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Another Day, Another Survey
The Continued Evolution of Online Research

MRA Northwest Chapter 2012 Educational Conference
May 8, 2012



Reg Baker & Joanne Mechling
Overview


1. The respondent engagement problem

2. The experiment

3. Implications of findings

4. A restrained approach to interactivity

5. Meeting the increasing demand for online respondents

6. Summary

7. Q&A




                                                          2
The respondent engagement problem




                                    3
Online MR has been extraordinarily successful


                                          US Online Spend
                                                          ($000s)

                                                                                                                          $2,492
                                                                                                                 $2,308
                                                                                                        $2,061
                                                                                   $1,960 $2,015 $1,933

                                                                          $1,662

                                                                 $1,375
                                                        $1,163

                                                 $881
                                          $709

                                   $435
                            $273
                    $111
    $12     $33

   1997 1998 1999 2000 2001 2002 2003 2004 2005 2006 2007 2008 2009 2010 2011 2012F


 Source: Inside Research, 2012



                                                                                                                                   4
But online MR has a problem




                              Speeding

                              Straightlining
 Demand




                              Random responding

                              Parsimonious verbatims


          Participation




                                                       5
Engagement from a Survey Research Perspective

“Respondent motivation declines as the interview continues beyond an optimal point.”
                                         --Cannell & Kahn (1968)


“Respondent burden . . . (1) the length of the interview; (2) the amount of effort required of
the respondent; (3) the amount of stress on the respondent; and (4) the frequency with
which the respondent is interviewed.”
                                         ---Bradburn (1977)


“Respondents answering items that are included in large sets toward the later parts of a
long questionnaire are more likely to give identical answers to most or all of the items,
compared to those responding to items in smaller sets or in shorter questionnaires.”
                                         ---Herzong & Bachman (1981)



“Instead of seeking optimal solutions to problems, people usually seek solutions that are
simply satisfactory or acceptable in order to minimize psychological costs.”
                                         ---Krosnick & Alwin (1987)

                                                                                                 6
Engagement from a Technology Perspective


“ A quality of user experience that emphasizes the positive aspects of interaction, an in
particular the phenomena associated with being captivated by technology (and so being
motivated to use it). Successful technologies are not just used, they are engaged with;
users invest time, attention, and emotion into the equation.”
                                         --- Attfield, Kazai, Laimas & Piwowarski (2011)



“The more engaged users are, the more features an application can sustain. But most users
have low commitment -- especially to websites, which must focus on simplicity, rather than
features.”
                                         ---Nielsen (2007)



“Leverage knowledge in the head…Performance can be faster and more efficient.”
                                      ---Norman (1988)



                                                                                             7
Current Schools of Thought


1. Use of interactive features such as slider bars, drag and drops, and
   other Flash-like objects increase respondent enjoyment, yield better
   quality data and improve survey participation (Reid, Morden & Reid,
   2007).

2. Respondents prefer standard HTML formats (Miller, 2009) and
   extensive use of interactive features can have unpredictable impacts
   on response, denigrating data quality (Malinoff, 2010).

3. Use of game-like features in online surveys increase engagement,
   encourage more thoughtful responding and better quality data
   (Puleston and Sleep, 2011).



                                                                          8
The experiment




                 9
4 Survey Types

             Text only         Decoratively visual

                                      Male
                Male



         Functionally visual       Gamified




                                                     10
Method
Replicate Edison Electric Institute study.
US adults 18+ from ResearchNow panel.
Random assignment to design treatments:
                               Text only         Decoratively visual



                            n=251                 n=251


                           Functionally visual        Gamified




                            n=252                 n=253

Fieldwork: June 28–July 5, 2011. Participation rate 8%.
                                                                       11
Text only




            12
Decoratively visual




                      13
Functionally visual




                      14
What’s a game?

         Back story
         Game-like aesthetic
         A challenge
         Rules for play
                                Gamified
         Rules for
          advancement
         Rewards for
          accomplishment


                                           15
Gamified




           16
Hypotheses

                 Text only         Decoratively visual



            H0    Lowest          H1   No benefits vs.
                  satisfaction         other treatments




         Functionally visual            Gamified

       H2    Satisfaction,        H3   Polarized appeal,
             engagement and            risking self-
             data quality equal        selection
             to or greater than   H4   Adds to survey
             gamified                  costs (for us)


                                                           17
Productivity


                                               Decoratively   Functionally
                          Total    Text only
                                                  visual         visual
                                                                             Gamified



Completion rate          80%                                                   
Completion length       15 mins.
Labor vs. “text only”                            1.1x           1.5x         2.0x




                                                                                        18
Respondent characteristics


                                              Decoratively   Functionally
                          Total   Text only
                                                 visual         visual
                                                                            Gamified



Male                      48%
Age <35                   24%
College graduate          57%
Income <$25K              18%                                   
Play games daily/weekly   62%                    
Play games seldom/never   24%
Hours online/week         24                                    


                                                                                       19
Response behaviors


                                                Decoratively   Functionally
                            Total   Text only
                                                   visual         visual
                                                                              Gamified



Inconsistent responses      20%                                   
Didn’t follow instruction   12%
Grid straightline           10%                    




                                                                                         20
Response distributions



   Scale items           Categorical items
   1 difference            Functionally visual
   (chance)

                            7 out of 42
                             different




                                                 21
Response distributions



     Text only           Functionally visual




                                               22
Response distributions



 Decoratively visual     Functionally visual




                                               23
Respondent evaluations


                                             Decoratively   Functionally
                         Total   Text only
                                                visual         visual
                                                                           Gamified



Interesting              5.6                                               
Easy to read             6.2                                               
Easy to answer           6.1                                               
Fast                     5.3                                               
Enjoyed                  5.4                                              
Estimated minutes        14                                                




                                                                                      24
Findings

                     Text only         Decoratively visual



                H0    Lowest          H1   No benefits vs.
                      satisfaction         other treatments




            Functionally visual             Gamified

           H2    Satisfaction,        H3   Polarized appeal,
                 engagement and            risking self-
                 data quality equal        selection
                 to or greater than   H4   Adds to survey
                 gamified                  costs (for us)


                                                               25
Visually functional and gamified treatments provided...




• A more enjoyable respondent experience
• No increase in sampling error or changes
  to response distributions
• No decrease in satisficing
• Increase in production costs (for us)



                                                          26
Implications of findings




                           27
What our experiment tells us

• Key to survey engagement is...the same as it ever was:
  − Survey length
  − Topic salience
  − Cognitive burden
  − Frequency of survey requests
• Creating a more enjoyable survey experience still a worthy goal.
• Surveys will become more graphical (functionally visual).
• Challenge: develop and execute research focused on defining best
  practices for visually enhanced surveys to replace those that
  evolved (over decades) for text only surveys.


                                                           Rigorous &
                                            Evangelism     systematic
                                                           evaluation


                                                                        28
A restrained approach to online survey
          embellishment & interactivity



                                          29
The impact of images

• Web surveys make it relatively easy for surveys to incorporate
  photographs, graphics, and other images.
• Use of images in web surveys can be:
  − decoration to provide a more attractive interface for the respondents,
  − an integral part of the question, helping respondents to identify the
    particular object they are being asked about
• Even when images are intended merely as embellishment, they are
  likely to be powerful, contextual stimuli and can have effects on
  responses:
   −Best case, they distract respondents from the task of answering
     questions;
   −Worst case, they change the meaning of questions.
• Images incorporated into a survey need to be chosen very carefully and
  deliberately.

                                                                             30
Images can move answers in the direction of the image

• Couper, Tourangeau, and Kenyon (2004) varied the content of
  photographs that accompanied each of 6 survey items that asked
  respondents how often they’d done something.
• A photograph that depicted some instance of the category of interest
  accompanied each item; images chosen to represent low or high
  frequency exemplars of the target category:



                             Low                                     High
                          frequency                               frequency

• One group of respondents saw only the high frequency exemplars and
  a second group saw only low frequency exemplars
  −Images seen had statistically significant effects on answers to all 6 items.
  −Those who saw high frequency exemplars reported higher frequencies
   than those who got the low frequency exemplars.
                                                                              31
Images can narrow the interpretation of the category of
interest

• Tourangeau et al., (2011) compared responses to:


             Visual examples        vs.      Verbal examples
                                                   Fruit
                                           (including bananas,
                                           watermelon, apples,
                                           oranges, pineapple,
                                                   etc.)


• Respondents reported eating more servings of foods in a target
  category when the categories were represented by words than by a
  picture
  −Even though verbal and pictorial examples on the same level of
   generality were chosen.

                                                                     32
Images can serve as a standard of comparison affecting the
judgments made

• Couper, Conrad, and Tourangeau (2007) displayed photographs either
  of a woman in a hospital bed or a young woman jogging to web survey
  respondents.
• Respondents received one or the other picture in a web survey. Images
  appeared near a question asking a respondent to rate the quality of
  his/her own health.




• Respondents rated their own health as worse when they got the picture
  of the jogger and as better they got the picture of the sick women

                                                                      33
Background choices matter

• Color is not a neutral choice; Baker & Couper (2007) tested 3 colors as
  backgrounds:


      Breakoff
      rates            15.0%              10.8%           13.7%


  No effect on perceived/actual completion time or on subjective evaluation
  items asked at the end.


• Nielsen (2006) argues:
    “Use either plain-color backgrounds or extremely subtle background
    patterns. Background graphic interfere with the eye’s capability to
    resolve the lines in the characters and recognize word shapes.”

                                                                              34
Respondents use color to assign meanings to scale points

• Tourangeau, Couper and Conrad (2004, 2007) argue that respondents
  apply 5 heuristics that help them interpret the response scales in visual
  surveys, one being:
                “Like in appearance means close in meaning”
• Tourangeau, Couper, and Conrad (2007) compared two scales
  experimentally:




   Two colors


    One color




                                                                          35
Colors can move scale use to the extreme

Responses shift toward the more positive end of the scale when the top
scale was used as compared to the bottom scale.

                 50
                 45               Same Color

                 40               Two Color                                    36.8
                                                                        34.9
                 35
                 30
       Percent




                                                          25.6                               26.2

                 25                                                                   22.4


                 20                                              17.8


                 15
                                                                                                          9.7
                 10                           6.0
                                                    7.2
                                                                                                    6.3

                  5   1.7
                                  3.1
                                        1.9
                            0.6

                  0
                        1           2           3            4             5             6            7

                                                                                                                36
Progress bars: Friend or foe?

• Assumptions about progress bars:
  −Respondents want to be informed about their position in the
   questionnaire.
  −Providing this information will increase the likelihood they will finish
   it.

• Callegaro, Villar, and Yang (2011) carried out a meta-analysis of studies
  done on progress bars and break-off rates. Their conclusions:
  −Progress indicators by themselves do not appear to lower breakoffs,
   they may increase breakoffs when they offer discouraging news.
  −They only clearly reduce breakoffs when they offer unusually positive
   feedback.



                                                                              37
Meeting the increasing demand for online respondents




                                                       38
Are online panels an anachronism?


                             • High demand

                             • High turnover

                             • Increased focus on low incidence
                               populations

                             • Concerns about panel biases,
                               diversity and representivity




                                                                  39
The immediate future is multisourcing



1. Extend the reach of online sampling beyond a single panel.

2. Find people who want to do a survey now.

3. Screen and match them to a waiting survey.




                                                                40
Pros and cons of routers

                 Pro                                  Con

• Increases diversity                • Black box


• Reduces reliance on professional   • Respondent validation is more
  respondents                          difficult


• Supports blending                  • Respondent reuse may be
                                       problematic
• Reduces screen outs
                                     • Router bias
• Standardizes online sample
  selection                          • No standards


                                                                       41
Summary




          42
Summary




          43
Thank you!




   reg.baker@marketstrategies.com

joanne.mechling@marketstrategies.com

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Evolution of Research by Joanne Mechling, Market Strategies

  • 1. Another Day, Another Survey The Continued Evolution of Online Research MRA Northwest Chapter 2012 Educational Conference May 8, 2012 Reg Baker & Joanne Mechling
  • 2. Overview 1. The respondent engagement problem 2. The experiment 3. Implications of findings 4. A restrained approach to interactivity 5. Meeting the increasing demand for online respondents 6. Summary 7. Q&A 2
  • 4. Online MR has been extraordinarily successful US Online Spend ($000s) $2,492 $2,308 $2,061 $1,960 $2,015 $1,933 $1,662 $1,375 $1,163 $881 $709 $435 $273 $111 $12 $33 1997 1998 1999 2000 2001 2002 2003 2004 2005 2006 2007 2008 2009 2010 2011 2012F Source: Inside Research, 2012 4
  • 5. But online MR has a problem Speeding Straightlining Demand Random responding Parsimonious verbatims Participation 5
  • 6. Engagement from a Survey Research Perspective “Respondent motivation declines as the interview continues beyond an optimal point.” --Cannell & Kahn (1968) “Respondent burden . . . (1) the length of the interview; (2) the amount of effort required of the respondent; (3) the amount of stress on the respondent; and (4) the frequency with which the respondent is interviewed.” ---Bradburn (1977) “Respondents answering items that are included in large sets toward the later parts of a long questionnaire are more likely to give identical answers to most or all of the items, compared to those responding to items in smaller sets or in shorter questionnaires.” ---Herzong & Bachman (1981) “Instead of seeking optimal solutions to problems, people usually seek solutions that are simply satisfactory or acceptable in order to minimize psychological costs.” ---Krosnick & Alwin (1987) 6
  • 7. Engagement from a Technology Perspective “ A quality of user experience that emphasizes the positive aspects of interaction, an in particular the phenomena associated with being captivated by technology (and so being motivated to use it). Successful technologies are not just used, they are engaged with; users invest time, attention, and emotion into the equation.” --- Attfield, Kazai, Laimas & Piwowarski (2011) “The more engaged users are, the more features an application can sustain. But most users have low commitment -- especially to websites, which must focus on simplicity, rather than features.” ---Nielsen (2007) “Leverage knowledge in the head…Performance can be faster and more efficient.” ---Norman (1988) 7
  • 8. Current Schools of Thought 1. Use of interactive features such as slider bars, drag and drops, and other Flash-like objects increase respondent enjoyment, yield better quality data and improve survey participation (Reid, Morden & Reid, 2007). 2. Respondents prefer standard HTML formats (Miller, 2009) and extensive use of interactive features can have unpredictable impacts on response, denigrating data quality (Malinoff, 2010). 3. Use of game-like features in online surveys increase engagement, encourage more thoughtful responding and better quality data (Puleston and Sleep, 2011). 8
  • 10. 4 Survey Types Text only Decoratively visual  Male  Male Functionally visual Gamified 10
  • 11. Method Replicate Edison Electric Institute study. US adults 18+ from ResearchNow panel. Random assignment to design treatments: Text only Decoratively visual n=251 n=251 Functionally visual Gamified n=252 n=253 Fieldwork: June 28–July 5, 2011. Participation rate 8%. 11
  • 12. Text only 12
  • 15. What’s a game?  Back story  Game-like aesthetic  A challenge  Rules for play Gamified  Rules for advancement  Rewards for accomplishment 15
  • 16. Gamified 16
  • 17. Hypotheses Text only Decoratively visual H0 Lowest H1 No benefits vs. satisfaction other treatments Functionally visual Gamified H2 Satisfaction, H3 Polarized appeal, engagement and risking self- data quality equal selection to or greater than H4 Adds to survey gamified costs (for us) 17
  • 18. Productivity Decoratively Functionally Total Text only visual visual Gamified Completion rate 80%  Completion length 15 mins. Labor vs. “text only” 1.1x 1.5x 2.0x 18
  • 19. Respondent characteristics Decoratively Functionally Total Text only visual visual Gamified Male 48% Age <35 24% College graduate 57% Income <$25K 18%  Play games daily/weekly 62%  Play games seldom/never 24% Hours online/week 24  19
  • 20. Response behaviors Decoratively Functionally Total Text only visual visual Gamified Inconsistent responses 20%  Didn’t follow instruction 12% Grid straightline 10%  20
  • 21. Response distributions Scale items Categorical items 1 difference Functionally visual (chance) 7 out of 42 different 21
  • 22. Response distributions Text only Functionally visual 22
  • 23. Response distributions Decoratively visual Functionally visual 23
  • 24. Respondent evaluations Decoratively Functionally Total Text only visual visual Gamified Interesting 5.6   Easy to read 6.2   Easy to answer 6.1   Fast 5.3   Enjoyed 5.4    Estimated minutes 14   24
  • 25. Findings Text only Decoratively visual H0 Lowest H1 No benefits vs. satisfaction other treatments Functionally visual Gamified H2 Satisfaction, H3 Polarized appeal, engagement and risking self- data quality equal selection to or greater than H4 Adds to survey gamified costs (for us) 25
  • 26. Visually functional and gamified treatments provided... • A more enjoyable respondent experience • No increase in sampling error or changes to response distributions • No decrease in satisficing • Increase in production costs (for us) 26
  • 28. What our experiment tells us • Key to survey engagement is...the same as it ever was: − Survey length − Topic salience − Cognitive burden − Frequency of survey requests • Creating a more enjoyable survey experience still a worthy goal. • Surveys will become more graphical (functionally visual). • Challenge: develop and execute research focused on defining best practices for visually enhanced surveys to replace those that evolved (over decades) for text only surveys. Rigorous & Evangelism systematic evaluation 28
  • 29. A restrained approach to online survey embellishment & interactivity 29
  • 30. The impact of images • Web surveys make it relatively easy for surveys to incorporate photographs, graphics, and other images. • Use of images in web surveys can be: − decoration to provide a more attractive interface for the respondents, − an integral part of the question, helping respondents to identify the particular object they are being asked about • Even when images are intended merely as embellishment, they are likely to be powerful, contextual stimuli and can have effects on responses: −Best case, they distract respondents from the task of answering questions; −Worst case, they change the meaning of questions. • Images incorporated into a survey need to be chosen very carefully and deliberately. 30
  • 31. Images can move answers in the direction of the image • Couper, Tourangeau, and Kenyon (2004) varied the content of photographs that accompanied each of 6 survey items that asked respondents how often they’d done something. • A photograph that depicted some instance of the category of interest accompanied each item; images chosen to represent low or high frequency exemplars of the target category: Low High frequency frequency • One group of respondents saw only the high frequency exemplars and a second group saw only low frequency exemplars −Images seen had statistically significant effects on answers to all 6 items. −Those who saw high frequency exemplars reported higher frequencies than those who got the low frequency exemplars. 31
  • 32. Images can narrow the interpretation of the category of interest • Tourangeau et al., (2011) compared responses to: Visual examples vs. Verbal examples Fruit (including bananas, watermelon, apples, oranges, pineapple, etc.) • Respondents reported eating more servings of foods in a target category when the categories were represented by words than by a picture −Even though verbal and pictorial examples on the same level of generality were chosen. 32
  • 33. Images can serve as a standard of comparison affecting the judgments made • Couper, Conrad, and Tourangeau (2007) displayed photographs either of a woman in a hospital bed or a young woman jogging to web survey respondents. • Respondents received one or the other picture in a web survey. Images appeared near a question asking a respondent to rate the quality of his/her own health. • Respondents rated their own health as worse when they got the picture of the jogger and as better they got the picture of the sick women 33
  • 34. Background choices matter • Color is not a neutral choice; Baker & Couper (2007) tested 3 colors as backgrounds: Breakoff rates 15.0% 10.8% 13.7% No effect on perceived/actual completion time or on subjective evaluation items asked at the end. • Nielsen (2006) argues: “Use either plain-color backgrounds or extremely subtle background patterns. Background graphic interfere with the eye’s capability to resolve the lines in the characters and recognize word shapes.” 34
  • 35. Respondents use color to assign meanings to scale points • Tourangeau, Couper and Conrad (2004, 2007) argue that respondents apply 5 heuristics that help them interpret the response scales in visual surveys, one being: “Like in appearance means close in meaning” • Tourangeau, Couper, and Conrad (2007) compared two scales experimentally: Two colors One color 35
  • 36. Colors can move scale use to the extreme Responses shift toward the more positive end of the scale when the top scale was used as compared to the bottom scale. 50 45 Same Color 40 Two Color 36.8 34.9 35 30 Percent 25.6 26.2 25 22.4 20 17.8 15 9.7 10 6.0 7.2 6.3 5 1.7 3.1 1.9 0.6 0 1 2 3 4 5 6 7 36
  • 37. Progress bars: Friend or foe? • Assumptions about progress bars: −Respondents want to be informed about their position in the questionnaire. −Providing this information will increase the likelihood they will finish it. • Callegaro, Villar, and Yang (2011) carried out a meta-analysis of studies done on progress bars and break-off rates. Their conclusions: −Progress indicators by themselves do not appear to lower breakoffs, they may increase breakoffs when they offer discouraging news. −They only clearly reduce breakoffs when they offer unusually positive feedback. 37
  • 38. Meeting the increasing demand for online respondents 38
  • 39. Are online panels an anachronism? • High demand • High turnover • Increased focus on low incidence populations • Concerns about panel biases, diversity and representivity 39
  • 40. The immediate future is multisourcing 1. Extend the reach of online sampling beyond a single panel. 2. Find people who want to do a survey now. 3. Screen and match them to a waiting survey. 40
  • 41. Pros and cons of routers Pro Con • Increases diversity • Black box • Reduces reliance on professional • Respondent validation is more respondents difficult • Supports blending • Respondent reuse may be problematic • Reduces screen outs • Router bias • Standardizes online sample selection • No standards 41
  • 42. Summary 42
  • 43. Summary 43
  • 44. Thank you! reg.baker@marketstrategies.com joanne.mechling@marketstrategies.com