Contents
Executive Summary
Work Completed
What We Learned
Approach
Introduction
Purpose
Background
U.S. Involvement in HTR Task
National Expert: Consortium for Energy Efficiency
Task Methodology
Subtask 1 - Expert network & dissemination
HTR expert network
Dissemination
ST2 - Literature review and case studies
Literature review
Case study analyses and cross-country comparison
Subtask 2 - Main Takeaways from U.S. Participation
Target Audiences:
Barriers:
Design:
Messaging and Resources:
Delivery and Trusted Middle Actors:
Evaluation:
ST3 - Standardised & validated research process
ST4 - Field research pilots
Insights, recommendations & policy implications
General challenges and insights
Programme Recommendations
U.S. / Canada-specific insights & recommendations
Policy implications and recommendations
Conclusions and Next Steps
Appendix
Dissemination Efforts
International conferences & workshops
Scientific papers & technical reports
Webinars & other dissemination
Theoretical & disciplinary background outlined in Mundaca et al. (2023):
Client Reports (confidential):
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1
Executive Summary
This report outlines the findings from the 4-year Phase 1 of the Users TCP Hard-to-Reach
Energy Users (“HTR Task”), focused on hard-to-reach (HTR) energy user engagement. The
overall purpose of this global collaboration was to better define HTR and related terminology,
collect and synthesise learnings on effective approaches for engaging vulnerable audiences,
and to test these approaches in the field. The behavioural social science model applied
throughout this Task was the “Building Blocks of Behaviour Change”, which summarises
steps to follow for improved engagement as Audience, Behaviours, Content, Delivery, and
Evaluation (Karlin et al, 2021; detailed further below). This Executive Summary highlights the
work completed, the overarching learnings, and the approach taken throughout.
Work Completed
During Phase 1 of the HTR Task, participating country experts and the Task Leader:
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Fielded a Qualtrics survey with 120 responses from HTR practitioners and
researchers in over 20 countries, including 39 CEE member organisation responses.
Conducted in-depth interviews with almost 50 practitioners on better engaging
underserved energy users in Sweden, the U.S./CAN, UK, and NZ.
Developed 19 case studies from 8 countries (U.S., Canada, Sweden, New Zealand,
Portugal, Italy, the Netherlands, and the United Kingdom). Analysed the extent to
which these case study examples adhered to best behavioural social science
programme and evaluation practices through a cross-country comparative analysis.
Held three international workshops to share international learnings, including in the
U.S. in 2019, France (for Sweden) in 2022, and Aotearoa New Zealand in 2023.
Established an informal network of practitioners, policy-makers, and researchers
aiming to better address energy hardship and vulnerability across the globe.
Published two scientific publications, one book, eleven conference papers, and
twenty technical reports and white papers, all linked to in the Appendix.
Presented at 4 webinars, developed two training programmes, and were invited onto
5 government expert groups and conference steering committees.
What We Learned
Summary main findings from this collaboration to date include:
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Co-design of programmes and interventions is a key best practice. Ideally,
trusted community actors should be trained to deliver the programmes as well.
Fostering trust is a worthwhile investment of upfront time and resources.
Building trusted relationships with multiple stakeholders is crucial, particularly those
community and frontline providers directly serving the target audience.
Identifying and training trusted intermediaries benefits programmes. These
“middle actors” are already present and trusted in the community and are more likely
to be able to deliver in-home advice and interventions.
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Programmes benefit from a single liaison for stakeholder engagement. This
direct contact can streamline efforts, foster trust, and ensure the time and resources
are available to devote to establishing and building community partnerships.
Psychographic data is an important complement to demographic data. With the
recognition that challenges in the acquisition of data remain, there is high value in
collecting psychographic data to inform programme design whenever possible.
Cost-effectiveness hurdles can be mitigated by starting with a subset of the
target audience. For example, in the U.S. it can be cost prohibitive to engage
manufactured homes residents in energy efficiency in some jurisdictions, but
manufactured homes parks can be a cost-effective starting point.
Strength-based approaches can be highly beneficial when engaging
Indigenous communities by identifying, recognising, and reinforcing existing skills,
interests, and capacity within those communities to engage in conservation and
energy management practices.
Scaling up necessitates confirming messages will resonate with new
audiences. The cross-country analysis also identified the necessity of pre-testing
messaging content, even when proposed messages have worked well with other
audiences. It is valuable to have materials verified by a focus group of individuals of
the target audience wherever possible.
Targeting messaging through communication channels that the target
audience already utilises is efficient and effective. This necessitates formative
research to understand which channels are widely used by the target audience.
Language barriers may seem easier to rectify than other barriers, but language
barriers are often enmeshed with cultural barriers. Cultural competence of staff is
just as important – if not more so – than linguistic competence.
Pilots that do not have specific energy savings targets themselves (e.g.
because they focus on wellbeing), but allow for extensive exploration of the
approaches that may be likely to spur future energy savings, can still benefit energy
efficiency targets down the road.
Programme (co)designers should be representative of the audience for whom
they are designing programmes, so as to avoid making inaccurate cultural
assumptions that could undermine programme effectiveness.
Beware overreliance on a single member of an Indigenous community as a
go-between. In some Indigenous communities, conversations with energy
programme designers may be viewed as “engaging with the enemy”; asking
community members to put their credibility on the line to be your messenger is a tall
ask. Ideally, strive to build trust with the given tribal nation, and especially its elders,
more broadly.
Evaluation merits additional attention. The findings of our cross-country analysis
of 19 case studies across 8 countries revealed that interventions performed well with
respect to the Audience, Behavior, and Delivery building blocks, but showed room for
improvement in the Content and Evaluate blocks. While 84% of programmes from
the cross-country analysis defined a specific behaviour intended to change, only 10%
evaluated whether behaviour change had occurred.
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Approach
These learnings were gleaned by following the “Building Blocks of Behaviour Change” with
the phases of Discover, Define, Design, and Deploy. The framework also includes the
“ABCDE” Building Blocks referenced throughout this report; they include descriptions of the
intended Audiences and target Behaviours to be performed by participants, Content and
Delivery of engagement strategies and messaging, and Evaluation. This Task followed the
steps in the Building Blocks of Behaviour Change as follows:
Discover and Define. An extensive literature review and engagement with stakeholders
revealed that an estimated two thirds to three quarters of energy users are HTR, for many
reasons. In the residential sector, the most common assumption of HTR energy users is that
they are low-income. However, this leaves out many populations, including high-income (and
correspondingly high-consuming), the “squeezed middle” (medium to high-income but with
no assets), and marginalised and vulnerable energy users. Among these different groups
are further sub-segments. The more these intersect, the more “hidden” these energy users
become, increasing their chances of falling into deeper hardship. In the non-residential
sector, Small & Medium Businesses (SMBs) and the Municipalities, Universities, Schools &
Hospitals (MUSH) segment remain largely underserved. These HTR sectors combined are
consuming the largest amounts of energy globally, and are also predominantly (except for
the high-income and MUSH segments) renters, adding an additional layer of complexity.
Design. A cross-country case study analysis was conducted through the lens of our research
framework by evaluating (ex-post) how each of the 19 cases followed the “ABCDE” Building
Blocks. The most successful way to engage HTR energy users is to build trusting
relationships with community providers to identify, recruit, and engage these audiences.
Another key finding is the importance of pretesting message content for intended audiences,
which can be used in tandem with collecting and leveraging psychographic data on intended
participants to more effectively tailor programme design to underserved populations. Finally,
this analysis illustrated the need to consistently incorporate and follow through on
measurement and evaluation. While 84% of included programmes defined a specific
behaviour intended to change, only 10% evaluated whether behaviour change had occurred.
Deploy. Current methods and approaches to engaging HTR energy users are still
inadequate in both their economic feasibility and cultural appropriateness. In Subtask 4, the
Building Blocks research process was used when designing, implementing and evaluating
programmes and strategies to better engage these audiences. These efforts ranged from a
behaviour change training (BEST) course for commercial energy managers and building
operators, to focus groups with Municipality, University, Schools & Hospitals (MUSH) energy
managers, to improving on a Home Energy Assessment Toolkit (HEAT kit) to better engage
vulnerable households. Following the “Building Blocks of Behaviour Change” framework by
sub-segmenting audiences, clearly identifying target behaviours, and designing tailored
engagement strategies to reach different HTR audiences, ensuring evaluation and
re-iteration as needed along the way, proved to be a highly-successful strategy in the field.
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Introduction
Purpose
The Users TCP Task on Hard-to-Reach Energy Users (“HTR Task”) aims to “identify, define,
and prioritise HTR audiences; and design, measure and share effective strategies to engage
those audiences to achieve energy, demand response and climate targets while meeting
access, equity, and energy service needs.” Phase 1 of this Task was designed to achieve
this goal by addressing five research questions and objectives through four Subtasks.
The first objective was to build on the work of its predecessor, Task 24: Behaviour Change in
DSM – Phase I and Phase II, which was a research collaboration of around 400 behaviour
change experts from over 20 countries aimed at demonstrating how to successfully take
behaviour change interventions from theory into practice. Subtask 1 entailed accessing and
engaging with this broad international HTR expert network, and dissemination included
international expert workshops, two peer-reviewed scientific papers, and an eBook, among
other conferences and publications.
The second objective was to explore different definitions and characterisations of HTR
energy users globally. After completing an extensive literature review of over 1000
publications and engaging with experts through surveys and interviews, HTR energy users in
residential and non-residential sectors were identified, described, and characterised in
Subtask 2. One key finding is that customers become harder-to-reach as they endure more
compounding and intersecting vulnerabilities.
The third and fourth objectives were to estimate the audience size of HTR users and gather
insights on interventions and methods with the highest potential to engage these audiences.
These were addressed in Subtask 2 with the case study analyses and development of a
cross-country case study comparison. Findings from this analysis suggest that this group is
extremely large, encompassing at least two thirds of all energy users. One important
strategy for engaging these groups is to build trusted relationships with Middle Actors and
use their help to identify and engage vulnerable HTR energy users.
The fifth and final objective was to design and test field research pilots for HTR energy users
grounded in a robust social science process. In Subtask 3, the Building Blocks of Behaviour
Change, co-developed with See Change Institute in Task 24, were tested and used to
discover, define, design and deploy better interventions targeted at HTR energy users.
Subtask 4 entailed identifying and undertaking several field research pilots in New Zealand,
the U.S. and Canada in order to apply these theoretical learnings in the field (e.g. Rotmann
& Karlin, 2021; Uplight, 2021 & 2022; Rotmann & Cheetham, 2023).
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Background
The 3-year Hard-to-Reach Energy Users (HTR) Task was signed off by the Executive
Committee (“ExCo”) of the User-Centred Energy Systems Technology Collaboration
Programme (“Users TCP”) by the International Energy Agency in April 2019 and
commenced June 1, 2019. A 4th year extension was granted in April 2022. The detailed
work plan can be found here.
This international research collaboration has three financially-participating countries–the
United States (U.S.), Sweden (SWE), and Aotearoa New Zealand (NZ)–and received
significant in-kind support from Canada (CAN), the United Kingdom (UK), the Netherlands
(NL), Italy (IT), and Portugal (PO). The Task has two Project Partners (PP), the University
of Sheffield Hallam (UK) and the See Change Institute (SCI; U.S.), and a Chief Science
Advisor (Prof. Aimee Ambrose, UK), and U.S. Advisor (Dr Beth Karlin). National Experts
(NEs) in the financially-participating countries were Kira Ashby (CEE, U.S. and CAN), Prof.
Luis Mundaca (Lund University, SWE), and Drs. Kim O’Sullivan (Otago University, NZ) and
Sea Rotmann (SEA - Sustainable Energy Advice Ltd, NZ).
U.S. participation in the HTR Task has been supported by the following organisations over
the course of Phase 1:
Avangrid
Energy Trust of Oregon
SoCalGas
BC Hydro
FortisBC
Southern Connecticut Gas
Cape Light Compact
Hawaii Energy
Southwest Gas
Commonwealth Edison
(ComEd)
National Grid
Tampa Electric
Connecticut Natural Gas
Natural Resources Canada
(NRCan)
Tennessee Valley Authority
DC SEU
New Jersey Natural Gas
United Illuminating
DTE Energy
Silicon Valley Power
US Department of Energy
Efficiency Vermont
Snohomish PUD (SnoPUD)
Phase 1 of the HTR Task is coming to an end, with this report being the final deliverable.
Phase 2 - Addressing Energy Injustice has been signed off by the ExCo in May 2023, and is
commencing November 1, with the same three countries financially-participating. This report
summarises the Task’s main highlights and deliverables, with a particular focus on the
United States, as per the Scope of Work signed between SCI and CEE (see Appendix for
further detail).
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U.S. Involvement in HTR Task
National Expert: Consortium for Energy Efficiency
The Consortium for Energy Efficiency (CEE) collaborated with the U.S. Department of
Energy (DOE) to serve as the U.S representative for Phase 1 of the HTR Task. CEE is the
binational non-profit consortium of energy efficiency (EE) programme administrators. Its
members include electric, natural gas, and dual-fuel companies, who collectively direct
nearly 80 percent of the $9.3 billion USD spent on energy efficiency annually in the U.S. and
$950 million CAD spent annually in Canada (CEE, 2020). National Expert Kira Ashby
published a case study analysis including two examples each of U.S. and Canadian energy
efficiency programmes aiming to better engage underserved audiences (Ashby, 2021).
The collected findings and synthesis of U.S. and Canada-specific insights and
recommendations can be found at the end of this report. Overall findings include the
importance of implementing procedural equity by ensuring that the right people are at the
table throughout the design and deployment processes. For instance, programmes have
benefited from co-designers being representative of the target audience, so as to avoid
making inaccurate cultural assumptions that could undermine programme effectiveness.
Similarly, HTR efforts often benefit from training members of the target community to deliver
the programme rather than having utility staff do so. In the case of Indigenous communities,
it can be particularly important to not overly rely on an ambassador from a given First Nation
who may be seen as “engaging with the enemy” by serving as the go-between with the
energy provider. Additional learnings around messaging and language include that targeting
messaging to the channels through which target audiences typically use is an effective way
of reaching these groups. Reframing terms and standards to better represent a community’s
needs can also be helpful. Lastly, another key finding is that programmes that do not require
specific energy savings, but rather allow for an exploration of approaches (e.g. improving
health and wellbeing), can still benefit EE and decarbonization targets down the road.
Task Methodology
In an earlier iteration of this Task, the “The Building Blocks of Behavior Change” was
co-designed with Project Partner SCI and applied in a variety of ways (Fig 1; for more detail
see Subtask 3). The Subtask (ST) deliverables matched, albeit not entirely (e.g. the Discover
Phase also incorporated parts of the Define Phase via HTR Audience Characterisation from
both, stakeholder and literature assessment), this framework as follows:
ST1 - Expert network & dissemination ≜ Discover Phase (Stakeholder Analysis)
ST2 - Literature Review & Case Studies ≜ Discover Phase (Literature Assessment)
≜ Define Phase (Target Audiences & Behaviours)
≜ Design Phase (Content & Delivery Strategies)
≜ Design Phase (Behavioral Science Methods)
ST3 - Research Methodology
≜ Deploy Phase (Pilot & Evaluation)
ST4 - Field Research Pilots
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Chronologically, we approximately followed the Building Blocks framework as such:
Year 1 - Discover Phase (survey, interviews, literature review, pilot)
Year 2 - Define and Design Phases (case studies, interviews, lit review, methodology report)
Year 3 - Design and Deploy Phases (case study analyses, pilots)
Year 4 - Deploy Phase (cross-country case study comparison, pilots and evaluation)
The research framework follows Design Thinking but incorporates robust social science
methodologies, and both quantitative and qualitative data collection and analysis.
Figure 1: The Building Blocks of Behavior Change (Source: Karlin et al, 2021)
Subtask 1 - Expert network & dissemination
HTR expert network
The HTR expert network spans a global number of experts in fuel and energy poverty1, the
Small-to-Medium Business (SMB) and commercial sector (especially Municipalities, Schools,
Hospitals and Universities [MUSH]), and behavioural science. While it is not a formal
network, it occasionally liaises and disseminates with some including the Fuel Poverty
Research Network and the EU’s Solutions to Tackle Energy Poverty STEP Project, EU
Energy Poverty Advisory Hub (EPAH), as well as global conferences on energy efficiency
and behaviour change, such as Behavior, Energy & Climate Change (BECC), BEHAVE, and
the European Council for Energy-Efficient Economies (eceee) Summer Study.
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See our literature review (Rotmann et al, 2020) for a detailed critique and glossary of different terms.
The United States does not have a federal definition for energy poverty, as highlighted by Bednar &
Reames (2020). In the U.S. and Canada, low-income definitions are typically based on the federal
poverty threshold (e.g. anyone is considered low income if their earnings are at or below 200 –
225% of the federal poverty threshold) or the median state income (<60 – 80%). In instances of
geographically-concentrated poverty, low-income definitions are sometimes based on zip code and
neighbourhood metrics.
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In the U.S., the expert network encompasses members of CEE (particularly the 16 utilities
from the U.S. and Canada currently co-funding this Task), as well as the extensive network
of experts of one of the Project Partners, SCI. The U.S. Department of Energy has been
involved from the outset and has funded U.S. participation of Phase 2, beginning in 2023.
Informally-participating experts have contributed in a variety of ways:
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In Year 1, at the Task kick-off workshop at the 2019 eceee Summer Study, a Qualtrics
survey was distributed that received over 120 responses from practitioners and
researchers in over 20 countries (including 39 CEE member organisation responses).
The results of this survey, as well as in-depth interviews with almost 50 experts in
Sweden, the U.S./CAN, UK, and NZ, led to two publications spearheaded by the U.S.
NE (Ashby et al, 2020a & b).
Participants from NL, IT, PO, UK also contributed to the Case Study Analyses (CSA),
which encompassed 19 case studies from 8 countries, as well as the Cross-Country
Case Study Comparison (CCCSC).
In Years 3 & 4, another two Task workshops were held–The Swedish Energy Agency
hosted a workshop at the eceee Summer Study in France in June 2022, which was
attended by 33 participants from 9 countries. The Ministry of Business, Innovation,
and Employment hosted a workshop in March 2023 in Wellington, New Zealand, was
attended by 63 people from 6 countries.
Participation has also been high at various Task workshops, conferences, seminars,
and webinars. These are described in more detail below.
Dissemination
National Experts met quarterly throughout the Task, and monthly with the U.S. National
Expert and U.S. Project Partner. International conferences and workshops included eceee
Summer Studies, ExCo meetings, the BECC conference, BEHAVE conference, and HTR
Task workshops, among others, such as the Users Academy webinar series. A large number
of publications were authored, including (but not limited to) two scientific publications, one
book, eleven conference papers, and twenty technical reports and white papers. For a
detailed list of international conferences and workshops, published scientific papers &
technical reports, and webinars & other dissemination, see the Appendix.
ST2 - Literature review and case studies
Literature review
Following an intensive review of the literature, which was published as an eBook (Rotmann
et al, 2020), it is estimated that the majority of households and businesses could be
regarded as HTR energy users–particularly when following the Task’s broad definition of this
audience group. This assertion is based on audience size estimates in participating
countries from secondary research. It takes into account the large numbers of vulnerable, or
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rather, priority populations (e.g. minorities, chronically-ill, single parents, elderly,
geographically-remote), renters (commercial and residential), small and micro businesses,
commercial energy managers and building operators outside of the office sector, and
high-income segments. These audiences are critically underserved by tailored policies and
programmes, and under-researched in the dominant technology-focused EE literature.
We have found strong evidence that this number has increased due to the COVID-19
pandemic (Rotmann et al, 2021), which caused extensive vulnerability, particularly for
renters, and (often home-based) small and micro-businesses. These are the people that
policy-makers, utility programme managers, and research experts often struggle to engage
with for a variety of reasons. One of the biggest issues is the terminology itself, which seems
to put the onus of engagement on those energy users, rather than the “Behavior Changers”
tasked with engaging them. Another is a lack of understanding of the characteristics,
barriers, and needs of these audiences, and their (lack of) energy and technology literacy.
Additionally, the characterization as “HTR” certainly goes beyond low-income households,
which is what usually comes to mind when hearing the term. In fact, as we have learned,
low-income communities may even be easier-to-reach in certain cases (Fig 2). As people
become more vulnerable, the more “hidden” they are to policymakers, programme managers
and researchers, increasing their chances of falling into deeper hardship (leading to
marginalisation, stigmatisation, and criminalisation). Phase 2 will focus on these audiences.
Figure 2: Diagram showing increasing levels of hardship and increasing levels of difficulty in reaching
residential energy users. Purple circle outlines the “hidden” segments we will focus on next.
(Source: HTR Task Phase 2 Work Plan)
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Case study analyses and cross-country comparison
Year 2 focused on the engagement strategies and interventions used in a variety of
countries, accomplished through case study analyses (CSAs). The methodology for ex post
analysis was based on the “Building Blocks of Behaviour Change” framework (Karlin et al,
2021). Each of the 19 case studies from 8 countries (Aotearoa, Canada, Italy, the
Netherlands, Portugal, Sweden, the UK and the U.S.) were analysed following the “ABCDE”
building blocks–i.e. descriptions of target Audiences and Behaviours, Content and Delivery
of engagement strategies and messaging, and Evaluation. It was then assessed how well
each case study followed the four design thinking phases–Discover, Define, Design,
Deploy–of the framework. Some components, such as clearly defining target audience and
behaviour characteristics in the Define Phase, and pre-testing messaging content strategies
in the Design Phase, were less well developed than others (Karlin et al, 2022).
The majority of case study authors regarded the Building Blocks framework as a useful
framework for exploring ex-post behaviour change. Commentary from the case study
authors showed the importance of placing focus on this initial goal-setting and co-creation
process–in some programmes, this step was highlighted as being crucial to their
development or success. The case studies also revealed trust as a critical success factor.
Building close and trusted relationships with multiple stakeholders–particularly those
community and frontline providers directly serving the target audience–has become a
common and important insight from the reviewed HTR programmes to-date, as well as the
field pilots undertaken in Subtask 4. This is significant as building trust is critically missing in
many EE programmes, as it can be logistically and financially difficult to devote the upfront
time and financial resources necessary to do this process justice.
These case studies have been synthesised into a peer-reviewed Cross-Country Case Study
Assessment (Mundaca et al, 2023), which shows similar findings (see Table 1). From a
methodological perspective, this study explored and tested the usefulness of applying the
Building Blocks framework in assessing the extent to which interventions employ design and
implementation practices that drive behaviour change. The findings revealed that case
studies performed well with respect to the Audience, Behavior, and Delivery building blocks,
but showed room for improvement in the Content and Evaluate blocks. Assessing the
Building Blocks framework revealed promising results in terms of credibility, confirmability,
transferability, and reliability; however, limitations and uncertainties were also present.
Overall learnings from the case studies and cross-country case study analysis include:
● The importance of fostering trust from the outset of a programme
● The value of collecting psychographic data to inform programme design
● The key role of pre-testing messaging content, even when proposed messages have
worked well with other similar audiences
● The need to consistently incorporate (and follow through on) measurement and
evaluation; 84% of included programmes defined a specific behaviour intended to
change, only 10% evaluated whether behaviour change had occurred.
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Table 1: Overview of the ABCDE findings across all analysed programmes addressing HTR
energy users (from Mundaca et al, 2023).
The Task also examined ways of overcoming the various barriers identified in accessing
different groups of HTR energy users, uncovering these audiences, and (more) effectively
engaging them. In the spirit of this broader, actionable information-sharing, one recent
publication for the NZ Task funders was a memo (Rotmann, 2022) to the Ministry’s Energy
Hardship Expert Panel with a link to 68 energy hardship programmes that were analysed
and synthesised into a shared Excel sheet for 4 major world regions (North America, EU, UK
and Australia). The purpose of this spreadsheet database was to explore successful
interventions around major jurisdictions, in order to inform the Energy Hardship Expert
Panel’s final recommendations. It has since further informed the policy learnings and
recommendations for the Swedish Energy Agency (Mundaca, 2023), and will hopefully be
turned into a peer-reviewed publication in 2024. This type of information sharing across
world regions can help ensure that learnings are captured and disseminated to benefit other
programme efforts more widely.
Subtask 2 - Main Takeaways from U.S. Participation
Target Audiences:
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A participatory co-design process of programmes involving practices like journey
mapping and ideation workshops can improve understanding of audience
characteristics, needs, pain points, and workarounds to barriers to engagement.
Initial interviews emphasising empathy with the target audience can inform
audience characteristics, psychographics, and barriers to engagement.
A ‘lighter touch’ approach can be valuable, especially when engaging those who
may have had little or no engagement in the past. Lighter touch approaches may
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involve helping people with their energy bills by encouraging them to take certain
low- or no-cost energy-conserving measures.
● The cost-effectiveness hurdles often associated with expensive high-touch
approaches can be addressed by starting with a subset of the target audience.
For example, one. U.S. case study explored how Puget Sound Energy focused only
on manufactured home customers in manufactured home parks to maintain a
consistent, face-to-face outreach strategy, as opposed to aiming to engage all
manufactured homes residents throughout their service territory.
Barriers:
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More research into better understanding the target audience’s barriers to
engagement (e.g. a ‘split incentive’ problem with landlords and renters - although the
barriers to engagement are different for both audience segments) can better inform
which behavioural interventions are best to use.
Some households may have intersecting vulnerabilities. For example, older
homeowners in Aotearoa are often dependent on government pensions for daily
living expenses and therefore have less to spend on housing modifications and
repairs. These intersecting vulnerabilities (i.e. age, medical needs, rental status) may
make them harder to reach.
Design:
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A ‘values-based’ programme design approach can be beneficial. The focus is not
on changing individuals’ values, but instead tailoring what appropriate responses to
climate change may be for those individuals’ sets of values (i.e. shift away from
individual actions and capabilities towards understanding the motivations behind the
target audience’s behaviours).
Strength-based approaches have proven highly beneficial when engaging
Indigenous communities by identifying, recognising, and reinforcing existing skills,
interests, and capacity within those communities to engage in conservation and
energy management practices.
Case studies conducted in the UK demonstrated the significance of having a single
point of contact in the programme. A liaison can act as a trusted direct contact for
HTR groups, and having a single agency to, for example, oversee the delivery of a
programme can help coordinate efforts from several organisations involved in
delivery around shared goals and objectives.
Messaging and Resources:
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Using a suite of publicly-available resources that include insights from programme
evaluations and that draw from extensive experience from EE projects has proven
useful.
o It is beneficial to craft programme content from professional or practical sector
expertise on which engagement strategies have the greatest success and
how to best optimise content, rather than using behavioural science or
theoretical insights.
o Resources that can be shared electronically or printed are highly valuable.
Printed resources can be taken away and used after training or advice
sessions.
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The content of resources is incredibly important. It is valuable to have resources
verified by a focus group of individuals of the target audience and to have
appropriate language imagery. This is especially critical when engaging target
audiences with learning disabilities.
● Targeting communications and messaging through communication channels that
the target audience already pursues and utilises is efficient and effective. This
necessitates understanding which channels are widely used by the target audience
and which are not.
Delivery and Trusted Middle Actors:
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‘Middle Actors’ or ‘navigators’ (as they told us they prefer to be called) who are
already present and trusted in the target community can provide more tailored
in-home delivery of advice and interventions, and can promote or widen the referral
pathways into greater support for the project. On the other hand, they can prove to
be powerful gatekeepers restricting access to community members if they distrust
our intentions. A UK case study on the ‘Gluasad Còmhla’ (Moving Together) project
noted the success of community events and the introduction of a self-referral
mechanism (alongside other referral mechanisms) for increased engagement.
● Dedicated training is crucial for the navigators to conduct in-home assessments and
tailor support with understanding of underlying engagement barriers in the target
community.
● Involving a strong partnership of already-established networks and associations
in the target community since the beginning of the project has proven highly
beneficial and successful in the ASSIST2gether project in Italy, involving private
sector knowledge and capacity building companies and public institutional actors.
● Establishing clear, standardised processes for referral and assessment can prove
to be beneficial in reaching the priority audience, especially when there is a barrier of
mistrust.
Evaluation:
●
●
●
Informal evaluation activity can be useful as long as it is adequately measured. For
example, evidence of use and impact from workshops for SMEs was found via a
LinkedIn community created for those workshop participants in a programme in the
UK.
While expensive to adhere to, programmes should have evaluation activity built
in from the beginning and throughout the duration of the project. This can help
shape the critical stages of programme design and delivery through iterative,
data-driven processes. This evaluation activity can be beneficial in instances where
there is a lack of programme funding, as funding can be spent on supporting and
reaching more HTR households and businesses.
However, there is a need for an in-depth, longitudinal evaluation, as well as more
diverse evaluation methods (i.e. not just surveys or interviews but also the use of
gamification and craft-based approaches, especially for those with mental health
issues and limited- or non-English speakers).
14
ST3 - Standardised & validated research process
The third Subtask entailed testing the usefulness of the standard research framework
co-developed with the See Change Institute, which is based on Design Thinking and
combined with robust social science methodology. For details on the theoretical and
disciplinary background as outlined in Mundaca et al. (2023), see the Appendix. The four
main phases are described below (see also Figure 1).
Discover. During the first phase of programme development, key stakeholders are identified
and engaged, and (shared) programme goals are refined via co-creation. This work
underpins the collective “Why” a programme is undertaken. An initial landscape analysis can
help put the proposed programme or policy in the wider context of similar endeavours.
Alongside this exploratory analysis, stakeholder mapping can be used to identify key groups
to connect with, inform the most appropriate relationships to develop, and determine
effective channels for communication. Stakeholder engagement activities, in the context of
the wider landscape analysis, help to define and refine the overarching goal of the
programme, which is a critical stage-gate for moving into the Define Phase.
HTR Task deliverables that informed this phase:
● 2019 Expert survey (n=120)
● 2019 Expert interviews (n=50)
● HTR Characterisation report and ACEEE paper (2020)
● 2020 Literature Review
Define. The goal of this phase is to define the target Audience and Behaviours for the
programme. It is composed of energy user research where the objective is to assess the
opinions and thoughts of potential target audiences in an inductive fashion. Gaining insights
directly from one’s target audience can guide programme planners in selecting strategies or
messages that tap into people’s motivations and help overcome barriers to action. Moving
beyond assumptions about how people behave requires collecting information about the
target audience. This phase serves to generate hypotheses and inform methods to test them
in the subsequent Design Phase.
HTR Task deliverables that informed this phase:
● 2019 Expert interviews (n=50)
● 2020 Literature Review
Design. In this phase, the programme is designed to meet the goals defined in the Discover
Phase and strategies are selected based on insights derived in the Define Phase. A key
aspect of the Design Phase also includes the iterative testing and refining of intervention
content and delivery strategies. Qualitative usability (UX) testing can be used to gain insights
into the subjective experience of a programme, and quantitative experimental (AB) testing
can be undertaken to compare versions of a programme (or programme element) to identify
15
whether changing a single variable leads to meaningful changes in outcomes. Through this
iterative design and testing process, programme components can be developed and refined
using a data-driven process, coupling behavioural theory with real-world insights.
Regardless of the type of programme, this testing process can help identify pitfalls and
shortcomings in an initial research plan.
HTR Task deliverables that informed this phase:
● 2021 Case Study Analyses (19 case studies from 8 countries, including interviews)
● 2022 Process matters methodology review
● 2023 Cross-Country Case Study Assessment
Deploy. The final phase involves deployment and evaluation of the programme to facilitate
ongoing learning and optimisation. Successfully defining, designing and deploying a
programme involves considering these processes in parallel: To deliver an evaluable
programme, it is important to establish measurable key performance indicators (KPIs) at the
outset that align with programme objectives and have consensus among stakeholders about
how they will be measured. The best evaluations are an integral part of the programme
design, and can provide timely feedback to understand not only the overall impact, but how it
can be improved over time. This process is both multi-disciplinary and iterative. While the
benefits of individual elements are recognised by researchers and practitioners alike, they
are often used in isolation rather than as part of a holistic, programmatic, systematic
approach. Thus, its unique strength lies in how various methods can work together and
inform one another. Evaluation results from the Deploy Phase can inform ideas for
programme optimisation. For example, findings might show that certain materials were more
successful for engaging one group than another, at which point one can go back to the
literature (Discover), talk to more users (Define) for clues on relevant group differences,
and/or redesign and test new materials with these insights in mind (Design).
HTR Task deliverables that informed this phase:
● Several field research pilots in Aotearoa, U.S. and Canada (see below).
ST4 - Field research pilots
A significant amount of field research co-funded by government, industry (retailers,
generators and distributors) and software companies servicing utilities in Aotearoa, Canada
and the U.S was completed for the fourth Subtask. This field research and piloting follows
the Building Blocks research process when designing, implementing and evaluating targeted
engagement strategies and programmes aimed at clearly-identified and characterised
segments of target audiences. The different audiences that were engaged in qualitative field
research (interviews, focus groups, surveys, multi-stakeholder workshops, and/or in-home
interventions) are as follows:
16
●
●
●
●
●
Commercial energy managers and building operators. We designed and piloted a
behaviour change training course for them, called the “BEST course,” see Rotmann
& Karlin, 2020.
○ Countries: U.S. / Canada
○ Co-funded by: IESO (independent systems operator of Ontario), LBNL
○ Partnered with: See Change Institute (SCI)
○ Timing: Finished at the end of 2020, although the materials continue to be
disseminated, e.g. via the BECC Conference and Lawrence Berkeley
National Labs (in their ISO50001 Ready Navigator training for U.S.
government employees)
○ Presented at: ACEEE Summer Study 2020, BECC conference 2019, ongoing
U.S. government agency training.
Commercial energy managers in the MUSH (Municipalities, Universities,
Schools & Hospital) Sector. We undertook focus groups with 40 of them in Canada
and the U.S., asking specifically about their experience with utilities (Rotmann et al,
2021; Uplight, 2021).
○ Countries: U.S. / Canada
○ Co-funded by: Uplight (major software company servicing utilities)
○ Partnered with: SCI
○ Timing: Finished 2021.
○ Presented at: 2021 BECC conference, industry conferences (with Uplight).
Small to medium businesses (SMBs). This research, focusing on their experience
with utility rate offerings, was developed in two Phases: Phase 1 did 20 in-depth
interviews with SMB owners around the U.S. (Rotmann et al, 2022; Uplight, 2022);
Phase 2 co-designed and end user-tested rates offers and explainers.
○ Countries: U.S. / Canada
○ Co-funded by: Uplight
○ Partnered with: SCI
○ Timing: Finished December 2022
○ Presented at: Industry conferences (with Uplight), 2023 BECC conference.
High and Low-Engagement / High and Low-Income Households. SCI undertook
a nationwide survey (see Uplight, 2021), which was then complemented with focus
groups co-led by the Task Leader.
○ Countries: U.S.
○ Co-funded by: Uplight
○ Partnered with: SCI
○ Timing: Finished 2021.
Vulnerable Energy Users (low-income with at least 3 compounding or intersecting
vulnerabilities e.g. related to age, minority status, geographic remoteness or
tenancy). We improved on a Home Energy Assessment Toolkit (HEAT kit)
intervention, which has been successfully field-tested with 45 households in the
Wellington Region by partnering with various community and frontline organisations.
○ Countries: Aotearoa NZ (Wellington, Ontario municipality followed, Ireland is
next)
17
○
●
Co-funded by: SEEC Fund by MBIE (NZ government funded via the Support
for Energy Education in Communities Programme)
○ Partnered with: SEA - Sustainable Energy Advice Ltd
○ Timing: Finished May 2023, but a cross-NZ multi-stakeholder consortium has
applied for 3 years of funding to scale up and roll-out the HEAT kits
nation-wide and to specific target audiences. This will form part of the field
research in Phase 2.
○ Presented at: eceee Summer Study 2022, BEHAVE 2023, 3rd HTR Task Hui
2023, ExCo meeting Halifax 2023, Energy Hardship conference 2023, Energy
Advisors Meeting 2023, Energy Authority and Vector Energy seminars 2023.
“Hidden'' Energy Users. Following the Building Blocks research framework we
focused on the Discover, Define & Design phases via three multi-stakeholder
workshops, as well as community provider surveys (n=39), frontline customer care
staff (n=15) interviews, and empathy interviews with vulnerable customers (n=15).
○ Countries: Aotearoa NZ
○ Co-funded by: Mercury and Genesis Energy (two largest NZ gentailers)
○ Partnered with: SEA - Sustainable Energy Advice Ltd and Beacon Pathway
○ Timing: February 2024
○ Presented at: Downstream 2023, Energy Hardship Conference, 3rd HTR Task
Hui, Energy Authority and Vector Energy seminars 2023, ExCo meeting
Halifax 2023, Users Academy and EnAct webinars 2023.
Insights, recommendations & policy implications
General challenges and insights
The extensive 4-year examination of HTR energy users in the commercial and residential
sectors has yielded the following main challenges and insights:
●
●
●
●
2
Energy users who can be regarded as HTR by those trying to engage them are
much more common than we initially hypothesised - at least two thirds and maybe
three quarters of global energy users fall into this category, according to our
estimates2.
These energy users are HTR for myriad different reasons, and have very different
barriers, needs and motivations, thus increasing the complexity of designing
broad-scale or national engagement strategies.
Our current methods and approaches to engaging those HTR energy users are
still inadequate in both their economic feasibility and social / cultural appropriateness.
Accordingly, we need to do better to sub-segment audiences, clearly identify
target behaviours, and design tailored engagement strategies to reach different HTR
audiences, ensuring that we evaluate and re-iterate, as needed (i.e. follow our
Building Blocks of Behaviour Change Framework).
Based on our broad definition of HTR Energy Users
18
●
●
●
●
●
●
●
●
In the residential sector, the most common assumption of HTR energy users is that
they are low-income households. However, focusing solely on low income energy
users leaves out many members of vulnerable populations; it can be helpful to also
differentiate:
○ High-income and high-consuming energy users
○ The “squeezed middle” (medium to high-income households, who have no
property assets), and
○ Marginalised and vulnerable energy users (often low-income but with
compounding and intersecting vulnerabilities)
Among these different groups, which are all HTR for different reasons, are further
sub-segments (e.g. between marginalised / forgotten; stigmatised / ostracised; and
criminalised / illegalised vulnerable groups), which commonly intersect.
Distinct engagement strategies are necessary when looking at high-income (e.g.
via other trusted Middle Actors, such as realtors, property associations, business
developers, insurers, banks, investors, and luxury goods salespeople) households, or
early technology adopters (e.g. smart or renewable technology).
Even more complex are those non-asset-owning households in the “squeezed
middle,” who are now in danger of becoming the “working poor.” They and their
plight need to be researched in order to be included in programmes that currently
exclude them (e.g. due to income eligibility criteria, or because they fear the stigma
of struggling with their bills and thus engage in unhealthy energy-saving or financial
behaviours).
In the non-residential sector, the only energy users who are well-researched and
understood are those working in office buildings and settings (Chester et al, 2020).
North American utilities, for example, largely focus their energy efficiency
programmes on residential and large commercial & industrial (C&I) customer
segments, which means that the 99% of Small & Medium Businesses (SMBs) are
largely underserved and urgently need more attention (see e.g. work for Uplight in
2022-2023).
Another underserved and under-researched non-residential sector is the
largely-public, and extremely-complex and diverse Municipalities, Universities,
Schools & Hospitals (MUSH) segment (See our Uplight work in 2021). Our pilot
Behaviour, Energy & Sustainability Training (BEST) course showed how high the
appetite was for behaviour change training among energy managers and building
operators from this sector (Rotmann & Karlin, 2020). Aspects of it are still being
taught to public servants across U.S. departments, and we continue to collaborate
with some of the participants in the 2019 workshop (e.g. on HEAT kits).
These HTR sectors combined are consuming (by far) the largest amounts of
energy globally, and are also predominantly (except for the high-income and MUSH
segments) renters, adding an additional layer of complexity. More research needs to
be done on how to better engage both tenants and landlords, in both the residential
and commercial sectors.
One important aspect for all these sectors is providing targeted knowledge and
tailored energy and behaviour training (such as our BEST course for commercial
19
●
energy managers and building operators, or the Healthy Homes: Making Energy
Work for Whānau training we offered for frontline collaborators in Aotearoa).
Many of these barriers stem from historic and systemic injustices arising from
the Eurocentric worldview on which our energy, academic and governance
systems are built (see McIntosh, 1989; Rotmann et al, 2020; Walker, 2022, Sovacool
et al, 2023). It is impossible to achieve the “fair, orderly and equitable energy
transition away from fossil fuels” recently decided at COP28, without first addressing
these interwoven structural inequities. That means delving into the complex and
highly-sensitive topic of “decolonisation,” or better, “re-indigenisation,” in a way that
is practical and applicable in the field and actually addresses and mitigates energy
injustice. We will focus in Phase 2 on how to incorporate traditional ecological
knowledge, methods and approaches, especially when reaching out to, and engaging
with Indigenous and other minority communities.
Programme Recommendations
Based on our findings, we present below a set of recommendations for programmes and
programme managers that wish to practically integrate behavioural science methods into
their programme design while also meeting real-life budget, competency and timeline
constraints:
● The single-most successful way of engaging the most vulnerable and HTR
energy users is using trusted community and frontline providers to help
identify, recruit and engage them. However, many of these providers are not
energy, behaviour, and/or healthy housing specialists; they are extremely
under-resourced and often operate in silos; and most are also very HTR–unless
trusted relationships have already been established and nurtured.
● Co-design of programmes and interventions with those trusted community
actors (and, preferably, end user representatives) is highly-recommended.
Ideally, trusted community actors should be trained to deliver the programmes as
well, as they are much better-positioned within their communities than “outsiders”.
● All of this work should not be expected to be free or voluntary, it is imperative to
acknowledge and respect their expertise, community status, and time
adequately (including financially).
● Defining target audiences is imperative–as much as a review of similar
programmes is helpful, actual audience research (e.g. via pre-programme surveys,
interviews or focus groups) is highly recommended. It is important to collect
psychographic data on intended programme participants to more effectively tailor
programme design and home in on the more relevant communication channels
(medium), messengers, and timings for a given audience.
● The role of pre-testing message content with underserved audiences is often taken
for granted, and messages that have been previously tested in other contexts or are
otherwise assumed to be effective are often not vetted with the specific intended
audience. Earlier testing can facilitate more nimble design improvements.
20
●
●
“Failing fast and early” is a useful motto, and field pilots are useful mechanisms to
ensure successful scale-up and roll-out of programmemes.
Input from middle actors is also highly-recommended when defining target
behaviours. Focusing solely on energy efficiency (kWh savings) or financial savings
can cause perverse outcomes in highly-vulnerable audiences (e.g. they often already
conserve as much energy as possible, and may under-heat their homes at detriment
to their health). Health and comfort improvements in particular are useful
co-benefits to target messaging with those audience groups. Also beware of any
unintended consequences, including non-energy costs (e.g. time, inconvenience).
Finally, there is much to be learned from these real-life examples and how we can
apply (some) behavioural methods to improve programmes, without losing sight of
what matters most: helping hard-to-reach and underserved energy users to get
much-needed support and empowering them on their energy journeys.
U.S. / Canada-specific insights & recommendations
●
●
●
●
HTR efforts benefit from training members of the target community to deliver the
programme rather than having programme delivery accomplished by utility staff.
○ BC Hydro successfully accomplished this with its pilot in Indigenous
communities, and also with its programme with newcomers (immigrants) to
Canada.
○ Consider how third-party evaluation can be practically accomplished ideally
without re-introducing “outsiders” (it may be practically more difficult to train
community members in evaluation than in programme delivery).
Language barriers may seem easier to rectify than other barriers, but language
barriers are often enmeshed with cultural barriers.
○ CEE members report that removing language barriers alone (via translating
materials and/or providing a phone option in a target audience’s primary
language) often did not lead to changes in programme uptake to the extent
anticipated, if at all.
○ Cultural competence of staff is just as important – if not more so – than
linguistic competence. We will further explore this in the field with Californian
CCAs in Phase 2.
Cost-effectiveness hurdles with HTR audiences aren’t always insurmountable if a
subset of the intended target audience is used as a starting point.
○ Puget Sound Energy found that manufactured homes residents overlap a
great deal with LI, non-native English speakers, and renters; PSE found it
practically only cost-effective to aim to engage this audience when they are in
manufactured homes parks, as opposed to distributed throughout a
community.
Targeting communications and messaging to the channels through which
target audiences already seek information can be both efficient and effective.
21
○
●
●
●
●
FortisBC uncovered which of their customers regularly use or are responsive
to which channels (e.g. radio vs. print media vs. billboards), allowing them to
disseminate specific messages to targeted HTR audiences
○ BC Hydro found that, in many Indigenous communities, postal mail arrives at
a community centre and may be picked up as infrequently as every few
months; thus, snail mail is not an appropriate programme delivery channel in
this context.
○ BC Hydro also found that many members of Indigenous communities get their
information from community events, a model BC Hydro was able to mimic
with events as part of their own pilot, which included energy-focused opening
remarks from a tribe elder.
Pilots that do not have specific energy savings targets themselves, but allow for
extensive exploration of the approaches that may be likely to spur future energy
savings, can still benefit energy efficiency targets down the road.
○ BC Hydro’s initial pilot with Indigenous communities did not have specific
energy savings targets. This provided an opportunity to collect substantial
intel about relevant frames of reference, best channels for outreach, and
other factors with implications for subsequent energy efficiency programmes;
ultimately this pilot led to the development of several programmes that did
increase both programme participation and also energy savings.
International approaches to advancing equity relevant to U.S. and Canadian
programmes demonstrate the importance of programme designers being
representative of the audience for whom they are designing programmes, so as
to avoid making inaccurate cultural assumptions that could undermine programme
effectiveness.
○ This learning informed planning for the 3rd Task Workshop (Hui) in Aotearoa,
which included active facilitation, presentation, and participation from
members of Māori and Pasifika communities. It also changed the way the
workshop was conducted, especially on the second day, where 3h were used
to properly introduce ourselves, share stories and connect on a deeper level.
Programme design can be more effectively tailored to underserved populations by
collecting and leveraging psychographic data on intended participants in
tandem with pre-testing messaging content to facilitate design improvements.
○ These learnings emerged from the Task’s peer-reviewed cross-country
analysis distilling all 19 case studies from eight contributing countries.
○ The analysis also demonstrated the benefits of clarity and specificity on
programme’s intended behaviour changes early on in the design process.
All tribal nations are distinct–“if you know one tribe, you know one tribe”–and
shouldn’t necessarily assume that lessons learned will be transferable to another.
○ The Hui’s findings also indicated that while programme co-design is common,
in some Indigenous communities, conversations with programme designers
may be viewed as “engaging with the enemy”; asking community members to
put their own credibility on the line to be your messenger can thus be a tall
ask. Differences in privilege and status should at least be acknowledged.
22
●
Reframing terms and standards to better represent a community’s needs can
be helpful, such as reframing “funding for community energy projects” instead as an
“investment in the community”.
○ The NZ government also redefined “energy hardship” to “energy well-being”
instead, to focus on the positive and the outcome they were striving to
achieve. This framing did not necessarily work for the Māori and Pasifika
community, however, as we found in the ST4 hidden hardship field research.
○ One insight from the 3rd Workshop was that “professionalism” standards can
unintentionally exacerbate Western biases in EE programmes.
○ We also need to become comfortable to be uncomfortable when honestly
engaging marginalised communities and asking why there is such injustice.
Policy implications and recommendations
From a policy perspective, and in the light of the energy crisis, the cross-country analysis of
19 case studies from 8 countries reveals various implications. First, the energy crisis (and its
global market ramifications) has intensified energy poverty and inequity among some HTR
segments (e.g. low-income households and small businesses), many of whom had never
experienced vulnerability of this kind before (e.g. as in Sweden). To achieve a just, orderly
and equitable energy transition, the findings highlight how important it is for policy makers to
constantly and proactively understand, monitor and assess current or new
interventions addressing vulnerable communities.
Whereas the crisis has imposed numerous challenges, the analysed case studies also
revealed learning opportunities for strengthening the (co-)design and implementation of
interventions targeted towards new, or previously underserved energy users. Working with
HTR energy users also involves establishing new practices, resources, and
mechanisms of engagement, as well as time to understand the needs, behaviours and
barriers faced by HTR energy users, and the support networks that may exist outside of
energy-related environments (e.g. via health workers). The experience in the UK and NZ
suggests that while this work is often time-consuming and challenging, it is an essential
investment for meaningful design and effective implementation.
Second, the energy crisis has also triggered new policy efforts (e.g. energy price
compensations, retrofitting subsidy packages) addressing energy users that have not been
effectively (previously or) reached, supported or engaged in the past. However, we notice
that there is a risk that ongoing interventions may be confined to one-off financial or
technology-oriented measures that focus on the short-term impacts on energy bills.
This situation has the potential to overlook significant long-term structural socio-economic
and demographic inequities or injustices that characterise or generate HTR energy users. In
addition, our findings reveal the importance of policy mixes, as HTR interventions do not
work in isolation (e.g. the need for energy literacy and awareness raising campaigns to
support HTR interventions, as in Italy). Thus, there is also a risk that policy interventions
that address the crisis (e.g. tax rebates) have not been duly integrated into the mix of
23
other policy interventions, which may have been further constrained by the urgency of
tackling the crisis. Such reactive interventions, if not assessed and co-designed through an
energy equity lens, may lead to unintended consequences (e.g. increased energy demand
and higher inflation) and deepen energy injustice.
Third, much more attention needs to be given to participation requirements, energy
footprints (e.g. per capita energy use instead of area-normalised energy use), and
income groups. On the one hand, unsustainable energy behaviours are found among
high-income earners, who have also been HTR and remain largely unaddressed by energy
and climate policies. Interestingly, high-income households have been in the position to
claim energy price compensations as a result of the energy crisis (e.g. in Sweden). One way
to address this problem is to clearly define, e.g. “energy hardship,” and what eligible
criteria or metrics to use when identifying households suffering from it (like in NZ). On
the other hand, income status alone is unlikely to capture all those who need to be
targeted. In the U.S., residential HTR energy users often face overlapping and intersecting
vulnerabilities so it is common for any given individual to fall into more than one of HTR
categories (e.g. minority, elusive, hidden, underserved or disadvantaged groups), yet utilities
are typically only mandated to prioritise low-income (LI) customers. As a result of stringent
regulation, many utilities are mandated to meet specific cost-effectiveness requirements,
with occasional allowances only for programmes aimed at LI customers. Expanding the
types of programmes beyond low-income would allow programme administrators to
better engage HTR energy users to also encompass other (underserved) energy users.
Fourth, policy makers also need to encourage bottom-up co-design, flexibility, early
experimentation (or piloting) and due evaluation. For example, in Canada, utilities are
often owned by the government and are usually considered Crown corporations. While often
held to strict regulatory requirements, the intervention approach for the Indigenous
community case study benefited from early freedom from the requirement to achieve specific
energy savings. Ultimately, the pilot later led to the development of several interventions that
increased both programme participation and energy savings. Applying this finding to the
ongoing energy crisis could suggest that allowing space for the freedom to explore
potentially beneficial approaches before energy-savings requirements must be achieved has
the potential to open the door to more substantial energy savings in the long term.
Finally, the analysed case studies (e.g., PT and NZ) also suggest that actions with the
support of trusted middle actors and community navigators can be successful, strengthening
the argument for targeted and tailored interventions at the local scale. Some utilities
have focused their efforts on reducing energy hardship for their customers, including by
reaching out to community groups, and co-creating and delivering community energy pilots
with them (e.g. like EnergyMate in NZ or the Task’s pilot on hidden customers). While some
countries (e.g. NL) have opted for a decentralised policy approach to mitigate energy
poverty, spatial energy inequality and related HTR issues may be exacerbated if local actors
(e.g. municipalities) lack the resources and capacity to design, implement and evaluate
(ex-ante and ex-post) policy interventions.
24
Conclusions and Next Steps
This Task aimed to identify HTR energy users and to share successful approaches for better
engaging them. This process began with the Discover Phase by bringing together and
building upon a global network of experts and leveraging their insights. During the Define
Phase, an extensive literature review was completed in order to define and characterise
HTR energy users. The Design Phase entailed conducting a cross-country case study
analysis to measure the size of HTR energy users, analyse existing methods of engaging
this audience, and develop guidelines on how to better engage them. In the final Deploy
Phase, the Task was successful in designing and field-testing its own research process.
Overall, these learnings aim to aid the development of future programmes and engagement
strategies tailored to specific HTR audiences based on a robust social science process.
Through this work, it has also become clear that the surface has just been scratched on
better understanding HTR energy users and how to engage them. For instance, while this
Task pointed to engagement with trusted community and frontline providers as a good
method of reaching HTR users, oftentimes these “navigators” are hard-to-reach themselves
and have valid concerns and distrust about data collection on vulnerable and marginalised
groups who may prefer to remain hidden on purpose. These systemic energy injustice
issues stem from the socio-economic and political environment we live in.
As a result, to home in on the cause, rather than the symptoms of poverty, Phase 2 of the
HTR Task will focus on better understanding systemic energy injustice, and how we can
actually achieve a fair and equitable transition away from fossil fuels. This process will
include identifying the hidden, underserved and unengaged energy users that energy
injustice impacts, and the community and frontline navigators who are supporting them. It
also means “acknowledging the inherent power and knowledge inequities stemming from a
Eurocentric worldview and energy system, and working towards ‘re-indigenising’ our
research methodologies, engagement strategies, and thought processes.”3
We hope many of our collaborators in Phase 1 will join us to continue this journey in Phase
2. We want to thank and acknowledge all of our funders, national experts, contributing
experts and other collaborators, especially those in HTR communities.
3
Rotmann, S., (2023). Proposal for HTR Energy Users Task Phase 2 - Addressing Energy Injustice.
User-Centred Energy Systems TCP - HTR Task: Pūponga.
25
Appendix
Dissemination Efforts
INTERNATIONAL CONFERENCES & WORKSHOPS
National Experts met quarterly throughout the Task, and monthly with the U.S. NE and PP.
The list below is not exhaustive (e.g. does not include country stakeholder meetings):
2019:
● Consortium for Energy Efficiency, Board of Directors Meeting, Long Beach,
California, January 2019:
○
●
○
○
●
Pilot #1: Behaviour, Energy, Sustainability Training (BEST) course
Included several stakeholder presentations to IESO
BECC conference, Sacramento, November 2019:
○
○
●
Presented 1st HTR Task Status Report
HTR Task Leader was on an HTR energy users panel at the Energy Efficiency Expo
IESO Ontario, Canada, November, 2019:
○
○
●
Presented a HTR Task update to 20+ energy efficiency executives from utilities
across the U.S. and Canada
ExCo Meeting, Melbourne, October 2019:
○
○
●
Kick-off workshop
Survey dissemination
CEE, Board of Directors Meeting, Boston, June 2019:
○
●
Presented a HTR Task update to 20+ US/CA EE executives from utilities
eceee Summer Study, France, June 2019:
BEST course workshop
HTR Task presentation
1st HTR Task Workshop, Sacramento, Nov 2019:
○
National Experts from U.S., Sweden, UK, NZ and CEE members from U.S. and
Canada co-developed our shared goal4 and HTR Energy User definitions5 since used
in this Task.
2020 (interrupted by COVID-19, Aotearoa was locked down completely for 2 years):
● CEE, Board of Directors Meeting, Long Beach, California, January 2020:
○
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Presented a HTR Task update to 20+ EE executives from utilities across the U.S. and
Canada
ExCo Meeting, online, April 2020:
○
Presented 2nd HTR Task Status Report
4
“Our shared goal is to identify, define, and prioritise HTR audiences; and design, measure and share
effective strategies to engage those audiences to achieve energy, demand response and climate
targets while meeting access, equity, and energy service needs.”
5
“In this Task, a hard-to-reach energy user is any energy user from the residential and non-residential
sectors, who uses any type of energy or fuel, and who is typically either hard-to-reach physically,
underserved, or hard to engage or motivate in behaviour change, energy efficiency and demand
response interventions that are intended to serve our mutual needs.”
26
●
ACEEE Summer Study, online, August 2020, two papers presented:
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HTR Characterisation
BEST course
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Otago Energy Research Council (OERC) Conference, online, October 2020:
●
ExCo Meeting, online, Nov 2020:
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Presented 3rd HTR Task Status Report
Young Energy Professionals Conference, UK / online, November 2020:
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HTR Task presentation on COVID-19 impacts on HTR energy users
HTR energy users in residential and commercial sectors
BECC Conference, online, December 2020:
○
Special Panel for HTR Task on international insights.
2021:
● CEE, Board of Directors Meeting, online, January 2021:
○
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Making decarbonisation fair conference, UK / online, March 2021:
○
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HTR energy users - who are they and why are they so hard to reach?
ExCo Meeting, online, Oct 2021:
○
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Presented a HTR Task update to 20+ US/CA EE executives from utilities
Centre for Energy Advancement through Technological Innovation (CEATI)
DSMP Conference, Canada / online, Sept 2021:
○
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COVID-19 and HTR audiences (given by Prof. Ambrose)
CEE, Board of Directors Meeting, Boston, June 2021:
○
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Plenary on engaging people in decarbonization via behavior change
eceee Summer Study, online, June 2021:
○
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Presented 4th HTR Task Status Report
SEAI Public Sector Conference, Ireland / online, April 2021:
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Closing plenary
HTR lit review
COVID-19 Impacts
Commercial Energy Users
HTR Task Workshop
Plenary session on vulnerable energy users run by EnR
○
ExCo Meeting, online, April 2021:
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HTR Task presentation on international perspectives
BEHAVE Conference, online, April 2021: Task Leader was on Technical Steering
Committee
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Presented a HTR Task update to 20+ EE US/CA executives from utilities
Presented 5th HTR Task Status Report
BECC Conference, online, Nov 2021:
○
Special session on HTR Task - international insights & case studies
2022:
● ExCo Meeting, Vienna / online, April 2022:
○
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Presented 6th HTR Task Status Report
CEE, Board of Directors Meeting, Boston, June 2022:
○
Presented a HTR Task update to 20+ US/CA EE executives from utilities
27
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eceee Summer Study, France, June 2022:
○
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IEA Energy Efficiency Working Party Special Workshop on Reducing Energy
Demand with Behaviour and Awareness Campaigns, Sept 2022:
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Presented Phase 2 Task Extension
OERC Conference, Dunedin, Nov 2022:
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Sea’s talk starts at 2:45:37
ExCo Meeting, online, Oct 2022:
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2nd National Expert Workshop (led by Prof. Mundaca)
Process matters (talk by Dr. Karlin)
Informal session on how to engage the HTR
HEAT kits (talk by Dr. Rotmann)
Talk on hidden hardship
BECC conference, virtual, Nov 2022:
○
Understanding MUSH Customers: Qualitative Insights.
2023:
● CEE, Board of Directors Meeting, San Francisco, January 2023:
○
Presented a HTR Task update to 20+ US/CA EE executives from utilities
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Third HTR Task Hui, Wellington, March 2023:
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Downstream Conference, Wellington, March 2023:
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ExCo Meeting, Nova Scotia, May 2023:
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Uplight SMB Rates Research talk
Can we achieve a just transition?
OERC Conference, Dunedin, Nov 24-25, 2023
○
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Presented a HTR Task update to 20+ US/CA EE executives from utilities
LBNL Workshop on Demand Flex, Sacramento, Nov 16, 2023
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Addressing energy injustice (recording)
20+ lunchtime talks, community hui and Board presentations throughout 2023,
to Mercury, Genesis and Vector Energy, the Energy Authority, and MBIE (NZ), as well
as ongoing meetings with the Energy Reference Panel and Energy Wellbeing
Evaluation Working Group
BECC Conference, Sacramento, Nov 12-16, 2023
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Engaging consumers, enabling DERs, and realising flexibility
CEE, Board of Directors Meeting, Boston, June 2023:
○
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Talk on effective campaigns (highlighting our Y4 pilots)
Presented Phase 2 Task Workplan
Energy Hardship Conference, New Plymouth, May 2023:
○
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Protecting the most vulnerable: Continuing to eradicate energy hardship
EEA Conference, Christchurch, May 2023:
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All talk links can be found in the Hui Report
Are the majority of energy users really HTR or are we not trying hard enough?
BEHAVE Conference, Maastricht, Nov 28-29, 2023
○
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Successfully reaching the HTR with HEAT kits
Are the majority of energy users really HTR?
28
SCIENTIFIC PAPERS & TECHNICAL REPORTS
Scientific Publications:
● Mundaca, L., Rotmann, S., Ashby, K., Karlin, B., Butler, D., Sequeira, M.M., Gouveia,
J.P., Palma, P., Realini, A., Maggiore, S., Feenstra, M. (2023). Hard-to-Reach Energy
Users: An ex-post cross-country assessment of behavioural-oriented interventions.
Energy Research and Social Science.
https://www.sciencedirect.com/science/article/pii/S2214629623002657
● Malik, J., Hong, T., Wei, M., Rotmann, S. (2023). To decarbonize our buildings we
need to focus on energy sufficiency. Nature Behaviour. Free link here.
Books:
● Rotmann, S., Mundaca, L., Castaño-Rosa, R., O’Sullivan, K., Ambrose, A.,
Marchand, R., Chester, M., Karlin, B., K. Ashby, Butler, D., and J. Chambers (2020).
Hard-to-Reach Energy Users: A Literature Review. Prepared for User-Centred
Energy Systems TCP – HTR Task. Published by SEA – Sustainable Energy Advice
Ltd: Wellington. 252pp. ISBN: 978-0-473-64983-8 E-book version available for free at
mebooks (registration required) or for $0.99 on Amazon
Conference Papers:
● Ashby, K., Smith, J., Rotmann, S., Mundaca, L., Reyes, J., Ambrose, A., Borelli, S.,
Talwar, M. (2020). Who are the hard-to-reach energy users? Segments, barriers, and
approaches to engage them. ACEEE Summer Study on Energy Efficiency in
Buildings: Monterey, August 2020.
● Rotmann, S. and B. Karlin (2020). Training commercial energy users in behavior
change: A case study. ACEEE Summer Study on Energy Efficiency in Buildings:
Monterey, August 2020.
● Ashby, K., Rotmann, S. and L. Mundaca (2021). A Collaborative International
Approach To Characterising “Hard-To-Reach” Energy Users. BEHAVE Conference:
Copenhagen, April 2021.
● Chester, M., Karlin, B. and S. Rotmann (2021). A Gap Analysis Of The Literature On
Energy-Saving Behaviours In The Commercial Sector. BEHAVE Conference:
Copenhagen, April 2021.
● Rotmann, S., Ambrose, A., O’Sullivan, K., Karlin, B., Forster, H. and L. Mundaca
(2021). To What Extent Has Covid-19 Impacted Hard-To-Reach Energy Audiences?
BEHAVE Conference: Copenhagen, April 2021.
● Rotmann, S., Mundaca, L., Ambrose, A., O’Sullivan, K. and K.V. Ashby (2021). An
in-depth review on Hard-to-Reach Energy Users. BEHAVE Conference:
Copenhagen, 2021.
● Karlin, B., Rotmann, S., Hamilton, O., Mundaca, L., Ashby, K., Sequeira, M.M.,
Gouveia, Realini, A., Maggiore S., J.P. and P. Palma (2022). Process Matters:
Assessing the use of behavioural science methods in applied behavioural
programmes. eceee Summer Study: Hyeres, June 2022.
29
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Rotmann, S. and V. Cowan (2022). Piloting Home Energy Assessment Toolkits
(HEAT kits) to Empower Hard-to-Reach Energy Users. eceee Summer Study:
Hyeres, June 2022.
Rotmann, S., Silk, J., Willis, S. (2023). Engaging consumers, enabling DERs and
realising flexibility - a decade of practitioner insights in Aotearoa. EEA Conference:
Christchurch, May 2023.
Rotmann, S. (2023). Are The Majority Of Energy Users Really “Hard-To-Reach” Or
Are We Not Trying Hard Enough To Reach Them? BEHAVE Conference: Maastricht,
November 2023.
Rotmann, S. and Cheetham, E. (2023). Successfully Reaching The Hard-To-Reach
By Improving Home Energy Assessment Toolkits With The Help Of Frontline &
Community Providers. BEHAVE Conference: Maastricht, November 2023.
Technical Reports, eBooks and White Papers:
● Ashby, K., Rotmann, S., Mundaca, L., Ambrose, A. (2020). HTR Characterisation.
HTR Task: Wellington. 17pp.
● Karlin, B., Forster, H., Rotmann, S., Sheats, J. and D. Chapman (2021). The Building
Blocks of Behavior Change: A Scientific Approach to Optimizing Impact. The See
Change Institute: Venice.
● Ashby, K., Rotmann, S., Mundaca, L., O’Sullivan, K. and A. Ambrose (2021).
Summary of HTR Task Literature Review. User-Centred Energy Systems TCP - HTR
Task: Wellington.
● Rotmann, S., Mundaca, L., Ashby, K., O’Sullivan, K., Karlin, B. and H. Forster (2021).
Subtask 2: Case Study Analysis Methodology Template for National and Contributing
Experts. User-Centred Energy Systems TCP - HTR Task: Wellington.
● Rotmann, S. (2021). Subtask 2: Case Study Analysis - Aotearoa New Zealand. HTR
Task: Wellington.
● Mundaca, L. (2021). Subtask 2: Case Study Analysis - Sweden. HTR Task: Lund.
● Ashby, K. (2021). Subtask 2: Case Study Analysis - U.S. and Canada. HTR Task:
Boston.
● Butler, D. (2021). Subtask 2: Case Study Analysis - United Kingdom. HTR Task:
London.
● Sequeira, M.M., Gouveia, J.P. and P. Palma (2021). Subtask 2: Case Study Analysis
- Portugal. HTR Task: Lisbon.
● Feenstra, M. (2021). Subtask 2: Case Study Analysis - the Netherlands. HTR Task:
The Randstad.
● Realini, A., Maggiore S. and Varvesi, M. (2021). Subtask 2: Case Study Analysis Italy. HTR Task: Milan.
● Uplight (2021). Bridging the Gap: Driving Energy Customer Action. Uplight Research
Series: 21pp.
● Uplight (2021). Getting to Yes with Municipalities, Universities, Schools and
Hospitals. Research into the MUSH Sector (partnered with See Change Institute).
Boulder, Colorado: 26pp.
30
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Uplight (2022). Six Reasons Why Most SMBs Don’t Switch Rates. Research into the
SMB Sector (partnered with See Change Institute). Boulder, Colorado: 21pp.
Rotmann, S. (2022). Memo to Ministry of Business, Innovation & Employment (MBIE)
summarising international research on energy hardship programmes. SEA –
Sustainable Energy Advice Ltd, Wellington: 6pp.
This research includes an online database of 68 energy hardship programmes and
interventions in 4 regions (North America, EU, UK and Australia).
Rotmann, S., Ashby, K., Sullivan, L. (2023). Final Country Report HTR Task Phase 1:
U.S. Final country report for Consortium of Energy Efficiency, HTR Task: Pūponga.
Rotmann, S. (2024). Research Into Hard-To-Reach Customers Living In Hidden
Hardship. Report for Mercury and Genesis Energy. SEA - Sustainable Energy Advice
Ltd: Pūponga.
Mundaca, L. (2023). Policy Lessons and Reflections on Interventions addressing
‘Hard-to-Reach’ Energy Users – with a focus on Low-income and Vulnerable
households. Final country report for the Swedish Energy Agency, HTR Task: Lund.
Rotmann, S. (2023). Hidden Hardship Hui Report. Minutes from the 3rd National
Expert meeting in Wellington, March 2023.
ExCo Status and Annual Reporting:
● 1st HTR Task Status Update (Melbourne, Fall 2019)
● Users TCP Annual Report 2019
● 2nd HTR Task Status Update (virtual, Spring 2020)
● 3rd HTR Task Status Update (virtual, Fall 2020)
● Users TCP Annual Report 2020
● 4th HTR Task Status Update (virtual, Spring 2021)
● 5th HTR Task Status Update (virtual, Fall 2021)
● Users TCP Annual Report 2021
● 6th HTR Task Status Update (Vienna, Spring 2022)
● 7th HTR Task Status Update (virtual, Fall 2022)
● Users TCP Annual Report 2022
● 8th HTR Task Status Update (Halifax, Spring 2023)
● 9th and Final Phase 1 Status Report (Delft, Fall 2023)
WEBINARS & OTHER DISSEMINATION
●
●
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Users Academy Webinars:
○ #7: Introducing the HTR Task, April 2021
○ #20: Hard to decarbonise and hard-to-reach, Sept 2021
○ #24: How to engage HTR energy users, Jan 2022
○ #39: Are the majority of energy users HTR? Or are we not doing enough to
reach them? July 2023
EnAct webinar series “Connecting with Middle Actors”, Nov 6, 2023
ISO 50001 READY Navigator, online training for U.S. government departments,
2020-21. BEST course components were incorporated into the training tool
developed by Lawrence Berkeley National Lab (LBNL).
31
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Appointed to advise the NZ government’s Energy Hardship Expert Panel as part of
an Energy Hardship Reference Group (2021 - end 2023)
Appointed to Energy Wellbeing Evaluation Consortium (NZ)
Appointed on Technical Steering Committee of BEHAVE 2021, 2023
Theoretical & disciplinary background outlined in Mundaca et al. (2023):
The theoretical foundations of the framework come from different disciplines. For example,
the framework emerges from social ecology, which considers the interplay between
individual, social, and societal levels of analysis and asks us to always seek to study beyond
the borders of individual disciplines when looking to understand or influence behaviour of
any kind. Based on a review of the empirical research, the framework also builds upon two
primary fields that had been conducting research in this area: psychology and
human-computer interaction (HCI). It was found that HCI research focused on user
experience and visual design using qualitative methods, whereas psychology research
focused on the effectiveness of treatment variables using experimental methods.
The framework also takes into account collaborative governance and design thinking, where
it is important to identify and align a team or researchers or practitioners on the right
question(s) before beginning inquiry. It also rests on the importance of landscape
assessment and literature review, which is consistent in most scientific disciplines. It is also
based on Ajzen and Fishbein's principle of compatibility, which states that the relationship
between attitudes and behaviour are only as strong as their compatibility in terms of the
behaviour, the person, and the context. As such, defining audience (or energy users) and
behaviour compose this step. The supporting methods are mixed between qualitative and
quantitative, drawing from disciplines like social psychology which largely draws from
quantitative survey research and sociology, which largely draws from more qualitative
interview research. The framework is also meant to go from the exploratory, often inductive
reasoning to hypothesis testing using actual pilots and controlled experiments. Finally, the
theoretical foundations of the framework also come from the field of evaluation, which
underlines the importance and significance of assessing interventions and policies for a
variety of reasons (e.g. knowledge generation, performance, choice, feedback, learning, and
accountability).
Client Reports (confidential):
The Task Leader has co-authored research and confidential client reports both in her role as
CEO of SEA - Sustainable Energy Advice Ltd, and Senior Research Liaison of the See
Change Institute. Even though the data and internal reporting is confidential, the insights
have significantly influenced the HTR Task, particularly from the U.S. and Canadian utility
perspective. Many of these insights have been summarised and disseminated publicly in e.g.
Uplight eBooks (see section above for links).
32
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Rotmann, S., Bowles, O., B. Karlin (2019). Behaviour, Energy & Sustainability Training
(BEST): IESO Needs & Opportunities Assessment. SCI: Venice Beach.
Karlin, B. and S. Rotmann (2020). Behaviour Energy and Sustainability Training (BEST):
Course Evaluation Report. SCI: Venice Beach.
Forster, H., Rotmann, S., Karlin, B. (2020). Customer Engagement: Qualitative Insights from
Focus Groups. SCI: Venice Beach.
SCI (2021). Memo to Oracle: Understanding special populations.
Chester, M., Rotmann, S., Rosenblum, A., Karlin, B. (2021). Commercial Energy Behaviour
Opportunities Assessment. SCI: Venice Beach.
Rosenblum, A., Rotmann, S., Chester, M., Karlin, B. (2021). Behaviour Inventory
Coding Guide: Commercial Energy Efficiency. SCI: Venice Beach.
Rotmann, S., Cowan, K., Forster, H. (2021). Energy Management in the MUSH Sector:
Qualitative Insights from Focus Groups. SCI: Venice Beach.
Rotmann, S., Hibbert, C., Ward, D., Karlin, B. (2022). SMB Research Phase 1: How to better
engage SMB customers with rate offering and tools. SCI: Venice Beach.
Forster, H. and S. Rotmann (2022). Utility Engagement and DERs: Qualitative Insights Residential Customer Awareness, Attitudes, and Behaviors. SCI: Venice Beach.
Rotmann, S. (2022). EnergyMate Phase 3 Evaluation. Client Report for Energy Retailers
Association New Zealand (ERANZ). SEA – Sustainable Energy Advice Ltd, Wellington: 42pp.
Rotmann, S. & Cheetham, E. (2022). Hidden Hardship Hui Report. Client Report for Mercury
and Genesis Energy. SEA – Sustainable Energy Advice Ltd, Wellington: 23pp.
Rotmann, S. & Cheetham, E. (2023). Hidden Hardship Hui #2 Report. Client Report for
Mercury and Genesis Energy. SEA – Sustainable Energy Advice Ltd, Wellington: 28pp.
Rotmann, S. (2023). Hidden Hardship Hui #3 Report. Client Report for Mercury and Genesis
Energy. SEA – Sustainable Energy Advice Ltd, Wellington: 16pp.
Rotmann, S., Ward, D., Karlin, B. (2022). SMB Research: Phase 2 - How to better engage
SMB customers with rate offering and tools. User Experience & Journey Mapping. SCI:
Venice Beach.
Rotmann, S. and E. Cheetham (2023). Home Energy Assessment Tool (HEAT Kits) for
Whānau. Final Report for the Support for Energy Education in Communities (SEEC) Fund.
SEA – Sustainable Energy Advice Ltd, Puponga: 66pp.
Rotmann, S., Ward, D., Karlin, B. (2023). Energy Behavior Programmes Literature Review.
See Change Institute for the Canadian Standards Association.
Cowan, K., Rotmann, S., Karlin, B. (2023). Topline Interview Report of Energy Behavior
Experts. See Change Institute for the Canadian Standards Association.
Rotmann, S., Ward, D., Karlin, B., Cowan, K. (2024). CSA Behavioural Energy Efficiency
Report. See Change Institute for the Canadian Standards Association.
Rotmann, S., Syropolous, S., Zaval, L., Karlin, B. (2023). San Jose Community Energy
Disconnection Mitigation: Behavioral Science Audit. Client Report for SJCE.
Zaval, L., Syropolous, S., Rotmann, S., Karlin, B. (2023). SCJE Late Payment Notice (LPN) Testing Design Brief. Client Report for SJCE.
33