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  Meta-analysis on comparative impact of behavioral, information, and monetary interventions on energy-efficient appliance adoption

Khanna, T. M., Danilenko, D., Tomberg, L., Hansteen, S., Andor, M. A., Lohmann, P. M., Neggia, L. R., Minx, J. C. (2026): Meta-analysis on comparative impact of behavioral, information, and monetary interventions on energy-efficient appliance adoption. - PNAS Nexus, 5, 5, pgag129.
https://doi.org/10.1093/pnasnexus/pgag129

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 Creators:
Khanna, Tarun M.1, Author
Danilenko, Diana2, Author                 
Tomberg, Lukas1, Author
Hansteen, Sven1, Author
Andor, Mark A.1, Author
Lohmann, Paul Marvin1, Author
Neggia, Leo Ruesche1, Author
Minx, Jan C.2, Author                 
Affiliations:
1External Organizations, ou_persistent22              
2Potsdam Institute for Climate Impact Research, ou_persistent13              

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 Abstract: Achieving energy efficiency in households is essential for climate mitigation, yet adoption remains low despite the availability of cost-effective technologies. This systematic review and meta-analysis synthesizes evidence from experimental and quasi-experimental studies assessing the efficacy of behavioral, information, and monetary interventions in efficient appliance adoption across three outcomes: purchase decisions, market share, and postpurchase energy consumption. The interventions yield small to medium average effects for purchase decisions, with labeling and information strategies performing on par with monetary interventions; loans show no discernible impact. Results are statistically robust but may be overstated due to reliance on stated preferences and study biases. Importantly, market-level effects and realized energy savings remain understudied, but the limited evidence suggests the presence of rebound effects in energy savings depending on the context. These findings provide program implementers with synthesized evidence on intervention effectiveness that should be weighed against implementation cost and scalability. Future research should cover the effects of interventions on economic welfare. Greater transparency in costs and welfare effects is essential to inform policy design and improve the marginal value of public expenditure in energy efficiency.

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Language(s): eng - English
 Dates: 2026-05-202026-05-20
 Publication Status: Finally published
 Pages: 13
 Publishing info: -
 Table of Contents: -
 Rev. Type: Peer
 Identifiers: DOI: 10.1093/pnasnexus/pgag129
PIKDOMAIN: RD5 - Climate Economics and Policy - MCC Berlin
Organisational keyword: RD5 - Climate Economics and Policy - MCC Berlin
Working Group: Evidence for Climate Solutions
Model / method: Research Synthesis
Research topic keyword: Mitigation
Regional keyword: Global
Research topic keyword: Climate Policy
Research topic keyword: Sustainable Development
MDB-ID: No data to archive
OATYPE: Gold Open Access
 Degree: -

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Project name : Kopernikus-Projekt Ariadne-2
Grant ID : 03SFK5J0-2
Funding program : Kopernikus
Funding organization : Bundesministerium für Forschung, Technologie und Raumfahrt (BMFTR)

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Title: PNAS Nexus
Source Genre: Journal, Scopus, oa
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Pages: - Volume / Issue: 5 (5) Sequence Number: pgag129 Start / End Page: - Identifier: Publisher: Oxford University Press
CoNE: https://publications.pik-potsdam.de/cone/journals/resource/2752-6542