{"title":"Correction to \"The generalization-across-dimensions model applied to conditional temporal discrimination\".","authors":"","doi":"10.1002/jeab.4217","DOIUrl":"https://doi.org/10.1002/jeab.4217","url":null,"abstract":"","PeriodicalId":17411,"journal":{"name":"Journal of the experimental analysis of behavior","volume":null,"pages":null},"PeriodicalIF":1.4,"publicationDate":"2024-09-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142349141","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
A vast literature highlights the prevalence of impulsive decision making in maladaptive outcomes. Most research has focused on one form-delay discounting. Less research has focused on effort discounting, possibly because of a lack of a standardized task for assessment. In published effort-discounting tasks, effort is conceptualized in many ways, making it difficult to compare findings across studies. Additionally, most effort-discounting tasks do not control for the time inherent in completing the effortful task, which makes it difficult to disentangle effort discounting from delay discounting. The current study evaluated the validity of a novel hypothetical effort-discounting task. The novel task was used to evaluate the influence of the effort-delay confound on rates of effort discounting in humans. Participants were randomly assigned to complete a confounded or a controlled version of the novel effort-discounting task. The effort-discounting data were well described by hyperbolic and exponential functions. When effort and delay were confounded, effort-discounting rates were significantly higher than when effort alone influenced discounting. The results suggest that data that are produced by effort-discounting tasks that do not control the effort-delay confound should be interpreted cautiously because they are also influenced by delay discounting. Task limitations and future directions are discussed.
{"title":"Validation of a novel effort-discounting assessment and evaluation of the effort-delay confound on effort discounting.","authors":"Sara Peck, Gregory J Madden","doi":"10.1002/jeab.4214","DOIUrl":"https://doi.org/10.1002/jeab.4214","url":null,"abstract":"<p><p>A vast literature highlights the prevalence of impulsive decision making in maladaptive outcomes. Most research has focused on one form-delay discounting. Less research has focused on effort discounting, possibly because of a lack of a standardized task for assessment. In published effort-discounting tasks, effort is conceptualized in many ways, making it difficult to compare findings across studies. Additionally, most effort-discounting tasks do not control for the time inherent in completing the effortful task, which makes it difficult to disentangle effort discounting from delay discounting. The current study evaluated the validity of a novel hypothetical effort-discounting task. The novel task was used to evaluate the influence of the effort-delay confound on rates of effort discounting in humans. Participants were randomly assigned to complete a confounded or a controlled version of the novel effort-discounting task. The effort-discounting data were well described by hyperbolic and exponential functions. When effort and delay were confounded, effort-discounting rates were significantly higher than when effort alone influenced discounting. The results suggest that data that are produced by effort-discounting tasks that do not control the effort-delay confound should be interpreted cautiously because they are also influenced by delay discounting. Task limitations and future directions are discussed.</p>","PeriodicalId":17411,"journal":{"name":"Journal of the experimental analysis of behavior","volume":null,"pages":null},"PeriodicalIF":1.4,"publicationDate":"2024-09-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142349144","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Resurgence is defined as an increase in a previously extinguished target response (B1) resulting from the worsening of conditions for a more recently reinforced alternative response (B2). Worsening includes extinction or reductions in rate, amount, and immediacy of delivery of food or some other phylogenetically important event (PIE). In the first part of the article, we apply the laws of allocation, induction, and covariance to understand not only resurgence of operant activity previously covarying with the PIE (B1) but also a constellation of ontogenetic and phylogenetic activities both related to the PIE (B0) and unrelated to the PIE (BN). In the second part, we discuss how induction might be incorporated into and provide alternative processes within an existing matching-based framework, resurgence as choice (RaC). We begin to identify how this range of activities could depend on changes in the relative competitive weight (V) of all available activities (B1, B2, B0, BN) in addition to only those receiving explicit training (B1, B2). Future empirical and theoretical research is needed within this framework to provide a more complete understanding of resurgence and behavior more generally.
{"title":"Understanding resurgence and other emergent activity with the laws of allocation, induction, and covariance.","authors":"Christopher A Podlesnik, William M Baum","doi":"10.1002/jeab.4212","DOIUrl":"https://doi.org/10.1002/jeab.4212","url":null,"abstract":"<p><p>Resurgence is defined as an increase in a previously extinguished target response (B<sub>1</sub>) resulting from the worsening of conditions for a more recently reinforced alternative response (B<sub>2</sub>). Worsening includes extinction or reductions in rate, amount, and immediacy of delivery of food or some other phylogenetically important event (PIE). In the first part of the article, we apply the laws of allocation, induction, and covariance to understand not only resurgence of operant activity previously covarying with the PIE (B<sub>1</sub>) but also a constellation of ontogenetic and phylogenetic activities both related to the PIE (B<sub>0</sub>) and unrelated to the PIE (B<sub>N</sub>). In the second part, we discuss how induction might be incorporated into and provide alternative processes within an existing matching-based framework, resurgence as choice (RaC). We begin to identify how this range of activities could depend on changes in the relative competitive weight (V) of all available activities (B<sub>1</sub>, B<sub>2</sub>, B<sub>0</sub>, B<sub>N</sub>) in addition to only those receiving explicit training (B<sub>1</sub>, B<sub>2</sub>). Future empirical and theoretical research is needed within this framework to provide a more complete understanding of resurgence and behavior more generally.</p>","PeriodicalId":17411,"journal":{"name":"Journal of the experimental analysis of behavior","volume":null,"pages":null},"PeriodicalIF":1.4,"publicationDate":"2024-09-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142349143","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
The current study explored a free‐operant analogue of discrete‐trial procedures to study the effects of amount and delay of reinforcement on choice and response rate. Rats responded on a multiple variable‐interval (VI) 45‐s, 45‐s schedule, with interspersed choice probe trials. Comparison of relative response rates and percentage of choice revealed some discrepancies between the free‐operant analogue and discrete‐trial procedures. Amount of reward controlled choice behavior when the ratios of delays were similar. When reward delays were more discrepant, delay length controlled choice behavior. Whereas the percentage of choice was larger for the larger magnitude reward, the relative rate of response for the larger magnitude was less than .50. In contrast, when the percentage of choice generally fell to below 50% (with large amount and large delay differences between alternatives), relative response rate indicated a preference for the larger amount alternative. This study shows the feasibility and utility of a free‐operant analogue of discrete‐choice studies that could be used to develop an analysis of preference.
{"title":"Influence of amount and delay of reward on choice and response rate: A free‐operant, multiple‐schedule analogue of a discrete‐trial procedure","authors":"James E. Wright, Phil Reed","doi":"10.1002/jeab.4213","DOIUrl":"https://doi.org/10.1002/jeab.4213","url":null,"abstract":"The current study explored a free‐operant analogue of discrete‐trial procedures to study the effects of amount and delay of reinforcement on choice and response rate. Rats responded on a multiple variable‐interval (VI) 45‐s, 45‐s schedule, with interspersed choice probe trials. Comparison of relative response rates and percentage of choice revealed some discrepancies between the free‐operant analogue and discrete‐trial procedures. Amount of reward controlled choice behavior when the ratios of delays were similar. When reward delays were more discrepant, delay length controlled choice behavior. Whereas the percentage of choice was larger for the larger magnitude reward, the relative rate of response for the larger magnitude was less than .50. In contrast, when the percentage of choice generally fell to below 50% (with large amount and large delay differences between alternatives), relative response rate indicated a preference for the larger amount alternative. This study shows the feasibility and utility of a free‐operant analogue of discrete‐choice studies that could be used to develop an analysis of preference.","PeriodicalId":17411,"journal":{"name":"Journal of the experimental analysis of behavior","volume":null,"pages":null},"PeriodicalIF":2.7,"publicationDate":"2024-09-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142255015","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Brandon P. Miller, Kianna Csölle, Christina Chen, Anna Lester, Sarah C. Weinsztok, Elizabeth R. Aston, Michael Amlung
Cannabis demand is sensitive to next‐day responsibilities, such as job interviews; however, it is unclear how demand is affected by non‐work‐related responsibilities and how reported compatibility of cannabis use (i.e., how suitable one perceives cannabis use to be in a situation) influences demand. This study examined the effects of a range of responsibilities on cannabis demand in a crowdsourced sample of adults who smoked cannabis at least monthly (n = 177; 78% White; 47% women; mean age = 36.52). Participants completed hypothetical marijuana purchase tasks asking how much cannabis they would consume at escalating prices in the context of no responsibilities and next‐day responsibilities spanning work, leisure, and caregiving. Cannabis demand was significantly reduced in all responsibility conditions (ps < .008; ds .28–.94), with the largest reductions for the job interview and caring‐for‐kids conditions. Higher ratings of suitability of cannabis use in each situation were correlated with higher demand. Finally, a qualitative thematic analysis characterized why cannabis use was considered suitable or unsuitable with each responsibility. These results suggest that demand is sensitive to next‐day responsibilities. However, these effects are not uniform, and future research is needed to examine these individual differences and the timing of upcoming responsibilities.
{"title":"Exploring the suitability of cannabis use with next‐day responsibilities: A behavioral‐economic and qualitative study","authors":"Brandon P. Miller, Kianna Csölle, Christina Chen, Anna Lester, Sarah C. Weinsztok, Elizabeth R. Aston, Michael Amlung","doi":"10.1002/jeab.4209","DOIUrl":"https://doi.org/10.1002/jeab.4209","url":null,"abstract":"Cannabis demand is sensitive to next‐day responsibilities, such as job interviews; however, it is unclear how demand is affected by non‐work‐related responsibilities and how reported compatibility of cannabis use (i.e., how suitable one perceives cannabis use to be in a situation) influences demand. This study examined the effects of a range of responsibilities on cannabis demand in a crowdsourced sample of adults who smoked cannabis at least monthly (<jats:italic>n</jats:italic> = 177; 78% White; 47% women; mean age = 36.52). Participants completed hypothetical marijuana purchase tasks asking how much cannabis they would consume at escalating prices in the context of no responsibilities and next‐day responsibilities spanning work, leisure, and caregiving. Cannabis demand was significantly reduced in all responsibility conditions (<jats:italic>p</jats:italic>s < .008; <jats:italic>d</jats:italic>s .28–.94), with the largest reductions for the job interview and caring‐for‐kids conditions. Higher ratings of suitability of cannabis use in each situation were correlated with higher demand. Finally, a qualitative thematic analysis characterized why cannabis use was considered suitable or unsuitable with each responsibility. These results suggest that demand is sensitive to next‐day responsibilities. However, these effects are not uniform, and future research is needed to examine these individual differences and the timing of upcoming responsibilities.","PeriodicalId":17411,"journal":{"name":"Journal of the experimental analysis of behavior","volume":null,"pages":null},"PeriodicalIF":2.7,"publicationDate":"2024-09-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142204810","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pazia Miller, Joseph W. Kable, Karolina M. Lempert
Alcohol misuse ranks among the leading causes of preventable death worldwide. Therefore, discovering measures that can predict hazardous drinking is critical. The delay discounting paradigm—which assesses relative preference for immediate rewards over larger, later rewards—has frequently been used as a proxy for impulsive choice, but it does not capture how long someone is willing to wait for delayed rewards when the arrival time is uncertain. In contrast, a newer willingness‐to‐wait task measures how long someone is willing to wait for a delayed reward of uncertain timing before giving up. We hypothesized that performance in this willingness‐to‐wait task would be associated with drinking severity and that this task may even outperform delay discounting as a predictor of drinking severity. We pooled data from multiple studies of mostly college‐aged adult participants. Drinking severity was assessed with the Alcohol Use Disorders Identification Test. Willingness to wait under temporal uncertainty, but not delay discounting, was associated with severity of alcohol problems among participants who drank (n = 212). Individuals engaging in hazardous drinking were less willing to wait for rewards when delays were unknown than were individuals with low‐risk drinking habits. Thus, willingness to wait under temporal uncertainty may be an important predictor of problematic drinking.
{"title":"Willingness to wait outperforms delay discounting in predicting drinking severity","authors":"Pazia Miller, Joseph W. Kable, Karolina M. Lempert","doi":"10.1002/jeab.4210","DOIUrl":"https://doi.org/10.1002/jeab.4210","url":null,"abstract":"Alcohol misuse ranks among the leading causes of preventable death worldwide. Therefore, discovering measures that can predict hazardous drinking is critical. The delay discounting paradigm—which assesses relative preference for immediate rewards over larger, later rewards—has frequently been used as a proxy for impulsive choice, but it does not capture how long someone is willing to wait for delayed rewards when the arrival time is uncertain. In contrast, a newer willingness‐to‐wait task measures how long someone is willing to wait for a delayed reward of uncertain timing before giving up. We hypothesized that performance in this willingness‐to‐wait task would be associated with drinking severity and that this task may even outperform delay discounting as a predictor of drinking severity. We pooled data from multiple studies of mostly college‐aged adult participants. Drinking severity was assessed with the Alcohol Use Disorders Identification Test. Willingness to wait under temporal uncertainty, but not delay discounting, was associated with severity of alcohol problems among participants who drank (<jats:italic>n</jats:italic> = 212). Individuals engaging in hazardous drinking were less willing to wait for rewards when delays were unknown than were individuals with low‐risk drinking habits. Thus, willingness to wait under temporal uncertainty may be an important predictor of problematic drinking.","PeriodicalId":17411,"journal":{"name":"Journal of the experimental analysis of behavior","volume":null,"pages":null},"PeriodicalIF":2.7,"publicationDate":"2024-09-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142204811","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Shannon M. Luoma, Caio F. Miguel, Danielle L. LaFrance, Vanessa N. Lee
The purpose of the current study was to extend the research on the possible role of verbal mediation in the establishment of comparative relations. We conducted four experiments in which 14 participants received conditional discrimination training with nonarbitrary and arbitrary stimuli, followed by derived comparative and transformation of function tests. Participants learned to select the smallest or biggest comparison across multiple exemplars in the presence of abstract samples. Next, participants learned to select arbitrary comparisons in the presence of contextual cues to establish a size ranking among comparisons. To assess verbal mediation during mutual and combinatorial entailment tests, participants were instructed to talk out loud. When they failed to perform correctly during derived relations tests, participants were trained to tact and intraverbally relate stimuli. The results suggest that relational training alone was not sufficient to establish comparative relations and that adult participants engaged in problem solving consistent with intraverbal bidirectional naming during emergent relations tests.
{"title":"The role of intraverbal bidirectional naming in the establishment of comparative relations","authors":"Shannon M. Luoma, Caio F. Miguel, Danielle L. LaFrance, Vanessa N. Lee","doi":"10.1002/jeab.4207","DOIUrl":"10.1002/jeab.4207","url":null,"abstract":"<p>The purpose of the current study was to extend the research on the possible role of verbal mediation in the establishment of comparative relations. We conducted four experiments in which 14 participants received conditional discrimination training with nonarbitrary and arbitrary stimuli, followed by derived comparative and transformation of function tests. Participants learned to select the smallest or biggest comparison across multiple exemplars in the presence of abstract samples. Next, participants learned to select arbitrary comparisons in the presence of contextual cues to establish a size ranking among comparisons. To assess verbal mediation during mutual and combinatorial entailment tests, participants were instructed to talk out loud. When they failed to perform correctly during derived relations tests, participants were trained to tact and intraverbally relate stimuli. The results suggest that relational training alone was not sufficient to establish comparative relations and that adult participants engaged in problem solving consistent with intraverbal bidirectional naming during emergent relations tests.</p>","PeriodicalId":17411,"journal":{"name":"Journal of the experimental analysis of behavior","volume":null,"pages":null},"PeriodicalIF":1.4,"publicationDate":"2024-09-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142120055","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Carla N. Martinez-Perez, Carolyn M. Ritchey, Megan E. Gregory, Toshikazu Kuroda, Nicholas A. Gage, Christopher A. Podlesnik
Resurgence can be defined as increases in previously reinforced and subsequently extinguished target responding when conditions for an alternative response worsen. Worsening of alternative conditions, such as extinction, has been linked to relapse of clinically relevant behavior. Preclinical researchers have evaluated whether punishing target responses while differentially reinforcing an alternative response could reduce resurgence when conditions are worsened with extinction, with mixed results. In the present investigation, we systematically replicated this line of research with human participants recruited via crowdsourcing, using response cost as punishment. During Phase 1, we reinforced target responses with 100 points per delivery, exchangeable for money. During Phase 2, we reinforced alternative responses, discontinued point reinforcement for target responses, and parametrically manipulated across groups the magnitude of point loss (1, 100, 320, or 1,000 points) contingent on target responses. During Phase 3, we tested for resurgence by extinguishing target and alternative responses. Added punishment systematically decreased target responding during Phase 2 but did not influence resurgence during Phase 3. With a meta-analysis, we compared our findings with existing research examining a range of punishers and species. The results of the meta-analysis comport with the present findings, suggesting that the inclusion of punishment reduces target responding during DRA but, overall, has no systematic effects on resurgence.
{"title":"A parametric manipulation and meta-analysis of target-response punishment on resurgence","authors":"Carla N. Martinez-Perez, Carolyn M. Ritchey, Megan E. Gregory, Toshikazu Kuroda, Nicholas A. Gage, Christopher A. Podlesnik","doi":"10.1002/jeab.4206","DOIUrl":"10.1002/jeab.4206","url":null,"abstract":"<p>Resurgence can be defined as increases in previously reinforced and subsequently extinguished target responding when conditions for an alternative response worsen. Worsening of alternative conditions, such as extinction, has been linked to relapse of clinically relevant behavior. Preclinical researchers have evaluated whether punishing target responses while differentially reinforcing an alternative response could reduce resurgence when conditions are worsened with extinction, with mixed results. In the present investigation, we systematically replicated this line of research with human participants recruited via crowdsourcing, using response cost as punishment. During Phase 1, we reinforced target responses with 100 points per delivery, exchangeable for money. During Phase 2, we reinforced alternative responses, discontinued point reinforcement for target responses, and parametrically manipulated across groups the magnitude of point loss (1, 100, 320, or 1,000 points) contingent on target responses. During Phase 3, we tested for resurgence by extinguishing target and alternative responses. Added punishment systematically decreased target responding during Phase 2 but did not influence resurgence during Phase 3. With a meta-analysis, we compared our findings with existing research examining a range of punishers and species. The results of the meta-analysis comport with the present findings, suggesting that the inclusion of punishment reduces target responding during DRA but, overall, has no systematic effects on resurgence.</p>","PeriodicalId":17411,"journal":{"name":"Journal of the experimental analysis of behavior","volume":null,"pages":null},"PeriodicalIF":1.4,"publicationDate":"2024-08-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142036182","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
The principles of social justice, equity, diversity, inclusion (JEDI) have received increasing attention in behavior analysis circles, but the conversation has largely centered on implications for applied behavior analysis practice and research. It may be less clear to researchers who conduct basic and translational research how JEDI principles can inform and inspire their work. This article synthesizes publications from behavior analysis and other scientific fields about tactics of JEDI-informed research. We organized this scholarship across five stages of research from developing the research question to sharing findings and curated sources for an audience of behavioral science researchers. We discuss reflexive practice, representation, belongingness, participatory research, quantitative critical theory, and open science, among other topics. Some researchers may have already adopted some of the practices outlined, some may begin new practices, and some may choose to conduct experimental analyses of JEDI problems. Our hope is that those actions will be reinforced by the behavior analysis scientific community. We conclude by encouraging the leadership of this journal to continue to work toward the structural changes necessary to make the experimental analysis of behavior just, equitable, diverse, and inclusive.
{"title":"Tactics of just, equitable, diverse, and inclusive scientific research","authors":"Elizabeth G. E. Kyonka, Shrinidhi Subramaniam","doi":"10.1002/jeab.4201","DOIUrl":"10.1002/jeab.4201","url":null,"abstract":"<p>The principles of social justice, equity, diversity, inclusion (JEDI) have received increasing attention in behavior analysis circles, but the conversation has largely centered on implications for applied behavior analysis practice and research. It may be less clear to researchers who conduct basic and translational research how JEDI principles can inform and inspire their work. This article synthesizes publications from behavior analysis and other scientific fields about tactics of JEDI-informed research. We organized this scholarship across five stages of research from developing the research question to sharing findings and curated sources for an audience of behavioral science researchers. We discuss reflexive practice, representation, belongingness, participatory research, quantitative critical theory, and open science, among other topics. Some researchers may have already adopted some of the practices outlined, some may begin new practices, and some may choose to conduct experimental analyses of JEDI problems. Our hope is that those actions will be reinforced by the behavior analysis scientific community. We conclude by encouraging the leadership of this journal to continue to work toward the structural changes necessary to make the experimental analysis of behavior just, equitable, diverse, and inclusive.</p>","PeriodicalId":17411,"journal":{"name":"Journal of the experimental analysis of behavior","volume":null,"pages":null},"PeriodicalIF":1.4,"publicationDate":"2024-08-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142000255","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Brett W. Gelino, Justin C. Strickland, Matthew W. Johnson
Literature concerning operant behavioral economics shows a strong preference for the coefficient of determination (R2) metric to (a) describe how well an applied model accounts for variance and (b) depict the quality of collected data. Yet R2 is incompatible with nonlinear modeling. In this report, we provide an updated discussion of the concerns with R2. We first review recent articles that have been published in the Journal of the Experimental Analysis of Behavior that employ nonlinear models, noting recent trends in goodness-of-fit reporting, including the continued reliance on R2. We then examine the tendency for these metrics to bias against linear-like patterns via a positive correlation between goodness of fit and the primary outputs of behavioral-economic modeling. Mathematically, R2 is systematically more stringent for lower values for discounting parameters (e.g., k) in discounting studies and lower values for the elasticity parameter (α) in demand analysis. The study results suggest there may be heterogeneity in how this bias emerges in data sets of varied composition and origin. There are limitations when using any goodness-of-fit measure to assess the systematic nature of data in behavioral-economic studies, and to address those we recommend the use of algorithms that test fundamental expectations of the data.
{"title":"R2 should not be used to describe behavioral-economic discounting and demand models","authors":"Brett W. Gelino, Justin C. Strickland, Matthew W. Johnson","doi":"10.1002/jeab.4200","DOIUrl":"10.1002/jeab.4200","url":null,"abstract":"<p>Literature concerning operant behavioral economics shows a strong preference for the coefficient of determination (<i>R</i><sup>2</sup>) metric to (a) describe how well an applied model accounts for variance and (b) depict the quality of collected data. Yet <i>R</i><sup>2</sup> is incompatible with nonlinear modeling. In this report, we provide an updated discussion of the concerns with <i>R</i><sup>2</sup>. We first review recent articles that have been published in the <i>Journal of the Experimental Analysis of Behavior</i> that employ nonlinear models, noting recent trends in goodness-of-fit reporting, including the continued reliance on <i>R</i><sup>2</sup>. We then examine the tendency for these metrics to bias against linear-like patterns via a positive correlation between goodness of fit and the primary outputs of behavioral-economic modeling. Mathematically, <i>R</i><sup>2</sup> is systematically more stringent for lower values for discounting parameters (e.g., <i>k</i>) in discounting studies and lower values for the elasticity parameter (α) in demand analysis. The study results suggest there may be heterogeneity in how this bias emerges in data sets of varied composition and origin. There are limitations when using any goodness-of-fit measure to assess the systematic nature of data in behavioral-economic studies, and to address those we recommend the use of algorithms that test fundamental expectations of the data.</p>","PeriodicalId":17411,"journal":{"name":"Journal of the experimental analysis of behavior","volume":null,"pages":null},"PeriodicalIF":1.4,"publicationDate":"2024-08-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142004503","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}