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Some considerations on the
(in)effectiveness of residential energy
feedback systems

James Pierce | Chloe Fan | Derek Lomas | Gabriela Marcu | Eric Paulos

Human Computer Interaction Institute, Carnegie Mellon University




                                                   Living Environments Lab
Energy is a hot topic.




James Pierce | Chloe Fan | Derek Lomas | Gabriela Marcu | Eric Paulos   Living Environments Lab
...especially energy feedback.




                                                         kW




James Pierce | Chloe Fan | Derek Lomas | Gabriela Marcu | Eric Paulos   Living Environments Lab
...especially residential energy feedback.




                                                         kW




James Pierce | Chloe Fan | Derek Lomas | Gabriela Marcu | Eric Paulos   Living Environments Lab
Energy savings of 7-20% have been attributed to

             residential energy feedback systems (REFS)

                                   (as well as negative reductions).




        Darby, S. (2006). The effectiveness of feedback on energy consumption. A review for DEFRA of the literature on
        metering, billing, and direct displays.

        Fischer, C. (2008). Feedback on household electricity consumption: a tool for saving energy? Energy Efficiency,
        1:79-104.


James Pierce | Chloe Fan | Derek Lomas | Gabriela Marcu | Eric Paulos                           Living Environments Lab
kW
                                            ?                                 7-20%

                                                                            reduction




James Pierce | Chloe Fan | Derek Lomas | Gabriela Marcu | Eric Paulos   Living Environments Lab
REFS lit review:
Critical research gaps
REFS lit review



Abrahamse, W., Wokje, A., Steg, L., Vlek, C., & Rothengatter,
T. (2005). A review of intervention studies aimed at household
energy conservation. Journal of Environmental Psychology,
25(3):273–291.

Darby, S. (2006). The effectiveness of feedback on energy con-
sumption. A review for DEFRA of the literature on metering, bill-
ing, and direct displays.

Fischer, C. (2008). Feedback on household electricity consump-
tion: a tool for saving energy? Energy Efficiency, 1:79-104.

Froehlich, J., Findlater, L., & Landay, J. (2010). The design of
eco-feedback technology. In Proc. of CHI ‘10,


James Pierce | Chloe Fan | Derek Lomas | Gabriela Marcu | Eric Paulos   Living Environments Lab
Critical gaps in energy feedback research



1. Effects on specific behaviors, attitudes and understandings

2. The effects of feedback on individual experience

3. Social and cultural factors related to feedback

4. Effects on consumption in terms of everyday practice

5. Broader critiques of energy feedback




 James Pierce | Chloe Fan | Derek Lomas | Gabriela Marcu | Eric Paulos   Living Environments Lab
Critical gaps in energy feedback research



1. Effects on specific behaviors, attitudes and understandings

Q: What specific behaviors account for the measured (+/-) reductions?




  James Pierce | Chloe Fan | Derek Lomas | Gabriela Marcu | Eric Paulos   Living Environments Lab
Critical gaps in energy feedback research



2. The effects of feedback on individual experience

Q: Is the implemented system subjectively experienced as pleasing,

   engaging, desirable, useful?




  James Pierce | Chloe Fan | Derek Lomas | Gabriela Marcu | Eric Paulos   Living Environments Lab
Critical gaps in energy feedback research



3. Social and cultural factors related to feedback

Q: How does feedback affect social relations within the home??




  James Pierce | Chloe Fan | Derek Lomas | Gabriela Marcu | Eric Paulos   Living Environments Lab
Critical gaps in energy feedback research



4. Effects on consumption in terms of everyday practice

Q: How is the system symbolically and materially “domesticated” or

   appropriated over time by users?




  James Pierce | Chloe Fan | Derek Lomas | Gabriela Marcu | Eric Paulos   Living Environments Lab
Critical gaps in energy feedback research



5. Broader critiques of energy feedback

Q: What is (and is not) meant by “effective”?

Q: What precisely are “sustainable energy systems” attempting to sustain?




  James Pierce | Chloe Fan | Derek Lomas | Gabriela Marcu | Eric Paulos   Living Environments Lab
Critical gaps in energy feedback research



1. Effects on specific behaviors, attitudes and understandings

2. The effects of feedback on individual experience

3. Social and cultural factors related to feedback

4. Effects on consumption in terms of everyday practice

5. Broader critiques of energy feedback




 James Pierce | Chloe Fan | Derek Lomas | Gabriela Marcu | Eric Paulos   Living Environments Lab
Studies & Methods
Kill A Watt   PowerCost Monitor
Studies and methods




  Study #1 (Kill A Watt + price charts)

+ 8 participants; 8 households; SF Bay Area, CA

+ 1-3 hour pre- and post-interviews + price/logging activities



  Study #2 (PowerCost monitor)

+ 9 participants; 5 households; Pittsburgh, PA

+ 1-3 hour pre- and post-interviews



  James Pierce | Chloe Fan | Derek Lomas | Gabriela Marcu | Eric Paulos   Living Environments Lab
Findings
Findings   | Baseline Consumption




  People discovered and learned their “baseline”
                   ...but no one tried to reduce it.




James Pierce | Chloe Fan | Derek Lomas | Gabriela Marcu | Eric Paulos   Living Environments Lab
Findings   | Awareness & Engagement




P2: It’s still in my mind even when it’s not there. I’m still gonna be thinking
about it. It’s like a reminder.

I: How is this different than, say, a sign?

P2: Well… this is, like, real. Maybe they can put a sign up there and re-
mind me but this can track what I do. It’s really on the meter!




James Pierce | Chloe Fan | Derek Lomas | Gabriela Marcu | Eric Paulos   Living Environments Lab
Findings   | Awareness & Engagement




No one used the
Kill A Watt.




James Pierce | Chloe Fan | Derek Lomas | Gabriela Marcu | Eric Paulos   Living Environments Lab
Findings   | Actual and anticipated behavioral change




           P5: I knew the dryer used a lot but I didn’t know it
           used 5kW. I didn’t know it used that much.

           P6: (P5’s wife): I guess I feel a little bad now when
           I turn on the dryer, but, I mean, I’m not gonna not
           wash my clothes!




James Pierce | Chloe Fan | Derek Lomas | Gabriela Marcu | Eric Paulos   Living Environments Lab
Findings   | Difficulty fine-tuning consumption for conservation




           I: Studies have shown that people sometimes reduce
           consumption by 10-20% from using energy monitors like
           this one…

           P4: [Interrupts] Well, let’s see. If I replaced all these
           [bulbs in kitchen fixture] with CFLs [compact fluorescent
           light bulbs]….that’d be about 10%. I’m not sure where I’d
           look next to cut 400 watts. I’d have a hard time figuring
           out where I could save another 400 watts on average.




James Pierce | Chloe Fan | Derek Lomas | Gabriela Marcu | Eric Paulos   Living Environments Lab
Implications
HCI and REFS research
Implications    | Design details



EX: Information emphasized
    > Maintaining versus reducing the baseline

EX: Precision and resolution
   > What devices are important & unimportant




   James Pierce | Chloe Fan | Derek Lomas | Gabriela Marcu | Eric Paulos   Living Environments Lab
Implications    | Non-negotiable interactions and practices



“I’m not gonna not wash [or dry] my clothes!”



Considering cutting, trimming, switching, upgrading, etc.




James Pierce | Chloe Fan | Derek Lomas | Gabriela Marcu | Eric Paulos   Living Environments Lab
Implications    | Identifying limitations and considering alternatives



Two categories for future empirical REFS research:

1. Identifying and categorizing negotiable and non-negotiable interac-
tions and practices

2. Identifying upperbounds on consumption reduction




James Pierce | Chloe Fan | Derek Lomas | Gabriela Marcu | Eric Paulos   Living Environments Lab
Implications    | Unintended effects: Sustaining the unsustainable?



Does monitoring devices negate more substantial sustainable behaviors?

Such as switching or relinquishing devices?




James Pierce | Chloe Fan | Derek Lomas | Gabriela Marcu | Eric Paulos   Living Environments Lab
Implications   | Alternative aims



Yes! Reduce consumption levels, but also...

Aesthetics
Pleasurable engagement
Symbolic value (e.g., projecting sustainable lifestyles and values)
Conversation pieces
Creativity and exploration
...

(See Pierce et al., 2008, Energy aware dwelling: A critical survey of interaction design for
eco-visualizations)




James Pierce | Chloe Fan | Derek Lomas | Gabriela Marcu | Eric Paulos   Living Environments Lab
Implications    | Alternative aims




                      REFS is an important and growing area...

         .. but equally we should consider *in*effectiveness in design.

                (and for all areas of IxD, HCI and interactive systems design!)




James Pierce | Chloe Fan | Derek Lomas | Gabriela Marcu | Eric Paulos   Living Environments Lab
A major unexplored question is: What is affecting the effects of REFS?




                 kW
                                            ?                                 7-20%

                                                                            reduction




James Pierce | Chloe Fan | Derek Lomas | Gabriela Marcu | Eric Paulos   Living Environments Lab

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Considering the (in)effectiveness of residential energy feedback systems

  • 1. Some considerations on the (in)effectiveness of residential energy feedback systems James Pierce | Chloe Fan | Derek Lomas | Gabriela Marcu | Eric Paulos Human Computer Interaction Institute, Carnegie Mellon University Living Environments Lab
  • 2. Energy is a hot topic. James Pierce | Chloe Fan | Derek Lomas | Gabriela Marcu | Eric Paulos Living Environments Lab
  • 3. ...especially energy feedback. kW James Pierce | Chloe Fan | Derek Lomas | Gabriela Marcu | Eric Paulos Living Environments Lab
  • 4. ...especially residential energy feedback. kW James Pierce | Chloe Fan | Derek Lomas | Gabriela Marcu | Eric Paulos Living Environments Lab
  • 5. Energy savings of 7-20% have been attributed to residential energy feedback systems (REFS) (as well as negative reductions). Darby, S. (2006). The effectiveness of feedback on energy consumption. A review for DEFRA of the literature on metering, billing, and direct displays. Fischer, C. (2008). Feedback on household electricity consumption: a tool for saving energy? Energy Efficiency, 1:79-104. James Pierce | Chloe Fan | Derek Lomas | Gabriela Marcu | Eric Paulos Living Environments Lab
  • 6. kW ? 7-20% reduction James Pierce | Chloe Fan | Derek Lomas | Gabriela Marcu | Eric Paulos Living Environments Lab
  • 8. REFS lit review Abrahamse, W., Wokje, A., Steg, L., Vlek, C., & Rothengatter, T. (2005). A review of intervention studies aimed at household energy conservation. Journal of Environmental Psychology, 25(3):273–291. Darby, S. (2006). The effectiveness of feedback on energy con- sumption. A review for DEFRA of the literature on metering, bill- ing, and direct displays. Fischer, C. (2008). Feedback on household electricity consump- tion: a tool for saving energy? Energy Efficiency, 1:79-104. Froehlich, J., Findlater, L., & Landay, J. (2010). The design of eco-feedback technology. In Proc. of CHI ‘10, James Pierce | Chloe Fan | Derek Lomas | Gabriela Marcu | Eric Paulos Living Environments Lab
  • 9. Critical gaps in energy feedback research 1. Effects on specific behaviors, attitudes and understandings 2. The effects of feedback on individual experience 3. Social and cultural factors related to feedback 4. Effects on consumption in terms of everyday practice 5. Broader critiques of energy feedback James Pierce | Chloe Fan | Derek Lomas | Gabriela Marcu | Eric Paulos Living Environments Lab
  • 10. Critical gaps in energy feedback research 1. Effects on specific behaviors, attitudes and understandings Q: What specific behaviors account for the measured (+/-) reductions? James Pierce | Chloe Fan | Derek Lomas | Gabriela Marcu | Eric Paulos Living Environments Lab
  • 11. Critical gaps in energy feedback research 2. The effects of feedback on individual experience Q: Is the implemented system subjectively experienced as pleasing, engaging, desirable, useful? James Pierce | Chloe Fan | Derek Lomas | Gabriela Marcu | Eric Paulos Living Environments Lab
  • 12. Critical gaps in energy feedback research 3. Social and cultural factors related to feedback Q: How does feedback affect social relations within the home?? James Pierce | Chloe Fan | Derek Lomas | Gabriela Marcu | Eric Paulos Living Environments Lab
  • 13. Critical gaps in energy feedback research 4. Effects on consumption in terms of everyday practice Q: How is the system symbolically and materially “domesticated” or appropriated over time by users? James Pierce | Chloe Fan | Derek Lomas | Gabriela Marcu | Eric Paulos Living Environments Lab
  • 14. Critical gaps in energy feedback research 5. Broader critiques of energy feedback Q: What is (and is not) meant by “effective”? Q: What precisely are “sustainable energy systems” attempting to sustain? James Pierce | Chloe Fan | Derek Lomas | Gabriela Marcu | Eric Paulos Living Environments Lab
  • 15. Critical gaps in energy feedback research 1. Effects on specific behaviors, attitudes and understandings 2. The effects of feedback on individual experience 3. Social and cultural factors related to feedback 4. Effects on consumption in terms of everyday practice 5. Broader critiques of energy feedback James Pierce | Chloe Fan | Derek Lomas | Gabriela Marcu | Eric Paulos Living Environments Lab
  • 17. Kill A Watt PowerCost Monitor
  • 18. Studies and methods Study #1 (Kill A Watt + price charts) + 8 participants; 8 households; SF Bay Area, CA + 1-3 hour pre- and post-interviews + price/logging activities Study #2 (PowerCost monitor) + 9 participants; 5 households; Pittsburgh, PA + 1-3 hour pre- and post-interviews James Pierce | Chloe Fan | Derek Lomas | Gabriela Marcu | Eric Paulos Living Environments Lab
  • 20. Findings | Baseline Consumption People discovered and learned their “baseline” ...but no one tried to reduce it. James Pierce | Chloe Fan | Derek Lomas | Gabriela Marcu | Eric Paulos Living Environments Lab
  • 21. Findings | Awareness & Engagement P2: It’s still in my mind even when it’s not there. I’m still gonna be thinking about it. It’s like a reminder. I: How is this different than, say, a sign? P2: Well… this is, like, real. Maybe they can put a sign up there and re- mind me but this can track what I do. It’s really on the meter! James Pierce | Chloe Fan | Derek Lomas | Gabriela Marcu | Eric Paulos Living Environments Lab
  • 22. Findings | Awareness & Engagement No one used the Kill A Watt. James Pierce | Chloe Fan | Derek Lomas | Gabriela Marcu | Eric Paulos Living Environments Lab
  • 23. Findings | Actual and anticipated behavioral change P5: I knew the dryer used a lot but I didn’t know it used 5kW. I didn’t know it used that much. P6: (P5’s wife): I guess I feel a little bad now when I turn on the dryer, but, I mean, I’m not gonna not wash my clothes! James Pierce | Chloe Fan | Derek Lomas | Gabriela Marcu | Eric Paulos Living Environments Lab
  • 24. Findings | Difficulty fine-tuning consumption for conservation I: Studies have shown that people sometimes reduce consumption by 10-20% from using energy monitors like this one… P4: [Interrupts] Well, let’s see. If I replaced all these [bulbs in kitchen fixture] with CFLs [compact fluorescent light bulbs]….that’d be about 10%. I’m not sure where I’d look next to cut 400 watts. I’d have a hard time figuring out where I could save another 400 watts on average. James Pierce | Chloe Fan | Derek Lomas | Gabriela Marcu | Eric Paulos Living Environments Lab
  • 26. Implications | Design details EX: Information emphasized > Maintaining versus reducing the baseline EX: Precision and resolution > What devices are important & unimportant James Pierce | Chloe Fan | Derek Lomas | Gabriela Marcu | Eric Paulos Living Environments Lab
  • 27. Implications | Non-negotiable interactions and practices “I’m not gonna not wash [or dry] my clothes!” Considering cutting, trimming, switching, upgrading, etc. James Pierce | Chloe Fan | Derek Lomas | Gabriela Marcu | Eric Paulos Living Environments Lab
  • 28. Implications | Identifying limitations and considering alternatives Two categories for future empirical REFS research: 1. Identifying and categorizing negotiable and non-negotiable interac- tions and practices 2. Identifying upperbounds on consumption reduction James Pierce | Chloe Fan | Derek Lomas | Gabriela Marcu | Eric Paulos Living Environments Lab
  • 29. Implications | Unintended effects: Sustaining the unsustainable? Does monitoring devices negate more substantial sustainable behaviors? Such as switching or relinquishing devices? James Pierce | Chloe Fan | Derek Lomas | Gabriela Marcu | Eric Paulos Living Environments Lab
  • 30. Implications | Alternative aims Yes! Reduce consumption levels, but also... Aesthetics Pleasurable engagement Symbolic value (e.g., projecting sustainable lifestyles and values) Conversation pieces Creativity and exploration ... (See Pierce et al., 2008, Energy aware dwelling: A critical survey of interaction design for eco-visualizations) James Pierce | Chloe Fan | Derek Lomas | Gabriela Marcu | Eric Paulos Living Environments Lab
  • 31. Implications | Alternative aims REFS is an important and growing area... .. but equally we should consider *in*effectiveness in design. (and for all areas of IxD, HCI and interactive systems design!) James Pierce | Chloe Fan | Derek Lomas | Gabriela Marcu | Eric Paulos Living Environments Lab
  • 32. A major unexplored question is: What is affecting the effects of REFS? kW ? 7-20% reduction James Pierce | Chloe Fan | Derek Lomas | Gabriela Marcu | Eric Paulos Living Environments Lab