IDEAS home Printed from https://ideas.repec.org/a/eee/respol/v46y2017i9p1570-1579.html
   My bibliography  Save this article

The persistency and volatility of the firm R&D investment: Revisited from the perspective of technological capability

Author

Listed:
  • Kang, Taewon
  • Baek, Chulwoo
  • Lee, Jeong-Dong

Abstract

The persistency and volatility of firm R&D investment has been a popular research subject for the R&D management field; however, previous research has found mixed evidence concerning the persistency and volatility of firm R&D investment. This paper empirically reveals the reason for the conflicting arguments among researchers by considering each firm’s technological capability. The influence of technological capability on R&D investment differs depending on positive and negative shocks, and this influence can be the key to understanding heterogeneous R&D behavior across firms.

Suggested Citation

  • Kang, Taewon & Baek, Chulwoo & Lee, Jeong-Dong, 2017. "The persistency and volatility of the firm R&D investment: Revisited from the perspective of technological capability," Research Policy, Elsevier, vol. 46(9), pages 1570-1579.
    • Handle: RePEc:eee:respol:v:46:y:2017:i:9:p:1570-1579
    DOI: 10.1016/j.respol.2017.07.006
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S004873331730118X
    Download Restriction: Full text for ScienceDirect subscribers only
    File URL: https://libkey.io/10.1016/j.respol.2017.07.006?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Giovanni Dosi & Sébastien Lechevalier & Angelo Secchi, 2010. "Interfirm heterogeneity: nature, sources and consequences for industrial dynamics. An introduction," Post-Print hal-00642680, HAL.
    2. Stewart C. Myers & Nicholas S. Majluf, 1984. "Corporate Financing and Investment Decisions When Firms Have InformationThat Investors Do Not Have," NBER Working Papers 1396, National Bureau of Economic Research, Inc.
    3. Lach, Saul & Schankerman, Mark, 1989. "Dynamics of R&D and Investment in the Scientific Sector," Journal of Political Economy, University of Chicago Press, vol. 97(4), pages 880-904, August.
    4. Philippe Aghion & Philippe Askenazy & Nicolas Berman & Gilbert Cette & Laurent Eymard, 2012. "Credit Constraints And The Cyclicality Of R&D Investment: Evidence From France," Journal of the European Economic Association, European Economic Association, vol. 10(5), pages 1001-1024, October.
    5. Myers, Stewart C. & Majluf, Nicholas S., 1984. "Corporate financing and investment decisions when firms have information that investors do not have," Journal of Financial Economics, Elsevier, vol. 13(2), pages 187-221, June.
    6. Nick Bloom, 2007. "Uncertainty and the Dynamics of R&D," American Economic Review, American Economic Association, vol. 97(2), pages 250-255, May.
    7. Bronwyn Hall, 2004. "The financing of research and development," Chapters, in: Anthony Bartzokas & Sunil Mani (ed.), Financial Systems, Corporate Investment in Innovation, and Venture Capital, chapter 2, Edward Elgar Publishing.
    8. Dirk Czarnitzki & Hanna Hottenrott & Susanne Thorwarth, 2011. "Industrial research versus development investment: the implications of financial constraints," Cambridge Journal of Economics, Cambridge Political Economy Society, vol. 35(3), pages 527-544.
    9. García-Quevedo, José & Segarra-Blasco, Agustí & Teruel, Mercedes, 2018. "Financial constraints and the failure of innovation projects," Technological Forecasting and Social Change, Elsevier, vol. 127(C), pages 127-140.
    10. Martin Woerter, 2014. "Competition and Persistence of R&D," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 23(5-6), pages 469-489, September.
    11. Michele Cincera & Julien Ravet & Reinhilde Veugelers, 2016. "The sensitivity of R&D investments to cash flows: comparing young and old EU and US leading innovators," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 25(3), pages 304-320, April.
    12. Pakes, Ariel & Nitzan, Shmuel, 1983. "Optimum Contracts for Research Personnel, Research Employment, and the Establishment of "Rival" Enterprises," Journal of Labor Economics, University of Chicago Press, vol. 1(4), pages 345-365, October.
    13. Tversky, Amos & Kahneman, Daniel, 1992. "Advances in Prospect Theory: Cumulative Representation of Uncertainty," Journal of Risk and Uncertainty, Springer, vol. 5(4), pages 297-323, October.
    14. Barge-Gil, Andrés & López, Alberto, 2014. "R&D determinants: Accounting for the differences between research and development," Research Policy, Elsevier, vol. 43(9), pages 1634-1648.
    15. Lall, Sanjaya, 1992. "Technological capabilities and industrialization," World Development, Elsevier, vol. 20(2), pages 165-186, February.
    16. Georg Paula, 2010. "Financing Conditions, the Concept of Innovation Capacity and the Innovative Activity of Firms," CESifo Working Paper Series 3296, CESifo.
    17. Matthew Rafferty & Mark Funk, 2008. "Asymmetric Effects Of The Business Cycle On Firm-Financed R&D," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 17(5), pages 497-510.
    18. Tim Swift, 2013. "R&D Expenditure Volatility And Firm Performance: Organizational And Environmental Contexts," International Journal of Innovation and Technology Management (IJITM), World Scientific Publishing Co. Pte. Ltd., vol. 10(04), pages 1-21.
    19. P. Mohnen & F. Palm & S. Loeff & A. Tiwari, 2008. "Financial Constraints and Other Obstacles: are they a Threat to Innovation Activity?," De Economist, Springer, vol. 156(2), pages 201-214, June.
    20. Steven M. Fazzari & R. Glenn Hubbard & Bruce C. Petersen, 1988. "Financing Constraints and Corporate Investment," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 19(1), pages 141-206.
    21. Lee, Chang-Yang, 2010. "A theory of firm growth: Learning capability, knowledge threshold, and patterns of growth," Research Policy, Elsevier, vol. 39(2), pages 278-289, March.
    22. Daniel A. Levinthal & James G. March, 1993. "The myopia of learning," Strategic Management Journal, Wiley Blackwell, vol. 14(S2), pages 95-112, December.
    23. Cohen, Wesley M & Klepper, Steven, 1992. "The Anatomy of Industry R&D Intensity Distributions," American Economic Review, American Economic Association, vol. 82(4), pages 773-799, September.
    24. repec:adr:anecst:y:1998:i:49-50:p:16 is not listed on IDEAS
    25. Brown, James R. & Petersen, Bruce C., 2011. "Cash holdings and R&D smoothing," Journal of Corporate Finance, Elsevier, vol. 17(3), pages 694-709, June.
    26. Hall, Bronwyn H. & Lerner, Josh, 2010. "The Financing of R&D and Innovation," Handbook of the Economics of Innovation, in: Bronwyn H. Hall & Nathan Rosenberg (ed.), Handbook of the Economics of Innovation, edition 1, volume 1, chapter 0, pages 609-639, Elsevier.
    27. Ingemar Dierickx & Karel Cool, 1989. "Asset Stock Accumulation and Sustainability of Competitive Advantage," Management Science, INFORMS, vol. 35(12), pages 1504-1511, December.
    28. Mudambi, Ram & Swift, Tim, 2011. "Proactive R&D management and firm growth: A punctuated equilibrium model," Research Policy, Elsevier, vol. 40(3), pages 429-440, April.
    29. Dimos, Christos & Pugh, Geoff, 2016. "The effectiveness of R&D subsidies: A meta-regression analysis of the evaluation literature," Research Policy, Elsevier, vol. 45(4), pages 797-815.
    30. Severin Borenstein & A. Colin Cameron & Richard Gilbert, 1997. "Do Gasoline Prices Respond Asymmetrically to Crude Oil Price Changes?," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 112(1), pages 305-339.
    31. Himmelberg, Charles P & Petersen, Bruce C, 1994. "R&D and Internal Finance: A Panel Study of Small Firms in High-Tech Industries," The Review of Economics and Statistics, MIT Press, vol. 76(1), pages 38-51, February.
    32. Del Canto, Jesus Galende & Gonzalez, Isabel Suarez, 1999. "A resource-based analysis of the factors determining a firm's R&D activities," Research Policy, Elsevier, vol. 28(8), pages 891-905, November.
    33. Myers, Stewart C., 1977. "Determinants of corporate borrowing," Journal of Financial Economics, Elsevier, vol. 5(2), pages 147-175, November.
    34. Giovanni Dosi & Sébastien Lechevalier & Angelo Secchi, 2010. "Introduction: Interfirm heterogeneity--nature, sources and consequences for industrial dynamics," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 19(6), pages 1867-1890, December.
    35. Belderbos, Rene & Carree, Martin & Lokshin, Boris, 2004. "Cooperative R&D and firm performance," Research Policy, Elsevier, vol. 33(10), pages 1477-1492, December.
    36. Bernardo, Antonio E. & Cai, Hongbin & Luo, Jiang, 2001. "Capital budgeting and compensation with asymmetric information and moral hazard," Journal of Financial Economics, Elsevier, vol. 61(3), pages 311-344, September.
    37. Andrea Mina & Henry Lahr & Alan Hughes, 2013. "The demand and supply of external finance for innovative firms," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 22(4), pages 869-901, August.
    38. García-Quevedo, José & Segarra-Blasco, Agustí & Teruel, Mercedes, 2018. "Financial constraints and the failure of innovation projects," Technological Forecasting and Social Change, Elsevier, vol. 127(C), pages 127-140.
    39. Hagedoorn, John, 1995. "Strategic technology partnering during the 1980s: Trends, networks and corporate patterns in non-core technologies," Research Policy, Elsevier, vol. 24(2), pages 207-231, March.
    40. Aghion, P. & Askenazy, P. & Berman, N. & Cette, G. & Eymard, L., 2008. "Credit Constraints and the Cyclicality of R&D Investment: Evidence from France," Working papers 198, Banque de France.
    41. Hanna Hottenrott & Bettina Peters, 2012. "Innovative Capability and Financing Constraints for Innovation: More Money, More Innovation?," The Review of Economics and Statistics, MIT Press, vol. 94(4), pages 1126-1142, November.
    42. Moyen, Nathalie, 2007. "How big is the debt overhang problem?," Journal of Economic Dynamics and Control, Elsevier, vol. 31(2), pages 433-472, February.
    43. Juan A. Máñez & María E. Rochina‐Barrachina & Amparo Sanchis & Juan A. Sanchis, 2009. "The Role Of Sunk Costs In The Decision To Invest In R&D," Journal of Industrial Economics, Wiley Blackwell, vol. 57(4), pages 712-735, December.
    44. Kamien,Morton I. & Schwartz,Nancy L., 1982. "Market Structure and Innovation," Cambridge Books, Cambridge University Press, number 9780521293853, December.
    45. Kevin Zheng Zhou & Fang Wu, 2010. "Technological capability, strategic flexibility, and product innovation," Strategic Management Journal, Wiley Blackwell, vol. 31(5), pages 547-561, May.
    46. Levin, Richard C & Cohen, Wesley M & Mowery, David C, 1985. "R&D Appropriability, Opportunity, and Market Structure: New Evidence on Some Schumpeterian Hypotheses," American Economic Review, American Economic Association, vol. 75(2), pages 20-24, May.
    47. Shantanu Dutta & Allen M. Weiss, 1997. "The Relationship Between a Firm's Level of Technological Innovativeness and Its Pattern of Partnership Agreements," Management Science, INFORMS, vol. 43(3), pages 343-356, March.
    48. Chang-Yang Lee, 2003. "A simple theory and evidence on the determinants of firm R&D," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 12(5), pages 385-395.
    49. Galende, Jesus & de la Fuente, Juan Manuel, 2003. "Internal factors determining a firm's innovative behaviour," Research Policy, Elsevier, vol. 32(5), pages 715-736, May.
    50. Alex Coad & Rekha Rao, 2010. "Firm growth and R&D expenditure," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 19(2), pages 127-145.
    51. Ingemar Dierickx & Karel Cool, 1989. "Asset Stock Accumulation and the Sustainability of Competitive Advantage: Reply," Management Science, INFORMS, vol. 35(12), pages 1514-1514, December.
    52. Dietmar Harhoff, 1998. "Are there Financing Constraints for R&D and Investment in German Manufacturing Firms," Annals of Economics and Statistics, GENES, issue 49-50, pages 421-456.
    53. Narin, Francis & Noma, Elliot & Perry, Ross, 1987. "Patents as indicators of corporate technological strength," Research Policy, Elsevier, vol. 16(2-4), pages 143-155, August.
    54. Belderbos, Rene & Carree, Martin & Lokshin, Boris, 2004. "Cooperative R&D and firm performance," Research Policy, Elsevier, vol. 33(10), pages 1477-1492, December.
    55. Hall, Bronwyn & Van Reenen, John, 2000. "How effective are fiscal incentives for R&D? A review of the evidence," Research Policy, Elsevier, vol. 29(4-5), pages 449-469, April.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Claudiu Tiberiu Albulescu, 2020. "Investment Behaviour and Firms’ Financial Performance: A Comparative Analysis Using Firm-Level Data from the Wine Industry," International Journal of Management, Knowledge and Learning, International School for Social and Business Studies, Celje, Slovenia, vol. 9(1), pages 75-94.
    2. Tarighi, Sina & Shavvalpour, Saeed, 2021. "Technological development of E&P companies in developing countries: An integrative approach to define and prioritize customized elements of technological capability in EOR," Resources Policy, Elsevier, vol. 72(C).
    3. Kwon, He-Boong & Lee, Jooh & Choi, Laee, 2022. "Dynamic interplay of operations and R&D capabilities in U.S. high-tech firms: Predictive impact analysis," International Journal of Production Economics, Elsevier, vol. 247(C).
    4. Yabin Yu & Qian Xu, 2022. "Influencing Factors of Enterprise R&D Investment: Post-Subsidy, Sustainability, and Heterogeneity," Sustainability, MDPI, vol. 14(10), pages 1-14, May.
    5. Jingyuan Yang & Ling Wang & Ziyuan Sun & Fangming Zhu & Yihui Guo & Yan Shen, 2021. "Impact of Monetary Policy Uncertainty on R&D Investment Smoothing Behavior of Pharmaceutical Manufacturing Enterprises: Empirical Research Based on a Threshold Regression Model," IJERPH, MDPI, vol. 18(21), pages 1-17, November.
    6. Ying Tian & Jiayi Hong, 2022. "In the Context of Digital Finance, Can Knowledge Enable Manufacturing Companies to Be More Courageous and Move towards Sustainable Innovation?," Sustainability, MDPI, vol. 14(17), pages 1-24, August.
    7. Liwen Wang & Jin Jason Lu & Kevin Zhou, 2023. "Technological Capability Strength/Asymmetry and Supply Chain Process Innovation: The Contingent Roles of Institutional Environments in China," Post-Print hal-03954124, HAL.
    8. Cho, Joe (Joonghi) & Kim, Heejung, 2024. "Does a consistently capitalized R&D ratio improve information effects of capitalized development expenditures?," International Review of Financial Analysis, Elsevier, vol. 93(C).
    9. El Ghoul, Sadok & Gong, Zhaoran (Jason) & Guedhami, Omrane & Hou, Fangfang & Tong, Wilson H.S., 2023. "Social trust and firm innovation," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 84(C).
    10. Hayoung Park & Taewon Kang & Jeong-Dong Lee, 2019. "R&D Dynamics And Firm Growth: The Importance Of R&D Persistency In The Economic Crisis," International Journal of Innovation Management (ijim), World Scientific Publishing Co. Pte. Ltd., vol. 23(05), pages 1-24, June.
    11. Qian Ma & Weiwei Wu & Yexin Liu, 2021. "The Fit between Technology Management and Technological Capability and Its Impact on New Product Development Performance," Sustainability, MDPI, vol. 13(19), pages 1-12, October.
    12. Jin, Zhizhou & Zeng, Saixing & Chen, Hongquan & Shi, Jonathan Jingsheng, 2022. "Explaining the expansion performance in technological capability of participants in megaprojects: A configurational approach," Technological Forecasting and Social Change, Elsevier, vol. 181(C).
    13. Andrea Orame & Daniele Pianeselli, 2023. "Thinking the green transition: evidence from the automotive industry," Questioni di Economia e Finanza (Occasional Papers) 767, Bank of Italy, Economic Research and International Relations Area.
    14. Eum, Wonsub & Lee, Jeong-Dong, 2022. "The co-evolution of production and technological capabilities during industrial development," Structural Change and Economic Dynamics, Elsevier, vol. 63(C), pages 454-469.
    15. Shanwei Li & Jingjie Li & Junli Ding & Mochen Sun & Chenying Cui, 2023. "A Game Strategy Study on Innovation Efficiency of China’s Listed Charging Pile Companies: Based on Generalized Fuzzy DEA Method," Sustainability, MDPI, vol. 15(3), pages 1-23, January.
    16. Wang, Liwen & Jin, Jason Lu & Zhou, Kevin Zheng, 2023. "Technological capability strength/asymmetry and supply chain process innovation: The contingent roles of institutional environments," Research Policy, Elsevier, vol. 52(4).
    17. Jutta Günther & Maria Kristalova & Udo Ludwig, 2019. "Structural stability of the research & development sector in European economies despite the economic crisis," Journal of Evolutionary Economics, Springer, vol. 29(5), pages 1415-1432, November.
    18. Carlos Alano Soares de Almeida & Jansen Maia Del Corso & Leonardo Andrade Rocha & Wesley Vieira da Silva & Claudimar Pereira da Veiga, 2019. "Innovation and Performance: The Impact of Investments in R&D According to the Different Levels of Productivity of Firms," International Journal of Innovation and Technology Management (IJITM), World Scientific Publishing Co. Pte. Ltd., vol. 16(05), pages 1-21, August.
    19. Ji, Elena & Mahmudur Rahman, Syed & Wilden, Ralf & Lin, Nidthida & Harrison, Norma, 2024. "Leveraging customer knowledge obtained through social media: The roles of R&D intensity and absorptive capacity," Journal of Business Research, Elsevier, vol. 182(C).
    20. Liu, Duan & Li, Zhiyuan & He, Hongbo & Hou, Wenxuan, 2021. "The determinants of R&D smoothing with asset sales: Evidence from R&D-intensive firms in China," International Review of Economics & Finance, Elsevier, vol. 75(C), pages 76-93.
    21. Xiang, Erwei & Gasbarro, Dominic & Cullen, Grant & Ruan, Wenjuan, 2020. "Does R&D expenditure volatility affect stock return?," Journal of Contemporary Accounting and Economics, Elsevier, vol. 16(3).
    22. Zheng, Leven J. & Xiong, Chang & Chen, Xihui & Li, Chung-Sheng, 2021. "Product innovation in entrepreneurial firms: How business model design influences disruptive and adoptive innovation," Technological Forecasting and Social Change, Elsevier, vol. 170(C).

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Hayoung Park & Taewon Kang & Jeong-Dong Lee, 2019. "R&D Dynamics And Firm Growth: The Importance Of R&D Persistency In The Economic Crisis," International Journal of Innovation Management (ijim), World Scientific Publishing Co. Pte. Ltd., vol. 23(05), pages 1-24, June.
    2. Liu, Duan & Li, Zhiyuan & He, Hongbo & Hou, Wenxuan, 2021. "The determinants of R&D smoothing with asset sales: Evidence from R&D-intensive firms in China," International Review of Economics & Finance, Elsevier, vol. 75(C), pages 76-93.
    3. García-Quevedo, José & Segarra-Blasco, Agustí & Teruel, Mercedes, 2018. "Financial constraints and the failure of innovation projects," Technological Forecasting and Social Change, Elsevier, vol. 127(C), pages 127-140.
    4. Francesco Aiello & Graziella Bonanno & Stefania Patrizia Sonia Rossi, 2019. "Risk Aversion And Entrepreneurship: Financing Innovation For Smes Across Europe. Evidence From Multilevel Models," Working Papers 201902, Università della Calabria, Dipartimento di Economia, Statistica e Finanza "Giovanni Anania" - DESF.
    5. Bettina Becker, 2013. "The Determinants of R&D Investment: A Survey of the Empirical Research," Discussion Paper Series 2013_09, Department of Economics, Loughborough University, revised Sep 2013.
    6. Sasidharan, Subash & Jijo Lukose, P.J. & Komera, Surenderrao, 2015. "Financing constraints and investments in R&D: Evidence from Indian manufacturing firms," The Quarterly Review of Economics and Finance, Elsevier, vol. 55(C), pages 28-39.
    7. Georgios Efthyvoulou & Priit Vahter, 2016. "Financial Constraints, Innovation Performance and Sectoral Disaggregation," Manchester School, University of Manchester, vol. 84(2), pages 125-158, March.
    8. Marek Giebel & Kornelius Kraft, 2024. "R&D investments under financing constraints," Industry and Innovation, Taylor & Francis Journals, vol. 31(9), pages 1141-1168, October.
    9. Martinsson, Gustav, 2009. "Finance and R&D Investments - is there a debt overhang effect on R&D investments?," Working Paper Series in Economics and Institutions of Innovation 174, Royal Institute of Technology, CESIS - Centre of Excellence for Science and Innovation Studies.
    10. Francesco Aiello & Graziella Bonanno & Stefania P. S. Rossi, 2020. "How firms finance innovation. Further empirics from European SMEs," Metroeconomica, Wiley Blackwell, vol. 71(4), pages 689-714, November.
    11. Milani, Sahar & Neumann, Rebecca, 2022. "R&D, patents, and financing constraints of the top global innovative firms," Journal of Economic Behavior & Organization, Elsevier, vol. 196(C), pages 546-567.
    12. Hanna Hottenrott & Bronwyn H. Hall & Dirk Czarnitzki, 2016. "Patents as quality signals? The implications for financing constraints on R&D," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 25(3), pages 197-217, April.
    13. Ömer Tuğsal Doruk, 2024. "The Link Between R&D and Financing Constraints in Manufacturing Sectors for Two Emerging Markets," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 15(3), pages 12596-12621, September.
    14. Brown, James R. & Martinsson, Gustav & Petersen, Bruce C., 2012. "Do financing constraints matter for R&D?," European Economic Review, Elsevier, vol. 56(8), pages 1512-1529.
    15. Hans Lööf & Pardis Nabavi, 2016. "Innovation and credit constraints: evidence from Swedish exporting firms," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 25(3), pages 269-282, April.
    16. Maria Luisa Mancusi & Andrea Vezzulli, 2014. "R&D AND CREDIT RATIONING IN SMEs," Economic Inquiry, Western Economic Association International, vol. 52(3), pages 1153-1172, July.
    17. Giebel, Marek & Kraft, Kornelius, 2020. "Bank credit supply and firm innovation behavior in the financial crisis," Journal of Banking & Finance, Elsevier, vol. 121(C).
    18. Giebel, Marek & Kraft, Kornelius, 2015. "The impact of the financial crisis on investments in innovative firms," ZEW Discussion Papers 15-069, ZEW - Leibniz Centre for European Economic Research.
    19. Xiang, Erwei & Gasbarro, Dominic & Cullen, Grant & Ruan, Wenjuan, 2020. "Does R&D expenditure volatility affect stock return?," Journal of Contemporary Accounting and Economics, Elsevier, vol. 16(3).
    20. Z. Jun Lin & Shengqiang Liu & Fangcheng Sun, 2017. "The Impact of Financing Constraints and Agency Costs on Corporate R&D Investment: Evidence from China," International Review of Finance, International Review of Finance Ltd., vol. 17(1), pages 3-42, March.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:respol:v:46:y:2017:i:9:p:1570-1579. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/locate/respol .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.