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#jevonsparadox

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"As the climate crisis deepens, artificial intelligence (AI) has emerged as a contested force: some champion its potential to advance renewable energy, materials discovery, and large-scale emissions monitoring, while others underscore its growing carbon footprint, water consumption, and material resource demands. Much of this debate has concentrated on direct impact -- energy and water usage in data centers, e-waste from frequent hardware upgrades -- without addressing the significant indirect effects. This paper examines how the problem of Jevons' Paradox applies to AI, whereby efficiency gains may paradoxically spur increased consumption. We argue that understanding these second-order impacts requires an interdisciplinary approach, combining lifecycle assessments with socio-economic analyses. Rebound effects undermine the assumption that improved technical efficiency alone will ensure net reductions in environmental harm. Instead, the trajectory of AI's impact also hinges on business incentives and market logics, governance and policymaking, and broader social and cultural norms. We contend that a narrow focus on direct emissions misrepresents AI's true climate footprint, limiting the scope for meaningful interventions. We conclude with recommendations that address rebound effects and challenge the market-driven imperatives fueling uncontrolled AI growth. By broadening the analysis to include both direct and indirect consequences, we aim to inform a more comprehensive, evidence-based dialogue on AI's role in the climate crisis."

arxiv.org/abs/2501.16548

arXiv.orgFrom Efficiency Gains to Rebound Effects: The Problem of Jevons' Paradox in AI's Polarized Environmental DebateAs the climate crisis deepens, artificial intelligence (AI) has emerged as a contested force: some champion its potential to advance renewable energy, materials discovery, and large-scale emissions monitoring, while others underscore its growing carbon footprint, water consumption, and material resource demands. Much of this debate has concentrated on direct impact -- energy and water usage in data centers, e-waste from frequent hardware upgrades -- without addressing the significant indirect effects. This paper examines how the problem of Jevons' Paradox applies to AI, whereby efficiency gains may paradoxically spur increased consumption. We argue that understanding these second-order impacts requires an interdisciplinary approach, combining lifecycle assessments with socio-economic analyses. Rebound effects undermine the assumption that improved technical efficiency alone will ensure net reductions in environmental harm. Instead, the trajectory of AI's impact also hinges on business incentives and market logics, governance and policymaking, and broader social and cultural norms. We contend that a narrow focus on direct emissions misrepresents AI's true climate footprint, limiting the scope for meaningful interventions. We conclude with recommendations that address rebound effects and challenge the market-driven imperatives fueling uncontrolled AI growth. By broadening the analysis to include both direct and indirect consequences, we aim to inform a more comprehensive, evidence-based dialogue on AI's role in the climate crisis.

The tyranny of automobility and sprawl

While the Bellingen /Gleniffer area is transitioning from an ‘idyllic tourist town’ into a ‘normal Aussie suburb’ (of Coffs Harbour), road congestion gets everyone stuck in traffic.

Car dependent motorists in their SUVs and bloated oversized trucks demand more and wider roads, larger car parking and a right to pothole-free roads for their 'sports utility vehicles’.

Extreme commuting for the necessaries of life are conducted in big private vehicles powered by fossil fuel. An aggregate of ugly big-box stores (large format retail, Coffs) with hostile giant car parks deliver what consumers desire. These consumption hubs are mostly inaccessible to pedestrians and can be dangerous ‘non-places’ (Marc Augé).

The mobility design of old school traffic engineers responds to the sprawling expansion with more of the same: more roads, wider roads and bypassing the last bypass. They call it ‘upgrades’.

As the latest $2.2 billion highway or forest road ‘upgrade/s’ are blasting their way through the landscape, they are silent about the ‘public bads’: the destroyed biodiversity habitat, the downgraded neighbourhoods, the violence and the polluted biosphere.

The ‘normality’ of automobility, or the 'car in the head' in petromodernity together with regulatory inertia make a transition to alternative land uses, energy systems, mobilities and ways of being a challenge.

"There is no need to lose our minds over the #JevonsParadox

In my lifetime, energy consumption per person in the UK has fallen by one-third, while carbon dioxide emissions per person have fallen by nearly 60 per cent. As Hannah Ritchie explains in her book 'Not the End of the World', while some of this fall reflects the offshoring of manufacturing to other countries, most of it does not. Energy efficiency really has reduced energy consumption."

timharford.com/2024/06/there-i

Tim Harford · There is no need to lose our minds over the Jevons paradoxA few years ago, two San Francisco doctors, Mary Mercer and Christopher Peabody, persuaded the busy hospital where they worked to conduct an experiment. They replaced their clunky and inflexible ol…

Trotz maroder Straßen und Brücken und kaum sinkender #Emissionen im #Verkehrssektor planen #Wissing und das @bmdv den Bau 3000 km neuer Bundes- und 850 km neuer #Autobahnen. Begründet wird dies mit der gleitenden Langfrist-Verkehrsprognose "Prognose 2022", nach der ein starker Anstieg des Pkw- und Lkw-Verkehrs erwartet wird.

Eine von #Greenpeace und #TransportAndEnvironment in Auftrag gebene und von #Prognos durchgeführte Studie zeigt, dass die dieser Prognose zugrunde liegenden Annahmen das Nicht-Handeln des Verkehrsministeriums in Sachen #Klimaschutz fortschreiben. So kommt es zu einer selbsterfüllenden Prophezeiung und einem selbstverstärkenden Effekt: Weil #Wissing keine wirksamen Klimaschutz-Maßnahmen beschließen möchte, wird der Kfz-Verkehr weiter steigen, weshalb mehr Straßen benötigt werden, welche zu noch mehr Kfz-Verkehr und Emissionen führen.

Würden effektive #Klimaschutz-Maßnahmen eingeführt und einige fragwürdige Annahmen der Studie realistischer eingeschätzt, würde der motorisierte Inidividualverkehr der Prognos-Studie zufolge von 917 Mrd. Personenkilometern im Jahr 2019 schon bis 2030 auf 673 Mrd. sinken (eine Reduktion um knapp 27%), während er in der "Prognose 2022" des BMDV – nach einem leichten vorübergehenden Rückgang – bis 2051 auf 951 Mrd. Personenkilometer zunimmt (ein Anstieg um knapp 4%).

Zu den wirksamsten Maßnahmen, den #Autoverkehr zu reduzieren, gehören in absteigender Reihenfolge

👉 #PkwMaut einführen
👉 Entwicklung #CO2Preis (2027: 200€/t, 2030: 242€/t, Grundlage sind die modellierten Grenzvermeidungskosten)
👉 #Dieselprivileg abschaffen
👉 #Tempolimit einführen (Autobahnen 120km/h, außerorts 80km/h)
👉 #Radwege ausbauen
👉 #ÖPNV-Angebot verbessern
👉 #Deutschlandtakt
👉 #49EuroTicket beibehalten

Beim #LkwVerkehr tragen hauptsächlich der höhere #CO2Preis und die Abschaffung des Dieselprivilegs dazu bei, dass der Verkehr weniger stark ansteigt als in der Prognose des BMDV (plus 20% statt plus 54% Tonnenkilomer)

greenpeace.de/publikationen/gr

@verkehrswende
#Verkehrswende #BVWP #Bundesverkehrswegeplan #Autoverkehr #PkwVerkehr #LkwVerkehr #Straßenbau #Autobahnbau #MIV #induzierterVerkehr #induzierteNachfrage #Verkehrserzeugung #DownsThomsonParadox #BraessParadoxon #JevonsParadox
#CO2Preis #Dieselprivileg #ÖPNV #ÖSPV #Radinfrastruktur #PkwMaut #LkwMaut #Deutschlandtakt #Tempolimit
#Güterverkehr #Klimanotstand #GutesKlimaGesetz #BVerfG #Art20aGG #KlimaschutzIstMenschenrecht
#Zündung

www.greenpeace.deGreenpeace VerkehrsszenarioEin alternatives Verkehrsszenario zeigt, wie der Straßenverkehr bereits mit wenigen veränderten Annahmen deutlich weniger zunimmt und entsprechend weniger zusätzliche Straßen benötigt werden.
Replied in thread

@klimareporter ... mit einer Steigerung der Effizienz lassen sich die Klimaziele aber auch nicht erreichen. Das führt einfach zu einem höheren Verbrauch und mehr Konsum #JevonsParadox #ReboundEffect. Erst in Verbindung mit Knappheit/Rationierung kann Effizienz einen Beitrag leisten. Dann ist sie aber kein Mittel mehr für Klimaschutz, sondern eine Reaktion auf Knappheit und passiert gezwungener Maßen "von ganz alleine". Ansonsten werden nur Mittel frei für mehr Konsum in anderen Bereichen.

Replied in thread

@alcinnz I've been coming back to this article for the past couple of days, there's a lot of good in it. The idea that financial price is only a subset of total price or cost is excellent.

The essay also anticipates a point I'd considered, though that can be extended:

[W]e reflexively overindulge in entertainment and other low-second-price pleasures –- phone apps, streaming services, and processed food — even though their rewards are often only marginally better than doing nothing.

I'd argue that this isn't just demand side (that is, personal behaviour), but very consciously and deliberately supply-side: commercial interests try to line up "consumption opportunities" where the public has low costs for additional consumption. There's "junk food" entertainment, literal junk food (food being something that's consumed on an ongoing basis), broadcast and streaming markets, endless scroll, captive markets (travelers, tours, students, patients, inmates, ...), etc., etc. The sell / buy / consume dynamic just keeps on keeping on.

There's also a great line by wilderness-travel writer Joseph Wood Krutch: ""bad roads act as filters... bad roads bring good people, good roads bring bad people".

Sometimes simplified to "A bad road is a good filter."

#JosephWoodKrutch escapist.com/baja/books.htm

That is, raise the 2nd price, or other associated prices, with a destination, experience, or product, and you'll find that those who find their way there or seek out that experience tend to be a useful social filter. It's something of a melding of #GreshamsLaw and the #JevonsParadox.

Edit: #MoarHashtags

“It's well-demonstrated that you can't build your way out of traffic congestion by building roads — the more you build, the more people drive. As the saying goes, building more lanes to address congestion is like loosening your belt to address obesity.”

The Law of Traffic Congestion, according to “The Flash!” My Planetizen article.

planetizen.com/node/53659

#InducedDemand #cities #cars #urbanism #transportation #traffic #congestion #city #car #InducedTraffic #JevonsParadox #Flash

“We found that there’s this perfect one-to-one relationship. If a city increased its road capacity by 10%, then the amount of driving in that city went up by 10%.” One of the earliest, and still one of the best articles on why building bigger roads just leads to more driving. Call it #InducedDemand, or #JevonsParadox, or the #LawOfCongestion. Via WIRED, it’s worth a read and share.
wired.com/2014/06/wuwt-traffic
#cities #transportation #urbanism #city #cars