
Distributed Solar: The Democratizaton of Energy

Blogroll
- The Alliance for Securing Democracy dashboard
- Number Cruncher Politics
- Prediction vs Forecasting: Knaub “Unfortunately, ‘prediction,’ such as used in model-based survey estimation, is a term that is often subsumed under the term ‘forecasting,’ but here we show why it is important not to confuse these two terms.”
- All about ENSO, and lunar tides (Paul Pukite) Historically, ENSO has been explained in terms of winds. But recently — and Dr Paul Pukite has insisted upon this for a long time — the oscillation of ENSO has been explained as a large-scale slosh due to lunar tidal forcing.
- Label Noise
- Lenny Smith's CHAOS: A VERY SHORT INTRODUCTION This is a PDF version of Lenny Smith’s book of the same title, also available from Amazon.com
- Earle Wilson
- John Cook's reasons to use Bayesian inference
- Beautiful Weeds of New York City
- Dominic Cummings blog Chief advisor to the PM, United Kingdom
- All about models
- Mertonian norms
- Ives and Dakos techniques for regime changes in series
- NCAR AtmosNews
- "Perpetual Ocean" from NASA GSFC
- Quotes by Nikola Tesla Quotes by Nikola Tesla, including some of others he greatly liked.
- BioPython A collection of Python tools for quantitative Biology
- Awkward Botany
- Dollars per BBL: Energy in Transition
- The Plastic Pick-Up: Discovering new sources of marine plastic pollution
- AP Statistics: Sampling, by Michael Porinchak Twin City Schools
- What If
- Brendon Brewer on Overfitting Important and insightful presentation by Brendon Brewer on overfitting
- Earth Family Beta MIchael Osborne’s blog on Science and the like
- Ted Dunning
- Musings on Quantitative Paleoecology Quantitative methods and palaeoenvironments.
- WEAPONS OF MATH DESTRUCTION Cathy O’Neil’s WEAPONS OF MATH DESTRUCTION,
- Flettner Rotor Bruce Yeany introduces the Flettner Rotor and related science
- Harvard's Project Implicit
- Hermann Scheer Hermann Scheer was a visionary, a major guy, who thought deep thoughts about energy, and its implications for humanity’s relationship with physical reality
- Pat's blog While it is described as “The mathematical (and other) thoughts of a (now retired) math teacher”, this is false humility, as it chronicles the present and past life and times of mathematicians in their context. Recommended.
- WEAPONS OF MATH DESTRUCTION, reviews Reviews of Cathy O’Neil’s new book
- Los Alamos Center for Bayesian Methods
- Nadler Strategy, LLC, on sustainability Thinking about business, efficient and effective management, and business value
- Tony Seba Solar energy, electric vehicle, energy storage, and business disruption professor and visionary
- Darren Wilkinson's introduction to ABC Darren Wilkinson’s introduction to approximate Bayesian computation (“ABC”). See also his post about summary statistics for ABC https://darrenjw.wordpress.com/2013/09/01/summary-stats-for-abc/
- Mark Berliner's video lecture "Bayesian mechanistic-statistical modeling with examples in geophysical settings"
- Carl Safina's blog One of the wisest on Earth
- Busting Myths About Heat Pumps Heat pumps are perhaps the most efficient heating and cooling systems available. Recent literature distributed by utilities hawking natural gas and other sources use performance figures from heat pumps as they were available 15 years ago. See today’s.
- American Association for the Advancement of Science (AAAS)
- Charlie Kufs' "Stats With Cats" blog “You took Statistics 101. Now what?”
- ggplot2 and ggfortify Plotting State Space Time Series with ggplot2 and ggfortify
- London Review of Books
- Gavin Simpson
- distributed solar and matching location to need
- Rasmus Bååth's Research Blog Bayesian statistics and data analysis
- American Statistical Association
- Why "naive Bayes" is not Bayesian Explains why the so-called “naive Bayes” classifier is not Bayesian. The setup is okay, but estimating probabilities by doing relative frequencies instead of using Dirichlet conjugate priors or integration strays from The Path.
- Dr James Spall's SPSA
- Peter Congdon's Bayesian statistical modeling Peter Congdon’s collection of links pertaining to his several books on Bayesian modeling
climate change
- Solar Gardens Community Power
- HotWhopper: It's excellent. Global warming and climate change. Eavesdropping on the deniosphere, its weird pseudo-science and crazy conspiracy whoppers.
- Sir David King David King’s perspective on climate, and the next thousands of years for humanity
- "Betting strategies on fluctuations in the transient response of greenhouse warming" By Risbey, Lewandowsky, Hunter, Monselesan: Betting against climate change on durations of 15+ years is no longer a rational proposition.
- Simple models of climate change
- Nick Bower's "Scared Scientists"
- US$165/tonne CO2: Sweden Sweden has a Carbon Dioxide tax of US$165 per tonne at present. CO2 tax was imposed in 1991. GDP has grown 60%.
- Exxon-Mobil statement on UNFCCC COP21
- Climate at a glance Current state of the climate, from NOAA
- Anti—Anti-#ClimateEmergency Whether to declare a climate emergency is debatable. But some critics have gone way overboard.
- David Appell's early climate science
- An open letter to Steve Levitt
- All Models Are Wrong Dr Tamsin Edwards blog about uncertainty in science, and climate science
- RealClimate
- Klaus Lackner (ASU), Silicon Kingdom Holdings (SKH) Capturing CO2 from air at scale
- Climate Change Denying Organizations
- Dessler's 6 minute Greenhouse Effect video
- And Then There's Physics
- "Warming Slowdown?" (part 1 of 2) The idea of a global warming slowdown or hiatus is critically examined, emphasizing the literature, the datasets, and means and methods for telling such. In two parts.
- Grid parity map for Solar PV in United States
- Reanalyses.org
- Eli on the spectroscopic basis of atmospheric radiation physical chemistry
- Ice and Snow
- Berkeley Earth Surface Temperature
- Professor Robert Strom's compendium of resources on climate change Truly excellent
- SolarLove
- The net average effect of a warming climate is increased aridity (Professor Steven Sherwood)
- Social Cost of Carbon
- James Powell on sampling the climate consensus
- Climate Change: A health emergency … New England Journal of Medicine Caren G. Solomon, M.D., M.P.H., and Regina C. LaRocque, M.D., M.P.H., January 17, 2019 N Engl J Med 2019; 380:209-211 DOI: 10.1056/NEJMp1817067
- Spectra Energy exposed
- Climate Change Reports By John and Mel Harte
- "Impacts of Green New Deal energy plans on grid stability, costs, jobs, health, and climate in 143 countries" (Jacobson, Delucchi, Cameron, et al) Global warming, air pollution, and energy insecurity are three of the greatest problems facing humanity. To address these problems, we develop Green New Deal energy roadmaps for 143 countries.
- On Thomas Edison and Solar Electric Power
- Documenting the Climate Deniarati at work
- The Scientific Case for Modern Human-caused Global Warming
- "Lessons of the Little Ice Age" (Farber) From Dan Farber, at LEGAL PLANET
- AIP's history of global warming science: impacts The American Institute of Physics has a fine history of the science of climate change. This link summarizes the history of impacts of climate change.
- Earth System Models
- Ray Pierrehumbert's site related to "Principles of Planetary Climate" THE book on climate science
- Climate change: Evidence and causes A project of the UK Royal Society: (1) Answers to key questions, (2) evidence and causes, and (3) a short guide to climate science
- "A field guide to the climate clowns"
- Ellenbogen: There is no Such Thing as Wind Turbine Syndrome
- The beach boondoggle Prof Rob Young on how owners of beach property are socializing their risks at costs to all of us, not the least being it seems coastal damage is less than it actually is
- Simple box models and climate forcing IMO one of Tamino’s best posts illustrating climate forcing using simple box models
- "Getting to the Energy Future We Want," Dr Steven Chu
- Transitioning to fully renewable energy Professor Saul Griffiths talks to transitioning the customer journey, from a dependency upon fossil fuels to an electrified future
- Warming slowdown discussion
- The Green Plate Effect Eli Rabett’s “The Green Plate Effect”
- Climate model projections versus observations
Archives
Jan Galkowski
Category Archives: corporate responsibility
Future liability for fossil fuel energy producers and conveyors
While I don’t entirely have the optimism which Professor Pearce expresses for the ability of climate models to be as specific as he describes, I am very optimistic that real time remote sensing resources, namely satellites, will get good enough … Continue reading
Posted in #youthvgov, an ignorant American public, being carbon dioxide, Bloomberg New Energy Finance, bridge to somewhere, carbon dioxide, climate disruption, climate economics, climate emergency, coastal investment risks, corporate litigation on damage from fossil fuel emissions, corporate responsibility, global warming, risk, Risky Business
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GM owes (us)
To quote, Are we supposed to congratulate GM for embracing the electric car literally two months after they were suing California so they could make worse gas-powered cars?
Saul Griffith’s musings: Rather than secretary of energy, I’d prefer a bigger role. If efforts to curb climate change are only housed within DOE, we won’t succeed at the scale required. I’d like a job that doesn’t yet exist, analogous … Continue reading
Greta Thunberg on the BBC : Her guest edit
Also featuring: Svante Thunberg Sir David Attenborough Mark Carney Robert Del Naja Maarten Wetselaar Synopsis Svante Thunberg and Greta speaking to Sir David Attenborough for the first time. Also, outgoing Bank of England chief Mark Carney on how the financial … Continue reading
Posted in being carbon dioxide, Bloomberg New Energy Finance, bridge to nowhere, carbon dioxide, Carbon Worshipers, climate disruption, corporate responsibility, Cult of Carbon, ecomodernism, global warming, Green New Deal, greenhouse gases, Greta Thunberg, Hyper Anthropocene, investment in wind and solar energy, Juliana v United States, keep fossil fuels in ground, Mark Carney, mitigating climate disruption, On being Carbon Dioxide, Our Children's Trust, radiative forcing, Svante Arrhenius, the green century, the tragedy of our present civilization, the value of financial assets, zero carbon
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Consumption: Towards the Trillionth Tonne
(Click on figure to see a larger image. It will open in a new browser tab.) The Trillionth Tonne
Where we be : 2019 is hot
Posted in AMETSOC, an ignorant American public, an uncaring American public, Anthropocene, atmosphere, bridge to nowhere, bridge to somewhere, carbon dioxide, Carbon Worshipers, climate disruption, climate economics, climate justice, climate mitigation, climate policy, coastal communities, coastal investment risks, Commonwealth of Massachusetts, corporate citizenship, corporate responsibility, corporate supply chains, corporations, Cult of Carbon, destructive economic development, development as anti-ecology, ecological disruption, ecological services, ecology, ecomodernism, ecopragmatism, emissions, environment, fossil fuel divestment, fragmentation of ecosystems, global blinding, global warming, greenhouse gases, Humans have a lot to answer for, Hyper Anthropocene
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The state of the science: “Heißzeit” … where we are heading.
If you do not change direction, you may end up where you are heading. ― Lao Tzu Professor Johan Rockström, again. Yeah, and that makes me feel, this way … (Ricardo Maranhão with Indiara Sfair) (Indiara Sfair and Joe Flip) … Continue reading
Posted in #youthvgov, adaptation, alternatives to the Green New Deal, Amory Lovins, an uncaring American public, Anthropocene, Bloomberg New Energy Finance, bridge to somewhere, Buckminster Fuller, Canettes Blues Band, carbon dioxide, climate business, climate disruption, climate economics, climate justice, climate policy, corporate citizenship, corporate litigation on damage from fossil fuel emissions, corporate responsibility, Cult of Carbon, Daniel Kahneman, ecocapitalism, ecomodernism, ecopragmatism, environmental law, fossil fuel divestment, global warming, green tech, greenhouse gases, Hermann Scheer, Humans have a lot to answer for, Hyper Anthropocene, Indiara Sfair, Mark Jacobson, Nature's Trust, science, solar democracy, solar domination, solar energy, solar power, solar revolution, Spaceship Earth, the green century, the tragedy of our present civilization, the value of financial assets, zero carbon
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“Climate Change: Information on potential economic effects could help guide Federal efforts to reduce fiscal exposure” (GAO, September 2017)
In September 2017, the U.S. General Accounting Office completed a report Climate Change: Information on Potential Economic Effects Could Help Guide Federal Efforts to Reduce Fiscal Exposure. A copy is at that link. Foremost, in case anyone doubts it, there … Continue reading
Posted in Bloomberg, climate business, climate change, climate disruption, climate economics, coastal investment risks, corporate litigation on damage from fossil fuel emissions, corporate responsibility, corporate supply chains, corporations, ecological disruption, ecological services, ecomodernism, economics, environmental law, fiscal solvency, fossil fuel divestment, Global Carbon Project, global warming, greenhouse gases, Hyper Anthropocene, Michael Bloomberg, politics, pollution, Risky Business, science, science denier, Sir David King, sustainability
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Earth Day 2019: So how do people transition to the new energy economy?
I’ve been pretty hard on the Green New Deal. That’s partly because its proponents don’t seem to see that a transition to a new zero Carbon energy economy is inevitable. It’s opponents don’t see that either. It may not come … Continue reading
Posted in Amory Lovins, an ignorant American public, Ørsted, capitalism, climate business, climate change, climate disruption, climate economics, climate justice, compassion, corporate citizenship, corporate litigation on damage from fossil fuel emissions, corporate responsibility, corporate supply chains, corporations, ecomodernism, electric vehicles, engineering, ethics, extended producer responsibility, extended supply chains, fossil fuel divestment, fossil fuel infrastructure, Gaylord Nelson, global warming, Green New Deal, Hermann Scheer, investment in wind and solar energy, investments, John Farrell, Joseph Schumpeter, LBNL, leaving fossil fuels in the ground, local generation, local self reliance, Mark Carney, Mark Jacobson, microgrids, New England, NIMBY, organizational failures, Orsted, percolation theory, planning, public education, public welfare, RevoluSun, Richard Branson, science, solar democracy, solar domination, solar energy, solar power, Sonnen community, SunPower, sustainability, sustainable landscaping, Talk Solar, technology, temporal myopia, Tesla, the energy of the people, the green century, the right to know, the value of financial assets, Tony Seba, tragedy of the horizon, utility company death spiral, UU, wind energy, wind power, zero carbon
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So, y’say you want a Green New Deal …
There isn’t a lot known about the Green New Deal or “GND”. Its proponents are certainly making the rounds, but it is light on specifics, heavy on urgency, heavily coupled with advancing jobs and justice, racial, climate, and environmental. As … Continue reading
Posted in American Solar Energy Society, Amory Lovins, Anthropocene, anti-intellectualism, Ørsted, Bloomberg New Energy Finance, bridge to somewhere, cement production, clean disruption, CleanTechnica, climate business, climate change, climate economics, corporate citizenship, corporate litigation on damage from fossil fuel emissions, corporate responsibility, corporate supply chains, decentralized electric power generation, demand-side solutions, destructive economic development, distributed generation, ecomodernism, ecopragmatism, ecopragmatist, education, electric vehicles, electrical energy storage, electricity, electricity markets, energy utilities, engineering, environment, extended producer responsibility, fossil fuel divestment, fossil fuels, Gaylord Nelson, George Monbiot, global warming, Green Tech Media, Hermann Scheer, Hyper Anthropocene, ILSR, investment in wind and solar energy, John Farrell, Joseph Schumpeter, leaving fossil fuels in the ground, local generation, local self reliance, Mark Jacobson, Mary C Wood, Peter del Tredici, population biology, quantitative biology, quantitative ecology, rationality, rhetorical mathematics, rhetorical science, rhetorical statistics, solar democracy, solar domination, solar energy, Spaceship Earth, stranded assets, sustainability, sustainable landscaping, T'kun Olam, Talk Solar, Tesla, the energy of the people, the green century, the value of financial assets, wishful environmentalism
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Eli, who offers a clever and consistent consumption-based accounting scheme. Consumption-based Carbon accounting: Does it have a future? Consumption-based accounting of CO2 emissions
`If we don’t protect Nature, we cannot protect ourselves’
Harrison Ford‘s speech, at the Climate Action Summit, below: “… Don’t forget Nature.” “If we don’t stop the destruction of our natural world, nothing else will matter.” “We need to include Nature in every corporate, state, and national climate goal.”
Posted in American Association for the Advancement of Science, Anthropocene, bridge to somewhere, carbon dioxide, climate, climate change, climate disruption, climate education, corporate responsibility, David Suzuki, ecology, Ecology Action, global warming, Harrison Ford, Hyper Anthropocene, science
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The Democrats have no plan to address Climate Change (either)
Recall an article from the 15th November 2017 issue of The Atlantic: … [T]he Democratic Party does not have a plan to address climate change. This is true at almost every level of the policy-making process: It does not have … Continue reading
Posted in American Meteorological Association, an ignorant American public, an uncaring American public, Anthropocene, anti-intellectualism, anti-science, being carbon dioxide, bridge to nowhere, carbon dioxide, Carbon Tax, children as political casualties, climate change, climate disruption, climate economics, consumption, corporate responsibility, Cult of Carbon, destructive economic development, environment, environmental law, games of chance, global blinding, global warming, greenhouse gases, Hyper Anthropocene, Juliana v United States
Tagged #youthvgov
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What will happen to fossil fuel-fired electric bills everywhere, eventually, including those fired by natural gas
See Cost of Coal: Electric Bills Skyrocket in Appalachia as Region’s Economy Collapses, by James Bruggers at Inside Climate News. Excerpt: The common denominator is American Electric Power, one of the nation’s largest utilities. It owns Kentucky Power, along with … Continue reading
Posted in adaptation, American Solar Energy Society, Amory Lovins, an uncaring American public, Bloomberg New Energy Finance, BNEF, bridge to nowhere, bridge to somewhere, Carbon Worshipers, clean disruption, corporate responsibility, Cult of Carbon, decentralized electric power generation, decentralized energy, destructive economic development, electricity, electricity markets, energy utilities, engineering, exponential growth, fossil fuels, grid defection, Hermann Scheer, ILSR, investment in wind and solar energy, ISO-NE, John Farrell, Joseph Schumpeter, local generation, local self reliance, marginal energy sources, Massachusetts Clean Energy Center, natural gas, pipelines, public utility commissions, PUCs, rate of return regulation, rationality, reason, reasonableness, rights of the inhabitants of the Commonwealth, solar democracy, solar domination, solar energy, solar power, Sonnen community, Spaceship Earth, stranded assets, sustainability, the energy of the people, the green century, the right to be and act stupid, the right to know, the tragedy of our present civilization, the value of financial assets, tragedy of the horizon, unreason, utility company death spiral, wind energy, wind power, zero carbon
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“All of Monsanto’s problems just landed on Bayer” (by Chris Hughes at Bloomberg)
See Chris Hughes’ article. Monsanto has touted Roundup (also known as Glyphosate but more properly as ) as a safe remedy for weed control, often in the taming of so-called “invasive species”. It’s used on playfields where children are exposed … Continue reading
Posted in agroecology, an uncaring American public, business, corporate responsibility, ecology, Ecology Action, environment, environmental law, epidemiology, evidence, invasive species, open data, Peter del Tredici, quantitative biology, quantitative ecology, rights of the inhabitants of the Commonwealth, risk, statistics, sustainability, sustainable landscaping, the right to know, Uncategorized, unreason, Westwood
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On lamenting the state of the Internet or Web
From time to time, people complain about the state of the Internet or of the World Wide Web. They are sometimes parts of governments charged with mitigating crime, sometimes privacy advocates, sometimes local governments or retails lamenting loss of tax … Continue reading
Posted in American Association for the Advancement of Science, an ignorant American public, an uncaring American public, Anthropocene, being carbon dioxide, bollocks, Boston Ethical Society, bridge to nowhere, Buckminster Fuller, capricious gods, Carbon Worshipers, card games, civilization, climate change, consumption, corporate responsibility, Cult of Carbon, Daniel Kahneman, data centers, David Suzuki, denial, design science, ethical ideals, Faster Forward, Hyper Anthropocene, hypertext, ignorance, Internet, Joseph Schumpeter, making money, Mathbabe, networks, organizational failures, superstition, Ted Nelson, the right to know, the tragedy of our present civilization, transclusion, Xanadu, ZigZag
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Love means nothing, without understanding, and action
Can’t get enough of this video. It may be a corporate, Ørsted promotion, but it is beautiful. And I continue to believe, that, as the original sense of the corporation, or benefit society suggested, contrary to (U.S.) popular progressive belief, … Continue reading
Posted in Aldo Leopold, American Solar Energy Society, American Statistical Association, Ørsted, Bloomberg, Bloomberg New Energy Finance, bridge to somewhere, Canettes Blues Band, climate, climate business, climate economics, corporate citizenship, corporate litigation on damage from fossil fuel emissions, corporate responsibility, corporate supply chains, corporations, destructive economic development, distributed generation, economics, emergent organization, fossil fuel divestment, global warming, green tech, Green Tech Media, Humans have a lot to answer for, Hyper Anthropocene, investing, investment in wind and solar energy, investments, Joseph Schumpeter, liberal climate deniers, reasonableness, Sankey diagram, solar democracy, solar domination, Spaceship Earth, stranded assets, the energy of the people, the green century, the value of financial assets, wind energy, wind power, wishful environmentalism
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These are ethical “AI Principles” from Google, but they might as well be `technological principles’
This is entirely adapted from this link, courtesy of Google and Alphabet. Objectives Be socially beneficial. Avoid creating or reinforcing unfair bias. Be built and tested for safety. Be accountable to people. Incorporate privacy design principles. Uphold high standards of … Continue reading
Posted in American Statistical Association, artificial intelligence, basic research, Bayesian, Boston Ethical Society, complex systems, computation, corporate citizenship, corporate responsibility, deep recurrent neural networks, emergent organization, ethical ideals, ethics, extended producer responsibility, friends and colleagues, Google, Google Pixel 2, humanism, investments, machine learning, mathematics, moral leadership, natural philosophy, politics, risk, science, secularism, technology, The Demon Haunted World, the right to know, Unitarian Universalism, UU, UU Humanists
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Professor Tony Seba, of late
I love it. Professor Tony Seba, Stanford, 1 week ago. It means anyone who continues to invest in or support the fossil fuels hegemony will be fundamentally disappointed by the markets. And it serves them right. By efficiency, or momentum, … Continue reading
Posted in American Statistical Association, anti-intellectualism, anti-science, Bloomberg New Energy Finance, BNEF, bridge to nowhere, Buckminster Fuller, Carbon Tax, Carbon Worshipers, causation, central banks, children as political casualties, citizen science, citizenship, clean disruption, climate, climate business, climate change, climate data, climate disruption, climate economics, Climate Lab Book, Climate Science Legal Defense Fund, coastal communities, coastal investment risks, coasts, Commonwealth of Massachusetts, Constitution of the Commonwealth of Massachusetts, consumption, corporate responsibility, corporations, corruption, critical slowing down, ctDNA, Cult of Carbon, David Archer, David Spiegelhalter, decentralized electric power generation
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This flooding can’t be stopped. What about the rest?
Tamino is writing about this subject, too. That entirely makes complete sense as it is the biggest geophysical and environmental story out there right now. I’ve included an update at this post’s end discussing the possible economic impacts. It’s been … Continue reading
Posted in adaptation, Antarctica, Anthropocene, bridge to nowhere, Carbon Worshipers, citizenship, civilization, climate, climate change, climate disruption, climate economics, climate justice, coastal communities, coastal investment risks, coasts, Commonwealth of Massachusetts, corporate litigation on damage from fossil fuel emissions, corporate responsibility, Cult of Carbon, environment, Eric Rignot, flooding, floods, glaciers, glaciology, global warming, greenhouse gases, hydrology, Hyper Anthropocene, ice sheet dynamics, icesheets, investing, investments, John Englander, living shorelines, Massachusetts, New England, real estate values, rights of the inhabitants of the Commonwealth, Robert M DeConto, Scituate, sea level rise, seawalls, shorelines, Stefan Rahmstorf, the right to be and act stupid, the right to know, the tragedy of our present civilization, wishful environmentalism, ``The tide is risin'/And so are we''
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The elephant in the room: a case for producer responsibility
This is a guest post by Claire Galkowski, Executive Director, South Shore Recycling Cooperative. With so much focus on the recycling crisis, we tend to overlook the root cause of the problem: The glut of short lived consumer products and … Continue reading
Posted in affordable mass goods, Anthropocene, chemistry, citizenship, civilization, Claire Galkowski, CleanTechnica, climate economics, consumption, corporate citizenship, corporate responsibility, corporate supply chains, demand-side solutions, design science, ecological services, ecology, Ecology Action, economics, environment, ethics, extended producer responsibility, extended supply chains, greenwashing, Hyper Anthropocene, local self reliance, materials science, municipal solid waste, rebound effect, resource producitivity, shop, solid waste management, sustainability, temporal myopia, the green century, the tragedy of our present civilization, tragedy of the horizon, wishful environmentalism
Tagged reycling, Sankey diagrams, solid waste management, SSRC, waste minimisation
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