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Pre-commitment Strategies in behavioral economics Part I: Changing Rewards and Penalties Dr. Russell James III, Texas Tech University
Many self-inflicted harmful decisions are the result of exchanging instant gratification for risk of future negative consequences. Long-term Patient Planner Impartial spectator Deliberative  Cold state  Short-term Impulsive  Doer Passions Affective/Visceral Hot state
The temptation of instant gratification can thwart our long-term dreams and goals. Long-term Patient Planner Impartial spectator Deliberative  Cold state  Short-term Impulsive  Doer Passions Affective/Visceral Hot state
How am I going to live today in order to create the tomorrow I'm committed to?   -Anthony Robbins
How can we change?
Pre-commitment gives the rider control over the elephant’s future environment. Few Temptations Many Temptations
Pre-commitment allows calm decision-making and reduces problems of hyperbolic discounting  and projection bias
Pre-commitment changes decisions from now v. later to later v. later. This avoids the “instant gratification” bias of hyperbolic discounting
Pre-commitment allows us to make decisions while in a cold state and creates barriers to change while in a hot state Cold   v.   Hot Projection Bias
Pre-commitment Strategies 1. Change the rewards and penalties 2. Change the number of decision points
1. Change the rewards and penalties The goal is to change the environment as perceived by the elephant. The elephant is  Emotional Focused on now  Fears loss Long-term Patient Planner Impartial spectator Deliberative  Cold state  Short-term Impulsive  Doer Passions Affective/Visceral Hot state
Elephant characteristic Emotional  Focused on now  Hates loss Approach Change social rewardsto alter emotional payoffs of future choices Change immediate rewards of future choices Reframe the felt losses of future choices
 Emotional  Change social rewardsto alter emotional payoffs of future choices “Social relations are prime instigators of emotions” “when respondents are asked for instances in which they experienced certain emotions, invariably and with very high frequency they report contexts involving social relations” T. Kemper (St. John's U.), 1991, Predicting emotions from social relations. Social Psychology Quarterly, 54, 330-342
 Emotional  Change social rewardsto alter emotional payoffs of future choices Positive Choices Negative Choices Add social stigma ,[object Object]
Competition
PromisesAdd social status ,[object Object]
Competition
Promises,[object Object]
Retirement saving
Mutual fund selection
College selection
Competitive excellence,[object Object]
Financial peer groups - ROSCAS ROSCAS (Rotating Savings and Credit Association) a group of individuals who agree to meet for a defined period of time in order to save and borrow together.  http://www.youtube.com/watch?v=PyFmlXlsbhQ http://www.youtube.com/watch?v=rC7_OQou6MI&NR=1
Financial peer groups – Microfinance http://www.youtube.com/watch?v=nMg_Lc6akos(0:00-1:45)
Reducing privacy to add social costs “In a cocaine addiction center…[patients] may write a self-incriminating letter, preferably a letter confessing their drug addiction, deposit the letter with the clinic and submit to a randomized schedule of laboratory tests.  If the laboratory finds evidence of cocaine use, the clinic sends the letter to the addressee.” T. Schelling (Harvard), 1992, “Self-Control” in G. Loewenstein and J. Elster (eds.), Choice over Time, New York: Russell Sage, p. 167
Reducing privacy to add social costs “In Lucien Leuwen, Mademoiselle de Chasteller takes care to see Lucien only in the company of a chaperone, to make it prohibitively costly to give in to her love for him.” J. Elster (Columbia U.), 2000, Ulysses unbound. Cambridge University Press, Cambridge, UK
Competition Competition creates a social group with standards, goals, and the opportunity to gain or lose social status Competition can motivate goal-oriented self-control.
Promises can add social stigma to negative behavior
Charitable pledges as promises  “an example of impulsive pre-commitment is given in [a study of radio appeals for WWII war bonds]… ‘in some instances, listeners telephoned at once precisely because they wished to commit themselves to a bond before inhibiting factors intervened’” T. Cowen (George Mason U.), 1991, Self-constraint versus self-liberation. Ethics, 101, p. 363, citing R. Merton (Columbia U.), 1946, Mass Persuasion, Westport, Conn: Greenwood, pp. 68-69
Elephant characteristic Emotional  Focused on now  Hates loss Approach Change social rewardsto alter emotional payoffs of future choices Change immediate rewards of future choices Reframe the felt losses of future choices
2. Focused on now  Change immediate rewards of future choices Negative Choices Positive Choices Reducing the immediate payoff Increasing the immediate payoff
Disulfiram accelerates the “hangover” effect of alcohol, so that you feel it about 5 minutes after drinking alcohol. “Approximately 200,000 alcoholics take disulfiram, or Antabuse, regularly in the United States.” Reduce the immediate payoff from negative choices S. Soghoian (NYU) & S. Wiener (SUNY), J Díaz-Alcalá, (Aug. 20, 2008) Disulfiram- Toxicity. Downloaded from  http://emedicine.medscape.com/article/814525-overview
Reduce immediate  payoff from negative choices “One study shows tentatively that treatment with naltrexone, a drug that blocks the operation of opiate receptors in the brain, reduces the urge to gamble.The same drug has been used to successfully treat “compulsive shopping”.” C. Camerer (Cal Tech), G. Loewenstein (Carnegie Mellon) & D. Prelec (MIT), 2005, Neuroeconomics: How neuroscience can inform economics. Journal of Economic Literature, 43, p. 45
Increase the  immediate payoff  from positive choices ,[object Object]
Incentivize the immediate behavior you want, not just the long-term outcome,[object Object]
Increase the  immediate payoff  from positive choices ,[object Object]
“Research on self-regulation shows that it isn’t enough to set a goal and make it a priority: People must monitor their progress toward the goal.”P. Silvia (U. North Carolina – Greensboro), 2007, How to write a lot. American Psychological Association: Washington, D.C., p. 39 citing T. Duval (U. Southern California) & P. Silvia (U. North Carolina – Greensboro), 2001, Self-awareness and causal attribution: A dual systems theory. Boston: Kluwer Academic
Increase the  immediate payoff  from positive choices “Writing’s rewards are delayed – it takes months to hear from journal editors and grant panels – so immediate self rewards will sustain your motivation.” “Only a fool, however, rewards productive writing with skipping a scheduled writing period.” P. Silvia (U. North Carolina – Greensboro), 2007, How to write a lot. American Psychological Association: Washington, D.C., p. 44
Application question Suppose you don’t like to write, but you need to finish a 20 page term project. What would be the best factor to monitor? Hours? Words? Pages? What would be a good immediate reward?   What would not be a good immediate reward?
Elephant characteristic Emotional  Focused on now  Hates loss Approach Change social rewardsto alter emotional payoffs of future choices Change immediate rewards of future choices Reframe the felt losses of future choices
3. Hates loss Reframe the felt losses of future choices Negative Choices Positive Choices Adding Felt  Losses Removing Felt Losses
Adding felt losses Illiquidity (increasing loss from withdraws) Contingent return of money (increasing loss from undesired behavior) Adding preliminary deadlines (making losses felt earlier and more frequently) Paying with cash (physically giving up something valuable)
Illiquidity may encourage wealth accumulation by reducing the temptation to consume. “All Illiquid assets provide a form of pre-commitment” D. Laibson (Harvard), 1997, Golden eggs and hyperbolic discounting. Quarterly Journal of Economics, 112, p.444.
Unavailable ,[object Object],  Excess tax withholding Penalty for withdraw ,[object Object],Completely Unavailable Very High Penalty Current income + High transaction costs ,[object Object],High Penalty Modest Penalty Minor  Penalty
Contingent return of initial pledges “[Agreements where] a designated amount of weight loss is rewarded by return to the client of portions of a refundable money deposit … produced significantly greater losses (approximately 20 pounds) over a ten-week period than did a [comparable] treatment.”  G. Wilson (Rutgers U.) ,1980, “Behavior therapy and the treatment of obesity,” in W. R. Miller (ed.), The Addictive Behavoirs, Oxford: Pergamon Press, p. 218
Contingent return of initial pledges “The [contract] offered individuals a savings account in which they deposit funds for six months, after which they take a urine test for nicotine and cotinine. If they pass, their money is returned; otherwise, their money is forfeited to a charity of the bank’s choosing… [contract] usage increased the likelihood of smoking cessation by 30 percentage points or more.” X. Giné (World Bank), D Karlan, J Zinman, 2008, Put your money where your butt is: A commitment savings account for smoking cessation, MIMEO, Yale University
Adding preliminary deadlines:Making losses felt earlier and more frequently
“‘The problem sets should have been graded. I had no incentive to do them, and as a result did poorly on the exams.’ comment from anonymous teacher evaluation, undergraduate game theory course.” Is this an issue of lack of penalty or timing of penalty? T. O’Donoghue (Cornell) & M. Rabin (UC-Berkeley), “Incentives and self-control”, in Advances in Economics and Econometrics, Theory and Application 9th World Congress, Volume II, R. Blundell, W. Newey, & T. Persson (eds.), Cambridge, UK: Cambridge University Press.
College students paid to proofread 3 papers. Lost $1 for each day late Group A:  #1 due in 7 days,   #2 due in 14 days #3 due in 21 days Group B:  Pick your own due dates (with penalties) between now and 21 days.  Group C:  3 papers due anytime in 21 days
College students paid to proofread 3 papers. Lost $1 for each day late Group A:  #1 due in 7 days,   #2 due in 14 days #3 due in 21 days Group B:  Pick your own due dates (with penalties) between now and 21 days.  Group C:  3 papers due anytime in 21 days Which group paid the fewest late penalties?
Better results when potential losses occur earlier and more frequently Airely, D. (MIT) & Wertenbroch, K (INSEAD), 2002, Procrastination, deadlines, and performance: Self-control by precommitment. Psychological Science, 13(3), 219-224.
College students paid to proofread 3 papers. Lost $1 for each day late Group A:  #1 due in 7 days,   #2 due in 14 days #3 due in 21 days Group B:  Pick your own due dates (with penalties) between now and 21 days.  Group C:  3 papers due anytime in 21 days Which group found the most errors?
Better results when potential losses occur earlier and more frequently Airely, D. (MIT) & Wertenbroch, K (INSEAD), 2002, Procrastination, deadlines, and performance: Self-control by precommitment. Psychological Science, 13(3), 219-224.
Adding felt losses – paying with cash “In studies involving genuine transactions of potentially high value we show that willingness-to-pay can be increased when customers are instructed to use a credit card rather than cash. The effect may be large (up to 100%).” D. Prelec (MIT) & D. Simester (MIT), 2001, Always leave home without it: A further investigation of the credit-card effect on willingness to pay. Marketing Letters ,12, 5-12,
D. Soman (U. of Toronto), 2003, The effect of payment transparency on consumption: Quasi-experiments from the field. Marketing Letters, 14, 173-183.
Experimental purchase following series of check writing v. series of credit  card slip signing D. Soman (U. of Toronto), 2001, Effects of payment mechanism on spending behavior: The role of rehearsal and immediacy of payments. Journal of Consumer Research, 27, 460-474
Removing felt losses Pre-paying for the gym Keep the change Save more tomorrow Tax refund splitting Invest and ignore The automatic millionaire
Removing felt losses In a study of gym memberships, “Eighty percent of the monthly members would have been better off had they paid per visit for the same number of visits.” But, if the goal was to increase the attendance, could this still be a good strategy? S. Dellavigna (UC-Berkeley) & U. Malmendier (Stanford), 2006, Paying not to go to the gym. American Economic Review, 96, 694-719
Removing felt losses The Automatic Millionaire: #1 selling business book of 2004 Make savings automatic so that you don’t notice it (payroll deductions, automatic withdraws from checking, mortgage payment, etc.)

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Pre-commitment Strategies in Behavioral Economics

  • 1. Pre-commitment Strategies in behavioral economics Part I: Changing Rewards and Penalties Dr. Russell James III, Texas Tech University
  • 2. Many self-inflicted harmful decisions are the result of exchanging instant gratification for risk of future negative consequences. Long-term Patient Planner Impartial spectator Deliberative Cold state Short-term Impulsive Doer Passions Affective/Visceral Hot state
  • 3. The temptation of instant gratification can thwart our long-term dreams and goals. Long-term Patient Planner Impartial spectator Deliberative Cold state Short-term Impulsive Doer Passions Affective/Visceral Hot state
  • 4. How am I going to live today in order to create the tomorrow I'm committed to?  -Anthony Robbins
  • 5. How can we change?
  • 6. Pre-commitment gives the rider control over the elephant’s future environment. Few Temptations Many Temptations
  • 7. Pre-commitment allows calm decision-making and reduces problems of hyperbolic discounting and projection bias
  • 8. Pre-commitment changes decisions from now v. later to later v. later. This avoids the “instant gratification” bias of hyperbolic discounting
  • 9. Pre-commitment allows us to make decisions while in a cold state and creates barriers to change while in a hot state Cold v. Hot Projection Bias
  • 10. Pre-commitment Strategies 1. Change the rewards and penalties 2. Change the number of decision points
  • 11. 1. Change the rewards and penalties The goal is to change the environment as perceived by the elephant. The elephant is Emotional Focused on now Fears loss Long-term Patient Planner Impartial spectator Deliberative Cold state Short-term Impulsive Doer Passions Affective/Visceral Hot state
  • 12. Elephant characteristic Emotional Focused on now Hates loss Approach Change social rewardsto alter emotional payoffs of future choices Change immediate rewards of future choices Reframe the felt losses of future choices
  • 13. Emotional Change social rewardsto alter emotional payoffs of future choices “Social relations are prime instigators of emotions” “when respondents are asked for instances in which they experienced certain emotions, invariably and with very high frequency they report contexts involving social relations” T. Kemper (St. John's U.), 1991, Predicting emotions from social relations. Social Psychology Quarterly, 54, 330-342
  • 14.
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  • 22.
  • 23. Financial peer groups - ROSCAS ROSCAS (Rotating Savings and Credit Association) a group of individuals who agree to meet for a defined period of time in order to save and borrow together. http://www.youtube.com/watch?v=PyFmlXlsbhQ http://www.youtube.com/watch?v=rC7_OQou6MI&NR=1
  • 24. Financial peer groups – Microfinance http://www.youtube.com/watch?v=nMg_Lc6akos(0:00-1:45)
  • 25. Reducing privacy to add social costs “In a cocaine addiction center…[patients] may write a self-incriminating letter, preferably a letter confessing their drug addiction, deposit the letter with the clinic and submit to a randomized schedule of laboratory tests. If the laboratory finds evidence of cocaine use, the clinic sends the letter to the addressee.” T. Schelling (Harvard), 1992, “Self-Control” in G. Loewenstein and J. Elster (eds.), Choice over Time, New York: Russell Sage, p. 167
  • 26. Reducing privacy to add social costs “In Lucien Leuwen, Mademoiselle de Chasteller takes care to see Lucien only in the company of a chaperone, to make it prohibitively costly to give in to her love for him.” J. Elster (Columbia U.), 2000, Ulysses unbound. Cambridge University Press, Cambridge, UK
  • 27. Competition Competition creates a social group with standards, goals, and the opportunity to gain or lose social status Competition can motivate goal-oriented self-control.
  • 28. Promises can add social stigma to negative behavior
  • 29. Charitable pledges as promises “an example of impulsive pre-commitment is given in [a study of radio appeals for WWII war bonds]… ‘in some instances, listeners telephoned at once precisely because they wished to commit themselves to a bond before inhibiting factors intervened’” T. Cowen (George Mason U.), 1991, Self-constraint versus self-liberation. Ethics, 101, p. 363, citing R. Merton (Columbia U.), 1946, Mass Persuasion, Westport, Conn: Greenwood, pp. 68-69
  • 30. Elephant characteristic Emotional Focused on now Hates loss Approach Change social rewardsto alter emotional payoffs of future choices Change immediate rewards of future choices Reframe the felt losses of future choices
  • 31. 2. Focused on now Change immediate rewards of future choices Negative Choices Positive Choices Reducing the immediate payoff Increasing the immediate payoff
  • 32. Disulfiram accelerates the “hangover” effect of alcohol, so that you feel it about 5 minutes after drinking alcohol. “Approximately 200,000 alcoholics take disulfiram, or Antabuse, regularly in the United States.” Reduce the immediate payoff from negative choices S. Soghoian (NYU) & S. Wiener (SUNY), J Díaz-Alcalá, (Aug. 20, 2008) Disulfiram- Toxicity. Downloaded from http://emedicine.medscape.com/article/814525-overview
  • 33. Reduce immediate payoff from negative choices “One study shows tentatively that treatment with naltrexone, a drug that blocks the operation of opiate receptors in the brain, reduces the urge to gamble.The same drug has been used to successfully treat “compulsive shopping”.” C. Camerer (Cal Tech), G. Loewenstein (Carnegie Mellon) & D. Prelec (MIT), 2005, Neuroeconomics: How neuroscience can inform economics. Journal of Economic Literature, 43, p. 45
  • 34.
  • 35.
  • 36.
  • 37. “Research on self-regulation shows that it isn’t enough to set a goal and make it a priority: People must monitor their progress toward the goal.”P. Silvia (U. North Carolina – Greensboro), 2007, How to write a lot. American Psychological Association: Washington, D.C., p. 39 citing T. Duval (U. Southern California) & P. Silvia (U. North Carolina – Greensboro), 2001, Self-awareness and causal attribution: A dual systems theory. Boston: Kluwer Academic
  • 38. Increase the immediate payoff from positive choices “Writing’s rewards are delayed – it takes months to hear from journal editors and grant panels – so immediate self rewards will sustain your motivation.” “Only a fool, however, rewards productive writing with skipping a scheduled writing period.” P. Silvia (U. North Carolina – Greensboro), 2007, How to write a lot. American Psychological Association: Washington, D.C., p. 44
  • 39. Application question Suppose you don’t like to write, but you need to finish a 20 page term project. What would be the best factor to monitor? Hours? Words? Pages? What would be a good immediate reward? What would not be a good immediate reward?
  • 40. Elephant characteristic Emotional Focused on now Hates loss Approach Change social rewardsto alter emotional payoffs of future choices Change immediate rewards of future choices Reframe the felt losses of future choices
  • 41. 3. Hates loss Reframe the felt losses of future choices Negative Choices Positive Choices Adding Felt Losses Removing Felt Losses
  • 42. Adding felt losses Illiquidity (increasing loss from withdraws) Contingent return of money (increasing loss from undesired behavior) Adding preliminary deadlines (making losses felt earlier and more frequently) Paying with cash (physically giving up something valuable)
  • 43. Illiquidity may encourage wealth accumulation by reducing the temptation to consume. “All Illiquid assets provide a form of pre-commitment” D. Laibson (Harvard), 1997, Golden eggs and hyperbolic discounting. Quarterly Journal of Economics, 112, p.444.
  • 44.
  • 45. Contingent return of initial pledges “[Agreements where] a designated amount of weight loss is rewarded by return to the client of portions of a refundable money deposit … produced significantly greater losses (approximately 20 pounds) over a ten-week period than did a [comparable] treatment.” G. Wilson (Rutgers U.) ,1980, “Behavior therapy and the treatment of obesity,” in W. R. Miller (ed.), The Addictive Behavoirs, Oxford: Pergamon Press, p. 218
  • 46. Contingent return of initial pledges “The [contract] offered individuals a savings account in which they deposit funds for six months, after which they take a urine test for nicotine and cotinine. If they pass, their money is returned; otherwise, their money is forfeited to a charity of the bank’s choosing… [contract] usage increased the likelihood of smoking cessation by 30 percentage points or more.” X. Giné (World Bank), D Karlan, J Zinman, 2008, Put your money where your butt is: A commitment savings account for smoking cessation, MIMEO, Yale University
  • 47. Adding preliminary deadlines:Making losses felt earlier and more frequently
  • 48. “‘The problem sets should have been graded. I had no incentive to do them, and as a result did poorly on the exams.’ comment from anonymous teacher evaluation, undergraduate game theory course.” Is this an issue of lack of penalty or timing of penalty? T. O’Donoghue (Cornell) & M. Rabin (UC-Berkeley), “Incentives and self-control”, in Advances in Economics and Econometrics, Theory and Application 9th World Congress, Volume II, R. Blundell, W. Newey, & T. Persson (eds.), Cambridge, UK: Cambridge University Press.
  • 49. College students paid to proofread 3 papers. Lost $1 for each day late Group A: #1 due in 7 days, #2 due in 14 days #3 due in 21 days Group B: Pick your own due dates (with penalties) between now and 21 days. Group C: 3 papers due anytime in 21 days
  • 50. College students paid to proofread 3 papers. Lost $1 for each day late Group A: #1 due in 7 days, #2 due in 14 days #3 due in 21 days Group B: Pick your own due dates (with penalties) between now and 21 days. Group C: 3 papers due anytime in 21 days Which group paid the fewest late penalties?
  • 51. Better results when potential losses occur earlier and more frequently Airely, D. (MIT) & Wertenbroch, K (INSEAD), 2002, Procrastination, deadlines, and performance: Self-control by precommitment. Psychological Science, 13(3), 219-224.
  • 52. College students paid to proofread 3 papers. Lost $1 for each day late Group A: #1 due in 7 days, #2 due in 14 days #3 due in 21 days Group B: Pick your own due dates (with penalties) between now and 21 days. Group C: 3 papers due anytime in 21 days Which group found the most errors?
  • 53. Better results when potential losses occur earlier and more frequently Airely, D. (MIT) & Wertenbroch, K (INSEAD), 2002, Procrastination, deadlines, and performance: Self-control by precommitment. Psychological Science, 13(3), 219-224.
  • 54. Adding felt losses – paying with cash “In studies involving genuine transactions of potentially high value we show that willingness-to-pay can be increased when customers are instructed to use a credit card rather than cash. The effect may be large (up to 100%).” D. Prelec (MIT) & D. Simester (MIT), 2001, Always leave home without it: A further investigation of the credit-card effect on willingness to pay. Marketing Letters ,12, 5-12,
  • 55. D. Soman (U. of Toronto), 2003, The effect of payment transparency on consumption: Quasi-experiments from the field. Marketing Letters, 14, 173-183.
  • 56. Experimental purchase following series of check writing v. series of credit card slip signing D. Soman (U. of Toronto), 2001, Effects of payment mechanism on spending behavior: The role of rehearsal and immediacy of payments. Journal of Consumer Research, 27, 460-474
  • 57. Removing felt losses Pre-paying for the gym Keep the change Save more tomorrow Tax refund splitting Invest and ignore The automatic millionaire
  • 58. Removing felt losses In a study of gym memberships, “Eighty percent of the monthly members would have been better off had they paid per visit for the same number of visits.” But, if the goal was to increase the attendance, could this still be a good strategy? S. Dellavigna (UC-Berkeley) & U. Malmendier (Stanford), 2006, Paying not to go to the gym. American Economic Review, 96, 694-719
  • 59. Removing felt losses The Automatic Millionaire: #1 selling business book of 2004 Make savings automatic so that you don’t notice it (payroll deductions, automatic withdraws from checking, mortgage payment, etc.)
  • 60. Removing felt losses:Save more tomorrow People commit in advance to allocating a portion of their future salary increases toward retirement savings. “the average saving rates for [Save More Tomorrow] program participants increased from 3.5 percent to 13.6 percent over the course of 40 months.” R. Thaler (University of Chicago), S. Benartzi (UCLA), 2004, Save more tomorrow: Using behavioral economics to increase employee saving. Journal of Political Economy, 112, S164-S186
  • 61. Removing felt losses:Bank of America’s Keep the Change “each time you buy something with your Bank of America Check Card, we’ll round up your purchase to the nearest dollar amount and transfer the difference from your checking account to your savings account.” http://www.bankofamerica.com/promos/jump/ktc/ downloaded 7 Nov. 2009
  • 62. Removing felt losses: Tax refund splitting Tax refund splitting is a pre-commitment to put a portion of the tax refund into a savings account In a pilot program “those that did participate saved 236% more than they said they would before hearing about the program” A. Chiou, S. Roe, E. Wozniak, advisor E. Luttmer (Harvard), 2005, An evaluation of tax-refund splitting as an asset-building tool for low-to-middle income individuals. http://www.d2dfund.org/system/files/publications/PAE+R2A2+FINAL.pdf
  • 63. Removing felt losses: Invest and ignore Investors prefer to realize gains (sell winners) but not losses (hold losers). This lowers returns as compared to “buy and hold” strategies. Among active traders, “Men underperformed their buy-and-hold portfolios by 2.652 percentage points annually; women underperformed their buy-and-hold portfolios by 1.716 percentage points annually.” B. Barber (UC-Davis) and T. Odean (UC-Davis), Nov/Dec. 1999, The courage of misguided convictions. Financial Analysts Journal, 41-55
  • 64. Elephant characteristic Emotional Focused on now Hates loss Approach Change social rewardsto alter emotional payoffs of future choices Change immediate rewards of future choices Reframe the felt losses of future choices
  • 65. Pre-commitment Strategies NEXT 2. Change the number of decision points
  • 66. Slides by: Russell James III, J.D., Ph.D., CFP® Associate Professor Division of Personal Financial Planning Texas Tech University russell.james@ttu.edu Please use these slides! If you think you might use anything here in a classroom, please CLICK HEREto let me know. Thanks! The outline for this behavioral economics series is at http://www.slideshare.net/rnja8c/outline-for-behavioral-economics-course-component