The value of non-personally identifiable information to consumers of online services: evidence from a discrete choice experiment

We estimate the value of non-personally identifying information to consumers of online services through a discrete choice experiment based on hypothetical streaming video services. Non-personally identifying information for online services is typically information on the ways in and times at which customers use the service, and is distinct from personally identifying information such as email addresses or telephone numbers. For most of our survey respondents, we find no evidence that they were willing to pay to avoid sharing their non-personally identifying information with third parties. A smaller group of respondents never selected a service that shared information with third parties.     

Internal validity in discrete choice experiments: varying the position of the price attribute

This article presents an analysis of internal validity in discrete choice experiments. Prior studies have analysed the importance of the order of attributes within a multiple choice context, but few have specifically analysed the importance of the location of the price attribute. The internal validity was analysed while considering variations in the position of the price attribute in the choice cards. Results show differences in the estimates of willingness to pay according to the price-location version used: at the beginning, in the middle or at the end of the choice card.     

Semi-parametric discrete choice measures of willingness to pay

A semi-parametric discrete choice method is proposed to recover welfare measures from individual choice data. The proposed method is compared with the traditional binary choice models in an application to measure benefits of recreation trips.     

Temporal stability of preferences and willingness to pay for natural areas in choice experiments: A test–retest

The main objective of this paper is to test the temporal stability of stated preferences and willingness to pay (WTP) values from a Choice Experiment (CE) in a test–retest. The same group of participants was asked the same choice tasks in an internet-based CE, conducted twice with a time interval of one year without interviewer interference. We examine choice consistency at individual choice task level and transferability of the underlying indirect utility function and associated WTP values. The results show that choices are consistent in 57 percent of the choice occasions. Comparison of the choice models over time shows that the estimated preference and scale parameters are significantly different, suggesting that choice behaviour changed between the two surveys. Differences between marginal WTP estimates for individual choice attributes are statistically significant only at the 10 percent level. However, we show that this can result in significantly different WTP values for policy scenarios. The instability of estimated mean WTP values for different policy scenarios asks for caution when including WTP values in cost-benefit analysis.     

Public willingness to pay for endocrine disrupting chemicals-free labelling policy in Korea

As public interest in health and safety grows, endocrine disrupting chemicals (EDC) have become an inevitable problem in society. One way to reduce the social cost of exposure to EDC is to grant a label certification to eco-friendly products that do not release EDC. The Korean government is considering introducing an EDC-free labelling policy. Therefore, our article tries to examine the public willingness to pay (WTP) for implementing the EDC-free labelling policy in Korea. For this purpose, a contingent valuation survey of 1000 Korean consumers was conducted in 2016. We used a one-and-one-half-bounded dichotomous choice question to elicit the WTP responses from the respondents. The mean of household WTP for the EDC-free labelling policy implementation is estimated to be KRW 2266 (USD 2.05) per year. When we expand the value to the whole country, it amounts to KRW 42.9 billion (USD 38.8 million) per year. These values are statistically meaningful at the 1% level and imply that the EDC-free labelling policy contributes to households’ utility and should be implemented immediately.     

The public value of improving a weather forecasting system in Korea: a choice experiment study

The Korean government plans to improve the quality of its weather forecasting system in order to increase its public utility. The benefits arising from the implementation of this plan should be measured. To this end, this study applies a choice experiment to four attributes: the update frequency of both short- and medium-range forecasts, and the accuracy of both. A survey of 1000 randomly selected households was undertaken in Korea. In the study results, the marginal willingness-to-pays, respectively, for one more update of the short-range forecast per day, for a 1% increase in the accuracy of the short-range forecast, for changing the update frequency of the medium-range forecast from once a day (reference level) to twice a day, and for a 1% increase in the accuracy of the medium-range forecast as a result of improving the weather forecast service were estimated to be KRW 499.3 (USD 0.45), 108.3 (0.10), 346.5 (0.31), and 80.9 (0.07) per household per month. The findings can provide policy-makers with useful information for both evaluating and planning improvements in the weather forecasting system.     

A comparison of empirical models used to infer the willingness to pay in contingent valuation

The essence of the contingent valuation method consists of creating a hypothetical market where respondents are asked about their willingness to pay (WTP) for a non-market good. Different empirical models can be formulated to estimate the expected WTP of a sample of respondents and, then, through aggregation, the social valuation of the good is inferred.This paper outlines the relevance of the distributional assumptions when estimating mean WTP. Several parametric and non-parametric methods are discussed and applied to calculate the existence value of a natural space. Results show that WTP is extremely sensitive to the empirical model used.First version received: November 2002 / Final version received: January 2004     

Respondent direct experience and contingent willingness to pay for new commodities: a switching endogenous interval regression analysis

Most environmental economists argue that direct experience with the good being valuated, or with similar goods, is a precondition for providing valid willingness to pay (WTP) responses to contingent valuation questions. Two questions are posed in this article. The first is whether previous use experience of a resource (Séné nature reserve) similar to that being valuated (future nature reserves) and located in the same geographical area (Gulf of Morbihan) impacts on WTP. The second is whether accounting for the endogeneity of direct experience matters in the estimation of WTP. We find that respondents who have not experienced the Séné nature reserve provide value estimates that are statistically comparable to that of respondents who have experienced it. Our assumption is that respondents have acquired sufficient and adequate experience of future nature reserves from the questionnaire that experience obtained by experiencing the Séné nature reserve was not necessary for making a valid value formulation. Hence, aggregation of WTP estimates to obtain a total valuation of the future nature reserves is reasonable over the full target population. In addition, our results show that direct experience is endogenously determined; but controlling for the endogeneity has a marginal effect on WTP estimates.     

Flexible customer willingness to pay for bundled smart home energy products and services

Energy markets are rapidly changing with smarter, connected, more reliable infrastructure and cleaner generation on the supply side, and more choice, greater control and enhanced flexibility for customers. This paper examines willingness to pay for bundled smart home energy products and information services, using data from a set of two discrete choice experiments that were part of a survey by the regional energy provider of upstate New York. To let the data reveal how preferences are distributed in the population, a logit-mixed logit model in willingness-to-pay space and a combination of observed and unobserved preference heterogeneity was specified and fitted. Results show that residents of Tompkins County are willing to pay more than in other counties for residential storage, and that for home energy management there is an important generational divide with millennials being much more likely to perceive the economic value in the smart energy technologies. The flexible logit-mixed logit estimates provide evidence of important heterogeneity in preferences: whereas most of the population has a positive—albeit rather low—valuation of smart energy products and services, there is a considerable percentage of customers with negative perceptions.     

The impact of behavioural risk-reduction interventions on willingness to pay to avoid sexually transmitted infections: a stated preference study of justice-involved youth

Risky health behaviours, such as smoking, drinking and risky sex, are substantial contributors to the U.S. morbidity rates and healthcare costs. While economic models typically regard preferences as stable, a growing literature suggests that information, including how it interacts with intentions and attitudes, plays an important role in unhealthy behaviours. Relatedly, a large health literature demonstrates that theory-based behavioural interventions can successfully change risky behaviour. This study uses the contingent valuation (CV) survey method to investigate the impact of behavioural interventions on a novel outcome measure: the willingness to pay (WTP) to avoid the consequences associated with risky behaviour. Using novel pre- and post-intervention data from Project MARS (Motivating Adolescents to Reduce Sexual Risk), this study estimates the impact of the intervention on elicited WTP to avoid sexually transmitted infections (STIs). It is found that after the intervention, participants’ elicited WTP to avoid STIs were significantly higher, and more sensitive to differences in infection severity. These results suggest that the intervention may affect risky sexual behaviour by changing the perceived value of avoiding the consequences of risky sexual behaviour. Additionally, these findings contribute to an ongoing debate regarding the construct validity of CV studies in health economics.     

Comorbidities and the willingness to pay for health improvements

We show that the willingness to pay for health improvements increases with the severity and probability of occurrence of comorbidities. This result, which is obtained under mild restrictions on the shape of the utility function, has important implications for cost benefit studies applied to health care. In particular it implies that the discrimination of the elderly, believed to be implicit in cost benefit analysis, is less of a problem than commonly thought.     

On the willingness to pay to reduce risks of small losses

While willingness to pay is a common concept to measure the benefit gained from a reduction in the probability of loss, it is still questionable how it is linked to risk aversion and risk elimination behaviors, and how it is affected by the presence of an exogenous source of risk. By focusing only on risks of small losses, this article sheds light on these three issues and provides new results on the determinants of the willingness to pay.      

Choice experiments,site similarity and benefits transfer

Choice experiments are designed to account for variations in environmental resources and site characteristics, as well as potential implications of these variations for willingness to pay. As a result, choice experiment results may be well suited for benefits transfer. It is unclear, however, whether the flexibility of choice experiments renders the similarity of study and transfer sites less critical for transfer validity. Drawing from identical choice experiments conducted in different Rhode Island communities, this model assesses the extent to which error in function-based benefits transfer is related to the similarity of communities across a variety of observable dimensions. Results suggest that site similarity, at least across some dimensions, influences the validity of choice experiment benefits transfers. However, the use of some measures of similarity as indicators of transfer error may provide misleading results.     

Endogenous private safety investment and the willingness to pay for mortality risk reductions

When individuals cannot undertake safety-improving expenditures, the effect of an increase in the initial risk on the willingness to pay (WTP) for mortality risk reduction is positive because of the dead-anyway effect. When they can undertake safety-improving expenditures, the effect of an increase in the initial risk is governed by two effects: The dead-anyway effect which is positive and the high-payment effect which is negative. We treat the two types of risk-reducing expenditures, endogenous and exogenous, as inputs in a safety-improving technology function and find conditions that guarantee that the high-payment effect dominates.     

Comparing consumers’ preferences and willingness to pay for non-GM oil using a contingent valuation approach

A contingent valuation method is used in this paper to compare Chinese and Japanese consumers’ preferences and willingness to pay for non-GM vegetable oil. An often ignored issue—the scale factor in a discrete choice model—is explicitly considered, and parameter equality for different data sets is formally tested before reaching a conclusion. Results indicate that in these two countries consumers’ attitude factors and demographic traits have significantly different effects on their purchase intentions, and on average, Japanese consumers are willing to pay a much higher premium for non-GM vegetable oil than Chinese consumers.      

Assessing the value of short-term study abroad programmes to students

For many universities, students participating in short-term faculty-led programmes make up a large portion of the total study abroad population. In this article, we report the results of a unique choice experiment in which 1255 students were asked about their personal characteristics and their preferences for study abroad programme attributes. Using a random parameters logistic regression model, we find that students attitudes towards risk, their experience with international travel and their beliefs about whether study abroad would help them professionally were major determinants of whether a student expressed interest in studying abroad. We also estimate students’ willingness to pay for various programme attributes, including destination, programme duration, course type and the number of experiential learning activities. We find that the highest value programmes give students credit towards their major rather than towards the university core or as an elective and that they are 3–4 weeks in length rather than 2 or 6 weeks. Also, while students value more experiential learning activities per week, each additional trip adds less value with no additional value beyond four activities. Results are useful for practitioners interested in maximizing student participation while effectively managing study abroad budgets.     

The effect of distance on willingness to pay values: a case study of wetlands and salmon in California

Most contingent valuation studies in the literature utilized a pre-determined geographic market area for their sample frame. In other words, they did not include variables that would measure the extent of the geographic areas over which to aggregate willingness to pay. These studies implicitly assumed that the effects of geographic distance were moot; an assumption that could have led to an understatement of the aggregate benefit values computed in these studies. The overall goal of this study was to determine if distance affects willingness to pay for public goods with large non-use values. The data used came from a contingent valuation study regarding the San Joaquin Valley, CA. Respondents were asked about their willingness to pay (WTP) for three proposed programs designed to reduce various environmental problems in the Valley. A logit model was used to examine the effects of geographic distance on respondents' willingness to pay for each of the three programs. Results indicate that distance affected WTP for two of the three programs (wetlands habitat and wildlife, and the wildlife contamination control programs). We calculate the underestimate in benefits if the geographic extent of the public good market is arbitrarily limited to one political jurisdiction.     

Estimation of the public benefits of urban water supply improvements in Ethiopia: a choice experiment

Improving existing drinking water supply services in developing countries depends crucially on available financial resources. Cost recovery rates of these services are typically low, while demand for more reliable services is high and rapidly growing. Most stated preference-based demand studies in the developing world apply the contingent valuation method and focus on rural areas. This study examines household Willingness to Pay (WTP) for improved water supply services in a choice experiment in an urban area in Ethiopia, a country with the lowest water supply coverage in Sub-Saharan Africa. The design of the choice experiment allows estimation of the value of both drinking water supply reliability and safety. The estimated economic values can be used in policy appraisals of improved supply investment decisions. Despite significant income constraints, households are willing to pay up to 80% extra for improved levels of water supply over and above their current water bill. Women and households living in the poorest part of the city with the lowest service levels value the improvement of water quality most. As expected, also averting behaviour and expenditures play an important role.     

A Comparison of Willingness to Pay Estimation Techniques From Referendum Questions

Referendum style willingness to pay questions have been used to estimatepassive use values. This referendum question format method may beproblematic for many reasons, including the statistical techniques used toestimate willingness to pay from discrete responses. This paper comparesa number of parametric, semi-nonparametric and nonparametric estimationtechniques using data collected from US households regarding Federalprotection of endangered fish species.The advantages and disadvantagesof the various statistical models used are explored. A hypothesis test forstatistical equality among estimation techniques is performed using ajackknife bootstrapping method. When the equality test is applied, themodeling techniques do show significant differences in some possiblecomparisons, but only those that are nonparamentric. This can lead toconflicting interpretations of what the data show. Resource managers andpolicy analysts need to use caution when interpreting results until anindustry standard can be developed for estimating willingness to pay fromclosed ended questions.     

公众对森林碳汇服务的认知与支付意愿的调查研究——以哈尔滨为例

公众对森林碳汇服务的认知与支付意愿是了解森林碳汇需求的基础。在对国内外森林碳汇研究现状进行总结的基础上,以黑龙江省哈尔滨市地区为范围,随机抽取320位公众进行调查,获有效问卷319份,调查结果显示:公众对森林生态功能有一定认知水平,但不够深入和成熟。公众对购买森林碳汇服务的意识基础较好,但缺乏有效引导。主观因素、外界条件与购买渠道三方面都使公众在支付行动上面临障碍。同时,Logistic分析结果表明,影响公众购买森林碳汇服务意愿的主要因素有"森林固碳是否应得到补偿"、"个人是否有必要减排"和"年龄"等因素。最后提出了提高公民对森林碳汇服务的认知和支付意愿的建议。