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Fireworks from JDM
                             Report from the 32nd conference
                              on Judgment & Decisionmaking


               Habit Design Meetup #4           Dec 1, 2011

            Paul Whitmore Sas
            paulsas@xpcxpts.com

Thursday, December 1, 2011
JDM is the premier international
               conference on behavioral economics




                                        http://www.sjdm.org/
                                     programs/2011-program.pdf

Thursday, December 1, 2011
Debt Snow Ball (David Gal)

                       Closing out more accounts early is a stronger
                       predictor of complete success than paying off bigger
                       balances within one account



                 Can Small Victories Help Win the War? A Quasi-Experiment from the Consumer Debt Settlement
                 Industry
                 Gal, David (Northwestern University); McShane, Blake (Northwestern University)
                 The question of how consumers should manage their debts is one of great practical significance. Using a data set
                 obtained from a consumer debt settlement firm, we find that closing debt accounts is predictive of eliminating
                 one's debts. Conversely, the dollar balance of closed accounts is not predictive of debt elimination when
                 controlling for number of accounts closed. These findings suggest that closing debt accounts, even when
                 rationally suboptimal, might motivate consumers to persist in a debt elimination goal. In addition to implications
                 for consumer debt management, our findings bear important theoretical and methodological implications for
                 research on goal pursuit.




Thursday, December 1, 2011
Traffic Light Ratings on Food Raise
               Caloric Intake (Eric VanEpps)
                       Calorie labeling has zero impact
                       Adding “traffic light” (red-yellow-green)
                             Makes consumption worse



        Menu Labeling: Posting Calories versus Traffic Lights to Encourage Healthier Eating
        VanEpps, Eric M. (Carnegie Mellon University); Downs, Julie S. (Carnegie Mellon University); Wisdom, Jessica (Carnegie
        Mellon University); Loewenstein, George (Carnegie Mellon University)
        We compared two approaches to labeling healthfulness of restaurant foods on menus: posting calories (popular among
        American legislators) and traffic light icons (emerging in the UK and Australia). Using green, yellow and red images is
        thought to be a simpler way of helping consumers to identify healthier options. Our participants (N=320) selected their meals
        from manipulated menus prior to entering McDonald’s, then returned with their receipt for a survey and payment. Calorie
        posting had no effect on orders, but traffic light labels led customers to order significantly more calories, strongly mediated
        by ordering a larger number of traffic-light-labeled items.



Thursday, December 1, 2011
“Mental Eating” & Satiation
               Carey Morewedge’s Lab at CMU
                     Experiment published last Dec in Science showed:

               Thinking about eating 30 M&Ms
               vs.
               Thinking of eating 3 M&Ms

               Those who thought of 30 were more “habituated” and
               ate less when given the option
               “Thought for Food: Imagined Consumption Reduces Actual Consumption”
               Carey K. Morewedge,1* Young Eun Huh,2 Joachim Vosgerau2
               10 DECEMBER 2010	

 VOL 330	

 SCIENCE




Thursday, December 1, 2011
Recent Satiation via Mental Imagination
               from Carey Morewedge’s Lab at CMU
            Feels near or Far (Yang Yang at CMU)
        Feels Far or Near? How Subjective Perception of When One Last Consumed Influences Satiation
        Yang Yang (Carnegie Mellon University); Galak, Jeff (Carnegie Mellon University); Redden Joseph P. (University of
        Minnesota); Kyung Ellie J. (Dartmouth College)
        Previous research show that satiation can be constructed based on whether people recall their past consumption, the
        ease of retrieval of past consumption, and the feeling of how much they have consumed. We demonstrate in the current
        research that the subjective perception of when one last consumed also has a significant impact on satiation.
        Specifically, the subjective sense of having consumed more recently makes people want to eat significantly less and
        feel less hungry (Experiment 1), feel more satiated and enjoy their favorite song substantially less (Experiment 2), and
        purchase food with lower caloric value (Experiment 3).

            Satiation is manipulation specific
       Specificity in Sensitization
       Huh, Young Eun (Carnegie Mellon University); Vosgerau, Joachim (Carnegie Mellon University); Morewedge, Carey K.
       (Carnegie Mellon University)
       Eating a food engenders habituation, a decrease in one’s responsiveness and motivation to obtain the food. General-process
       theories of motivation also posit that eating a food sensitizes one to other foods, increasing one’s responsiveness and
       motivation to obtain the food, but the breadth and scope of sensitization effects are unclear. We show that sensitization
       occurs for foods frequently consumed in conjunction with a target food (i.e., complements), but does not occur for
       unrelated foods. In three experiments, the repeated imaginary consumption of a food increased actual consumption of its
       complements but did not affect consumption of unrelated foods.

Thursday, December 1, 2011
‘‘Less Can Be More’’ in Risk Graphics
               Brian Zikmund-Fisher



                                                                                         <


                        Viewers of survival-only pictographs had better accuracy

                        Omitting redundant mortality outcome statistics can be an effective method of risk communication


              A Demonstration of ‘‘Less Can Be More’’ in Risk Graphics
              Brian J. Zikmund-Fisher, PhD, Angela Fagerlin, PhD, Peter A. Ubel, MD   MEDICAL DECISION MAKING/NOV–DEC 2010




Thursday, December 1, 2011
Rapid Reset Rewards for Speed Addicts

                       Method to pay people for pee’ing clean
                         Sequential clean pees increases payment
                       Most motivating: Rapid Reset, so 3 clean returns

               Frequent rewards improve outcomes for methamphetamine addiction: A behavioral economic analysis of
               a contingency management treatment program
               Ling, Kimberly (UCLA); Krishnamurti, Tamar (Carnegie Mellon University); Shoptaw, Steven (UCLA)
               Contingency management (CM) is an effective methamphetamine substance abuse treatment where escalating
               payments are made in exchange for abstinent behavior. In a randomized, controlled trial of methamphetamine-
               dependent gay men, 78 participants were randomly assigned to receive CM payments as part of a larger trial of
               behavioral treatments. This study examines features of purchases (e.g. frequency, magnitude, hedonic vs.
               utilitarian type) made with CM payments to elucidate the ability of CM incentives to yield positive treatment
               outcomes for methamphetamine dependence. Regression of purchase features on treatment outcomes assessed
               preferences for redemption as reflecting an economic hedonic or consumable substitute.




Thursday, December 1, 2011
Overwork (Chris Hsee)


               5 mins of music (work = play noise burst)
               5 mins of eating chocolates earned

               Players worked TOO hard, earned more
               chocolate than they wanted to eat
               Medium Maximization
     Overworking
     Hsee, Christopher K. (University of Chicago); Zhang, Shirley (Applicant to PhD programs)
     We introduce an experimental simulation paradigm to study whether and when people overwork - work and earn more than
     what one needs or can consume. We found that people are more likely to overwork when production rate is high than low, that
     overworking is due to mindless accumulation rather than uncertainty protection, and that encouraging people to focus on the
     consequence or not allowing people to earn more when they have enough to consume can reduce their tendency to overwork
     and at the same time increase their subjective happiness.


Thursday, December 1, 2011
Optimal quitting point (Cade Massey)

               30 balls in urn, either 18 red or only 12

               Win by drawing 15 - pay 10 cents per ball

               People often overpay to persist
                Pressing On or Giving Up: Goal Pursuit Under Uncertainty
                Massey, Cade (Yale University); Koehler, Derek J. (University of Waterloo);
                Goal pursuit depends on motivation and belief revision (e.g., assessing the likelihood that the goal is
                achievable). The burgeoning literature on goals and decision-making has focused on the former
                (e.g., Heath, Larrick & Wu, 1999; Fishbach & Dhar, 2005). We consider the latter, investigating how
                participants decide whether to abandon a goal. We find that participants over-persist in the pursuit
                of immediate goals, foregoing the benefits of alternative pursuits. This bias is strongest in the face of
                early, negative feedback. We suggest the need to abandon potentially profitable goals because of high
                opportunity costs is important, common and, apparently, difficult.


Thursday, December 1, 2011
Implementation intentions - commit to
               vaccine (Katherine Milkman)
                       Scheduling is a classic “channel factor”
                       Lift is significant, but not huge



           Using Implementation Intentions Prompts to Enhance Influenza Vaccination Rates
           Milkman, Katherine (The Wharton School, The University of Pennsylvania); Beshears, John (Graduate School of
           Business, Stanford University); Choi, James J. (School of Management, Yale University); Laibson, David (Department
           of Economics, Harvard University); Madrian, Brigitte C. (Harvard Kennedy School, Harvard University)
           We experimentally evaluate whether planning prompts increase influenza vaccination rates. Over 3,000 employees at a
           firm received reminder mailings listing the times and locations of vaccination clinics at their office sites. Treatment
           condition mailings also included a prompt to write down either the date or the date and time the employee planned to be
           vaccinated. Vaccination rates increased meaningfully with the specificity of the planning prompt received: by 1.5
           percentage points over the control in the date group and 4.2 percentage points in the date and time group. The effect size
           doubled for employees at offices with only one-day clinics.




Thursday, December 1, 2011
Adding 2nd tier info reduces
               attractiveness (Stephen Spiller)
                       Garcia showed that
                       A hotel with 5-star restaurant
                         beats
                       A hotel with 5-star restaurant + 3 star pool


     Representing Money as a Set: The Influence of Irrelevant Alternatives on the Perceived Value of Money
     Spiller, Stephen A. (UCLA); Ariely, Dan (Duke University)
     How do people represent money? Because money is fungible and people can allocate it in so many different ways, it is
     difficult to conceptualize. We propose people represent money as a set of products. As a result, they value it according to
     the set of purchases it allows, not just the marginal purchase it allows, implying that irrelevant alternatives may influence
     its perceived value. We test this hypothesis by adding less attractive uses to a set (or merely making them more accessible)
     and showing that these less attractive options influence the perceived value of the medium.




Thursday, December 1, 2011
Phantom Firsts (LaBoeuf) & Imminent
               Ends (O'Brien)
                       Sequence Matters
                       Placement can be manipulated, so that the middle is
                       treated as a first or last item
        Forceful Phantom Firsts: Framing Experiences as Firsts Amplifies their Influence on Judgment
        LeBoeuf, Robyn A. (University of Florida); Williams, Elanor F. (University of Florida); Brenner, Lyle (University of Florida)
        First experiences are highly influential. We show that experiences merely framed as firsts can also disproportionately influence judgment. In
        five experiments, one piece of a series of information was framed to appear to have ‘first’ status: for example, the final review in a sequence
        of hotel reviews happened to be 2010’s first review. Such information had greater influence on subsequent judgments (e.g, of the hotel’s
        quality) than it did when it was not framed as a first. Results further suggested that this effect arises largely because ‘phantom first’
        information receives greater weighting (and not merely more attention) than other information.

        Imminent ends make eminent friends: Last bites of food, last beats of music, and last job applicants are judged better than others
        O'Brien, Edward H. (University of Michigan); Ellsworth, Phoebe C. (University of Michigan)
        People make more positive judgments during 'last' experiences of significant life events (e.g., graduation). Five experiments extended this to
        everyday experiences. Chocolates, cake, and songs were judged better when they were described as the 'final' of a series. Moreover, 'final'
        individuals in groups of neutral targets and job applicants were judged better than others. These findings extend the power of endings to
        everyday lifethe same foods, music, and people are judged best when they happen last. Findings are discussed in terms of maximizing the
        efficacy of marketing campaigns, consumption experiences, and social impressions, but also more troubling implications.




Thursday, December 1, 2011
Signing first increases honesty (Lisa Shu)

                       Signature at the top of a form reduces the amount
                       of claimed expenses
                       Factor could be something other than dishonesty
                       (e.g., changing the framing shifts attention, rather
                       than explicitly reducing tendency to deceive)

    When to Sign on the Dotted Line? Signing First Makes Ethics Salient and Decreases Dishonest Self-Reports
    Shu, Lisa L. (Harvard University); Mazar, Nina (University of Toronto); Gino, Francesca (Harvard University); Ariely, Dan
    (Duke University); Bazerman, Max H. (Harvard University)
    We examine the effectiveness of a simple measure to reduce dishonesty: signing on the dotted line. This intervention has
    relevance for transactions that rely on truthful self-reporting, such as taxes, business expenses, and billable hours. Departures
    from honest reporting can lead to significant economic losses. Using both lab and field experiments, we find that signing before,
    rather than after, a self-report task raises the saliency of ethics, and subsequently decreases dishonesty. Signing on the dotted
    line shifts the moral gaze inward, raising the saliency of ethical standards and promoting more ethical actions going forward.



Thursday, December 1, 2011
Other fun findings

                       Budget Backfire - switches attention to quality, and
                       drives overspending (Jeff Larson, BYU)
                       Reported compliance in midwife practice (100%)
                       differed from observed (4%) (U of Gloucestershire)
                       Ubiquity of Mechanical Turk (~1/3 of studies)
                       Incidental conflict more motivating - FOMOx2 (Liad
                       Weiss, Columbia)
                       False Positive Psychology (Joe Simmons & Leif


Thursday, December 1, 2011

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Habit Design #4 12012011

  • 1. Fireworks from JDM Report from the 32nd conference on Judgment & Decisionmaking Habit Design Meetup #4 Dec 1, 2011 Paul Whitmore Sas paulsas@xpcxpts.com Thursday, December 1, 2011
  • 2. JDM is the premier international conference on behavioral economics http://www.sjdm.org/ programs/2011-program.pdf Thursday, December 1, 2011
  • 3. Debt Snow Ball (David Gal) Closing out more accounts early is a stronger predictor of complete success than paying off bigger balances within one account Can Small Victories Help Win the War? A Quasi-Experiment from the Consumer Debt Settlement Industry Gal, David (Northwestern University); McShane, Blake (Northwestern University) The question of how consumers should manage their debts is one of great practical significance. Using a data set obtained from a consumer debt settlement firm, we find that closing debt accounts is predictive of eliminating one's debts. Conversely, the dollar balance of closed accounts is not predictive of debt elimination when controlling for number of accounts closed. These findings suggest that closing debt accounts, even when rationally suboptimal, might motivate consumers to persist in a debt elimination goal. In addition to implications for consumer debt management, our findings bear important theoretical and methodological implications for research on goal pursuit. Thursday, December 1, 2011
  • 4. Traffic Light Ratings on Food Raise Caloric Intake (Eric VanEpps) Calorie labeling has zero impact Adding “traffic light” (red-yellow-green) Makes consumption worse Menu Labeling: Posting Calories versus Traffic Lights to Encourage Healthier Eating VanEpps, Eric M. (Carnegie Mellon University); Downs, Julie S. (Carnegie Mellon University); Wisdom, Jessica (Carnegie Mellon University); Loewenstein, George (Carnegie Mellon University) We compared two approaches to labeling healthfulness of restaurant foods on menus: posting calories (popular among American legislators) and traffic light icons (emerging in the UK and Australia). Using green, yellow and red images is thought to be a simpler way of helping consumers to identify healthier options. Our participants (N=320) selected their meals from manipulated menus prior to entering McDonald’s, then returned with their receipt for a survey and payment. Calorie posting had no effect on orders, but traffic light labels led customers to order significantly more calories, strongly mediated by ordering a larger number of traffic-light-labeled items. Thursday, December 1, 2011
  • 5. “Mental Eating” & Satiation Carey Morewedge’s Lab at CMU Experiment published last Dec in Science showed: Thinking about eating 30 M&Ms vs. Thinking of eating 3 M&Ms Those who thought of 30 were more “habituated” and ate less when given the option “Thought for Food: Imagined Consumption Reduces Actual Consumption” Carey K. Morewedge,1* Young Eun Huh,2 Joachim Vosgerau2 10 DECEMBER 2010 VOL 330 SCIENCE Thursday, December 1, 2011
  • 6. Recent Satiation via Mental Imagination from Carey Morewedge’s Lab at CMU Feels near or Far (Yang Yang at CMU) Feels Far or Near? How Subjective Perception of When One Last Consumed Influences Satiation Yang Yang (Carnegie Mellon University); Galak, Jeff (Carnegie Mellon University); Redden Joseph P. (University of Minnesota); Kyung Ellie J. (Dartmouth College) Previous research show that satiation can be constructed based on whether people recall their past consumption, the ease of retrieval of past consumption, and the feeling of how much they have consumed. We demonstrate in the current research that the subjective perception of when one last consumed also has a significant impact on satiation. Specifically, the subjective sense of having consumed more recently makes people want to eat significantly less and feel less hungry (Experiment 1), feel more satiated and enjoy their favorite song substantially less (Experiment 2), and purchase food with lower caloric value (Experiment 3). Satiation is manipulation specific Specificity in Sensitization Huh, Young Eun (Carnegie Mellon University); Vosgerau, Joachim (Carnegie Mellon University); Morewedge, Carey K. (Carnegie Mellon University) Eating a food engenders habituation, a decrease in one’s responsiveness and motivation to obtain the food. General-process theories of motivation also posit that eating a food sensitizes one to other foods, increasing one’s responsiveness and motivation to obtain the food, but the breadth and scope of sensitization effects are unclear. We show that sensitization occurs for foods frequently consumed in conjunction with a target food (i.e., complements), but does not occur for unrelated foods. In three experiments, the repeated imaginary consumption of a food increased actual consumption of its complements but did not affect consumption of unrelated foods. Thursday, December 1, 2011
  • 7. ‘‘Less Can Be More’’ in Risk Graphics Brian Zikmund-Fisher < Viewers of survival-only pictographs had better accuracy Omitting redundant mortality outcome statistics can be an effective method of risk communication A Demonstration of ‘‘Less Can Be More’’ in Risk Graphics Brian J. Zikmund-Fisher, PhD, Angela Fagerlin, PhD, Peter A. Ubel, MD MEDICAL DECISION MAKING/NOV–DEC 2010 Thursday, December 1, 2011
  • 8. Rapid Reset Rewards for Speed Addicts Method to pay people for pee’ing clean Sequential clean pees increases payment Most motivating: Rapid Reset, so 3 clean returns Frequent rewards improve outcomes for methamphetamine addiction: A behavioral economic analysis of a contingency management treatment program Ling, Kimberly (UCLA); Krishnamurti, Tamar (Carnegie Mellon University); Shoptaw, Steven (UCLA) Contingency management (CM) is an effective methamphetamine substance abuse treatment where escalating payments are made in exchange for abstinent behavior. In a randomized, controlled trial of methamphetamine- dependent gay men, 78 participants were randomly assigned to receive CM payments as part of a larger trial of behavioral treatments. This study examines features of purchases (e.g. frequency, magnitude, hedonic vs. utilitarian type) made with CM payments to elucidate the ability of CM incentives to yield positive treatment outcomes for methamphetamine dependence. Regression of purchase features on treatment outcomes assessed preferences for redemption as reflecting an economic hedonic or consumable substitute. Thursday, December 1, 2011
  • 9. Overwork (Chris Hsee) 5 mins of music (work = play noise burst) 5 mins of eating chocolates earned Players worked TOO hard, earned more chocolate than they wanted to eat Medium Maximization Overworking Hsee, Christopher K. (University of Chicago); Zhang, Shirley (Applicant to PhD programs) We introduce an experimental simulation paradigm to study whether and when people overwork - work and earn more than what one needs or can consume. We found that people are more likely to overwork when production rate is high than low, that overworking is due to mindless accumulation rather than uncertainty protection, and that encouraging people to focus on the consequence or not allowing people to earn more when they have enough to consume can reduce their tendency to overwork and at the same time increase their subjective happiness. Thursday, December 1, 2011
  • 10. Optimal quitting point (Cade Massey) 30 balls in urn, either 18 red or only 12 Win by drawing 15 - pay 10 cents per ball People often overpay to persist Pressing On or Giving Up: Goal Pursuit Under Uncertainty Massey, Cade (Yale University); Koehler, Derek J. (University of Waterloo); Goal pursuit depends on motivation and belief revision (e.g., assessing the likelihood that the goal is achievable). The burgeoning literature on goals and decision-making has focused on the former (e.g., Heath, Larrick & Wu, 1999; Fishbach & Dhar, 2005). We consider the latter, investigating how participants decide whether to abandon a goal. We find that participants over-persist in the pursuit of immediate goals, foregoing the benefits of alternative pursuits. This bias is strongest in the face of early, negative feedback. We suggest the need to abandon potentially profitable goals because of high opportunity costs is important, common and, apparently, difficult. Thursday, December 1, 2011
  • 11. Implementation intentions - commit to vaccine (Katherine Milkman) Scheduling is a classic “channel factor” Lift is significant, but not huge Using Implementation Intentions Prompts to Enhance Influenza Vaccination Rates Milkman, Katherine (The Wharton School, The University of Pennsylvania); Beshears, John (Graduate School of Business, Stanford University); Choi, James J. (School of Management, Yale University); Laibson, David (Department of Economics, Harvard University); Madrian, Brigitte C. (Harvard Kennedy School, Harvard University) We experimentally evaluate whether planning prompts increase influenza vaccination rates. Over 3,000 employees at a firm received reminder mailings listing the times and locations of vaccination clinics at their office sites. Treatment condition mailings also included a prompt to write down either the date or the date and time the employee planned to be vaccinated. Vaccination rates increased meaningfully with the specificity of the planning prompt received: by 1.5 percentage points over the control in the date group and 4.2 percentage points in the date and time group. The effect size doubled for employees at offices with only one-day clinics. Thursday, December 1, 2011
  • 12. Adding 2nd tier info reduces attractiveness (Stephen Spiller) Garcia showed that A hotel with 5-star restaurant beats A hotel with 5-star restaurant + 3 star pool Representing Money as a Set: The Influence of Irrelevant Alternatives on the Perceived Value of Money Spiller, Stephen A. (UCLA); Ariely, Dan (Duke University) How do people represent money? Because money is fungible and people can allocate it in so many different ways, it is difficult to conceptualize. We propose people represent money as a set of products. As a result, they value it according to the set of purchases it allows, not just the marginal purchase it allows, implying that irrelevant alternatives may influence its perceived value. We test this hypothesis by adding less attractive uses to a set (or merely making them more accessible) and showing that these less attractive options influence the perceived value of the medium. Thursday, December 1, 2011
  • 13. Phantom Firsts (LaBoeuf) & Imminent Ends (O'Brien) Sequence Matters Placement can be manipulated, so that the middle is treated as a first or last item Forceful Phantom Firsts: Framing Experiences as Firsts Amplifies their Influence on Judgment LeBoeuf, Robyn A. (University of Florida); Williams, Elanor F. (University of Florida); Brenner, Lyle (University of Florida) First experiences are highly influential. We show that experiences merely framed as firsts can also disproportionately influence judgment. In five experiments, one piece of a series of information was framed to appear to have ‘first’ status: for example, the final review in a sequence of hotel reviews happened to be 2010’s first review. Such information had greater influence on subsequent judgments (e.g, of the hotel’s quality) than it did when it was not framed as a first. Results further suggested that this effect arises largely because ‘phantom first’ information receives greater weighting (and not merely more attention) than other information. Imminent ends make eminent friends: Last bites of food, last beats of music, and last job applicants are judged better than others O'Brien, Edward H. (University of Michigan); Ellsworth, Phoebe C. (University of Michigan) People make more positive judgments during 'last' experiences of significant life events (e.g., graduation). Five experiments extended this to everyday experiences. Chocolates, cake, and songs were judged better when they were described as the 'final' of a series. Moreover, 'final' individuals in groups of neutral targets and job applicants were judged better than others. These findings extend the power of endings to everyday lifethe same foods, music, and people are judged best when they happen last. Findings are discussed in terms of maximizing the efficacy of marketing campaigns, consumption experiences, and social impressions, but also more troubling implications. Thursday, December 1, 2011
  • 14. Signing first increases honesty (Lisa Shu) Signature at the top of a form reduces the amount of claimed expenses Factor could be something other than dishonesty (e.g., changing the framing shifts attention, rather than explicitly reducing tendency to deceive) When to Sign on the Dotted Line? Signing First Makes Ethics Salient and Decreases Dishonest Self-Reports Shu, Lisa L. (Harvard University); Mazar, Nina (University of Toronto); Gino, Francesca (Harvard University); Ariely, Dan (Duke University); Bazerman, Max H. (Harvard University) We examine the effectiveness of a simple measure to reduce dishonesty: signing on the dotted line. This intervention has relevance for transactions that rely on truthful self-reporting, such as taxes, business expenses, and billable hours. Departures from honest reporting can lead to significant economic losses. Using both lab and field experiments, we find that signing before, rather than after, a self-report task raises the saliency of ethics, and subsequently decreases dishonesty. Signing on the dotted line shifts the moral gaze inward, raising the saliency of ethical standards and promoting more ethical actions going forward. Thursday, December 1, 2011
  • 15. Other fun findings Budget Backfire - switches attention to quality, and drives overspending (Jeff Larson, BYU) Reported compliance in midwife practice (100%) differed from observed (4%) (U of Gloucestershire) Ubiquity of Mechanical Turk (~1/3 of studies) Incidental conflict more motivating - FOMOx2 (Liad Weiss, Columbia) False Positive Psychology (Joe Simmons & Leif Thursday, December 1, 2011