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Data analytics to decarbonize computer life cycles beyond energy efficiency under EU product policies Cover

Data analytics to decarbonize computer life cycles beyond energy efficiency under EU product policies

Open Access
|Oct 2026

Figures & Tables

Figure 1

Product carbon footprint (PCF) of All-in-One computers: b) ASUS, c) HP, d) Dell and e) Lenovo. Data compiled and averaged by the authors from a larger number of PCF declarations by the individual OEMs.

Figure 2

Lifetime model for mid-range smartphones developed in the context of EU ecodesign policy development for smartphones.

Figure 3

Main defects in used business computers.

Table 1

Warranty case rates for notebooks and desktop computers per brand (Galaxus 2026a and 2026b).

BRANDNOTEBOOKSDESKTOP COMPUTERS
MARCH 2025MARCH 2026MARCH 2025MARCH 2026
Apple0.7%0.6%0.4%0.6%
Kiebel0.0%
Dell2.0%1.2%0.8%0.8%
Blackview1.0%
Minix1.1%1.1%
Huawei1.1%1.3%
Fujitsu1.4%1.6%
Microsoft1.5%1.5%
LG1.6%1.8%
HP1.9%2.0%1.3%1.2%
Lenovo2.6%2.1%1.4%1.1%
GMKtec1.4%
Geekom1.8%
Samsung1.8%2.2%
Acer2.8%2.5%2.8%3.6%
ASUS3.2%3.3%2.2%2.1%
Minisforum2.6%
Medion6.0%4.5%5.3%3.7%
Erazer3.0%4.6%4.5%6.4%
Gigabyte3.6%4.6%
MS6.4%5.4%1.1%
CSL1.9%4.7%
Captiva7. 1%7. 1%6.3%6.3%
Joule Performance8.0%8.4%
Figure 4

View statistics for selected laptops (compiled by authors based on iFixit statistics).

Table 2

Priority parts matrix, desktop computers.

RELEVANCE VALUEFAILURE LIKELIHOOD
LOWMEDIUMHIGH
Functional relevanceHighPSU
Mainboard
Battery**
RAM*Storage drives (HDD/SSD*)
MediumPorts and connectors
LowHousing

[i] * Typically an upgrade issue for memory/storage with a very low capacity.

** BIOS battery on mainboard.

Table 3

Priority parts matrix, All-in-one computers.

RELEVANCE VALUEFAILURE LIKELIHOOD
LOWMEDIUMHIGH
Functional relevanceHighMainboardScreen
MediumWebcam
LowHousing
Table 4

Priority parts matrix, notebooks.

RELEVANCE VALUEFAILURE LIKELIHOOD
LOWMEDIUMHIGH
Functional relevanceHighMainboardRAM*Keyboard
Display
Battery
Storage
MediumTouchpad
Switch
Power supply
Fan
Connectors
LowHousing

[i] * Typically an upgrade issue for memory/storage with a very low capacity.

Table 5

Failure and repair rates for computers in Germany (Wertgarantie, 2023; n = 5,322).

FAILURE RATE WITHIN LAST 10 YEARSOF WHICH
… REPAIRED… NOT REPAIRED
Notebooks61%40%60%
Computers52%42%58%
Figure 5

Desktop Windows version market share, Europe (StatCounter 2026), with end-of-support dates indicated by the authors.

Table 6

Lifetime model for notebook computers.

NOTEBOOKSYEAR 1YEAR 2YEAR 3YEAR 4YEAR 5YEAR 6YEAR 7YEAR 8YEAR 9YEAR 10TOTAL
failure rates (products in use)Battery0.0%0.5%5.0%6.0%6.5%6.5%7.0%7.0%7.0%7.0%
Display1.2%1.2%1.5%1.7%1.8%1.8%1.8%2.0%2.0%2.0%
Keyboard/trackpad0.8%0.8%1.0%1.0%1.0%1.0%1.2%1.2%1.2%1.2%
Ports0.2%0.2%0.2%0.3%0.3%0.3%0.3%0.4%0.4%0.4%
Fans0.1%0.1%0.2%0.3%0.3%0.3%0.3%0.4%0.4%0.4%
Power supplyn/an/an/an/an/an/an/an/an/an/a
defect rate/year2.30%2.80%7.90%9.30%9.90%9.90%10.60%11.00%11.00%11.00%6.1%
repair rate95%85%50%30%5%3%2%1%0%0%39.5%
other obsolescence reasons0%0%0%10%30%60%73%80%87%90%
survival rate99.89%99.47%95.54%80.39%50.98%18.43%4.46%0.79%0.09%0.01%
average lifetime (years)5.00
Table 7

Lifetime model integrated desktop computers.

INTEGRATED DESKTOP COMPUTERSYEAR 1YEAR 2YEAR 3YEAR 4YEAR 5YEAR 6YEAR 7YEAR 8YEAR 9YEAR 10TOTAL
failure rates (products in use)Batteryn/an/an/an/an/an/an/an/an/an/a
Display1.0%1.0%1.2%1.2%1.2%1.2%1.2%1.2%1.2%1.2%
Keyboard/trackpadn/an/an/an/an/an/an/an/an/an/a
Ports0.2%0.4%0.5%0.7%0.7%0.7%0.7%0.7%0.7%0.7%
Fans0.0%1.0%1.5%1.8%2.0%2.0%2.0%2.0%2.0%2.0%
Power supply0.5%1.5%3.0%3.5%3.5%4.0%4.0%5.0%5.0%5.0%
defect rate/year1.70%3.90%6.20%7.20%7.40%7.90%7.90%8.90%8.90%8.90%5.6%
repair rate90%85%75%50%10%5%3%2%1%0%43.8%
other obsolescence reasons0%0%0%4%10%25%45%70%90%95%
survival rate99.83%99.25%97.66%90.38%75.92%52.67%26.75%7.32%0.67%0.03%
average lifetime (years)6.00
Table 8

Lifetime model desktop computers.

DESKTOP COMPUTERSYEAR 1YEAR 2YEAR 3YEAR 4YEAR 5YEAR 6YEAR 7YEAR 8YEAR 9YEAR 10TOTAL
failure rates (products in use)Batteryn/an/an/an/an/an/an/an/an/an/a
Displayn/an/an/an/an/an/an/an/an/an/a
Keyboard/trackpadn/an/an/an/an/an/an/an/an/an/a
Ports0.3%0.5%0.7%0.9%1.0%1.0%1.0%1.0%1.0%1.0%
Fans0.0%1.0%2.0%2.5%3.0%3.5%3.5%3.5%4.0%4.0%
Power supply0.5%1.5%3.0%3.5%3.5%4.0%4.0%5.0%5.0%5.0%
defect rate/year0.80%3.00%5.70%6.90%7.50%8.50%8.50%9.50%10.00%10.00%5.2%
repair rate95%95%80%50%10%5%3%2%1%0%42.2%
other obsolescence reasons0%0%0%5%10%25%45%75%90%95%
survival rate99.96%99.81%98.62%90.46%75.92%52.34%26.41%5.99%0.54%0.02%
average lifetime (years)6.00
Figure 6

Lifetime model for notebook computers.

Figure 7

Lifetime model for integrated desktop computers.

Figure 8

Lifetime model for desktop computers.

Table 9

Modelled lifetime extension per proposed policy measure.

NOTEBOOKINTEGRATED DESKTOP COMPUTER(OTHER) DESKTOP COMPUTERSUNDERLYING MODELLING ASSUMPTIONS, WHERE APPLICABLE
Ecodesign measures
Reparability+0.1 years+0.11 years+0.13 yearsRepair rate of 50% pushed out by 1 year
Resistance to accidental drops+0.04 yearsn/an/aDrop related defect rate (25% of all defects) reduced by 50%
Water ingress protection+0.01 yearsn/an/aWater ingress related defect rate (5% of all defects) reduced by 50%
Battery endurance+0.05 yearsn/an/aBattery failure pushed out by approx. 0.5 years
Battery management+0.03 yearsn/an/aBattery failure pushed out by approx. 0.25 years
Key abrasion resistance+0.01 yearsn/an/aKeyboard/trackpad defects reduced by 20% from year 3 onwards
Operating System updates+0.3 years+0.31 years+0.3 yearsOther obsolescence reasons reduced by 50% in year 6–7
Energy Labelling measures
Repairability Index+0.1 yearsn/an/aRepair rate of 50% pushed out by 1 year
Drop resistance classes+0.04 yearsn/an/aDrop related defect rate (25% of all defects) reduced by 50%
Battery endurance indication+0.05 yearsn/an/aBattery failure pushed out by approx. 0.5 years
Liquid ingress classes+0.01 yearsn/an/aWater ingress related defect rate (5% of all defects) reduced by 50%
Table 10

Modelled Greenhouse Gas Emissions per proposed policy measure.

LIFE CYCLE GHG EMISSIONS PER UNIT PER YEAR OF USE (kg CO2e)PRODUCT CATEGORY
POLICY OPTION/MEASURENOTEBOOKINTEGRATED DESKTOP COMPUTERDESKTOP COMPUTER
1 Business as Usual (BAU)55.5799.0386.13
2 Self-Regulatory Initiative (SRI)n/an/an/a
3 Ecodesign
Reparability54.8697.9885.16
Resistance to accidental drops55.2099.0386.13
Water ingress protection55.4899.0386.13
Battery endurance55.1499.0386.13
Battery management55.3199.0386.13
Key abrasion resistance55.4899.0386.13
Operating System updates53.2195.7983.93
4 Energy Label
Repairability Index54.8699.0386.13
Drop resistance classes55.2099.0386.13
Battery endurance indication55.1499.0386.13
Liquid ingress classes55.4899.0386.13
DOI: https://doi.org/10.66506/ed.12 | Journal eISSN: 3119-4044
Language: English
Page range: 14 - 14
Submitted on: Apr 13, 2026
Accepted on: Sep 26, 2026
Published on: Oct 15, 2026
Published by: European Council for an Energy Efficient Economy (eceee)
In partnership with: Paradigm Publishing Services

© 2026 Karsten Schischke, Jana Rückschloss, David Sánchez Fernandez, Sarah-Jane Baur, published by European Council for an Energy Efficient Economy (eceee)
This work is licensed under the Creative Commons Attribution 4.0 License.