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1. Acemoglu, Daron, Asuman Ozdaglar, and Alireza Tahbaz-Salehi. 2017. Microeconomic Origins of Macroeconomic Tail Risks. American Economic Review 107 (1): 54108.
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2. Acemoglu, Daron, Vasco M. Carvalho, Asuman Ozdaglar, and Alireza Tahbaz-Salehi. 2012. The Network Origins of Aggregate Fluctuations. Econometrica 80 (5): 19772016.
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3. Aitken, Brian J., and Ann E. Harrison. 1999. Do Domestic Firms Benet from Direct Foreign Investment ? Evidence from Venezuela. American Economic Review 89 (3): 605618. Akcigit, Ufuk, and Sina Ates. Forthcoming. What Happened to US Business Dynamism. Journal of Political Economy.

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5. Almunia, Miguel, Pol Antràs, David Lopez-Rodriguez, and Eduardo Morales. 2021. Venting Out: Exports during a Domestic Slump. American Economic Review 111 (11): 36113662.

6. Alvarez, Roberto, and Ricardo A. López. 2008. Is Exporting a Source of Productivity Spillovers? Review of World Economics 144 (4): 723749.

7. Amiti, Mary, and David E. Weinstein. 2018. How Much Do Idiosyncratic Bank Shocks Aect Investment ? Evidence from Matched Bank-Firm Loan Data. Journal of Political Economy 126 (2): 525587.

8. As robustness tests we also estimate productivity using various other approaches, in particular, Olley and Pakes (1996), Ackerberg, Caves, and Frazer (2015), and Collard-Wexler and De Loecker (2020) and using a translog specication. Following Hsieh and Klenow (2009), we also experimented with using the wage bill as a proxy for labor instead of the number of full-time-equivalent jobs, which captures skill heterogeneity as higher skilled workers tend to get paid higher wages.
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9. Atalay, Enghin, Ali Hortaçsu, James Roberts, and Chad Syverson. 2011. Network structure of production. Proceedings of the National Academy of Sciences 108 (13): 51995202.
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10. Barrot, Jean-Noël, and Julien Sauvagnat. 2016. Input Specicity and the Propagation of Idiosyncratic Shocks in Production Networks. The Quarterly Journal of Economics 131 (3): 15431592.
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11. Bloom, Nicholas, John Van Reenen, and Sheila Melvin. 2013. Gokaldas Exports (A): The Challenge of Change. Stanford GSB Case Studies No SM213A.
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12. Bloom, Nicholas, Raaella Sadun, and John Van Reenen. 2012. Americans Do I.T. Better: US Multinationals and the Productivity Miracle. American Economic Review 102 (1): 167201.

13. Borusyak, Kirill, Xavier Jaravel, and Jann Spiess. 2021. Revisiting Event Study Designs: Robust and Ecient Estimation. ArXiv preprint arXiv:2108.12419.
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14. Callaway, Brantly, and Pedro H.C. Sant'Anna. 2021. Dierence-in-Dierences with multiple time periods. Journal of Econometrics 225 (2): 200230.
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15. Carvalho, Vasco, Makoto Nirei, Yukiko Saito, and Alireza Tahbaz-Salehi. 2021. Supply Chain Disruptions: Evidence from the Great East Japan Earthquake. The Quarterly Journal of Economics 136 (2): 12551321.

16. Cohort-Specic Di-In-Di designs Table D11 show the event studies using the Sun and Abraham (2021) approach for all our main outcomes for the three denitions of superstars.
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17. Collard-Wexler, Allan, and Jan De Loecker. 2020. Production Function Estimation and Capital Measurement Error. NBER Working Paper w22437.
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18. Corrado, Carol, Jonathan Haskel, Cecilia Jona-Lasino, and Massimiliano Iommi. 2013. Innovation and intangible investment in Europe, Japan, and the United States. Oxford Review of Economic Policy 29 (2): 261286.
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19. Coverage and representativeness of Orbis data. OECD Science, Technology and Industry Working Paper 2020/06.
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20. de Chaisemartin, Clément, and Xavier D'Haultfoeuille. 2022. Two-Way Fixed Eects and Dierencesin -Dierences with Heterogeneous Treatment Eects: A Survey. NBER Working Paper 29691.
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21. Dhyne, Emmanuel, Ayumu Ken Kikkawa, Magne Mogstad, and Felix Tintelnot. 2021. Trade and Domestic Production Networks. The Review of Economic Studies 88 (2): 643668.
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22. Dhyne, Emmanuel, Glenn Magerman, and Stela Rubínová. 2015. The Belgian production network 2002-2012. National Bank of Belgium Working Paper 288.
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23. Dhyne, Emmanuel, Jozef Konings, Jeroen Van den bosch, and Stijn Vanormelingen. 2021. The Return on Information Technology: Who Benets Most? Information Systems Research 32 (1): 194211.
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24. Eeckhout, Jan. 2022. The Prot Paradox. Princeton University Press.
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25. Finally, we also estimated a gross output production function instead of a value-added production function following Gandhi, Navarro, and Rivers (2020). They show that when using proxy variable methods for estimating a gross output production function additional sources of variation in the demand for exible inputs are required. They develop a new non-parametric identication strategy which regresses the exible's input revenue share on all inputs (labor, capital and intermediate inputs) to identify the exible input elasticity. The latter is used to identify the part of the production function that depends on the exible input. A standard proxy variable approach as in Ackerberg, Caves, and Frazer (2015) is then used to identify the remaining coecients on the other inputs.
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26. For example, a market might be dominated by a single large retailer and rm i 's are manufacturers (as in the WalMex model of Iacovone et al. (2015)). Or the superstar might be a multinational which has an eective monopoly in its home (foreign) market. Rather than endogenize this market structure we simply take this as given at Stage 0. 30 The upstream market has N rms indexed i = 1;::::;N, where we assume that N is suciently large that we can abstract away from strategic oligopolistic interactions, each of whom produces a single variety. Firms have heterogeneous TFPQ, A, with the high TFPQ rms having lower marginal costs and therefore lower prices and higher output. Output Q is produced with a production function Q = AL where L are competitively supplied labor services 31 and 1: In Stage 1, upstream rms enter the economy and draw A from a known i.i.d. distribution,
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27. Gandhi, Amit, Salvador Navarro, and David A. Rivers. 2020. On the identication of gross output production functions. Journal of Politcal Economy 128 (8): 29733016.

28. Garicano, Luis, Claire Lelarge, and John Van Reenen. 2016. Firm Size Distortions and the Productivity Distribution: Evidence from France. American Economic Review 106, no. 11 (November): 343979. https://doi.org/10.1257/aer.20130232. http://www.aeaweb.org/articles?id=10.1257/ aer.20130232.

29. Gibbons, Robert, and Rebecca Henderson. 2012. Relational Contracts and Organizational Capabilities.

30. Greenstone, Michael, Richard Hornbeck, and Enrico Moretti. 2010. Identifying Agglomeration Spillovers: Evidence from Winners and Losers of Large Plant Openings. Journal of Political Economy 118 (3): 536598.

31. Hsieh, Chang-Tai, and Peter J. Klenow. 2009. Misallocation and Manufacturing TFP in China and India. The Quarterly Journal of Economics 124 (4): 14031448.

32. Iacovone, Leonardo, Beata Javorcik, Wolfgang Keller, and James Tybout. 2015. Supplier Responses to Walmart's Invasion in Mexico. Journal of International Economics 95 (1): 15.
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33. Imbens, Guido W., and Jerey M. Wooldridge. 2009. Recent developments in the econometrics of program evaluation. Journal of Economic Literature 47 (1): 586.

34. Iyoha, Ebehi. 2021. Estimating Productivity in the Presence of Spillovers: Firm-level Evidence from the US Production Network. Harvard Business School Working Paper.
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35. Javorcik, Beata Smarzynska. 2004. Does Foreign Direct Investment Increase the Productivity of Domestic Firms? In Search of Spillovers Through Backward Linkages. American Economic Review 94 (3): 605627.
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36. Keller, Wolfgang, and Stephen R Yeaple. 2009. Multinational Enterprises, International Trade, and Productivity Growth: Firm-Level Evidence from the United States. The Review of Economics and Statistics 91 (4): 821831.
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37. Keller, Wolfgang. 2021. Knowledge Spillovers, Trade and Foreign Direct Investment. NBER Working Paper 28739.
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38. Konings, Jozef. 2001. The Eects of Foreign Direct Investment on Domestic Firms. Economics of Transition 9 (3): 619633.
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39. Kroft, Kory, Yao Luo, Magne Mogstad, and Bradley Setzler. 2022. Imperfect Competition and Rents in Labor and Product Markets: The Case of the Construction Industry. NBER Working Paper 27325.
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40. Levinsohn, James, and Amil Petrin. 2003. Estimating Production Functions Using Inputs to Control for Unobservables. The Review of Economic Studies 70 (2): 317341.

41. Lim, Kevin. 2018. Endogenous Production Networks and the Business Cycle. Working Paper.
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42. Liu, Ernest. 2019. Industrial Policies in Production Networks. The Quarterly Journal of Economics 134 (4): 18831948.

43. Macchiavello, Rocco. 2022. Relational Contracts and Development. Annual Review of Economics 14:337362.
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44. Olley, G. Steven, and Ariel Pakes. 1996. The Dynamics of Productivity in the Telecommunications Equipment Industry. Econometrica 64 (6): 12631297.

45. Philippon, Thomas. 2019. The Great Reversal: How America Gave Up on Free Markets. Cambridge: Belknap Press.
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46. Relationship Capability (RC) This is measured as simply the number of customer rm j0s that a rm i has (following Bernard et al. (2022)). Firm Age The rm's age is computed using the date of incorporation of the rm reported in ORBIS (BvD). 29 The age of the rm is then the year the rm is observed in the data minus the date of incorporation. We dene a young rm as a rm which is less than or equal to ve years old. For 32 rms a negative age is computed, which were checked (and corrected) using the Ocial Gazette of Belgium that provides the business registration details and deed of incorporation. These were typically older rms that changed either their legal status (e.g. into limited liability) or that changed their address.
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47. Setzler, Bradley, and Felix Tintelnot. 2021. The Eects of Foreign Multinationals on Workers and Firms in the United States. The Quarterly Journal of Economics 136 (3): 19431991.
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48. Sun, Liyang, and Sarah Abraham. 2021. Estimating dynamic treatment eects in event studies with heterogeneous treatment eects. Journal of Econometrics 225 (2): 175199.
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49. Sutton, John. 2004. The Globalization Process: Auto-component Supply Chains in China and India. Unpublished.
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50. The Origins of Firm Heterogeneity: A Production Network Approach. Journal of Political Economy 130 (7): 17171991.
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51. White House. 2021. Executive Order on Promoting Competition in the American Economy. Wooldridge, Jerey M. 2009. On estimating rm-level production functions using proxy variables to control for unobservables. Economics Letters 104 (3): 112114.
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52. Wu, Tim. 2018. The Curse of Bigness. New York, NY: Columbia Global Reports.
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1. How Does the Impact of Foreign Direct Investment on Labor Productivity Affects Productive Capacity?. (2022). Saha, Sanjoy Kumar.
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2. FDI spillovers at different levels of industrial and spatial aggregation: Evidence from the electricity sector. (2013). Del Bo, Chiara.
   In: Energy Policy.
   RePEc:eee:enepol:v:61:y:2013:i:c:p:1490-1502.

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3. Determinants of Growth and Inflation in Southern Mediterranean Countries. (2012). Coutinho, Leonor.
   In: CEPS Papers.
   RePEc:eps:cepswp:6736.

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4. The dynamic of financial development, imports, foreign direct investment and economic growth: cointegration and causality analysis in Pakistan. (2011). Shahbaz, Muhammad ; Mohammad, Mafizur Rahman .
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   RePEc:pra:mprapa:32181.

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5. Greasing the Wheels of International Commerce: How Services Facilitate Firms’ International Sourcing. (2010). Raff, Horst ; Görg, Holger ; Debaere, Peter ; Gorg, Holger.
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6. Industrial clusters, entrepreneurial culture and the social environment: The effects on FDI distribution. (2009). Majocchi, Antonio ; Presutti, Manuela.
   In: International Business Review.
   RePEc:eee:iburev:v:18:y:2009:i:1:p:76-88.

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7. In Search of Environmental Spillovers. (2008). Ercolani, Marco ; Elliott, Robert ; Cole, Matthew ; Albornoz, Facundo.
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8. Productivity efficiency and firm size: An empirical analysis of foreign owned companies. (2007). Tzeremes, Nickolaos ; HALKOS, GEORGE.
   In: International Business Review.
   RePEc:eee:iburev:v:16:y:2007:i:6:p:713-731.

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9. La productividad y sus determinantes:el caso de la industria colombiana. (2006). Rosales-Rueda, Maria ; Echavarría, Juan ; Arbelaez, Maria ; Echavarria, Juan Jose.
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10. Multinational firms, exclusivity, and the degree of backward linkages. (2005). Saggi, Kamal ; Lin, Ping.
    In: Discussion Paper Series 1: Economic Studies.
    RePEc:zbw:bubdp1:2943.

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11. Is More Mobility Good? Firm Mobility and the Low Wage-Low Productivity Trap. (2005). Seguino, Stephanie.
    In: International Trade.
    RePEc:wpa:wuwpit:0505008.

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12. Foreign Investment, Corporate Ownership, and Development:Are Firms in Emerging Markets Catching Up to the World Standard?. (2005). Svejnar, Jan ; Sabirianova Peter, Klara.
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13. Financial Liberalization in Latin-America in the 1990s: A Reassessment. (2005). Aizenman, Joshua.
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14. Is More Mobility Good? Firm Mobility and the Low Wage -- Low Productivity Trap. (2005). Seguino, Stephanie.
    In: Economics Working Paper Archive.
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15. Foreign Investment, Corporate Ownership, and Development: Are Firms in Emerging Markets Catching Up to the World Standard?. (2005). Svejnar, Jan ; Sabirianova Peter, Klara.
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16. The Effects of Entry on Incumbent Innovation and Productivity. (2005). Howitt, Peter ; Griffith, Rachel ; Blundell, Richard ; Aghion, Philippe ; Prantl, Susanne.
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17. Foreign Direct Investment, Competitive Pressure and Spillovers. An Empirical Analysis of Spanish Firm Level Data. (2005). Siotis, Georges ; Sembenelli, Alessandro.
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18. Subsidy Competition in Integrating Economies. (2005). Corcos, Gregory ; Albornoz, Facundo.
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19. The New Regionalism: Integration as a Commitment Device for Developing Countries. (2004). Waldkirch, Andreas.
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20. Determinants of Employment Growth at MNEs: Evidence from Egypt, India, South Africa and Vietnam. (2004). Meyer, Klaus ; Bhaumik, Sumon ; Estrin, Saul.
    In: William Davidson Institute Working Papers Series.
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21. Policies facilitating firm adjustment to globalization. (2004). Javorcik, Beata ; Hoekman, Bernard.
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22. Transfer of technology to developing countries : unilateral and multilateral policy options. (2004). Saggi, Kamal ; Maskus, Keith ; Hoekman, Bernard.
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23. Is the Invisible Hand Discerning or Indiscriminate? Investment and Stock Prices in the Aftermath of Capital Account Liberalizations. (2004). Henry, Peter ; Chari, Anusha.
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24. THE EFFECT OF FOREIGN DIRECT INVESTMENT ON LABOUR PRODUCTIVITY: EVIDENCE FROM ESTONIA AND SLOVENIA. (2004). Vahter, Priit.
    In: University of Tartu - Faculty of Economics and Business Administration Working Paper Series.
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25. Does foreign ownership matter for survival and growth? Dynamics of competition and foreign direct investment. (2004). Taymaz, Erol ; Ozler, Sule .
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26. Determinants of Employment Growth at MNEs: Evidence from Egypt, India, South Africa and Vietnam. (2004). Meyer, Klaus ; Bhaumik, Sumon ; Estrin, Saul.
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27. Local Knowledge Spillovers in the Indonesian Manufacturing Industry. (2004). Palangkaraya, Alfons ; Aw, Bee Yan.
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28. HOST COUNTRY IMPACTS OF INWARD FDI: WHY SUCH DIFFERENT ANSWERS?. (2004). Sjöholm, Fredrik.
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29. Export learning process in local supplier networks. (2004). CUBILLO, JOSE MARIA ; Cervio, Julio.
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30. Does Foreign Direct Investment Increase the Productivity of Domestic Firms? In Search of Spillovers Through Backward Linkages. (2004). Javorcik, Beata.
    In: American Economic Review.
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31. Foreign direct investmant, spillovers and absorptive capacity: Evidence from quantile regressions. (2003). Görg, Holger ; Girma, Sourafel.
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32. Human Capital and Inward FDI. (2003). Kokko, Ari ; Blomstrom, Magnus.
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33. Absorptive capacity and productivity spillovers From FDI: a threshold regression analysis. (2003). Girma, Sourafel.
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34. Entrepreneurship and performance around MNC affiliates. (2003). CUBILLO, JOSE MARIA.
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35. Market access spillovers: an empirical approach to the flagship firm effect. (2003). CUBILLO, JOSE MARIA ; Jose M, .
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36. Foreign Direct Investment, Transactions Linkages, and the Performance of the Domestic Sector. (2002). Munday, Max ; Driffield, Nigel ; Roberts, Annette.
    In: International Journal of the Economics of Business.
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37. Institutional Efficiency, Monitoring Costs, and the Investment Share of FDI. (2002). Spiegel, Mark ; Aizenman, Joshua.
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38. International Technology Diffusion and Growth in the Manufacturing Sector of Developing Economies. (2002). Zachariadis, Marios ; Savvides, Andreas.
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39. Spillovers From Foreign Firms Through Worker Mobility: An Empirical Investigation. (2002). Strobl, Eric ; Görg, Holger.
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40. Capital account liberalization, free long-term capital flows, financial crises and economic development. (2002). Singh, Ajit.
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41. Direct Foreign Investments And Productivity Growth In Hungarian Firms, 1992-1999. (2001). Sgard, Jerome.
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42. Multinational Corporations as Catalyst for Industrial Development: The Case of Poland. (2001). Resmini, Laura ; Altomonte, Carlo.
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43. Benefits and costs of international financial integration : theory and facts. (2001). Agénor, Pierre-Richard.
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44. Bridging the digital divide - how enterprise ownership and foreign competition affect Internet access in Eastern Europe and Central Asia. (2001). Clarke, George.
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45. When Does Capital Account Liberalization Help More than It Hurts?. (2001). Wyplosz, Charles ; Eichengreen, Barry ; Arteta, Carlos.
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46. Direct Foreign Investments and Productivity Growth in Hungarian Firms, 1992-1999. (2001). Sgard, Jerome.
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47. The Effects of Foreign Direct Investment on Domestic Firms: Evidence from Firm Level Panel Data in Emerging Economies. (2000). Konings, Jozef.
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48. Does Foreign Ownership Matter? Russian Experience. (2000). Ponomareva, Natalia ; Melentieva, Natalya ; Yudaeva, Ksenia ; Kozlov, Konstantin.
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49. Foreign Entry and Domestic Welfare: Can Market Discipline Be Excessive?. (2000). Bhattacharjea, Aditya.
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50. Capital Controls and Financial Crises. (1999). Aizenman, Joshua.
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