Innovating eco-efficiency metrics: The concept of weight-related carbon intensity in the automotive sector

Large and listed companies must publish annual reports to inform about financial figures and commercial success. In recent years, these companies have also increasingly been issuing sustainability reports to provide insights into their current environmental performance and progress. However, these reports lack key figures that integrate both efficiency and environmental perspectives. Therefore, a novel indicator is proposed and tested. The weight-related carbon intensity ( ciw ) relates cradle-to-gate emissions to the aggregated production weight of passenger cars. Using publicly available data from five global OEMs, we demonstrate that ciw provides more robust insights into production efficiency and sustainability performance than conventional CO 2 per vehicle metrics. Our findings show that ciw can uncover inefficiencies that remain hidden under traditional reporting. The results highlight the need for weight-adjusted benchmarks in the automotive sector and suggest that ciw can serve as a complementary metric for corporate reporting, enhance emissions tracking and support climate action by expressing another CO 2 truth. • Absolute carbon footprints of vehicles might be misleading • Carbon intensity provides clearer insights into efficiency of production processes • Weight-based carbon intensity ( ciw ) offers better comparisons among vehicles • According to data from 2023, the ciw ranges from 4.4 to 11.1 kg CO 2 per kg vehicle • OEMs with low carbon footprints per vehicle often, but not always, have low ciw

Authors

Institutions

Publication Details

Journal
Cleaner Environmental Systems
Published
2025-10-15
DOI
https://doi.org/10.1016/j.cesys.2025.100351
Primary Topic
Environmental Impact and Sustainability
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Innovating eco-efficiency metrics: The concept of weight-related carbon intensity in the automotive sector

Christian Ramsauer, Kai Rüdele, Christoph Herrmann, Till Justus Niemann
Cleaner Environmental Systems
Environmental Impact and Sustainability
article

Innovating eco-efficiency metrics: The concept of weight-related carbon intensity in the automotive sector

Christian Ramsauer, Kai Rüdele, Christoph Herrmann, Till Justus Niemann
article en

Abstract

Large and listed companies must publish annual reports to inform about financial figures and commercial success. In recent years, these companies have also increasingly been issuing sustainability reports to provide insights into their current environmental performance and progress. However, these reports lack key figures that integrate both efficiency and environmental perspectives. Therefore, a novel indicator is proposed and tested. The weight-related carbon intensity ( ciw ) relates cradle-to-gate emissions to the aggregated production weight of passenger cars. Using publicly available data from five global OEMs, we demonstrate that ciw provides more robust insights into production efficiency and sustainability performance than conventional CO 2 per vehicle metrics. Our findings show that ciw can uncover inefficiencies that remain hidden under traditional reporting. The results highlight the need for weight-adjusted benchmarks in the automotive sector and suggest that ciw can serve as a complementary metric for corporate reporting, enhance emissions tracking and support climate action by expressing another CO 2 truth. • Absolute carbon footprints of vehicles might be misleading • Carbon intensity provides clearer insights into efficiency of production processes • Weight-based carbon intensity ( ciw ) offers better comparisons among vehicles • According to data from 2023, the ciw ranges from 4.4 to 11.1 kg CO 2 per kg vehicle • OEMs with low carbon footprints per vehicle often, but not always, have low ciw

Cleaner Environmental SystemsVol. 19
Graz University of Technology (AT), Technische Universität Braunschweig (DE)
Openalex Percentile: Top 73%
Environmental Impact and Sustainability
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.