mortality
World Bank Report (2003) Lifelong learning in the global knowledge economy: challenges for developing countries. The World Bank, Washington DC
Acknowledgments
Financial support from the Swedish Council for Working Life and Social Research (2002–0649) has enabled this research. Thanks also to participants at the 6th Conference of the European Historical Economics Society and the 2nd BETA Workshop in Historical Economics who commented on earlier versions of this paper. Particular thanks to three anonymous referees of this journal who were very helpful. The remaining flaws are ours.
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The time series of human capital stocks as well as average years of schooling for Sweden, 1870–2000, are available at: http://www.ehl.lu.se/database/LU-MADD/.
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Ljungberg, J., Nilsson, A. Human capital and economic growth: Sweden 1870–2000. Cliometrica 3, 71–95 (2009). https://doi.org/10.1007/s11698-008-0027-7
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DOI: https://doi.org/10.1007/s11698-008-0027-7