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Click to add title Household energy efficiency programme evaluation: does it tell us what we need to know? Dr Joanne Wade CXC 19-05-15

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Page 1: Click to add title Household energy efficiency programme evaluation: does it tell us what we need to know? Dr Joanne Wade CXC 19-05-15

Click to add title

Household energy efficiency programme evaluation: does it tell us what we need to know?

Dr Joanne Wade

CXC19-05-15

Page 2: Click to add title Household energy efficiency programme evaluation: does it tell us what we need to know? Dr Joanne Wade CXC 19-05-15

Click to add titleThe question

What is the evidence that energy efficiency programmes targeted at the household sector have delivered real energy savings?

• Conceptual and definitional issues

• Strengths and weaknesses of different methodological approaches

• Identify robust evaluations

• Range of energy savings likely

• Recommendations on the future design and focus of programme evaluation

Page 3: Click to add title Household energy efficiency programme evaluation: does it tell us what we need to know? Dr Joanne Wade CXC 19-05-15

Click to add title

1. Scoping note, agreed by expert group

2. Review literature on good practice evaluation

3. Search key databases and conferences for literature

4. Develop framework to characterise and analyse literature

5. Review literature and select key evidence

6. Use this to answer the question!

7. Draft report review, expert group and peers

8. Publication and dissemination

Expert group:• Ute Collier; Committee on Climate

Change

• Hunter Danskin; DECC

• Malcolm Keay; Oxford Institute for Energy Studies

• Michelle Shipworth, UCL Energy Institute

• Steve Sorrell; CIED, Univ. of Sussex

Peer reviewers:• Wolfgang Eichhammer; Fraunhofer

Institute

• Ed Vine; formerly Lawrence Berkeley Lab.

Methodology

Page 4: Click to add title Household energy efficiency programme evaluation: does it tell us what we need to know? Dr Joanne Wade CXC 19-05-15

Click to add titleScope of programme evaluation

Page 5: Click to add title Household energy efficiency programme evaluation: does it tell us what we need to know? Dr Joanne Wade CXC 19-05-15

Click to add titleThe evaluation problem

Page 6: Click to add title Household energy efficiency programme evaluation: does it tell us what we need to know? Dr Joanne Wade CXC 19-05-15

Click to add titleDefining the counterfactual

Page 7: Click to add title Household energy efficiency programme evaluation: does it tell us what we need to know? Dr Joanne Wade CXC 19-05-15

Click to add title

Constraints for evaluators

• Data issues

• Implementing Randomised Control Trials

• Transferability of findings

• Resourcing an evaluation

Evaluation in practice

Factor ReasonInnovation and Risk

High risk or innovative policies need robust evidence to show whether or not they are working as expected

Scale, value and profile

Programmes that are large or high profile need robust evaluation to meet accountability requirements

Pilots Evaluation needs to inform future activities

GeneralisabilityIf there is the potential for the results to be more widely relevant, then the evaluation needs to be robust enough to provide confidence in this generalisation

InfluenceGreater resources may be justified if an evaluation may report at a strategic point in time or if it will fill an important evidence gap

Variability of impact

Uncertain outcomes or behavioural effects that are more diffi cult to isolate may require more extensive evaluation

Evidence baseEvaluation is likely to require more resources where the existing evidence base is poor

Page 8: Click to add title Household energy efficiency programme evaluation: does it tell us what we need to know? Dr Joanne Wade CXC 19-05-15

Click to add titleResults - theoryex

ogen

ous

influ

ence

s

parti

cipa

nt s

pillo

ver

rebo

und

self-

sele

ction

bia

s

free

-rid

ersh

ip

non-

parti

cipa

nt s

pillo

ver

simple engineering

? ? ? x x xVery few data to collect;

cheapInaccurate

as cross-check when no better data available

enhanced engineering

? ? x xRelatively few data to

collect; relatively cheap

Potentially less accurate than quasi-

experimental approaches

as cross-check; when measures well understood; when interaction between measures of interest

before-after

x x xRequires participant

group onlyDoes not account for

exogenous influences

when there is unlikely to be much variation in exogenous influences;

when a comparator group cannot be found

quasi-experimental: cross-section

? x ? xDoes not require

'before' data

Needs data from comparison group;

non-participant spillover can cause

inaccuracies

when 'before' data are not available, and when there is not likely to be a

large non-participant spillover effect

quasi-experimental: difference-in-differences

? x ? xDoes account for some

of the effect of exogenous influences

Increased data requirements; non-participant spillover

can cause inaccuracies

Where there is good availability of data for participants and non-

participants; where non-participant spillover is not a major issue

quasi-experimental with exact matching

? xHas the potential to

accurately account for self-selection bias

Data requirements may make impractical;

non-participant spillover can cause

inaccuracies

When large datasets are available; where non-participant spillover is not

a major issue

experiments (Randomised control trials)

x

Has the potential to provide the most

accurate estimate of programme impact on participant households

Can only be used where

implementation conditions can be tightly controlled

For pilots of new interventions where there are unlikely to be non-

participant spillover effects

Method Key benefits Key drawbacks When to use

Issues in defining the counterfactual

Page 9: Click to add title Household energy efficiency programme evaluation: does it tell us what we need to know? Dr Joanne Wade CXC 19-05-15

Click to add titleResults – practical use of methods

• RCT = most accurate for well defined single interventions on clearly defined population

• Engineering estimate = least accurate BUT may well be ‘good enough’, especially for large programmes

• In between are the range of quasi-experimental approaches, each with strengths and weaknesses

Page 10: Click to add title Household energy efficiency programme evaluation: does it tell us what we need to know? Dr Joanne Wade CXC 19-05-15

Click to add titleAssessing the evidence

• What evaluation methods are used?

• Does the evaluation demonstrate an understanding of how the programme is likely to affect energy use, and hence seek to collect and use appropriate data?

• Is the scale and nature of the evaluation appropriate for the programme size and stage, and level of existing knowledge about outcomes?

• Is the choice of evaluation method appropriate for the available data?

• Are the limitations of the evaluation acknowledged and, where possible, adjusted for?

Page 11: Click to add title Household energy efficiency programme evaluation: does it tell us what we need to know? Dr Joanne Wade CXC 19-05-15

Click to add titleResults - The evidence base

• Widely spread: energy efficiency and evaluation conferences and 20 different journals

• Dominated by evaluation of energy company schemes, for regulatory purposes

• Significant lack of detail about evaluation methods – difficult to judge quality

NB this is the peer-reviewed evidence only; there is significant information in grey literature…

Page 12: Click to add title Household energy efficiency programme evaluation: does it tell us what we need to know? Dr Joanne Wade CXC 19-05-15

Click to add titleAddressing the evaluation

challenge• Well tackled:• Exogenous influences• Participant spillover• Direct rebound

• Less well tackled:• Free-ridership• Self selection

• Hardly addressed:• Indirect rebound and non-participant spillover

Page 13: Click to add title Household energy efficiency programme evaluation: does it tell us what we need to know? Dr Joanne Wade CXC 19-05-15

Click to add titleWhat we seem to know

• Minimum efficiency standards for buildings, appliance market transformation activities and investment programmes all reduce energy use; but by less than ex ante estimates would suggest.

• Savings from these types of programme in the order of 10% of total household energy use for participant households

• Average effects of feedback programmes 1-5% of participant household energy use

• Large range around this average at the individual household level

Page 14: Click to add title Household energy efficiency programme evaluation: does it tell us what we need to know? Dr Joanne Wade CXC 19-05-15

Click to add titleWhat we seem not to know

• Likely magnitude of effects like spillover and free-ridership.

• Outcomes of information / advice other than through feedback; of community-led programmes; of innovative finance

• ‘Reach’ of different types of programme

• Wider economic impacts

Page 15: Click to add title Household energy efficiency programme evaluation: does it tell us what we need to know? Dr Joanne Wade CXC 19-05-15

Click to add titleRecommendations: evaluation research

• Greater understanding of importance of effects like non-participant spillover.

• Economy-wide impacts of packages of energy efficiency programmes

• Outcomes of community-led, behaviour change and innovative finance programmes

• Analysis of the grey literature and reports in languages other than English

Page 16: Click to add title Household energy efficiency programme evaluation: does it tell us what we need to know? Dr Joanne Wade CXC 19-05-15

Click to add titleRecommendations: evaluation practice

• Methods: greater use of Randomised Control Trials and quasi-experimental alternatives where appropriate, together with more use of multiple evaluation methods to cross-check results

• Variability: deeper exploration of the variation in effects between different households, making innovative use of the large datasets (e.g. from building energy certification and smart metering) that are now becoming available; understanding which households are reached by which approaches

• Shared learning: greater exposure of evaluation results to discussion in the peer-reviewed literature

• Usefulness: presenting evaluation results in such a way that cross-programme comparison is easier (e.g. offering percentage savings figures as well as kWh).

Page 17: Click to add title Household energy efficiency programme evaluation: does it tell us what we need to know? Dr Joanne Wade CXC 19-05-15

Click to add titleRecommendations: policy

• Continue support for energy efficiency policies and programmes – these are likely to remain cost-effective.

• Well established approaches – standards and incentives should form the core in the short term

• New approaches need to be piloted and evaluated before any commitment to replacing existing approaches

• Policymakers need to respond to the significant opportunity to learn from experience in other countries and jurisdictions