TY - JOUR
T1 - Who engages in electricity conservation and to what effect after real-world, high-resolution feedback? An empirical analysis of Korean households with smart meters
AU - Kim, Hana
AU - Caesary, Desy
AU - Jang, Jeongwoo
AU - Mah, Daphne Ngar yin
N1 - This work was supported by a National Research Foundation of Korea (NRF) grant funded by the Korean government (NRF-2018R1A5A7025409) and by a Korea Foundation for the Advancement of Science and Creativity (KOFAC) grant funded by the Korean Ministry of Science & Information and Communication Technology (D23030005).
Publisher Copyright:
© 2024 The Authors.
PY - 2024/9/15
Y1 - 2024/9/15
N2 - Engagement with households to fully realize the potential of demand-side
solutions has attracted policy attention. The potential of feedback has
been understudied, especially regarding who engages more in electricity
conservation. Furthermore, most studies have been limited to the
Western context, with only a few that explore Asia. This study fills
these gaps by investigating changes in household hourly electricity
consumption patterns after its members receive high-resolution feedback.
After data balancing, we partitioned 63 households into distinct groups
using K-means clustering and investigated consumption changes after the
provision of high-resolution electricity feedback through a mobile
application. The results indicate mixed effectiveness of feedback: some
households reduced consumption by about 13 %, while others increased it
between 7 % and 20 %. In addition, statistical analysis using survey
responses revealed that households with greater awareness of electricity
costs and a stronger interest in climate change were more receptive to
feedback. Demographic and housing attributes such as age, building type,
and floor count also influenced the feedback effect. The findings
recommend enhancing awareness of electricity costs and climate change
and developing a better understanding of individuals’ challenges with
changing conservation behaviors based on their demographic and housing
characteristics.
AB - Engagement with households to fully realize the potential of demand-side
solutions has attracted policy attention. The potential of feedback has
been understudied, especially regarding who engages more in electricity
conservation. Furthermore, most studies have been limited to the
Western context, with only a few that explore Asia. This study fills
these gaps by investigating changes in household hourly electricity
consumption patterns after its members receive high-resolution feedback.
After data balancing, we partitioned 63 households into distinct groups
using K-means clustering and investigated consumption changes after the
provision of high-resolution electricity feedback through a mobile
application. The results indicate mixed effectiveness of feedback: some
households reduced consumption by about 13 %, while others increased it
between 7 % and 20 %. In addition, statistical analysis using survey
responses revealed that households with greater awareness of electricity
costs and a stronger interest in climate change were more receptive to
feedback. Demographic and housing attributes such as age, building type,
and floor count also influenced the feedback effect. The findings
recommend enhancing awareness of electricity costs and climate change
and developing a better understanding of individuals’ challenges with
changing conservation behaviors based on their demographic and housing
characteristics.
KW - Smart meter
KW - High-resolution feedback
KW - K-means clustering
KW - Electricity conservation
KW - Household characteristics
UR - http://www.scopus.com/inward/record.url?scp=85202576968&partnerID=8YFLogxK
U2 - 10.1016/j.heliyon.2024.e36951
DO - 10.1016/j.heliyon.2024.e36951
M3 - Journal article
AN - SCOPUS:85202576968
SN - 2405-8440
VL - 10
JO - Heliyon
JF - Heliyon
IS - 17
M1 - e36951
ER -