TY - JOUR AU - Pakes,Ariel TI - Aggregation Effects And Panel Data Estimation Problems: An Investigationof the R&D Intensity Decision JF - National Bureau of Economic Research Working Paper Series VL - No. 344 PY - 1979 Y2 - May 1979 UR - http://www.nber.org/papers/w0344 L1 - http://www.nber.org/papers/w0344.pdf N1 - Author contact info: Ariel Pakes Department of Economics Harvard University Littauer Room 117 Cambridge, MA 02138 Tel: 617/495-5320 Fax: 617/496-7352 E-Mail: apakes@fas.harvard.edu AB - This paper considers why the determinants of the inter- and intra-industry variance in R&D intensity in U.S. manufacturing differ markedly even though response parameters are similar across industries. A similar aggregation effect is noted by Grunfeld and Griliches (1960), and this paper gives that effect operational content in terms of grouped data estimation procedures. Observationally equivalent aggregation results can be generated by errors in variables models (see Aigner and Goldfeld [1974]).A later section considers specifications which identify the empirical importance of both these problems. Finally, a summary of the empirical results on the determinants of R&D intensity is provided. ER -