Kalman filter and the demand for cigarettes

kalman filter estimates of price, income and advertising elasticities are presented. An analysis of structural change in the demand for cigarettes in the US for the period 1929–86 is made. Estimated price and income elasticities are generally smaller, and the advertising elasticity larger, than estimates previously found. Cigarette demand is inelastic with respect to price and income, and advertising elasticity is statistically insignificant for the most part. Furthermore, both income and price elasticities decline over time while advertising elasticity tends to rise. Four time periods where structural change has occurred are identified. The health scare reports and the Fairness Doctrine Act have a significant impact on per capita cigarette consumption.     

The stability of cigarette demand

The relative effects of various governmental interventions upon cigarette consumption is important to policy-makers. Historically, the demand for cigarettes has been quite unstable. Previous studies employ fixed parameter models and use dummy variables associated with interventions to stabilize the demand function. In contrast, we use a varying parameter model aplied to data from the United States for 1953–84 to investigate the stability of demand and show that the demand function is stabilized when dummy variables are employed. Our results suggest that industry advertising increases aggregate consumption while government interventions decrease it. However, the marginal effect of government warnings seems to be small, at least in the US: while the effect of the 1964 health warning is statistically significant, the effect of the 1979 health warning is not.     

The Demand for Cigarettes in the Republic of Korea and Implications for Government Policy to Lower Cigarette Consumption

The government of the Republic of Korea has become concerned with reducing cigarette consumption, which historically has been very prevalent. This study contributes to the debate over cigarette policies in South Korea, with implications for other Asian countries with similar economic and cultural backgrounds. The authors estimate cigarette demand in South Korea over the period 1960–97, considering various government policies employed to reduce cigarette consumption. Results of the estimation suggest that taxation appears to be a viable means of reducing cigarette consumption, but methods to inform the public about the health hazards of smoking should be reconsidered and strengthened. (JEL H51 , I18 , L66 )     

Smoking Behavior of Older Adults: A Panel Data Analysis Using HRS

Using longitudinal data from Health and Retirement Surveys over 1992–2010, this paper analyzes decisions by older American to continue smoking and the number of cigarettes to consume using two-part hurdle models with correlated effects. We build on the existing literature by incorporating a myriad of factors including cigarette prices, health shocks and smoke-free laws in one econometric framework. Our estimates indicate that higher cigarette prices play an important role in both reducing participation and the intensity of consumption even for this adult population. In addition, health shocks, as measured by newly diagnosed diseases, raise the probability of quitting, highlighting the ‘curative’ aspects of cessation. However, we find very little effect of health on smoking intensity if an older adult does not quit after a health shock. Per capita cigarette consumption in the US declined by over 64% during the period. We show that increased cigarette prices and health shocks together contribute almost equally to explain nearly 86% of the decline, with little that can be attributed to smoking bans and anti-smoking sentiment.

     

THE DEMAND FOR CIGARETTES IN JAPAN: IMPACT OF INFORMATION DISSEMINATION ON CIGARETTE CONSUMPTION

The authors present a theoretical derivation of cigarette demand and estimate the demand in Japan with prefecturE-level data. By examining the impact of information dissemination regarding the health hazards of smoking, the authors argue that information dissemination is an effective instrument of public health policy, supplementary to cigarette taxation and antismoking ordinances.     

Information shocks and cigarette addiction: views from dynamic panels with common structural changes

In this article we attempt to evaluate the impact of various information shocks on cigarette consumption. In contrast to the existing studies, we do not impose any break points a priori. We use recently developed techniques for sample splitting in the data on US cigarette demand, and find that using a time index as a transition variable can cluster cigarette demand into four distinct regimes. In the past four decades a myopic-to-rational switch in cigarette consumption behaviour was observed in response to various anti-smoking information events. In particular, we find strong evidence in support of the rational addiction model in the 1980s and 1990s. Moreover, in line with the theoretical prediction, our estimate of the long-run elasticity is twice as large as the short-run elasticity. Our empirical framework should improve policy makers' understanding of the dynamics of cigarette consumption in response to various anti-smoking campaigns, and stress the role of sound policy making in improving smoking control measures.     

Unemployment,insurance and smoking

Using recent state-level data from the United States, this article examines new influences on cigarette demand. In particular, we uniquely focus on the effects of unemployment and health insurance coverage on smoking. Results show that higher cigarette prices, a lack of health insurance and restrictions on smoking at home, all lead to reduced smoking. On the other hand, literacy, income, unemployment, workplace smoking restrictions, smokeless tobacco taxes and tobacco-producing states do not seem to have an appreciable impact. The magnitude of the price elasticity of demand is greater than that found in the pre-MSA era. Policy implications are discussed.     

CIGARETTE TAXATION AND DEMAND: AN EMPIRICAL MODEL

This paper evaluates the impact of taxation on cigarette consumption, using a recursive model that includes a retail price equation and a dynamic demand equation. The analysis is based on panel data for 11 western states over the period 1967–1990. Results indicate that cigarette consumption is price-sensitive, with a demand elasticity of –0.40 in the short run and –0.48 in the long run. A tax increase, such as that imposed in California in January 1989, can have a strong effect of reducing cigarette consumption by between 11.2 percent in the short run and 13.4 percent in the long run. These results support the theory of rational addiction and the hypothesis that, as a part of their oligopoly behavior, the tobacco companies often do raise end-market prices by more than the amount of the increase in tax rates .     

Demand for international telephone services between US and Africa

This paper uses a two-equation dynamic simultaneous equation model that accounts for call externality and arbitrage, and a dynamic panel estimator to investigate the demand for international telephone calls between the US and African countries. Using panel data from 45 African countries over the 1992–1996 period, we find that the demand for telephone calls from African countries to the US is price elastic while the demand for telephone calls from the US to African countries is price inelastic. We find telephone calls originating from African countries to the US are complementary to calls from the US to African countries while calls originating in the US to African countries are substitutes for calls to the US that originate in African countries, and calls between the two sets of countries exhibit reciprocal and arbitrage effects. We also find that the demand for telephone calls between the US and African countries show strong dynamic effects. Finally, we find that telephone demand between African countries and the US responds positively to income and trade. Our results have interesting research and policy implications.     

Aggregate cigarette demand and regional differences in China

National educational level, final consumption expenditure, average propensity to cigarette consumption (APCC) and cigarette price are adopted to research the regional and national aggregate cigarette demand of China. Under the condition that the effects of anti-smoking education in the Chinese current educational system are not remarkable, the theoretical model shows that cigarette demand will increase with the increase of national educational level. Empirical analysis points out that cigarette demand increases with the increase of educational level. Estimates also suggest that cigarette price, consumption expenditure and APCC will affect cigarette demand significantly, and that there are great differences for cigarette demand by region.     

THE DEMAND FOR CIGARETTES IN TAIWAN: DOMESTIC VERSUS IMPORTED CIGARETTES

This paper uses annual time series data from Taiwan to empirically estimate the demand for cigarettes, in consideration of the import liberation of foreign cigarettes and of antismoking campaigns. The results indicate that the price elasticities for domestic and imported cigarettes are -0.6 and-1.1, respectively. The cross-price elasticities are 0.08 for domestic and 2.78 for imported cigarettes. The spread of cigarette health information has had a significantly negative effect on cigarette consumption. In addition, this study offers mild support to the argument that opening the market to imported cigarettes has resulted in significant increases in overall cigarette consumption. (JEL D12, 118)     

Factors Affecting Cigarette Demand

This paper addresses the impact of smoking restrictions in workplaces and educational establishments, cigarette price measures and various psychosocial indicators on cigarette demand, controlling for demographic and socio-economic factors. The data used for the analysis are collected via questionnaire that was administered in personal-in home interviews. A two-part model of cigarette demand [Cragg, J. G. “Some Statistical Models for Limited Dependent Variables with Application to the Demand for Durable Goods,” Econometrica, 39, 5, 1971, pp. 829–44.] is estimated. According to the estimations, cigarette price measures do not influence cigarette demand. On the contrary, smoking restrictions in workplaces and educational establishments and most of the psychosocial variables are found to affect cigarette demand considerably.     

A censored system of cigarette and alcohol consumption

Many previous studies of US cigarette and alcohol consumption have focused on single equations. However, the addictive nature of consumption suggests that it is more appropriate to model these products as a system. We propose a two-step estimation procedure and apply the procedure to a system of equations for cigarette, beer and wine consumption. Results differ from those derived from an existing two-step procedure. Findings suggest that consumption of cigarettes, beer and wine is responsive to income changes but the elasticities are rather small. Personal physiques, education, age, race, ethnicity, health, gender, employment status, and regions also play significant roles in consumption.     

CLEAN INDOOR AIR LAWS AND THE DEMAND FOR CIGARETTES

This paper empirically tests the effect of clean indoor air laws on smoking. Public place clean indoor air laws restrict cigarette smoking in public places such as restaurants. Private place clean air laws regulate smoking in private work places as well as in public places. This study uses a time series of cross sections of the 50 states of the United States and Washington, D.C., from 1975 through 1985, to estimate single equation and simultaneous equation models of cigarette demand. The single equation results indicate that both the public place law and the private work place law have a negative effect on cigarette demand. However, a test for endogeneity shows that the enactment of clean indoor air laws is a function of cigarette demand. Results from a simultaneous equations model indicate that the public place law has a significant negative impact on cigarette demand, while the work place law has no effect on cigarette demand. Although these results demonstrate that only states with low levels of smoking have passed work place clean air laws, the results do not imply that the level of smoking would not decrease if such a law were imposed in all states.     

Cigarette demand and effectiveness of U.S. smoking control policies: state-level evidence for more than half a century

Using state-level U.S. data over 1956–2008 this paper examines the demand for cigarettes. The long data span enables us to compare and evaluate the effectiveness of various policies and to examine cigarette demand across individual states. Our results show cigarette demand to be price inelastic, smoking-habit effects to be strong, income effects to be small, and border price effects can be significant. These findings are quite robust across alternate model specifications. None of the three smoking control policies considered (Fairness Doctrine, Broadcast Ban, and Master Settlement Agreement) were shown to be effective in curbing overall smoking, although most were effective in a few states. Policy implications are discussed.     

Demand for cigarettes in Turkey: an application of count data models

Household cigarette demand in Turkey is examined using the zero-inflated negative binomial model to account for a large portion of households not reporting cigarette smoking or purchase and estimated using the data from the national household survey implemented in 2003. Data were divided into two main groups: families with and without teenagers. Results identify relevant household head and household characteristics needed to develop effective public policy to prevent the decision to begin to smoke and to reduce cigarette purchase to lower the future growth of government healthcare expenditures. Specifically, healthcare expenditure share, income, and cigarette-price elasticities are relevant in lowering cigarette purchases. The calculated price elasticities for cigarette demand falls within the range determined by studies conducted for developed countries including the member states of the European Union. An estimate of the effect of an increase in the excise tax lowering demand is provided.     

Advertising media and cigarette demand

Using state-level panel data for the USA spanning three decades, this research estimates the demand for cigarettes. The main contribution lies in studying the effects of cigarette advertising disaggregated across five qualitatively different groups. Results show cigarette demand to be near unit elastic, the income effects to be generally insignificant and border price effects and habit effects to be significant. Regarding advertising effects, aggregate cigarette advertising has a negative effect on smoking. Important differences across advertising media emerge when cigarette advertising is disaggregated. The effects of public entertainment and Internet cigarette advertising are stronger than those of other media. Anti-smoking messages accompanying print cigarette advertising seem relatively more effective. Implications for smoking control policy are discussed.     

Demand uncertainty and foreign trade in the UK tobacco industry

The concern about the potential health harzards of various tobacco products in the UK has led many tobacco companies to exploit markets in underdeveloped countries. These markets are relatively safe since the health risks of tobacco are not yet fully known. The possibility, therefore, arises that domestic producers might exploit certain markets to provide a form of profit insurance, exporting surpluses when domestic demand is unexpectedly low. This study concentrates on the UK cigarette industry. However, similar analysis could be performed for any uncertain market where a certain alternative exists that can be exploited at relatively low cost.     

Advertising and Restrictions in the Cigarette Industry: Evidence of State-by-State Variation

Many studies estimate the relationship between advertising and consumption in the cigarette industry, with emphasis directed toward the national demand for cigarettes. However, in light of evidence that cigarette producers price discriminate across U.S. states, coupled with possible affects of advertising on market power, this article takes a less aggregate perspective by addressing the role of cigarette advertising and restrictions at the state level. The results show that although advertising has little effect on demand, it generally increases market power in the cigarette industry (particularly during periods of heightened advertising restrictions). Furthermore, the relationship between advertising, demand, and supply vary across states. (JEL L13 , L66 , I18 )     

Intertemporal production and intertemporal substitution in output supply and input demand

This article presents an intertemporal model of production with multiple inputs to investigate substitution opportunities facing firms over time. The firm’s intertemporal profit maximization problem is characterized with the familiar cost function, and various intertemporal substitution elasticities are delineated for output supply and input demand. The absence of intertemporal substitution in production can imply production smoothing, and allowance for intertemporal substitution in labour demand reinforces the prediction of the real business cycle model. For aggregate US manufacturing, we find substantial substitution in output supply and labour demand over time due to intertemporal changes in output price and wage rates.