A Neurocognitive Model of Advertisement Content and Brand Name Recall

We introduce a new (point process) model of learning and forgetting, inspired by the structures of the brain, that we apply to model long-term memory for advertising and brand name recall. Recall-probability functions derived from the model are tested with classic data by Zielske [Zielske, H. A. 1959. The remembering and forgetting of advertising. J. Marketing23 239–243], as well as advertisement content and brand name recall data of a Dutch study that tracked over 40 campaigns of TV commercials. Data fits and cross-validation results indicate that the recall functions serve as a good first approximation for aggregate behavior. The shapes of optimal GRP schedules, which are obtained by maximizing a recall measure, are strongly related to the model parameters and corresponding memory processes. Comparisons with existing models in the literature indicate that a neurobiologically motivated model may give a more realistic description of memory for advertisements.

[1]  Daryl J. Daley,et al.  An Introduction to the Theory of Point Processes , 2013 .

[2]  J. Murre,et al.  The reminiscence bump in autobiographical memory: Effects of age, gender, education, and culture , 2005, Memory.

[3]  J. M. Villas-Boas,et al.  The Targeting of Advertising , 2005 .

[4]  M. Meeter,et al.  Tracelink: A model of consolidation and amnesia , 2005, Cognitive neuropsychology.

[5]  Brita Elvevåg,et al.  Reduced parahippocampal connectivity produces schizophrenia-like memory deficits in simulated neural circuits with reduced parahippocampal connectivity. , 2005, Archives of general psychiatry.

[6]  Martijn Meeter,et al.  Consolidation of long-term memory: evidence and alternatives. , 2004, Psychological bulletin.

[7]  Antonio G. Chessa,et al.  A memory model for internet hits after media exposure , 2004 .

[8]  J R Hodges,et al.  Semantic dementia: relevance to connectionist models of long-term memory. , 2001, Brain : a journal of neurology.

[9]  J. D. McGaugh Memory--a century of consolidation. , 2000, Science.

[10]  Prasad A. Naik,et al.  Planning Media Schedules in the Presence of Dynamic Advertising Quality , 1998 .

[11]  Amy Wenzel,et al.  One hundred years of forgetting: A quantitative description of retention , 1996 .

[12]  P. Goldman-Rakic Cellular basis of working memory , 1995, Neuron.

[13]  H. P. Bahrick,et al.  Maintenance of Foreign Language Vocabulary and the Spacing Effect , 1993 .

[14]  P. Goldman-Rakic Working memory and the mind. , 1992, Scientific American.

[15]  D. Stoyan,et al.  Stochastic Geometry and Its Applications , 1989 .

[16]  A. Glenberg,et al.  Spacing repetitions over 1 week , 1980, Memory & cognition.

[17]  Julian Lincoln Simon,et al.  What do Zielske's Real Data Really Show about Pulsing? , 1978 .

[18]  Alan D. Baddeley,et al.  The influence of length and frequency of training session on the rate of learning to type. , 1978 .

[19]  A. Glenberg Monotonic and nonmonotonic lag effects in paired-associate and recognition memory paradigms , 1976 .

[20]  B. Murdock Human memory: Theory and data. , 1975 .

[21]  B. Murdock,et al.  The retention of individual items. , 1961, Journal of experimental psychology.

[22]  L. R. Peterson,et al.  Short-term retention of individual verbal items. , 1959, Journal of experimental psychology.

[23]  M. Meeter,et al.  Statistical and process models for neuroscience and aging , 2007 .

[24]  Antonio G. Chessa,et al.  Modeling amnesia:connectionist and mathematical approaches. , 2007 .

[25]  Füsun F. Gönül,et al.  Consumer Learning and Brand Valuation: An Application on Over-the-Counter Drugs , 2004 .

[26]  J. Murre TraceLink: A model of amnesia and consolidation of memory , 1996, Hippocampus.

[27]  Peter J. Diggle,et al.  Statistical analysis of spatial point patterns , 1983 .

[28]  T. Wickens Models for Behavior: Stochastic Processes in Psychology , 1982 .

[29]  Richard C. Atkinson,et al.  Human Memory: A Proposed System and its Control Processes , 1968, Psychology of Learning and Motivation.

[30]  Hubert A. Zielske The remembering and forgetting of advertising. , 1959 .

[31]  H. E. Burtt,et al.  The curve of forgetting for advertising material. , 1925 .