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Sign me up! A new model and field experiment on volunteering Erte Xiao Carnegie Mellon University Daniel Houser George Mason University 18 April, 2013

Sign me up! A new model and field experiment on volunteeringspihub.org/site/resource_files/webinars/2013_04_18_Dan_Houser_Slides.pdf• Measuring impact of interventions on intrinsic

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Page 1: Sign me up! A new model and field experiment on volunteeringspihub.org/site/resource_files/webinars/2013_04_18_Dan_Houser_Slides.pdf• Measuring impact of interventions on intrinsic

Sign me up! A new model and field experiment on volunteering Erte Xiao Carnegie Mellon University Daniel Houser George Mason University

18 April, 2013

Page 2: Sign me up! A new model and field experiment on volunteeringspihub.org/site/resource_files/webinars/2013_04_18_Dan_Houser_Slides.pdf• Measuring impact of interventions on intrinsic
Page 3: Sign me up! A new model and field experiment on volunteeringspihub.org/site/resource_files/webinars/2013_04_18_Dan_Houser_Slides.pdf• Measuring impact of interventions on intrinsic

Purpose

•  Describe a new model and investigate using field experiments the ability of incentives to promote volunteering.

Page 4: Sign me up! A new model and field experiment on volunteeringspihub.org/site/resource_files/webinars/2013_04_18_Dan_Houser_Slides.pdf• Measuring impact of interventions on intrinsic

Motivation

•  General participation in volunteering is quite low. –  26.8% for the year ending in September 2011. –  46% of volunteers volunteered for less than 50 hrs

in 2011.

Page 5: Sign me up! A new model and field experiment on volunteeringspihub.org/site/resource_files/webinars/2013_04_18_Dan_Houser_Slides.pdf• Measuring impact of interventions on intrinsic

Motivation

•  Volunteering has many personal benefits and a great number of benefits to society.

Page 6: Sign me up! A new model and field experiment on volunteeringspihub.org/site/resource_files/webinars/2013_04_18_Dan_Houser_Slides.pdf• Measuring impact of interventions on intrinsic

Motivation

How to promote volunteering?

Page 7: Sign me up! A new model and field experiment on volunteeringspihub.org/site/resource_files/webinars/2013_04_18_Dan_Houser_Slides.pdf• Measuring impact of interventions on intrinsic

Motivation

•  We can promote good habits, such as exercising, by providing monetary rewards to incentivize people to engage in the activity for a long period (Charness and Gneezy, 2009)

•  Can monetary reward promote volunteerism in a similar way, by helping to form a volunteering habit? Maybe not…

Page 8: Sign me up! A new model and field experiment on volunteeringspihub.org/site/resource_files/webinars/2013_04_18_Dan_Houser_Slides.pdf• Measuring impact of interventions on intrinsic

Motivation

•  Reward may be ineffective in promoting volunteering habits. – Rewarded volunteering may not be volunteering? – Participation in volunteer activities is affected,

perhaps more than exercise, by constraints including time availability and availability of volunteer opportunities.

– Frequency of volunteer activity may be low.

Page 9: Sign me up! A new model and field experiment on volunteeringspihub.org/site/resource_files/webinars/2013_04_18_Dan_Houser_Slides.pdf• Measuring impact of interventions on intrinsic

Motivation

•  Volunteering frequency is substantially lower than exercise.

– 70% of adults exercised for more than 30 minutes per week (about 26 hours a year) in 2011

– 20% of adults volunteered more than 15 hrs in 2012

Page 10: Sign me up! A new model and field experiment on volunteeringspihub.org/site/resource_files/webinars/2013_04_18_Dan_Houser_Slides.pdf• Measuring impact of interventions on intrinsic

Motivation

•  Because volunteering is a relatively low-frequency activity –  It may be difficult for people to comply with

incentives to volunteer –  It may be difficult for incentives to generate

behavioral habits –  It may be difficult to measure the immediate

behavioral impact of incentive interventions

•  Alternative: Focus on impact on intrinsic interest

Page 11: Sign me up! A new model and field experiment on volunteeringspihub.org/site/resource_files/webinars/2013_04_18_Dan_Houser_Slides.pdf• Measuring impact of interventions on intrinsic

Interest in Intrinsic Interest

•  Measuring impact of interventions on intrinsic interest in volunteering is a natural and important •  Developing pro-social attitudes highlighted by

Janoski et al (1998) as perhaps the most important determinant of long-term volunteer activity.

•  Expression of interest is an important success metric used by private-sector groups working to improve giving behavior.

Page 12: Sign me up! A new model and field experiment on volunteeringspihub.org/site/resource_files/webinars/2013_04_18_Dan_Houser_Slides.pdf• Measuring impact of interventions on intrinsic

Focus on Interest

Jon Behar and his group have developed and studied the impact of “Giving Games” on sign-up rates for volunteer-related activities.

Page 13: Sign me up! A new model and field experiment on volunteeringspihub.org/site/resource_files/webinars/2013_04_18_Dan_Houser_Slides.pdf• Measuring impact of interventions on intrinsic
Page 14: Sign me up! A new model and field experiment on volunteeringspihub.org/site/resource_files/webinars/2013_04_18_Dan_Houser_Slides.pdf• Measuring impact of interventions on intrinsic
Page 15: Sign me up! A new model and field experiment on volunteeringspihub.org/site/resource_files/webinars/2013_04_18_Dan_Houser_Slides.pdf• Measuring impact of interventions on intrinsic
Page 16: Sign me up! A new model and field experiment on volunteeringspihub.org/site/resource_files/webinars/2013_04_18_Dan_Houser_Slides.pdf• Measuring impact of interventions on intrinsic

Can we use incentives to promote intrinsic interest in volunteering? Maybe so…

Page 17: Sign me up! A new model and field experiment on volunteeringspihub.org/site/resource_files/webinars/2013_04_18_Dan_Houser_Slides.pdf• Measuring impact of interventions on intrinsic

Background

•  When reward successfully motivates people to engage in activities for an extended period, it creates a habit (the long-term impact of the reward even after the incentive is withdrawn; Charness and Gneezy, 2009)

What if the reward fails to motivate people to engage in the activities repeatedly?

Page 18: Sign me up! A new model and field experiment on volunteeringspihub.org/site/resource_files/webinars/2013_04_18_Dan_Houser_Slides.pdf• Measuring impact of interventions on intrinsic

Background

•  Failure to comply with a reward incentive may decrease intrinsic interest in the rewarded task: – People may infer preferences (positive or negative)

from previous action. (DeJong, 1979; Benabou and Tirole, 2011; Ariely and Norton, 2007)

Page 19: Sign me up! A new model and field experiment on volunteeringspihub.org/site/resource_files/webinars/2013_04_18_Dan_Houser_Slides.pdf• Measuring impact of interventions on intrinsic

Succeeding by Failing

Our goal is to develop a reward-based approach that creates positive interest in volunteering even when

people fail to comply with the rewarded activity.

Page 20: Sign me up! A new model and field experiment on volunteeringspihub.org/site/resource_files/webinars/2013_04_18_Dan_Houser_Slides.pdf• Measuring impact of interventions on intrinsic

Towards a Model: Behavioral Approach to Attitude Change

Festinger and Carlsmith (1959)

Page 21: Sign me up! A new model and field experiment on volunteeringspihub.org/site/resource_files/webinars/2013_04_18_Dan_Houser_Slides.pdf• Measuring impact of interventions on intrinsic

Consistency

•  Consistency is the foundation of our approach to promoting positive attitudes towards pro-social activities – May be effective in environments where

compliance rates are low, in which case •  habit formation is difficult •  incentives are more likely to have detrimental

effect

Page 22: Sign me up! A new model and field experiment on volunteeringspihub.org/site/resource_files/webinars/2013_04_18_Dan_Houser_Slides.pdf• Measuring impact of interventions on intrinsic

Proposed Compound Task Approach

A compound task: Target task + Complimentary task

Succeed Complimentary task only

I must like T (not for money)

Reinforce T

Regardless of compliance in the subsequent manipulation, people adopt a positive attitude toward the target activity.

Page 23: Sign me up! A new model and field experiment on volunteeringspihub.org/site/resource_files/webinars/2013_04_18_Dan_Houser_Slides.pdf• Measuring impact of interventions on intrinsic

Intuition for Compound Task Approach

•  T: Target activity •  C: Complement activity •  Perform compound task (T,C)

– Earn utility U(T,C) if compound task completed. – Only earn reward if both tasks completed

•  Compound task performed if U(T,C)>A – A is the value of alternative outside activity

•  Suppose compliance

Page 24: Sign me up! A new model and field experiment on volunteeringspihub.org/site/resource_files/webinars/2013_04_18_Dan_Houser_Slides.pdf• Measuring impact of interventions on intrinsic

Inference from Non-Compliance

•  Next, participants asked to do C alone – Earn utility w(C) if task completed.

•  Participants perform this task if w(C)>A

– What inference can be drawn from compliance with the compound task but non-compliance with the complement task?

Page 25: Sign me up! A new model and field experiment on volunteeringspihub.org/site/resource_files/webinars/2013_04_18_Dan_Houser_Slides.pdf• Measuring impact of interventions on intrinsic

Inference from Non-Compliance •  Suppose U(T,C)=v(T)w(C).

–  WLOG assume A=1, and v( ) >0, w( )>0.

•  Compliance with compound task implies v(T)w(C)>1

•  Noncompliance with C implies 0<w(C)<1

•  Thus, those who complied with the compound task learn they prefer volunteering to the outside option: v(T)>1

Page 26: Sign me up! A new model and field experiment on volunteeringspihub.org/site/resource_files/webinars/2013_04_18_Dan_Houser_Slides.pdf• Measuring impact of interventions on intrinsic

Inference from Non-Compliance •  Alternatively, taking logs, U(T,C)=v(T)+w(C)>0

–  value of outside option is now zero •  Compliance with the compound task, and non-compliance

with the complement task, implies v(T)>-w(C)>0. Due to non-compliance with the complement task, one infers the target task has greater value than the outside option.

“Failsafe” : succeed to promote positive attitudes even when people fail to engage in the incentivized tasks.

Page 27: Sign me up! A new model and field experiment on volunteeringspihub.org/site/resource_files/webinars/2013_04_18_Dan_Houser_Slides.pdf• Measuring impact of interventions on intrinsic

Proposed “Failsafe” Mechanism $ to a compound task (volunteering + writing).

$$ to the complimentary task (writing) –  same difficulty level as compound task (difficulty assessed

using an incentivized survey).

Succeed

Fail

I must like volunteering!

Succeed

Repeated thoughts about the benefit of volunteering “Volunteering is good”

How to account for first task success?

Page 28: Sign me up! A new model and field experiment on volunteeringspihub.org/site/resource_files/webinars/2013_04_18_Dan_Houser_Slides.pdf• Measuring impact of interventions on intrinsic

Experiment

•  We test four reward mechanisms – One requires only one time compound task

(Volunteering + Writing): VW1 – Three require frequent activity following the one time

rewarded compound task. • Volunteering only (V) • Writing only (W) • Volunteering + Writing(VW)

Page 29: Sign me up! A new model and field experiment on volunteeringspihub.org/site/resource_files/webinars/2013_04_18_Dan_Houser_Slides.pdf• Measuring impact of interventions on intrinsic

VW1 Treatment

•  One time compound task: $25 for volunteering once & writing two messages about the benefit of volunteering in one week.

********* Next three reward treatments differ from VW1 in that we continue to incentivize some activities after the $25 week.

Page 30: Sign me up! A new model and field experiment on volunteeringspihub.org/site/resource_files/webinars/2013_04_18_Dan_Houser_Slides.pdf• Measuring impact of interventions on intrinsic

W Treatment •  Following the $25 week, participants were rewarded by $50 to

write about the benefit of volunteering three times a week in each of the following four weeks.

–  Succeed more interested in volunteering –  Fail I must like volunteering.

Failsafe: insures against the detrimental effect of incentives on attitudes toward volunteering.

Page 31: Sign me up! A new model and field experiment on volunteeringspihub.org/site/resource_files/webinars/2013_04_18_Dan_Houser_Slides.pdf• Measuring impact of interventions on intrinsic

V Treatment •  Following the $25 week, participants were rewarded by $50

for volunteering four times in four weeks. (We design this mechanism so that it is closely analogous to the C&G exercise task.)

–  Succeed (as C&G) more interested in volunteering

–  Fail in fact, I do not like volunteering.

This mechanism may have a detrimental effect on attitudes toward volunteering if success rate is low.

Page 32: Sign me up! A new model and field experiment on volunteeringspihub.org/site/resource_files/webinars/2013_04_18_Dan_Houser_Slides.pdf• Measuring impact of interventions on intrinsic

VW Treatment •  Following the $25 week, participants were rewarded by $50

for volunteering four times (in total) and writing two messages per week in four weeks.

–  Succeed more interested in volunteering –  Fail I do not really like volunteering and/or writing

This mechanism may have a detrimental effects on attitudes toward volunteering if the success rate is low.

Page 33: Sign me up! A new model and field experiment on volunteeringspihub.org/site/resource_files/webinars/2013_04_18_Dan_Houser_Slides.pdf• Measuring impact of interventions on intrinsic

Baseline

•  No reward for any volunteering or writing tasks.

Page 34: Sign me up! A new model and field experiment on volunteeringspihub.org/site/resource_files/webinars/2013_04_18_Dan_Houser_Slides.pdf• Measuring impact of interventions on intrinsic

Hypotheses

•  Compliance in the $50 activities result in positive effects on attitudes toward volunteering and habit formation. (Charness and Gneezy, 2009).

•  Non-compliance in the $50 activities lead to detrimental effects on attitudes toward volunteering in V and VW.

•  W promotes positive attitudes towards volunteering regardless of compliance.

Page 35: Sign me up! A new model and field experiment on volunteeringspihub.org/site/resource_files/webinars/2013_04_18_Dan_Houser_Slides.pdf• Measuring impact of interventions on intrinsic

Experiment

•  264 participants all recruited the same day •  On recruitment day: •  Subjects completed a survey

–  given an information sheet explaining benefits of volunteering

–  provided with the volunteer opportunities at Carnegie Library of Pittsburgh

•  Subjects were offered $2 to complete an application to volunteer during the next 7 days.

Page 36: Sign me up! A new model and field experiment on volunteeringspihub.org/site/resource_files/webinars/2013_04_18_Dan_Houser_Slides.pdf• Measuring impact of interventions on intrinsic

Experiment

•  Volunteer at Carnegie Library of Pittsburgh

Page 37: Sign me up! A new model and field experiment on volunteeringspihub.org/site/resource_files/webinars/2013_04_18_Dan_Houser_Slides.pdf• Measuring impact of interventions on intrinsic

Experiment

•  Three volunteering choices – Adopt a shelf (local library) – Shipping and delivery – Street marketing (local business)

Page 38: Sign me up! A new model and field experiment on volunteeringspihub.org/site/resource_files/webinars/2013_04_18_Dan_Houser_Slides.pdf• Measuring impact of interventions on intrinsic

Instructions for the writing task •  Email us ([email protected]) three

messages during each of the following four seven-day cycles. For example, if today is Tuesday, you need to email three messages by Tuesday of each of the following four weeks. In each message, you will write about: 1) why you think volunteering is important for society; and 2) how volunteers can benefit from volunteer activity. Your messages can be based on either your own experience or others’ experiences. There is no length requirement for the messages, but please note (i) the three messages must be sent to the above email address on different days and (ii) the messages must include different content. Only the experimenter will see your messages.

Page 39: Sign me up! A new model and field experiment on volunteeringspihub.org/site/resource_files/webinars/2013_04_18_Dan_Houser_Slides.pdf• Measuring impact of interventions on intrinsic

Time line

•  Pick up $25 & fill out a survey •  Randomly assigned to one of the 4

Incentive treatments 9/11 9/18

•  Survey •  Benefit of volunteering •  Information of the CLP

volunteer opportunities. •  $25 reward for

volunteer once (Incentive treatments)

10/16

•  Pick up $50 and fill out a survey

10/24

•  CPL reminder of volunteer opportunities

11/2-8

•  Email signup survey

Page 40: Sign me up! A new model and field experiment on volunteeringspihub.org/site/resource_files/webinars/2013_04_18_Dan_Houser_Slides.pdf• Measuring impact of interventions on intrinsic

Sign Ups Measure Intrinsic Interest •  Revealed preference measure: At the end of the survey :

Currently, there are various volunteer opportunities at Carnegie Library of Pittsburgh. The library provides an important community resource, and also counts on the support of many volunteers in helping to meet its goals. If you are interested in receiving short email updates offering information about available volunteer activities with the Library, please check "Yes" option below. –  Yes, please email me the information –  No, I'm not interesting in knowing those opportunities

Page 41: Sign me up! A new model and field experiment on volunteeringspihub.org/site/resource_files/webinars/2013_04_18_Dan_Houser_Slides.pdf• Measuring impact of interventions on intrinsic

Results

Page 42: Sign me up! A new model and field experiment on volunteeringspihub.org/site/resource_files/webinars/2013_04_18_Dan_Houser_Slides.pdf• Measuring impact of interventions on intrinsic

Volunteer Rate

•  The volunteer rate is higher in all four incentive treatments compared to the baseline – Overall compliance rate is low. –  46% of participants earn $25 by volunteering at

least once. – Only 14% of participants earn $50.

•  Compliance rate (earn $50) is highest in V (24%) and lowest in VW (8%) and W (7%) (Z-test, p<0.05)

Page 43: Sign me up! A new model and field experiment on volunteeringspihub.org/site/resource_files/webinars/2013_04_18_Dan_Houser_Slides.pdf• Measuring impact of interventions on intrinsic

Descriptive Data

# of subjects

Register for first week volunteer

Number volunteered (earn $25)

Number complied (earn $50)

Baseline 31 9 1

VW1 58 41 26

$25+$50

V 58 45 27 14

VW 59 43 28 5 W 58 43 26 4

Page 44: Sign me up! A new model and field experiment on volunteeringspihub.org/site/resource_files/webinars/2013_04_18_Dan_Houser_Slides.pdf• Measuring impact of interventions on intrinsic

Volunteering Hours by Treatment

0.00

0.10

0.20

0.30

0.40

0.50

0.60

0.70

0.80

1 1 2 3 4

Week ($25) Week ($50)

Aver

age

Volu

ntee

ring

Hou

rs Baseline VW1 V VW W

Page 45: Sign me up! A new model and field experiment on volunteeringspihub.org/site/resource_files/webinars/2013_04_18_Dan_Houser_Slides.pdf• Measuring impact of interventions on intrinsic

Sign Up Rate

•  Among those who are closed to the idea of volunteering, there is no treatment difference in email sign up rate.

•  Among those who completed the compound task for $25, email sign up rate is highest in W treatment and lowest in VW treatment.

Page 46: Sign me up! A new model and field experiment on volunteeringspihub.org/site/resource_files/webinars/2013_04_18_Dan_Houser_Slides.pdf• Measuring impact of interventions on intrinsic

0.00 0.20 0.40 0.60 0.80 1.00

VW VW1 V W 0.00 0.20 0.40 0.60 0.80 1.00

VW

Bas

elin

e VW

1 V

W

Sign Up Rate by Treatment

Failed in compound task ($25 week)

Succeeded in compound task ($25 week)

19

24 23

19

18 16 16 9

15

Note: The number on each bar is the # of obs. *In Baseline, the only one who volunteered signed up for the emails.

Page 47: Sign me up! A new model and field experiment on volunteeringspihub.org/site/resource_files/webinars/2013_04_18_Dan_Houser_Slides.pdf• Measuring impact of interventions on intrinsic

Sign Up Rate

•  For those who complete the compound task for $25 but failed the second stage task for $50, the sign up rate is highest in W treatment.

Page 48: Sign me up! A new model and field experiment on volunteeringspihub.org/site/resource_files/webinars/2013_04_18_Dan_Houser_Slides.pdf• Measuring impact of interventions on intrinsic

0

0.2

0.4

0.6

0.8

1

VW VW1 V W 0

0.2

0.4

0.6

0.8

1

VW VW1 V W

Sign Up Rate by Treatment (include only those who complete the compound task for $25)

Failed in the second stage task Succeeded in the second stage task

3

5

11

19

8

16

Note: The number on each bar is the # of obs. In VW1 we include all those who complete the first stage compound task.

23* 23*

Page 49: Sign me up! A new model and field experiment on volunteeringspihub.org/site/resource_files/webinars/2013_04_18_Dan_Houser_Slides.pdf• Measuring impact of interventions on intrinsic

Overall Sign Up Rate

•  Signup rate is lowest in the VW treatment – majority fail to earn the reward – majority indicate no further interest in volunteering

•  Signup rate is lowest is highest in the W treatment – majority fail to earn the reward – majority indicate positive interest in future

volunteering (only treatment where this is true)

Page 50: Sign me up! A new model and field experiment on volunteeringspihub.org/site/resource_files/webinars/2013_04_18_Dan_Houser_Slides.pdf• Measuring impact of interventions on intrinsic

Overall Sign Up Rate by Treatment

Number in the parenthesis is the rate of failure to earn the reward of $50 among those who filled out the survey.

0.00

0.20

0.40

0.60

0.80

1.00

VW(92%) Baseline V (76%) VW1 W (93%)

Emai

l Sig

nup

Rat

e

Page 51: Sign me up! A new model and field experiment on volunteeringspihub.org/site/resource_files/webinars/2013_04_18_Dan_Houser_Slides.pdf• Measuring impact of interventions on intrinsic

Additional Fun Results

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Gender Difference

•  The treatment difference is most salient among male who are also less likely to sign up than female.

Page 53: Sign me up! A new model and field experiment on volunteeringspihub.org/site/resource_files/webinars/2013_04_18_Dan_Houser_Slides.pdf• Measuring impact of interventions on intrinsic

Sign Up Rate by Treatment and Gender

0.00

0.20

0.40

0.60

0.80

1.00

VW Baseline VW1 V W

female male

Page 54: Sign me up! A new model and field experiment on volunteeringspihub.org/site/resource_files/webinars/2013_04_18_Dan_Houser_Slides.pdf• Measuring impact of interventions on intrinsic

Survey Evidence of Pro-social Activity

“How often during the last 4 weeks have you donated money to charities or community service organizations?” – Not At All (1) – Once (2) –  2 or 3 times (3) –  4 or 5 times (4) – More than 5 times (5)

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Pro-social Activity by Treatment

0.00

0.50

1.00

1.50

2.00

2.50

VW Baseline VW1 V W

Page 56: Sign me up! A new model and field experiment on volunteeringspihub.org/site/resource_files/webinars/2013_04_18_Dan_Houser_Slides.pdf• Measuring impact of interventions on intrinsic

Conclusion

•  Using incentives to promote volunteering is difficult for a number of reasons, perhaps especially low rates of compliance with rewarded activities.

•  We provide experimental evidence that a two-stage incentivized compound task mechanism can promote a positive attitude toward pro-social activities even when the compliance with rewarded activities is low.

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Thanks to Many Who Helped

•  Carnegie Library Staff – Karen Meharra – Kaylee Petsch

•  David Haggman (PhD student) •  Shuwen Li (PhD student)

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Thank You!