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Research paper thumbnail of Keypress-Based Musical Preference Is Both Individual and Lawful

Frontiers in neuroscience, 2017

Musical preference is highly individualized and is an area of active study to develop methods for... more Musical preference is highly individualized and is an area of active study to develop methods for its quantification. Recently, preference-based behavior, associated with activity in brain reward circuitry, has been shown to follow lawful, quantifiable patterns, despite broad variation across individuals. These patterns, observed using a keypress paradigm with visual stimuli, form the basis for relative preference theory (RPT). Here, we sought to determine if such patterns extend to non-visual domains (i.e., audition) and dynamic stimuli, potentially providing a method to supplement psychometric, physiological, and neuroimaging approaches to preference quantification. For this study, we adapted our keypress paradigm to two sets of stimuli consisting of seventeenth to twenty-first century western art music (Classical) and twentieth to twenty-first century jazz and popular music (Popular). We studied a pilot sample and then a separate primary experimental sample with this paradigm, an...

Research paper thumbnail of Methodological and Statistical Concerns of the Experimental Behavioral Researcher || Dealing with Outliers

... INSEAD Edward Malthouse, Northwestern Univ., Medill Scott Maxwell, University of Notre Dame, ... more ... INSEAD Edward Malthouse, Northwestern Univ., Medill Scott Maxwell, University of Notre Dame, Psych Roderick McDonald, University of Illinois, Psych Robert Meyer, University of Pennsylvania Joan Meyers-Levy, University of Minnesota Ramya Neelamegham, University of ...

Research paper thumbnail of Sounds of music: exploring consumers’ musical engagement

Journal of Consumer Marketing, 2016

Research paper thumbnail of Shrinkage Estimation and Direct Marketing Scoring Models

Research paper thumbnail of The Converging of Disparate Field

Research paper thumbnail of A Process for Managing the Re-Convergence of Marketing Functions

Research paper thumbnail of Predictive Analysis of the Use of a Novel Procurement Tool to Acquire Radiological Technology for NGOs

ABSTRACT PURPOSE Medical imaging equipment and software are increasingly expensive, and drive up ... more ABSTRACT PURPOSE Medical imaging equipment and software are increasingly expensive, and drive up healthcare costs in the U.S. and across the world. Access to this technology is cost-prohibitive for medical facilities located in resource-poor regions. Online reverse auctions have proven to reduce the overall cost of purchased goods and services in several industries. An online reverse auction procurement tool provides nongovernmental organizations (NGO) afford to buy medical imaging technology. This international study was performed to predict the likelihood of radiologists and other healthcare decision makers to use an online reverse auction procurement tool. METHOD AND MATERIALS 8,000 radiology professionals (radiologists, hospital administrators, residents, technologists, etc), registered users of a radiology social media site, were asked to voluntarily participate in an online survey. The survey had 7 questions on challenges and opportunities in the medical imaging technology procurement process. We evaluated results by analysis of variance (ANOVA) technique. RESULTS Of 212 respondents, 69% were 'likely,' 'very likely' or 'somewhat likely' to influence purchasing decisions. Of those, 48.5% influence 'equipment specifications,' 19.6% influence 'budget,' and 13.1% influence 'purchasing timing.' 42.4% said they would 'consider purchasing' or 'might consider purchasing equipment' on an online competitive bidding service. 79.3% considered a discount (price) 'very important,' 'important' or 'somewhat important.' ANOVA revealed our key finding: as influence on a purchasing decision increases, the intent to use online competitive bidding service increases. CONCLUSION These data demonstrate a strong likelihood that a significant percentage of purchasing decision makers would use a new online procurement tool concept, using reverse auctions, because it reduces the overall cost of radiological technology. CLINICAL RELEVANCE/APPLICATION The online reverse auction allows medical facilities in resource-poor regions to acquire advanced technology, enabling the physicians at those sites to deliver a higher level of care to patients.

Research paper thumbnail of Big Data and consumer behavior: imminent opportunities

Journal of Consumer Marketing, 2016

Our purpose is to assess how the study of consumer behavior can benefit from the presence of Big ... more Our purpose is to assess how the study of consumer behavior can benefit from the presence of Big Data. We offer a conceptual overview of potential opportunities and changes to the study of consumer behavior that Big Data will likely bring. Big Data have the potential to further our understanding of each stage in the consumer decision-making process. While the field has traditionally moved forward using a priori theory followed by experimentation, it now seems that the nature of the feedback loop between theory and results may shift under the weight of Big Data. A new data culture is now represented in marketing practice. The new group advocates inductive data mining and A/B testing rather than human intuition harnessed for deduction. The group brings with it interest in numerous secondary data sources. However, Big Data may be limited by poor quality, unrepresentativeness and volatility, among other problems. Managers who need to understand consumer behavior will need a work force with different skill sets than in the past, such as Big Data consumer analytics.

Research paper thumbnail of Assessing the Performance of

We're working on several projects around online customer reviews. Happy to share working papers.

Research paper thumbnail of Data Mining and Marketing Strategy: What’s the Connection?

Research paper thumbnail of Segmentation and Lifetime Value Models Using SAS

Research paper thumbnail of Scoring Models. BOOKTITLE = "Kellogg on Integrated Marketing

Research paper thumbnail of Database Subsegmentation. BOOKTITLE = "Kellogg on Integrated Marketing

Research paper thumbnail of Policy and Marketing Strategies for Digital Media

CITATIONS 0 READS 948 2 authors, including:

Research paper thumbnail of Understanding and Using Customer Loyalty and Customer Value

Journal of Relationship Marketing, Sep 25, 2008

CITATIONS 11 READS 18 2 authors, including: Some of the authors of this publication are also work... more CITATIONS 11 READS 18 2 authors, including: Some of the authors of this publication are also working on these related projects:

Research paper thumbnail of Leveraging Media-Advertisement Experiential Congruence

Research paper thumbnail of News-seekers and Avoiders: Exploring Patterns of Total News Consumption Across Media and the Relationship to Civic Participation

Http Dx Doi Org 10 1080 08838151 2010 519808, Nov 30, 2010

Research paper thumbnail of Media Engagement is as important as advertising execution

Research paper thumbnail of Cluster Analysis and Latent Class Analysis

CITATIONS 113 READS 33 2 authors, including: Some of the authors of this publication are also wor... more CITATIONS 113 READS 33 2 authors, including: Some of the authors of this publication are also working on these related projects:

Research paper thumbnail of Estimating the effect of news media consumption on political participation

CITATIONS 9 READS 138 3 authors, including:

Research paper thumbnail of Keypress-Based Musical Preference Is Both Individual and Lawful

Frontiers in neuroscience, 2017

Musical preference is highly individualized and is an area of active study to develop methods for... more Musical preference is highly individualized and is an area of active study to develop methods for its quantification. Recently, preference-based behavior, associated with activity in brain reward circuitry, has been shown to follow lawful, quantifiable patterns, despite broad variation across individuals. These patterns, observed using a keypress paradigm with visual stimuli, form the basis for relative preference theory (RPT). Here, we sought to determine if such patterns extend to non-visual domains (i.e., audition) and dynamic stimuli, potentially providing a method to supplement psychometric, physiological, and neuroimaging approaches to preference quantification. For this study, we adapted our keypress paradigm to two sets of stimuli consisting of seventeenth to twenty-first century western art music (Classical) and twentieth to twenty-first century jazz and popular music (Popular). We studied a pilot sample and then a separate primary experimental sample with this paradigm, an...

Research paper thumbnail of Methodological and Statistical Concerns of the Experimental Behavioral Researcher || Dealing with Outliers

... INSEAD Edward Malthouse, Northwestern Univ., Medill Scott Maxwell, University of Notre Dame, ... more ... INSEAD Edward Malthouse, Northwestern Univ., Medill Scott Maxwell, University of Notre Dame, Psych Roderick McDonald, University of Illinois, Psych Robert Meyer, University of Pennsylvania Joan Meyers-Levy, University of Minnesota Ramya Neelamegham, University of ...

Research paper thumbnail of Sounds of music: exploring consumers’ musical engagement

Journal of Consumer Marketing, 2016

Research paper thumbnail of Shrinkage Estimation and Direct Marketing Scoring Models

Research paper thumbnail of The Converging of Disparate Field

Research paper thumbnail of A Process for Managing the Re-Convergence of Marketing Functions

Research paper thumbnail of Predictive Analysis of the Use of a Novel Procurement Tool to Acquire Radiological Technology for NGOs

ABSTRACT PURPOSE Medical imaging equipment and software are increasingly expensive, and drive up ... more ABSTRACT PURPOSE Medical imaging equipment and software are increasingly expensive, and drive up healthcare costs in the U.S. and across the world. Access to this technology is cost-prohibitive for medical facilities located in resource-poor regions. Online reverse auctions have proven to reduce the overall cost of purchased goods and services in several industries. An online reverse auction procurement tool provides nongovernmental organizations (NGO) afford to buy medical imaging technology. This international study was performed to predict the likelihood of radiologists and other healthcare decision makers to use an online reverse auction procurement tool. METHOD AND MATERIALS 8,000 radiology professionals (radiologists, hospital administrators, residents, technologists, etc), registered users of a radiology social media site, were asked to voluntarily participate in an online survey. The survey had 7 questions on challenges and opportunities in the medical imaging technology procurement process. We evaluated results by analysis of variance (ANOVA) technique. RESULTS Of 212 respondents, 69% were 'likely,' 'very likely' or 'somewhat likely' to influence purchasing decisions. Of those, 48.5% influence 'equipment specifications,' 19.6% influence 'budget,' and 13.1% influence 'purchasing timing.' 42.4% said they would 'consider purchasing' or 'might consider purchasing equipment' on an online competitive bidding service. 79.3% considered a discount (price) 'very important,' 'important' or 'somewhat important.' ANOVA revealed our key finding: as influence on a purchasing decision increases, the intent to use online competitive bidding service increases. CONCLUSION These data demonstrate a strong likelihood that a significant percentage of purchasing decision makers would use a new online procurement tool concept, using reverse auctions, because it reduces the overall cost of radiological technology. CLINICAL RELEVANCE/APPLICATION The online reverse auction allows medical facilities in resource-poor regions to acquire advanced technology, enabling the physicians at those sites to deliver a higher level of care to patients.

Research paper thumbnail of Big Data and consumer behavior: imminent opportunities

Journal of Consumer Marketing, 2016

Our purpose is to assess how the study of consumer behavior can benefit from the presence of Big ... more Our purpose is to assess how the study of consumer behavior can benefit from the presence of Big Data. We offer a conceptual overview of potential opportunities and changes to the study of consumer behavior that Big Data will likely bring. Big Data have the potential to further our understanding of each stage in the consumer decision-making process. While the field has traditionally moved forward using a priori theory followed by experimentation, it now seems that the nature of the feedback loop between theory and results may shift under the weight of Big Data. A new data culture is now represented in marketing practice. The new group advocates inductive data mining and A/B testing rather than human intuition harnessed for deduction. The group brings with it interest in numerous secondary data sources. However, Big Data may be limited by poor quality, unrepresentativeness and volatility, among other problems. Managers who need to understand consumer behavior will need a work force with different skill sets than in the past, such as Big Data consumer analytics.

Research paper thumbnail of Assessing the Performance of

We're working on several projects around online customer reviews. Happy to share working papers.

Research paper thumbnail of Data Mining and Marketing Strategy: What’s the Connection?

Research paper thumbnail of Segmentation and Lifetime Value Models Using SAS

Research paper thumbnail of Scoring Models. BOOKTITLE = "Kellogg on Integrated Marketing

Research paper thumbnail of Database Subsegmentation. BOOKTITLE = "Kellogg on Integrated Marketing

Research paper thumbnail of Policy and Marketing Strategies for Digital Media

CITATIONS 0 READS 948 2 authors, including:

Research paper thumbnail of Understanding and Using Customer Loyalty and Customer Value

Journal of Relationship Marketing, Sep 25, 2008

CITATIONS 11 READS 18 2 authors, including: Some of the authors of this publication are also work... more CITATIONS 11 READS 18 2 authors, including: Some of the authors of this publication are also working on these related projects:

Research paper thumbnail of Leveraging Media-Advertisement Experiential Congruence

Research paper thumbnail of News-seekers and Avoiders: Exploring Patterns of Total News Consumption Across Media and the Relationship to Civic Participation

Http Dx Doi Org 10 1080 08838151 2010 519808, Nov 30, 2010

Research paper thumbnail of Media Engagement is as important as advertising execution

Research paper thumbnail of Cluster Analysis and Latent Class Analysis

CITATIONS 113 READS 33 2 authors, including: Some of the authors of this publication are also wor... more CITATIONS 113 READS 33 2 authors, including: Some of the authors of this publication are also working on these related projects:

Research paper thumbnail of Estimating the effect of news media consumption on political participation

CITATIONS 9 READS 138 3 authors, including: