A COUNT-AMOUNT MODEL WITH ENDOGENOUS RECORDING OF OBSERVATIONS

被引:6
作者
VANPRAAG, BMS
VERMEULEN, EM
机构
[1] TINBERGEN ROTTERDAM AMSTERDAM CTR ECON RES,POB 7001,2701 AA ZOETERMEER,NETHERLANDS
[2] ELM SMALL BUSINESS RES & CONSULTANCY,2701 AA ZOETERMEER,NETHERLANDS
关键词
D O I
10.1002/jae.3950080406
中图分类号
F [经济];
学科分类号
02 ;
摘要
This paper discusses some of the problems which are encountered if an event Y is only recorded if its value satisfies a recording criterion A. It follows that we get an incorrect idea of the frequency of the events and of its true distribution. In order to solve these problems, an econometric model has been constructed by means of which consistent estimation of the true parameters is possible. The model is estimated on consumer purchases, where the number of purchases is assumed to be NEGBIN-distributed and the purchase amounts obey a lognormal distribution. Purchases are only recorded if their value exceeds Dfl. 10. It is shown that ignoring the recording condition will result in biased estimates and invalid predictions. Apart from this, the model is, among others, relevant for insurance problems, marketing surveys and criminological and epidemiological phenomena.
引用
收藏
页码:383 / 395
页数:13
相关论文
共 16 条
[1]  
Abramowitz M., 1970, HDB MATH FUNCTIONS F
[2]   THE PROBLEM OF NOT OBSERVING SMALL EXPENDITURES IN A CONSUMER EXPENDITURE SURVEY [J].
ALESSIE, R ;
GRADUS, R ;
MELENBERG, B .
JOURNAL OF APPLIED ECONOMETRICS, 1990, 5 (02) :151-166
[3]  
BERKSON JMD, 1938, J AM STAT ASSOC, P526
[4]  
CAMERON AC, 1986, J APPLIED ECONOMETRI, V1, P29, DOI DOI 10.1002/JAE.3950010104
[5]  
EHRENBERG ASC, 1959, APPLIED STATISTICS, V8, P26
[6]   PSEUDO MAXIMUM-LIKELIHOOD METHODS - APPLICATIONS TO POISSON MODELS [J].
GOURIEROUX, C ;
MONFORT, A ;
TROGNON, A .
ECONOMETRICA, 1984, 52 (03) :701-720
[7]   ECONOMETRIC-MODELS FOR COUNT DATA WITH AN APPLICATION TO THE PATENTS R AND D RELATIONSHIP [J].
HAUSMAN, J ;
HALL, BH ;
GRILICHES, Z .
ECONOMETRICA, 1984, 52 (04) :909-938
[8]  
HECKMAN JJ, 1976, ANN ECON SOC MEAS, V5, P475
[9]  
JUDGE GG, 1980, THEORY PRACTICE ECON, P216
[10]   GENERALIZED ECONOMETRIC-MODELS WITH SELECTIVITY [J].
LEE, LF .
ECONOMETRICA, 1983, 51 (02) :507-512