IDEAS home Printed from https://ideas.repec.org/a/eee/tefoso/v112y2016icp178-187.html
   My bibliography  Save this article

Decisions of OFDI Engagement and Location for Heterogeneous Multinational firms: Evidence from Chinese firms

Author

Listed:
  • Shao, Yanmin
  • Shang, Yan

Abstract

This paper explores how multinational firm take decisions with regard to outward FDI (OFDI) depending on total factor productivity (TFP). In particular, we examine how the TFP of an individual firm interacts with the host country's factors, and its indirect impact on the location decision. An annual data set from 2008 to 2013 for publicly listed multinational firms in China is examined. The empirical results suggest that, first, the TFP could stimulate the OFDI engagement of a firm. Second, the influence of the firm's TFP is consistent across firms with different institutional advantages. Third, the firm's TFP reduces the importance of the host country's market potential on the likelihood of the firm's entry into a host country.

Suggested Citation

  • Shao, Yanmin & Shang, Yan, 2016. "Decisions of OFDI Engagement and Location for Heterogeneous Multinational firms: Evidence from Chinese firms," Technological Forecasting and Social Change, Elsevier, vol. 112(C), pages 178-187.
    • Handle: RePEc:eee:tefoso:v:112:y:2016:i:c:p:178-187
    DOI: 10.1016/j.techfore.2016.07.023
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0040162516301809
    Download Restriction: Full text for ScienceDirect subscribers only
    File URL: https://libkey.io/10.1016/j.techfore.2016.07.023?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. Grossman, Gene M. & Helpman, Elhanan & Szeidl, Adam, 2006. "Optimal integration strategies for the multinational firm," Journal of International Economics, Elsevier, vol. 70(1), pages 216-238, September.
    2. Marc J. Melitz & Giancarlo I. P. Ottaviano, 2021. "Market Size, Trade, and Productivity," World Scientific Book Chapters, in: Firms and Workers in a Globalized World Larger Markets, Tougher Competition, chapter 4, pages 87-108, World Scientific Publishing Co. Pte. Ltd..
    3. Luo, Yadong & Xue, Qiuzhi & Han, Binjie, 2010. "How emerging market governments promote outward FDI: Experience from China," Journal of World Business, Elsevier, vol. 45(1), pages 68-79, January.
    4. Guy L. F. Holburn & Bennet A. Zelner, 2010. "Political capabilities, policy risk, and international investment strategy: evidence from the global electric power generation industry," Strategic Management Journal, Wiley Blackwell, vol. 31(12), pages 1290-1315, December.
    5. Kaufmann, Daniel & Kraay, Aart & Mastruzzi, Massimo, 2007. "Governance Matters VI: Aggregate and Individual Governance Indicators, 1996-2006," Policy Research Working Paper Series 4280, The World Bank.
    6. Elhanan Helpman & Marc J. Melitz & Stephen R. Yeaple, 2004. "Export Versus FDI with Heterogeneous Firms," American Economic Review, American Economic Association, vol. 94(1), pages 300-316, March.
    7. Chen, Maggie Xiaoyang & Moore, Michael O., 2010. "Location decision of heterogeneous multinational firms," Journal of International Economics, Elsevier, vol. 80(2), pages 188-199, March.
    8. Christian Daude & Ernesto Stein, 2007. "The Quality Of Institutions And Foreign Direct Investment," Economics and Politics, Wiley Blackwell, vol. 19(3), pages 317-344, November.
    9. Engel, Dirk & Procher, Vivien, 2012. "Export, FDI and firm productivity," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 44(15), pages 1931-1940.
    10. Girma, Sourafel & Gorg, Holger & Strobl, Eric, 2004. "Exports, international investment, and plant performance: evidence from a non-parametric test," Economics Letters, Elsevier, vol. 83(3), pages 317-324, June.
    11. Rudrani Bhattacharya & Ila Patnaik & Ajay Shah, 2012. "Export Versus FDI in Services," The World Economy, Wiley Blackwell, vol. 35(1), pages 61-78, January.
    12. Fukunari Kimura & Kozo Kiyota, 2006. "Exports, FDI, and Productivity: Dynamic Evidence from Japanese Firms," Review of World Economics (Weltwirtschaftliches Archiv), Springer;Institut für Weltwirtschaft (Kiel Institute for the World Economy), vol. 142(4), pages 695-719, December.
    13. Olley, G Steven & Pakes, Ariel, 1996. "The Dynamics of Productivity in the Telecommunications Equipment Industry," Econometrica, Econometric Society, vol. 64(6), pages 1263-1297, November.
    14. repec:hal:spmain:info:hdl:2441/10192 is not listed on IDEAS
    15. Jiangyong Lu & Xiaohui Liu & Mike Wright & Igor Filatotchev, 2014. "International experience and FDI location choices of Chinese firms: The moderating effects of home country government support and host country institutions," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 45(4), pages 428-449, May.
    16. Peter J Buckley & L Jeremy Clegg & Adam R Cross & Xin Liu & Hinrich Voss & Ping Zheng, 2007. "The determinants of Chinese outward foreign direct investment," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 38(4), pages 499-518, July.
    17. Andrew B. Bernard & Jonathan Eaton & J. Bradford Jensen & Samuel Kortum, 2003. "Plants and Productivity in International Trade," American Economic Review, American Economic Association, vol. 93(4), pages 1268-1290, September.
    18. Yasar, Mahmut & Morrison Paul, Catherine J., 2007. "International linkages and productivity at the plant level: Foreign direct investment, exports, imports and licensing," Journal of International Economics, Elsevier, vol. 71(2), pages 373-388, April.
    19. Wang, Chengqi & Hong, Junjie & Kafouros, Mario & Boateng, Agyenim, 2012. "What drives outward FDI of Chinese firms? Testing the explanatory power of three theoretical frameworks," International Business Review, Elsevier, vol. 21(3), pages 425-438.
    20. Steven Globerman & Daniel Shapiro, 2009. "Economic and strategic considerations surrounding Chinese FDI in the United States," Asia Pacific Journal of Management, Springer, vol. 26(1), pages 163-183, March.
    21. Robert Elliott & Ying Zhou, 2013. "State-owned Enterprises, Exporting and Productivity in China: A Stochastic Dominance Approach," The World Economy, Wiley Blackwell, vol. 36(8), pages 1000-1028, August.
    22. Aw, Bee Yan & Lee, Yi, 2008. "Firm heterogeneity and location choice of Taiwanese multinationals," Journal of International Economics, Elsevier, vol. 75(1), pages 167-179, May.
    23. Murakami, Yukako, 2005. "Are multinational enterprises more productive?: A test of the selection hypothesis," Journal of Asian Economics, Elsevier, vol. 16(2), pages 327-339, April.
    24. Joachim Wagner, 2006. "Exports, foreign direct investment, and productivity: evidence from German firm level data," Applied Economics Letters, Taylor & Francis Journals, vol. 13(6), pages 347-349.
    25. Sourafel Girma & Richard Kneller & Mauro Pisu, 2005. "Exports versus FDI: An Empirical Test," Review of World Economics (Weltwirtschaftliches Archiv), Springer;Institut für Weltwirtschaft (Kiel Institute for the World Economy), vol. 141(2), pages 193-218, July.
    26. Marc J. Melitz & Gianmarco I. P. Ottaviano, 2008. "Market Size, Trade, and Productivity (DOI:10.111/j.1467-937x.2007.00463.x)," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 75(3), pages 985-985.
    27. Jens M. Arnold & Katrin Hussinger, 2010. "Exports versus FDI in German Manufacturing: Firm Performance and Participation in International Markets," Review of International Economics, Wiley Blackwell, vol. 18(4), pages 595-606, September.
    28. Raymond Vernon, 1966. "International Investment and International Trade in the Product Cycle," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 80(2), pages 190-207.
    29. Keith Head & Thierry Mayer, 2004. "Market Potential and the Location of Japanese Investment in the European Union," The Review of Economics and Statistics, MIT Press, vol. 86(4), pages 959-972, November.
    30. Daphne W. Yiu, 2011. "Multinational Advantages of Chinese Business Groups: A Theoretical Exploration," Management and Organization Review, The International Association for Chinese Management Research, vol. 7(2), pages 249-277, July.
    31. Buchanan, Bonnie G. & Le, Quan V. & Rishi, Meenakshi, 2012. "Foreign direct investment and institutional quality: Some empirical evidence," International Review of Financial Analysis, Elsevier, vol. 21(C), pages 81-89.
    32. repec:hal:wpspec:info:hdl:2441/10192 is not listed on IDEAS
    33. Klaus E Meyer & Yuan Ding & Jing Li & Hua Zhang, 2014. "Overcoming distrust: How state-owned enterprises adapt their foreign entries to institutional pressures abroad," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 45(8), pages 1005-1028, October.
    34. Mario F. Bognanno & Michael P. Keane & Donghoon Yang, 2005. "The Influence of Wages and Industrial Relations Environments on the Production Location Decisions of U.S. Multinational Corporations," ILR Review, Cornell University, ILR School, vol. 58(2), pages 171-200, January.
    35. Chengqi Wang & Junjie Hong & Mario Kafouros & Mike Wright, 2012. "Exploring the role of government involvement in outward FDI from emerging economies," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 43(7), pages 655-676, September.
    36. Richard E. Baldwin & Toshihiro Okubo, 2006. "Heterogeneous firms, agglomeration and economic geography: spatial selection and sorting," Journal of Economic Geography, Oxford University Press, vol. 6(3), pages 323-346, June.
    37. Catia Montagna, 2001. "Efficiency Gaps, Love of Variety and International Trade," Economica, London School of Economics and Political Science, vol. 68(269), pages 27-44, February.
    38. Jan Hagemejer & Marcin Kolasa, 2011. "Internationalisation and Economic Performance of Enterprises: Evidence from Polish Firm‐level Data," The World Economy, Wiley Blackwell, vol. 34(1), pages 74-100, January.
    39. Paul Krugman, 1992. "A Dynamic Spatial Model," NBER Working Papers 4219, National Bureau of Economic Research, Inc.
    40. Yeaple, Stephen Ross, 2009. "Firm heterogeneity and the structure of U.S. multinational activity," Journal of International Economics, Elsevier, vol. 78(2), pages 206-215, July.
    41. Marti, Josep & Alguacil, Maite & Orts, Vicente, 2015. "Firm Heterogeneity and Location Choice of European Multinationals," MPRA Paper 63178, University Library of Munich, Germany.
    42. Randall Morck & Bernard Yeung & Minyuan Zhao, 2008. "Perspectives on China's outward foreign direct investment," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 39(3), pages 337-350, April.
    43. Keith Head & Thierry Mayer, 2004. "Market Potential and the Location of Japanese Firms in the European Union," Sciences Po publications info:hdl:2441/10192, Sciences Po.
    44. Bruce A. Blonigen & Ronald B. Davies & Glen R. Waddell & Helen T. Naughton, 2019. "FDI in Space: Spatial Autoregressive Relationships in Foreign Direct Investment," World Scientific Book Chapters, in: Foreign Direct Investment, chapter 2, pages 55-88, World Scientific Publishing Co. Pte. Ltd..
    45. Buch, Claudia M. & Lipponer, Alexander, 2007. "FDI versus exports: Evidence from German banks," Journal of Banking & Finance, Elsevier, vol. 31(3), pages 805-826, March.
    46. Deng, Ping, 2009. "Why do Chinese firms tend to acquire strategic assets in international expansion?," Journal of World Business, Elsevier, vol. 44(1), pages 74-84, January.
    47. Lu, Jiangyong & Liu, Xiaohui & Filatotchev, Igor & Wright, Mike, 2014. "The impact of domestic diversification and top management teams on the international diversification of Chinese firms," International Business Review, Elsevier, vol. 23(2), pages 455-467.
    48. Bruce Blonigen, 2005. "A Review of the Empirical Literature on FDI Determinants," Atlantic Economic Journal, Springer;International Atlantic Economic Society, vol. 33(4), pages 383-403, December.
    49. Cheng, Leonard K. & Kwan, Yum K., 2000. "What are the determinants of the location of foreign direct investment? The Chinese experience," Journal of International Economics, Elsevier, vol. 51(2), pages 379-400, August.
    50. Robert C. Feenstra, 2002. "Border Effects and the Gravity Equation: Consistent Methods for Estimation," Scottish Journal of Political Economy, Scottish Economic Society, vol. 49(5), pages 491-506, November.
    51. Aw, Bee Yan & Lee, Yi, 2008. "Firm heterogeneity and location choice of Taiwanese multinationals," Journal of International Economics, Elsevier, vol. 76(2), pages 403-415, December.
    52. Schwens, Christian & Kabst, Ruediger, 2011. "Internationalization of young technology firms: A complementary perspective on antecedents of foreign market familiarity," International Business Review, Elsevier, vol. 20(1), pages 60-74, February.
    53. Fujii, Hidemichi & Kaneko, Shinji & Managi, Shunsuke, 2010. "Changes in environmentally sensitive productivity and technological modernization in China's iron and steel industry in the 1990s," Environment and Development Economics, Cambridge University Press, vol. 15(4), pages 485-504, August.
    54. Head, Keith & Ries, John, 2003. "Heterogeneity and the FDI versus export decision of Japanese manufacturers," Journal of the Japanese and International Economies, Elsevier, vol. 17(4), pages 448-467, December.
    55. Lin Cui & Fuming Jiang, 2012. "State ownership effect on firms' FDI ownership decisions under institutional pressure: a study of Chinese outward-investing firms," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 43(3), pages 264-284, April.
    56. Davide Castellani & Antonello Zanfei, 2007. "Internationalisation, Innovation and Productivity: How Do Firms Differ in Italy?," The World Economy, Wiley Blackwell, vol. 30(1), pages 156-176, January.
    57. Hampton, Mark P. & Christensen, John, 2002. "Offshore Pariahs? Small Island Economies, Tax Havens, and the Re-configuration of Global Finance," World Development, Elsevier, vol. 30(9), pages 1657-1673, September.
    58. Marc J. Melitz, 2003. "The Impact of Trade on Intra-Industry Reallocations and Aggregate Industry Productivity," Econometrica, Econometric Society, vol. 71(6), pages 1695-1725, November.
    59. Jože P. Damijan & Sašo Polanec & Janez Prašnikar, 2007. "Outward FDI and Productivity: Micro‐evidence from Slovenia," The World Economy, Wiley Blackwell, vol. 30(1), pages 135-155, January.
    60. Daphne W Yiu & ChungMing Lau & Garry D Bruton, 2007. "International venturing by emerging economy firms: the effects of firm capabilities, home country networks, and corporate entrepreneurship," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 38(4), pages 519-540, July.
    61. Yiu, Daphne W., 2011. "Multinational Advantages of Chinese Business Groups: A Theoretical Exploration," Management and Organization Review, Cambridge University Press, vol. 7(2), pages 249-277, July.
    62. Malcolm Warner & Ng Sek Hong & Xu Xiaojun, 2004. "‘Late Development’ Experience and the Evolution of Transnational Firms in the People's Republic of China," Asia Pacific Business Review, Taylor & Francis Journals, vol. 10(3-4), pages 324-345, March.
    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. Qiuping Chen & Bo Ning & Yue Pan & Jinli Xiao, 2022. "Green finance and outward foreign direct investment: evidence from a quasi-natural experiment of green insurance in China," Asia Pacific Journal of Management, Springer, vol. 39(3), pages 899-924, September.
    2. Mainer-Casado, Carolina & Fariñas, José Carlos & Moreno, Lourdes, 2018. "The Scope, Scale and Locational Preferences of Spanish Multinationals," MPRA Paper 85766, University Library of Munich, Germany.
    3. Alguacil, Maite & Martí, Josep & Orts, Vicente, 2023. "Firms’ characteristics and their international location strategy: Micro-level evidence from European countries," International Review of Economics & Finance, Elsevier, vol. 83(C), pages 97-113.
    4. Fariñas, José C. & Martín-Marcos, Ana & Velázquez, Francisco J., 2019. "Estimating the Scope Elasticity of Multinational Firms: An Empirical Assessment," MPRA Paper 94990, University Library of Munich, Germany.
    5. Valmor Comim Junior, 2021. "Literature review on Drivers of Chinese Outward Foreign Direct Investment," International Journal of Science and Business, IJSAB International, vol. 5(4), pages 143-157.
    6. Olga Porro & Francesc Pardo-Bosch & Núria Agell & Mónica Sánchez, 2020. "Understanding Location Decisions of Energy Multinational Enterprises within the European Smart Cities’ Context: An Integrated AHP and Extended Fuzzy Linguistic TOPSIS Method," Energies, MDPI, vol. 13(10), pages 1-29, May.
    7. Shuai Meng & Jiayan Yan & Xuebing Cao, 2019. "Heterogeneity in top management teams and outward foreign direct investment: evidence from Chinese listed companies," Frontiers of Business Research in China, Springer, vol. 13(1), pages 1-28, December.
    8. José C. Fariñas & Ana Martín-Marcos & Francisco J. Velázquez, 2021. "The Geographical Scope of Multinational Firms and Heterogeneity," Open Economies Review, Springer, vol. 32(4), pages 761-788, September.
    9. Qu, Jianying & Li, Ke & Ye, Ze & Shao, Shuai, 2022. "The impact of differential power pricing policy on firm productivity in China: Evidence from iron and steel firms," Journal of Asian Economics, Elsevier, vol. 80(C).
    10. Yuan Gao & Yang Li & Mingxin Zhang, 2022. "On the spillover effect of China's outward FDI in Germany," Economics of Transition and Institutional Change, John Wiley & Sons, vol. 30(2), pages 393-417, April.

    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. Marti, Josep & Alguacil, Maite & Orts, Vicente, 2015. "Firm Heterogeneity and Location Choice of European Multinationals," MPRA Paper 62596, University Library of Munich, Germany.
    2. Wei, Yingqi & Zheng, Nan & Liu, Xiaohui & Lu, Jiangyong, 2014. "Expanding to outward foreign direct investment or not? A multi-dimensional analysis of entry mode transformation of Chinese private exporting firms," International Business Review, Elsevier, vol. 23(2), pages 356-370.
    3. Valeria Gattai & Giorgia Sali, 2016. "FDI and heterogeneous performance of European enterprises," Economia e Politica Industriale: Journal of Industrial and Business Economics, Springer;Associazione Amici di Economia e Politica Industriale, vol. 43(1), pages 25-65, March.
    4. Alessandro Borin & Michele Mancini, 2016. "Foreign direct investment and firm performance: an empirical analysis of Italian firms," Review of World Economics (Weltwirtschaftliches Archiv), Springer;Institut für Weltwirtschaft (Kiel Institute for the World Economy), vol. 152(4), pages 705-732, November.
    5. Onur A. Koska & Ngo Van Long & Frank Stähler, 2018. "Foreign direct investment as a signal," Review of International Economics, Wiley Blackwell, vol. 26(1), pages 60-83, February.
    6. Ilan Alon & John Anderson & Ziaul Haque Munim & Alice Ho, 2018. "A review of the internationalization of Chinese enterprises," Asia Pacific Journal of Management, Springer, vol. 35(3), pages 573-605, September.
    7. Gattai, Valeria & Natale, Piergiovanna & Rossi, Francesca, 2023. "Board diversity and outward FDI: Evidence from europe," Economic Modelling, Elsevier, vol. 120(C).
    8. Dilek Demirbas & Ila Patnaik & Ajay Shah, 2013. "Graduating to globalisation: a study of Southern multinationals," Indian Growth and Development Review, Emerald Group Publishing Limited, vol. 6(2), pages 242-259, November.
    9. Fariñas, José C. & Martín-Marcos, Ana & Velázquez, Francisco J., 2019. "Estimating the Scope Elasticity of Multinational Firms: An Empirical Assessment," MPRA Paper 94990, University Library of Munich, Germany.
    10. Francisco J. Santos-Arteaga & Celia Torrecillas & Madjid Tavana, 2019. "Dynamic effects of learning on the innovative outputs and productivity in Spanish multinational enterprises," The Journal of Technology Transfer, Springer, vol. 44(1), pages 97-131, February.
    11. Li, Linjie & Liu, Xiaming & Yuan, Dong & Yu, Miaojie, 2017. "Does outward FDI generate higher productivity for emerging economy MNEs? – Micro-level evidence from Chinese manufacturing firms," International Business Review, Elsevier, vol. 26(5), pages 839-854.
    12. Chen, Maggie Xiaoyang & Moore, Michael O., 2010. "Location decision of heterogeneous multinational firms," Journal of International Economics, Elsevier, vol. 80(2), pages 188-199, March.
    13. Kiyoyasu Tanaka, 2015. "Firm Heterogeneity and FDI in Distribution Services," The World Economy, Wiley Blackwell, vol. 38(8), pages 1295-1311, August.
    14. Donatella Baiardi & Valeria Gattai & Piergiovanna Natale, 2021. "Estimating the ex‐ante and the ex‐post effects of Chinese outward FDI," The World Economy, Wiley Blackwell, vol. 44(12), pages 3641-3673, December.
    15. Elhanan Helpman, 2006. "Trade, FDI, and the Organization of Firms," Journal of Economic Literature, American Economic Association, vol. 44(3), pages 589-630, September.
    16. Shawn Arita & Kiyoyasu Tanaka, 2014. "Heterogeneous multinational firms and productivity gains from falling FDI barriers," Review of World Economics (Weltwirtschaftliches Archiv), Springer;Institut für Weltwirtschaft (Kiel Institute for the World Economy), vol. 150(1), pages 83-113, February.
    17. Onur A. Koska, 2020. "Sourcing product quality for foreign market entry," Review of World Economics (Weltwirtschaftliches Archiv), Springer;Institut für Weltwirtschaft (Kiel Institute for the World Economy), vol. 156(3), pages 669-702, August.
    18. Valeria, Gattai & Rajssa, Mechelli & Piergiovanna, Natale, 2016. "FDI and Heterogeneous Firms: Evidence from BRIC Countries," Working Papers 322, University of Milano-Bicocca, Department of Economics, revised 18 Jan 2016.
    19. Hu, Helen Wei & Cui, Lin, 2014. "Outward foreign direct investment of publicly listed firms from China: A corporate governance perspective," International Business Review, Elsevier, vol. 23(4), pages 750-760.
    20. Helen Naughton & Pehr-Johan Norbäck & Ayça Tekin-Koru, 2016. "Aggregation Issues of Foreign Direct Investment Estimation in an Interdependent World," The World Economy, Wiley Blackwell, vol. 39(12), pages 2046-2073, December.

    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:tefoso:v:112:y:2016:i:c:p:178-187. 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.sciencedirect.com/science/journal/00401625 .

    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.