مقایسهٔ روش‌ها

	Discrete Choice Demand Model	Almost Ideal Demand System
حوزه	اقتصاد	اقتصاد
خانواده	Regression model	Regression model
سال پیدایش	1995	1980
پدیدآور	Daniel McFadden (logit); Berry, Levinsohn & Pakes (random-coefficients aggregate demand)	Angus Deaton & John Muellbauer
نوع	Characteristics-based discrete-choice model of demand for differentiated products	Flexible complete demand system in budget-share form
منبع بنیادین	McFadden, D. (1974). Conditional logit analysis of qualitative choice behavior. In P. Zarembka (Ed.), Frontiers in Econometrics. Academic Press. ISBN: 9780127761503	Deaton, A., & Muellbauer, J. (1980). An almost ideal demand system. The American Economic Review, 70(3), 312–326.
نام‌های دیگر	Discrete Choice Demand, Random-Coefficients Logit Demand, BLP Demand Model, Characteristics-Based Demand Model	AIDS, Deaton-Muellbauer Demand System, LA-AIDS, Almost Ideal Demand Model
مرتبط	3	3
خلاصه	Discrete-choice demand models estimate the demand for differentiated products — cars, cereals, computers — by modeling consumers as choosing the single product that maximizes their random utility, where utility depends on the product's observed characteristics and price plus an unobserved quality term and an idiosyncratic taste shock. Aggregating individual choice probabilities yields predicted market shares, which are matched to observed shares to recover preference parameters. The framework spans the simple multinomial and nested logit of McFadden to the Berry-Levinsohn-Pakes (BLP) random-coefficients model that uses aggregate market data, allows flexible substitution, and instruments for price endogeneity.	The Almost Ideal Demand System (AIDS), introduced by Angus Deaton and John Muellbauer in 1980, is the workhorse flexible demand system in applied microeconomics. It models each good's budget share as a linear function of the logarithms of all prices and of log real total expenditure, derived from a flexible (PIGLOG) cost function. The form is 'almost ideal' because it satisfies the axioms of choice exactly, aggregates consistently over heterogeneous consumers, has a functional form that is a first-order approximation to any demand system, and can be estimated and tested for homogeneity and symmetry with linear regression once a price index is specified.