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On the real effects of private equity investment: evidence from new ...

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to Claessens and Laeven (2003), we replace <strong>the</strong> US industry characteristics with industrycharacteristics <strong>from</strong> o<strong>the</strong>r regions in some speci…cations.In Table 3, we compare <strong>the</strong> industry entry rates in <strong>the</strong> US to an aggregated measure<strong>of</strong> European entry <strong>from</strong> <strong>the</strong> Amadeus-EVCA dataset. In more than half <strong>of</strong> <strong>the</strong> industries,entry in <strong>the</strong> US is at least marginally higher than in Europe as a whole.2.4 Sample constructionWe employ <strong>the</strong> same sample selection procedure to <strong>the</strong> Amadeus dataset as Klapper et al.(2006) to see whe<strong>the</strong>r <strong>the</strong> e¤ect <strong>of</strong> <strong>private</strong> <strong>equity</strong> <strong>investment</strong> survives <strong>the</strong> inclusion <strong>of</strong> barriersto entry in a sample where <strong>the</strong>se barriers were already shown to be signi…cant. We initiallyuse <strong>the</strong> 2001 edition <strong>of</strong> Amadeus and limit <strong>the</strong> sample to <strong>the</strong> years 1998 and 1999. The year2000 is not used due to some incompleteness <strong>of</strong> <strong>the</strong> information in each Amadeus editionconcerning <strong>the</strong> previous year. The years prior to 1998 are not used due to <strong>the</strong> well-knownsurvivorship problems <strong>of</strong> <strong>the</strong> Amadeus database: when a …rm ceases existing, Amadeus keepsa record <strong>of</strong> it for 4 years, and <strong>the</strong>n takes it out <strong>of</strong> <strong>the</strong> database. Consequently, while eachyearly addition <strong>of</strong> Amadeus contains data for more than 4 years back, <strong>the</strong> sample <strong>of</strong> …rmsone will …nd reported for <strong>the</strong> time-period 4 years and more prior to <strong>the</strong> year <strong>of</strong> issuing, willnot include many …rms who existed in that year, but exited <strong>the</strong> market after that. Using <strong>the</strong>data indiscriminately will <strong>the</strong>refore induce survivorship bias and misrepresent <strong>the</strong> volume <strong>of</strong>entry, and so we focus our attention to <strong>the</strong> years 2 and 3 prior to <strong>the</strong> year <strong>the</strong> database wasissued. In later robustness tests, in which we use <strong>the</strong> 2008 edition <strong>of</strong> Amadeus, we similarlyfocus our attention on <strong>the</strong> sample <strong>of</strong> …rms in 2006-2007.Firms in <strong>the</strong> …nal dataset we use are also required to have basic accounting informationon <strong>the</strong> variables we are interested in (year <strong>of</strong> incorporation, employment, assets, etc.). Thisapproach excludes phantom …rms created for tax purposes. We drop …rms that report onlyconsolidated statements in order to avoid double-counting …rms and subsidiaries abroad.We exclude industries where <strong>the</strong> activities are country-speci…c, namely agriculture, forestry,…shing, and mining.We also exclude utilities and post and telecommunications, whichECBWorking Paper Series No 1078August 200915

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