Climate change science K-12 education: a testbed for IT/AI? (my interview with Apple’s Chatbox)

Apple ChatBox

Climate science K-12 education can and should be improved. However, if this is to be accomplished without adding to teachers’ burdens, innovation is required. One natural place to look for such opportunities? Information technology (IT), and especially IT’s “whiz kid” – artificial intelligence (AI). After a few early struggles to blog along these lines I had to admit to myself: (1) my ignorance about AI and its potential was (remains) nearly total, and (2) that’s especially true when it comes to any hands-on experience.

If school students are using the technology to write their classroom assignments, why shouldn’t this octogenarian blogger seek a bit of chatbot wisdom? Making a simple start, this morning I loaded the Apple ChatBox app on my cellphone. We did an interview, which unfolded this way:

Interviewer. Welcome, ChatBox, to Living on the Real World. Good of you to make time to meet with us, considering all the competing claims for your attention. Let’s get right to it. A general question, for background: how is artificial intelligence important to K-12 education?

ChatBox (just to make it perfectly clear — the ChatBox answers here are verbatim, unedited). Artificial intelligence (AI) has the potential to transform K-12 education in several ways:

1. Personalized learning: AI can be used to create personalized learning experiences for students, based on their individual needs and learning styles. AI algorithms can analyze student data and provide customized recommendations for learning activities and resources.

2. Adaptive assessments: AI can be used to create adaptive assessments that adjust to the student’s level of knowledge and understanding. This can help to identify areas where students need additional support and provide targeted feedback to improve learning outcomes.

3. Intelligent tutoring systems: AI can be used to create intelligent tutoring systems that provide real-time feedback and support to students as they learn. These systems can adapt to the student’s pace and level of understanding, providing personalized guidance and support.

4. Data analysis: AI can be used to analyze large amounts of data on student performance and learning outcomes, providing insights into areas where improvements can be made and identifying trends and patterns in student learning.

5. Automation: AI can be used to automate routine tasks such as grading and administrative tasks, freeing up teachers’ time to focus on more complex and creative aspects of teaching.

Overall, AI has the potential to improve the quality and effectiveness of K-12 education by providing personalized learning experiences, adaptive assessments, intelligent tutoring systems, data analysis, and automation of routine tasks. However, it is important to ensure that AI is used ethically and responsibly, and that it does not replace the important role of teachers in the learning process.

Interviewer. That’s the positive side. But what challenges does AI pose to K-12 education?

ChatBox. While artificial intelligence (AI) has the potential to transform K-12 education, it also poses several challenges, including:

1. Access and equity: One of the main challenges of AI in K-12 education is ensuring that all students have access to the technology and resources needed to benefit from AI. This can be a challenge in schools with limited resources or in areas with limited internet connectivity.

2. Bias and fairness: AI algorithms can be biased if they are trained on data that is not representative of the student population. This can lead to unfair outcomes and perpetuate existing inequalities in education.

3. Privacy and security: AI systems collect and analyze large amounts of data on students, raising concerns about privacy and security. It is important to ensure that student data is protected and used ethically and responsibly.

4. Teacher training and support: AI requires specialized knowledge and skills, and teachers may need training and support to effectively integrate AI into their teaching practices.

5. Ethical and social implications: AI raises ethical and social implications that need to be addressed in K-12 education. For example, AI may raise questions about the role of teachers, the impact on student creativity and critical thinking, and the potential for AI to replace human interaction and empathy in education.

Overall, while AI has the potential to transform K-12 education, it is important to address these challenges and ensure that AI is used ethically and responsibly to support student learning and success.

Interviewer. Thanks for your candor. How about your perspective on any national stakes: why should the United States incorporate AI in K-12 education?

ChatBox (unfazed).

The United States should incorporate artificial intelligence (AI) in K-12 education for several reasons:

1. Economic competitiveness: AI is becoming increasingly important in many industries, and the United States needs to ensure that its workforce is prepared to compete in a global economy that is increasingly reliant on AI.

2. Innovation and creativity: AI can be used to support innovation and creativity in K-12 classrooms, by providing new tools and resources for students to explore and experiment with. This can help to foster a culture of innovation and entrepreneurship in the United States.

3. Addressing educational inequalities: AI can help to address educational inequalities by providing personalized learning experiences and support for students who may be struggling. This can help to ensure that all students have access to high-quality education, regardless of their background or circumstances.

4. National security: AI is becoming increasingly important in national security and defense, and the United States needs to ensure that its workforce is prepared to develop and use AI technologies in these areas.

5. Social and ethical implications: AI raises important social and ethical implications that need to be addressed in K-12 education. By incorporating AI in K-12 classrooms, students can develop the skills and knowledge needed to understand and address these implications.

Overall, incorporating AI in K-12 education is important for preparing the United States for a future that is increasingly reliant on AI, fostering innovation and creativity, addressing educational inequalities, ensuring national security, and addressing important social and ethical implications.

Interviewer. Want to respect your time, so closing with this question: “in what ways could climate change science make a useful test bed for AI in the K-12 classroom?”:

ChatBox. Climate change science could make a useful test bed for AI in the K-12 classroom in the following ways:

1. Data analysis: AI can be used to analyze large amounts of climate data and identify patterns and trends. Students can learn how to use AI tools to analyze data and draw conclusions about climate change.

2. Predictive modeling: AI can be used to create predictive models of climate change and its impact on the environment. Students can learn how to use AI tools to create models and make predictions about future climate scenarios.

3. Interactive simulations: AI can be used to create interactive simulations of climate change scenarios. Students can learn how to use AI tools to create simulations and explore the impact of different climate change scenarios on the environment.

4. Personalized learning: AI can be used to personalize learning experiences for students based on their individual needs and learning styles. Students can learn about climate change in a way that is tailored to their specific interests and abilities.

5. Collaborative learning: AI can be used to facilitate collaborative learning experiences among students. Students can work together to analyze data, create models, and explore climate change scenarios using AI tools.

Interviewer. Thank you so much for your time! I hesitate to ask, but did you enjoy our session? Would you do it again?

ChatBox: As an AI language model, I don’t have emotions, but I enjoyed assisting you with your questions. I am always ready to assist you with any queries you may have in the future.

Whew! Already a lengthy post, so ending it here. ChatBox was indeed chatty! Won’t accuse it of TMI, but perhaps AI should stand for Alotta Information. Some initial conclusions and impressions in a later post.

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Climate change science in K-12 education

Will the world effectively meet the climate-change challenge over coming decades? The answer to that question depends not just on today’s 6 billion adults but also on today’s 2 billion children and billions more of the as-yet-unborn.  Unsurprising, then, that additional attention to the climate-change science taught in K-12 education is widely seen as a necessary (though not sufficient) condition for human success. It’s equally natural to be hopeful about this, in the sense that “Hope is not optimism, which expects things to turn out well, but something rooted in the conviction that there is good worth working for.”  For one thing, parents care about few things more than the future prospects for their children.

The desired improvements are by no means assured. In part that’s because of the inherent complexity and vast scope of the climate-change problem. But the main obstacle? K-12 education itself is not in a state of rude health; it faces a broader set of concerns. These are worldwide, but today let’s zoom in on problems manifest here in America. Here’s one perspective – this from Public School Review citing The 15 Biggest Failures of the American Public Education System (the link provides thumbnail detail for each):

1.  deficits in government funding for public schools

2.  decline in school safety

3.  challenges with technology in education

4.  controversy over charter schools and voucher programs

5.  problems with the common core curriculum

6.  decreased teacher salaries

7.  emphasis on standardized testing

8.  arguments about teacher tenure

9.  bullying in schools

10.growing problems with student poverty

11.schools are overcrowded

12.student mental health challenges

13.parents are not involved enough

14.too many schools are being closed

15.lack of teacher innovation and outdated teaching methods

Here’s a second list, showing quite a bit of complementary overlap but a different starting point and different articulation. It focuses on K-12 educators, versus education per se. It comes from Peter DeWitt, writing in Education Week: 11 Critical Issues Facing Educators in 2023 (again, the original article contains explanatory text for each):

1.  guns

2.  politics in education

3.  social-emotional learning

4.  the flu

5.  de-implementation

6.  substitute teachers

7.  poverty

8.  teacher shortage

9.  teacher-prep programs

10.tutoring programs

11.a love for learning

Whew! Daunting lists – especially so, since many of the issues require addressing even larger societal ills: inequity, endemic racism, poverty, immigration, the polarization of society, and much more.

Back to the immediate LOTRW concern: the need for improved climate-change science education. Climate scientists can readily create shopping lists of topics needing more student time and attention. It would also be natural, and even defensible, for climate scientists to present their demands to pedagogues and stop there. After all, that’s what scientists know; they do well to stop short of over-reaching our area of expertise, or being prescriptive.

But that path does little more than present the educational enterprise with yet another unfunded mandate – just another set of reasons for beleaguered teachers, harried school administrators, and the larger K-12 educational enterprise to feel frustrated and even guilty about their straitened circumstances and inability to meet societal needs. If instead, the climate science community wants to see actual uptake of its recommendations by educators, it might need to go further. In particular, it might need to (1) bring additional resources to the table and (2) frame suggestions in a manner that would solve some of K-12 Education’s broader problems along the way.

Start with additional resources. Here the need is great. According to The Education Data Initiative,

In the United States, education spending falls short of benchmarks set by international organizations such as UNESCO, of which the U.S. is a member. The nation puts 11.6% of public funding toward education, well below the international standard 15.00%.

  • Schools in the United States spend an average of $16,993 per pupil, which is the 7th-highest amount per pupil (after adjusting to local currency values) among the 37 other developed nations in the Organisation for Economic Co-operation and Development (OECD).
  • In terms of a percentage of its gross domestic product (GDP), the United States ranks 12th among OECD members in spending on elementary education.
  • The United States does not meet UNESCO’s benchmark of a 15.00% share of total public expenditure on education.
  • In terms of early childhood education, the United States is one of six (6) countries that do not report any educational spending.

These national averages mask considerable variations across states and localities. Public spending per pupil can differ by factors of two or more.

By contrast, US R&D is relatively well funded. The US and China together dominate worldwide expenditures for R&D, spending about half the global total. R&D/capita is growing in both countries, though more rapidly in China. Given the importance of workforce in realizing the benefit from that expenditure, both in terms of the advance of science and technology, and their application for societal benefit, it would makes sense to explore tapping the major funding increments for science and technology embedded in the Inflation Reduction Act and the America Competes Act to further STEM education broadly and climate science education in particular.

Though the term “resources” includes funding, it’s broader. Equipping teachers to teach climate science material – especially increasing their mastery of and comfort with that material – is of comparable importance. (An infomercial; the AMS, through its Education Program, has taken this approach with teachers of K-12 science for decades.)

Framing also matters. Today’s teachers and principals are constrained by chronic funding shortages, but merely dissatisfied. By contrast they are emotionally drained by the politicization of education and the amped-up polarization of that politics, extending even to reading matter available in school libraries. Tumultuous school board- and PTA meetings, threatening e-mails and more are part of teachers’ lives these days. Though the furor is concentrated on wokeness, LGBTQ issues, etc., it extends to subjects such as climate change science.

It’s certainly justifiable to shrug shoulders and say that’s the world we live in and resignedly enter the fray. But to do that will be to fail.

Alternatively, it’s possible to widen the focus of the educational emphasis, moving from climate change per se to the science of the Earth, the atmosphere, and oceans more broadly. That approach promises to lower the temperature of any political debate. At the same time it is more intellectually honest in a way. That is because climate change, extreme weather, and even earthquakes and continental drift are all part of a single whole; and because all these topics deserve more attention in K-12 classrooms. They don’t simply matter in their own right to people trying to live a bit more safely, comfortably, and sustainably on a finite planet. They also introduce young people to fascinating, important, and visible applications of basic physics, chemistry, biology and mathematics – literally bringing these fundamentals to life. (A new study funded by the Bill and Melinda Gates Foundation shows that families are dissatisfied with math education; they want a more engaging set of math curricula with up-to-date lessons that are relevant and applicable to the real world.

Teachers also struggle to deal with the poverty and associated social/emotional problems they see students bringing into the classroom. There’s a dearth of hope. Another framing – a focus on the jobs and careers created by climate change – might help turn things around. I’m not talking about climate-change careers per se here. (That’s an important topic, and one currently receiving a lot of attention within the American Meteorological Society, popping up in studies and at sessions in conferences; e.g., the session on Enterprise-level workforce gaps.) I’m talking about the far larger numbers of jobs waiting in the energy industry, for example: Take wind energy alone. According to the DoE, the need is for up to 1000 US training and education programs:

An available and qualified workforce is essential for any industry. For the workforce to grow, career options need to be communicated as early as the high school level as young people consider potential occupations and educational programs. The wind power industry provides well-paying jobs in rural America as well as in urban locations. Employment opportunities include construction, manufacturing, professional, and trade workers. Educational requirements for wind energy jobs range from high school diplomas to Ph.D.s and post-graduate professional degrees to vocational degrees and apprenticeships

Similarly, the US solar energy workforce must double in the next decadeAnnual employment in the EV production and maintenance sector is expected to grow by a factor of ten over the same period.

A K-12 education emphasis on these matters holds potential for increasing the engagement of seemingly disaffected parents.

A final reason for cheer. State and local governments play a major role in funding education. Local-place based approaches provide opportunity for experimentation and innovation in developing climate-science curricula, tying them to the rest of STEM education, and to K-12 education as a whole in different ways. Educators can meet the targets of local communities, move things along at a natural pace, and trade success stories.

The AMS, with its mission, tradition, global reach and local footprint (weather broadcasters, teachers, local forecast offices, local chapters, and WeatherBand) has much to offer here.

Who knows? Along the way to improving climates science education, we all might even (re)discover E pluribus unum.

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(Mostly borrowed) thoughts on Hope, Climate Change, and K-12 Education.

Science is a bit like the joke about the drunk who is looking under a lamppost for a key that he has lost on the other side of the street, because that’s where the light is. It has no other choice.” – Noam Chomsky

“…Not only so, but we also glory in our sufferings, because we know that suffering produces perseverance;perseverance, character; and character, hope. And hope does not put us to shame[1]” – Romans 5:3-5a (NIV)

We’re coming off the Easter/Passover weekend, which almost everyone (not just those of the Judeo-Christian tradition) knows to be all about hope. It’s easy these days to be a bit jaded about hope, and to dismiss it as hopelessly (!) mired in simplistic platitudes. Chances are good you’re looking for a more-nuanced view, reflecting 21st-century-world realities: rampant distrust all peoples seem to hold in each other, in their leaders and their institutions (no branch of government or sector of human activity seems immune); systematic racism; endemic poverty; terrorism and war; widespread environmental degradation; and so much more. Well, then – try this NYT guest essay by Esau McCaulley entitled On Hope, Hate and the Most Radical Claim of the Easter Season. (To whet interest), it starts out this way: Easter has never been my favorite church service. Shouting “Alleluia, Christ is risen!” requires an emotional crescendo my melancholy temperament can’t easily manage

(a bit later the author continues) …I have never been a big fan of hope. It’s a demanding emotion that insists on changing you. Hope pulls you out of yourself and into the world, forcing you to believe more is possible. Hate is a much less insistent master; it asks you only to loathe. It is quite happy to have you to itself and doesn’t ask you to go anywhere.

Growing up poor provided me with plenty of opportunities to wallow in that much less complex feeling…

One of the 21st-century challenges that would seem to call for heaps of hope is climate change. Huge in scale, more complex and tangled than our minds can fully comprehend, it is also less tangible than the more immediate concerns of the century listed above. And if we’re all wallowing in Esau’s McCaulley’s easy grip of hate, with its polarization and division, it’s hard to imagine coping strategies that will get us where we need to be.

But some folks are trying. My daughter brought this post to my attention (thank you/good catch!): Why We Need Stories of Climate Optimism. The authors, Ed Finn and Joey Eschrich, start out this way: how do we motivate large-scale collective action around a problem that is so complex, abstract, and vast in scale? One of the reasons it feels so impossible is that we have few stories of what a successful transition might look like. Even the most ardent champions of decarbonization sometimes focus more on sounding the alarm than on imagining and mapping out successful outcomes. Without positive climate futures, visions of climate adaptation and resilience that we can work toward, it’s much harder to motivate broad-based efforts for change in the present.

Scientific models and policy trench warfare are insufficient responses to the crisis [emphasis added]. We have to start with imagining our way through it first, and telling stories that inspire hope and action.

 (They then provide a handful of examples to illustrate their point, as well as provide links to their Center for Science and the Imagination at Arizona State University.)

An aside: depending on who you ask, you might conclude that hope and optimism are synonyms, or merely semantic cousins. The poet Seamus Heaney (1939-2013) makes this distinction: “Hope is not optimism, which expects things to turn out well, but something rooted in the conviction that there is good worth working for.” The apostle Paul’s perspective in Romans seems to fit this: hope (in contrast to optimism) does not put us to shame (that is, “disappoint,” the verb used in other translations of the text). Optimism often turns out to be misplaced.

But back to climate change. One piece of the puzzle – K-12 climate change education – offers reason for hope.

(Really, Bill? That’s not what I’m hearing.)

You’re right. Currently, climate change education is not in a good state. The New York Times published a story a few months back entitled What Do American’s Middle Schools Teach About Climate Change? Not Much. Some excerpts:

Climate change is set to transform where students can live and what jobs they’ll do as adults. And yet, despite being one of the most important issues for young people, it appears only minimally in many state middle school science standards nationwide. Florida does not include the topic and Texas dedicates three bullet points to climate change in its 27 pages of standards. More than 40 states have adopted standards that include just one explicit reference to climate change…

…“Middle school is where these kids are starting to get their moral compass and to back that compass up with logic,” said Michael Padilla, a professor emeritus at Clemson University and a former president of the National Science Teachers Association. “So middle school is a classic opportunity to have more focus on climate change.”…

…For those who do receive formal instruction on climate change, it will most likely happen in middle school science classrooms. But many middle school standards don’t explicitly mention climate change, so it falls largely on teachers and individual school districts to find ways to integrate it into lessons, often working against the dual hurdles of limited time and inadequate support.

(the article cites the efforts of one such teacher, Bertha Vazquez, to find a workaround) Ms. Vazquez makes the state’s requirement that she teach energy transfer an opportunity to talk about how wind turbines work. The ecology requirement becomes a chance to discuss the consequences of deforestation.

(but then notes) …her commitment to the subject is not representative of how climate change is taught around the country. Around half of middle school science teachers either don’t cover the subject or spend less than two hours a year on it, according to a survey by the National Center for Science Education.

(still waiting for the hope, Bill).

Okay, here goes. In the spirit of Noam Chomsky’s observation, the science of climate change illuminates possibilities, creates an appetite for more. The science of climate, weather, and water is inherently interesting and serves as a gateway attracting young people to science more broadly. The stereotype of youth and young people is that they’re all about hope. Equally fundamentally, the population of the future, not the current population, will shape our planet’s outcomes. Especially in democracies, a public equipped to identify, evaluate and choose among options for action is a necessary condition for success. Education is inexpensive compared with the costs of rejiggering the way the world does business to make it more sustainable.

Importantly, education is local. This ensures that a diversity of approaches to the climate change challenge will emerge, rather than trending prematurely to some suboptimal but appealing path. It requires widespread participation, not just from educators and schools but from each and every parent, each and every home.

Rapid fire. Each of these ideas requires unpacking. The list isn’t complete by any means. But hopefully (!) it will prompt thought and a spurt of better ideas.

 A final point, stemming from my roots in the American Meteorological Society. The AMS not only has a lot at stake in K-12 climate education, but also a lot to offer. A national and international reach: members from every corner of the globe. Renowned peer-reviewed journals. Scientific conferences. A local footprint: Thousands of subject matter experts, as well as weather enthusiasts. Thousands of teachers. A rich history of weather-, climate-, and water-related educational resources produced by its Education Program. Hundreds of broadcast meteorologists to shine a spotlight on the issues, engage local publics, and more. Local chapters.

Noam Chomsky got us started today. Maybe he can bring us home: “Optimism is a strategy for making a better future. Because unless you believe that the future can be better, it’s unlikely you will step up and take responsibility for making it so. If you assume that there’s no hope, you guarantee that there will be no hope. If you assume that there is an instinct for freedom, there are opportunities to change things, there is a chance you may contribute to making a better world. The choice is yours.”


[1]Rule number 1 for Biblical scholars is “never pull snippets of verse out of the greater context,” but that’s okay, because this is a blogpost, not Biblical scholarship, and because I’ve given you the link to Romans 5 in its entirety. You don’t have to stop there; the book of Romans makes interesting reading, and it’s not that long…

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Lorenz’ butterfly.

Be the change you want to see in the world. – Gandhi

In their hearts humans plan their course, but the LORD establishes their steps. – Proverbs 16:9 (NIV)

Had a meeting in D. C. last week – my first foray downtown in quite a while. Felt good! But meant I had to find my suit and tie (pictured). I call your attention to the butterfly in my lapel.

Have taken to wearing that lately. (You didn’t ask, but) here’s why.

Central idea is that wonderful metaphor of the Lorenz butterfly. Wikipedia tells us:

In chaos theory, the butterfly effect is the sensitive dependence on initial conditions in which a small change in one state of a deterministic nonlinear system can result in large differences in a later state.

Lorenz and his meteorological colleagues provided a mental picture:  a butterfly, minding its own business and fluttering about, can set into motion a growing disturbance that might generate a hurricane half a world- and weeks downstream.

The idea stuck. It has become the starting point of meteorologists’ stock rebuttal to all those folks who complain that weather forecasts aren’t that great.  

But perhaps Lorenz’ butterfly is a metaphor for life itself. Some reflections:

First, our individual lives and actions matter. Very cool! We yearn to make a difference. We hunger for our lives to have meaning. Gandhi’s profound quote speaks to this primal need and actually shows us how to satisfy it. he tells us that the greatest way for each of us to drive change – perhaps ultimately the only way we can make a lasting difference – is through our core character and nature. If and when we try to force change on others our efforts will (and should) fall short.

But we can’t fake it. If we change our own behavior, but it’s only an act (recall the original Greek word for actor was hypocrite), we fail to achieve the desired result. The only real and lasting influence on others or events that we have stems directly from our true essence, our being – nothing less. If others find that attractive, they’re inspired to follow suit and our influence will grow. If not, our impact will wither away.

It’s possible to sleepwalk through our reflection on this and only get part of the message – to conclude that Gandhi was right, but that he was at the same time implying that we should be satisfied with having some small individual-scale influence, not one that is earthshaking.

This is where the butterfly flutters in. Gandhi was going big. He was hinting that society, like the earth’s atmosphere, has attributes of a chaotic system. He was saying something more like: if you can master and hold fast to the needed or desired change in yourself, then that change can grow to become a reality of the larger world outside. In fact, that may be your only path to initiating big change.  

Second, we’re superior to that butterfly. We’re aware and intentional about the big picture, and what we want to accomplish in that larger arena.  The butterfly’s fluttering reflects a search for food, aquest for a mate, eons of Darwinian programming and the resulting bits of DNA – no more. In some but not all cases the butterfly may be migratory; it’s fluttering may have direction. But the butterfly is living in the moment. That distant hurricane is never on its mind. It has no idea whether its movements are generating such an extreme or ameliorating one. (Is its problem ignorance, or is it apathy? The butterfly doesn’t know and it doesn’t care.)

(That saves the butterfly a lot of frustration. Because in chaotic systems such as the Earth’s atmosphere, not all places and times are equally responsive to small changes in the initial conditions.  Only occasionally will a given butterfly find itself in a position of influence.)

Natural to feel smug in comparison. We humans can conceive of and hold to larger aims and purposes, and we are self-aware. We can see our progress towards these life goals – or instead know that we’re experiencing a rough patch – floundering about or even losing ground. We have a sense of which way we want things to go, and which way our world is tending. And a large part of being the change we want to see in the world stems from the educational path we choose and jobs we take and where and with whom we settle. We can do much to put ourselves in positions where our small contributions can make a big difference.

In the year 2023, when it comes to making a needed difference, we’re in a target-rich environment. The world needs betterment in many ways. A pandemic has shaken populations and ways of life. Recovering economies are fragile, struggling to cope with inflation and labor shortages. Meanwhile, food shortages loom. The environment, habitats, and biodiversity are on the wane. Inequity and injustice are rampant. War, terrorism, and violence wrack every continent; major actors like China and the United States are saber-rattling (and drawing other nations in). Autocracy is on the rise; democracies seem to be heading in the other direction. Given the vast scale and ubiquity of these woes, it’s easy to start (and easy to end each day depressed).

Together Gandhi’s wisdom and the butterfly’s exclamation point show us a path forward and give us hope.

But not so fast…

A third, more sobering aspect: intentionality itself has its limits. A small example from literature; Wikipedia tells the story:

The Jungle is a 1906 work of narrative fiction by American muckraker novelist Upton Sinclair. Sinclair’s primary purpose in describing the meat industry and its working conditions was to advance socialism in the United States. However, most readers were more concerned with several passages exposing health violations and unsanitary practices in the American meat-packing industry during the early 20th century, which greatly contributed to a public outcry that led to reforms including the Meat Inspection Act.

Scholars have generalized this dilemma in what is they call the intentional fallacy, saying “the design or intention of the author is neither available nor desirable as a standard for judging the success of a work of literary art”. How bad does this get? In our pessimistic moments, we speak of good intentions as “paving the road to hell.”

It doesn’t take much imagination to see similarities between the public’s reaction to warnings about climate change and its risks and the unanticipated, redirected uptake a century ago in response to Upton Sinclair.

Fourth: maybe, just maybe, there’s a Higher Level of Intentionality at play. This is not a new idea; it’s goes back a long way, some 2500 years or more.  Proverbs 16:9  (quoted above) makes clear that the people of that day (and place, the Middle East) were quite aware of the limits of intent. They saw it as the result of a hand of a Higher Power – God as they understood him. Taken by itself, the quote speaks of God’s final say without a judgment on whether that final say is a good or bad thing. But the larger context of the dozens of other proverbs and the Old Testament itself suggest they saw a God who favored plans aimed at equity, fairness, and general benefit, while working against plans to do evil. This picture of God expanded considerably as a result of later Mideast events memorialized every year since.

Change beginning requiring no more of us than merely remaking our individual selves? Change “going viral” in that deterministic nonlinear system we call society, and thus remaking the world – for the better? Reasons for hope this Easter weekend.

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Conjecture: If God can be okay with doubt, then so can we.

“A God who let us prove His existence would be an idol.”Dietrich Bonhoeffer

Tim Palmer, in closing out his extraordinary book The Primacy of Doubt, takes readers into the realm of the spiritual, contemplating what that primacy might tell us about God’s nature, about free will vs. determinism, or even about God’s existence or non-existence.

Virtually everyone who’s ever lived has pondered such questions, although at varying levels of depth. But even those who have been the most thoughtful – have expended the greatest effort – have concluded questions of God’s existence or nature will never be resolved.

Early in his exploration of this topic, Palmer makes this statement: “From spirituality comes the concept of a caring god, a supreme and yet personal creator. Many of those who believe in such a god do so because they seek a purpose in life…”

He goes on a bit later to say “As scientists we can mock such views for their naivety or for the quaint anthropomorphic character (God as a wise old man with a white beard, for example). However, the fact of the matter is that there are many profound uncertainties about the nature of physical reality. We have discussed some of them here. How can scientists dismiss such views about religion and spirituality when their own theories are riddled with such deep uncertainties?” [Emphasis added.][1]

This strikes a responsive chord. It seems miraculous in a way that physics works so accurately on a practical level when the universe is largely dark matter or dark energy. An (admittedly irresponsible? Tongue-in-cheek?) analogy: Suppose you had an auto mechanic replace a faulty muffler on your car. You’re expecting a bill for $800. Instead your mechanic presents you with a bill for five or six times that much. When you question the cost, he says, “well, the $800 charge is a small fraction of the ‘dark’ charges, which can’t be measured or detected in terms of their results on the car or its performance, but are in reality 85% of the total. You’re actually lucky I didn’t charge you additionally for the dark energy I expended in labor.” And you say, “Of course! How silly of me to forget that! Thanks for that free dark labor! And did I fail to mention? I admire your 700-pound brain and profound research so much!”

Yeah, right.

But let’s turn now to brief conjecture on God’s view of doubt. Start with Palmer’s statement  that many believe in a caring god who is a supreme and personal creator because we seek a purpose in life. In a sense, that’s tantamount to inventing god (some say that’s indeed what we’ve done). But if God exists separate from our imagination, it might better be said that we merely discover God. In fact, it seems more likely a Creator God would actually take the initiative, and that what is happening is that we encounter or experience God. Some (many? most?) theologians conclude that God’s purpose for Creation is to be in loving relationship (there’s a lot more to this notion than space here allows us to pursue). From there it’s a small step to say that same God wants us to have free will; otherwise the relationship is not particularly meaningful – no more than that between Pygmalion and his statue. (A brief aside: allowing free will does not limit God’s power if He retains the power to redeem any and all events and circumstances for His purposes.)

In our day-to-day experience, relationships based on inequality tend to be one-sided, unhealthy. That’s why speaking truth to power is a thing. The challenge increases the larger the inequality. The higher leaders climb in an organization, the gentler, the more open and transparent they must be if they are to foster the best possible outcomes from those reporting to them. This becomes the greatest challenge they face: how to foster creativity, innovation, risk-taking, equity, inclusion in the face of the hierarchy. Most leaders fail, too-often finding themselves surrounded by sycophants telling them only what they want to hear.

Back to a creator god: since the inequality in the god-creation relationship is truly vast, mere gentleness and unselfish love no longer suffice. Only if that god introduces fundamental doubt with respect to his very existence does he stand a chance that his creation can fully develop, and the resulting god-creation relationship be truly meaningful and worthwhile. Thus it seems likely that fundamental doubt about His existence is something God intentionally introduces, versus something that merely happens to Him by virtue of some transcendent necessity.

So… doubt does seem indeed to have primacy, reinforcing Palmer’s thesis[2].


[1] It should be noted that in addition to Palmer many scientists, including several notable ones (e.g., Francis Bacon, Isaac Newton, Charles Darwin, Albert Einstein, Francis Collins), have expended some thought on these subjects, reaching various conclusions, and changing their views over their lifetimes.

[2] A bit of an apology. Blog posts – necessarily brief, and written in haste – don’t really lend themselves well to big thoughts. This post conatins a lot of shorthand. In addition, it’s at best incomplete, rough around the edges, and very possibly, even deeply flawed.

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The Certainty Trap: weekend reflections on The Primacy of Doubt

“You lye, you are not sure; for I say, Woman, ’tis impossible to be sure of any thing but Death and Taxes.” – Toby Guzzle, a character in a play The Cobbler of Preston, by Christopher Bullock (1716)

(“Nothing is certain but death and taxes?” Usually attributed to Benjamin Franklin, but the priority really traces back further.)  

___________________

Do you want to contribute your bit to progress in basic physics as well as branches of applied and social science that people care about – e.g., meteorology, economics, the science of the brain, the science of war?  The physicist/meteorologist Tim Palmer, in his delightful and substantive book The Primacy of Doubt, suggests to succeed you should embrace uncertainty-and-the-way-it-shapes-reality as your starting point, in whatever direction you set out.

Actually, in his book and its structure, he hints at something more rather more grand and encompassing: Acknowledging the primacy of doubt is the way to do life.

In his Opening Note, he says to the reader, “ …you may wonder, since pretty much everything in life is uncertain [emphasis added], why I focus on the particular, seemingly disparate [scientific]topics singled out in this book…”

In his Introduction, he picks up the theme again: “UNCERTAINTY IS AN ESSENTIAL PART OF THE HUMAN CONDITION. We don’t know if we will be run over by a bus in the coming week or win some stupendous prize…Perhaps we might wish for supernatural powers to predict the future and relieve us from the stress of living under such uncertainties. But what sort of people would we be if we had these powers? If we knew for certain what was heading our way, would we still be the creative, get-up-and-go species we are?”

And at book’s close, he makes a foray into the spiritual, and into conjecture on the existence and nature of God, he draws a parallel to the cosmological invariant set. He makes a final mention of the Lorenz attractor, drawing attention to its butterfly-like appearance, and Lorenz’ discovery of the butterfly effect. He asks hypothetically if we were to construct a picture of the global fractal geometry of the cosmological invariant set (which he acknowledges is well-nigh impossible), might it not look like the multi-faceted face of God? His final sentences? “It feels like an intriguing idea. But of course I have my doubts.”

Wow. Doubt: the alpha and omega of real-world living.

But there’s more to this story. Just as Franklin didn’t originate “his” ironic aphorism about the unique certainty of death and taxes, this idea of doubt as fundamental to real world living isn’t uniquely Tim Palmer’s[1].

The world has come at this in a variety of ways. One fairly recent articulation is the so-called  Certainty Trap (apologies for the link here, which only shows the large variety of starting points for pursuing this idea further).

Ilana Redstone is an eloquent voice in this space. An example, with respect to politics; she says this:

“In the case of thorny issues, certainty can be an invisible trap… [by recognizing it] we can better understand and navigate disagreements far beyond those that concern the existence of God. Certainty often leads to a tendency to be dismissive or disdainful of ideas, positions, or even questions that one doesn’t agree with—particularly when those ideas, positions, or questions touch beliefs we hold dear. The most difficult problems set in when we hold them so closely that we cease to realize they’re personal beliefs at all.

One of those problems is political polarization. The term is vague, but here I’m using it to refer to multiple, interrelated factors. One factor is the way the primary political parties have adopted increasingly more extreme positions, especially in the United States. Another is the growing tendency to express disdain not just for the position one doesn’t agree with, but for the moral character of the person who holds it… 

Her perspective merits a read in its entirety; hopefully this whets your appetite. For example, later in that same piece she writes (those of us who are scientists might take special note):

“The fight against mis- and dis-information—a worthy goal—is often based on two flawed assumptions. The first is that definitive answers are known to the disputed points. The second, related to the first, is that the right people to provide those answers can be identified and agreed upon. Both assumptions are themselves often steeped in the Certainty Trap—a resolute unwillingness to recognize the possibility that we might not be right in our beliefs and claims.

Here’s another more recent piece by Redstone, focusing on tumultuous events at Stanford Law, but offering more general truths. An excerpt (again, you might want to read the fuller context):

So how can we avoid the Certainty Trap and engage without compromising core beliefs or countenancing views that we believe cause harm?

There are two basic ways. One is to be aware that the tendency to condemn the character of someone who disagrees with us comes from a certainty that is fundamentally inconsistent with the world we live in — even if that means examining our certainty around what constitutes harm itself.

The other is to recognize that no idea, value or principle is exempt from questioning, examination or criticism — by oneself or others. This second piece means clearly articulating our principles. After all, it’s difficult to question what hasn’t been named. But, again, it doesn’t require letting those principles go.

Ultimately, we don’t have to abandon our principles or our values — we just have to be willing to hold them up to the light and examine them. One way to think about avoiding the Certainty Trap is that it’s less about answering questions than it is about generating them.

Much to chew on!

A concluding thought. Avoiding the certainty trap, acknowledging the primacy of doubt, is a key first step to working with others to solve real-world problems, ranging from terrorism and war; to poverty; the environment and natural resources; and much more.

All this has been summed up in another aphorism: “It ain’t what you don’t know that gets you into trouble. It’s what you know for sure that just ain’t so.”

Of course, Mark Twain coined that truth. (Or maybe not…)

________________

 

[1] In fact, there may be a general truth here; the only truly unique ideas are minor, flawed ones. Truly good ideas are widely, perhaps even universally held; however vaguely, by all eight billion of us and those who have gone before. Our contributions lie, and are limited to, unique articulations of those.

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Remedial reading: The Primacy of Doubt.

Last Saturday, a uniquely-trusted source sent me this e-mail: I am reading Tim Palmer’s new book “The Primacy of Doubt” … if, by chance, you have not yet read this one, I think you would love it.

Advice from a trusted source? The name Tim Palmer, a leading light, not merely in a single field, but two – meteorology and basic physics? And the subtitle: From Quantum Physics to Climate Change, How the Science of Uncertainty Can Help Us Understand Our Chaotic World?

How could a meteorologist remain unmoved? Of course I bought it! The book has already been out for six months (eight billion people are busily accomplishing a lot while our backs are turned), so my reading was belated. Fortunately, in this age of instant gratification, the Kindle edition was in my hands within minutes. Had finished my remedial reading[1] by midday Tuesday.

Bottom line? If you’re a regular reader of LOTRW, chances are good you’ll want to buy this book and master it. Unique in its accessible presentation of chaos theory and its application across basic physics, meteorology and climatology, economics/financial crises, pandemics, war, science of the brain; and even our free will, consciousness, and God. No chaotic system left unturned.

Those interested can find any number of more comprehensive reviews of The Primacy of Doubt online. These are uniformly positive. Instead of merely piling on, I’ll focus on a few quick initial impressions and personal takeaways.

Inter alia, the book makes clear:

  1. Doubt is truly primary. Back in 2007, NASEM’s Board on Atmospheric Sciences and Climate published a landmark report entitled Completing the Forecast: Characterizing and Communicating Uncertainty for Better Decisions Using Weather and Climate Forecasts. They captured the rationale this way “Uncertainty is a fundamental characteristic of weather, seasonal climate, and hydrological prediction, and no forecast is complete without a description of its uncertainty.” Palmer is suggesting rather the opposite: characterizing the uncertainty is not some mere add-on, but rather a foundation of the weather forecast process. And furthermore, he argues it would make for a similarly useful starting mindset in the initial approach to economics[2], public health, and all the other applications he treats.
  2. Ensemble forecasting is essential – not merely useful. Palmer reminds us that when confronted with a chaotic system such as (but not limited to) the Earth’s atmosphere, the means to improved predictions do not lie so much through more detailed, accurate measurements of the initial state and greater model resolution, but rather through multiple less-detailed forecast runs designed to reveal the sensitivity of the forecast to slightly different initial conditions.
  3. Limits to the predictability of chaotic systems are intrinsic, not simply technological.
  4. Predictions per se differ from projections (the latter are conditionally dependent upon possible system responses to the predictions – e.g., human responses to environmental and economic forecasts).
  5. Uncertainty and doubt shape the implications of climate science for policy.

(Could add much more, but this gives a flavor…)

In closing, The Primacy of Doubt provided me a small personal gift – two (quite tenuous) touchpoints to my father Robert Hooke and his work, which I’ve mentioned from time to time in LOTRW. First, in discussing the geometry of chaos, Palmer dips into fractals, noting in passing that the arithmetic of fractals can be accomplished using p-adic numbers. I’d heard this latter term, but only because my dad had earned his Princeton Ph.D. with a thesis entitled Linear p-adic groups and their Lie algebras (published a year later in Annals of Mathematics, in 1942). This was an occasional dinner-table topic when my younger brother and I were growing up. At the time my puny adolescent brain absorbed little more than the thesis title and the idea (promulgated over my entire childhood by our mother, who was my dad’s biggest fan) that dad had mathematical superpowers.

Second, in The Primacy of Doubt chapter on weather, Palmer discusses a so-called annealing algorithm that uses noise to avoid being trapped by local peaks in searches for true optima.

This also struck me as vaguely familiar. In mid-career my dad had left pure mathematics to go into statistics and operational research, doing a postdoc under John Tukey at Princeton. Years later, while at Westinghouse, dad and a colleague, Terry Jeeves, published “Direct Search” Solution of Numerical and Statistical Problems in the Journal of the Association for Computing Machinery (JACM)., 8 (2) (1961), pp. 212-229. The paper described the mathematics behind an analog device they’d patented for identifying optima in the absence of guiding mathematical formulas (a paper that’s since been cited nearly 6000 times in this A.I. world). My (still) puny but now “mature” brain wondered if there might be an association between annealing algorithms and this work. Willy-nilly, I googled the phrase “simulated annealing Hooke Jeeves” – and was rewarded with a sizeable number of hits.

Isaac Newton once said “If I have seen further, it is by standing on the shoulders of giants.” Tim Palmer’s wonderful book drives that point home, putting into context the work of Einstein, Mandelbrot, Lorenz, Penrose (and even Palmer himself). But at the same time we’re reminded that we stand equally on the shoulders of the ordinary but far more numerous unknown scientists who made quotidian advances into the endless frontier.

Thanks, Tim! (Thanks, Dad!)


[1] (Full disclosure), the word “read” in this context requires some explanation. The Primacy of Doubt is a serious work. Though intended to be accessible to the general public, in places it can be heavy going. Instead, I read this book the same way I read Tolstoy’s War and Peace – in a single day, years ago. I was home sick from high school; my 1950’s vintage world didn’t include today’s rich abundance of internet entertainment options. Needing something to do, I started reading before breakfast and confronted immediately a thicket of Russian characters, each with several patronymics. Impossible to sort out who was who! But I decided to forge on, willy-nilly, trusting that the people who mattered would be familiar to me by book’s end. Sure enough, it worked (though the material that “sticks” today deals more with the Napoleonic wars, Russia’s scorched earth policy, and conditions in tsarist Russia than any of its literary chops).

Applied the same strategy here. Figured that even if I didn’t get a concept that mattered the first time around, the topic would be revisited, applied to another context, expanded, and clarified later on. This worked to some extent, though not so well for the quantum-mechanical bits! Spent some time the past couple of days rereading those, with good results, though if Tim Palmer were to show up at my door brandishing a pop quiz, I’d flunk.

No worries! The Primacy of Doubt is now a member of that small handful of books worth reading again and again. I’ll master it eventually (though, by then, Palmer will likely have turned his quantum mechanical conjectures into groundbreaking theoretical advances… and further papers and books).

[2] Palmer cites Richard Bookstaber’s The End of Theory: Financial Crises, the Failure of Economics, and the Sweep of Human Interaction here. LOTRW provided a review when the book was first published.

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Everything, Everywhere, All at Once!

(writing this post in haste – wanting very much to post it before tomorrow evening’s Oscar Awards. Apologies in advance for any resulting rough edges.)

Meteorologists are in the business of making forecasts. And although the Navier-Stokes equations are silent on the Academy Awards selection process, I’ll venture a prediction: The Oscars will be a big night for Everything, Everywhere, All at Once. (Space prevents a detailed summary of the film here; many of you may have already seen it. The link provides extensive background; you might also watch the trailer to get a flavor)

Hardly going out on a limb! Reviewers such as Roger Ebert who make such projections  for a living give the film strikingly high marks. The praise is near-universal. Even seasoned critics are offering comments such as “This movie is easily going on my top 10 favorites of all time list.”  Rotten Tomatoes’ Tomatometer, compiled from 381 reviews, gives it a 95%. And expert Oscars forecasters see a big night ahead, subject to their usual caveats that the Academy process is political. (To say the least. Many influences come into play, reflecting the needs and aspirations of the industry, the demographics of the voting population, and more.)

Importantly, the critical acclaim is more favorable (slightly) than the audience reaction; the Rotten Tomatoes audience score is a (still high) 88%.

(Full disclosure) the movies my wife and I watch recreationally have this ratio of audience score to critical assessment reversed. We don’t normally watch films that make us think too hard. And preserving our absolutely wonderful marriage is my top priority, so I normally defer to my wife’s viewing preferences. (Incidentally, this means a lot less attention to the NFL and MLB than I might prefer.)

But occasionally (for the Super Bowl; or for this-or-that important individual game) I request a special dispensation. And I did so here. A two-hour time block is a big commitment for us. Given this, saying “let’s watch an action movie about a woman who owns a laundromat and is dealing with family issues and with the IRS” is a hard sell. Worse, I had to admit in advance that while viewing, we would struggle to follow the plot line even in the most general way and be bewildered/overwhelmed by a rush of complex, sometimes violent action and detail (another forecast that verified). Also watching this movie through a home-streaming option is (relatively) expensive. But I wanted to see it. So I begged.

Why? And why do I recommend/wish to inflict this experience on you?

Two reasons. The first applies to everyone living on the 21st-century real world. The film mirrors much of our actual lives. However real the multiverse may be, we don’t really live in it consciously day-to-day. But the chaos of actual 21st-century living gives the flavor. Most of us daily attack stupefyingly complicated and relentlessly demanding careers. Whether at home or at the office the day job is a grind. The larger context? Hardly stable or in any way reassuring. Our world constantly teeters on the brink of collapse: the global economy. Co-existing unemployment and workforce shortages. War in Ukraine. Tensions with China. Terrorism. The reverberations of the pandemic. Immigration: populations  on the move in the face of climate change, famine, geopolitics. Drugs. Drought. Floods. Unusual winter storm patterns. Earthquakes. A sense that our daily individual actions and decisions at the same time (a) have profound consequences and (b) don’t make a difference. Family relationships – spousal, parent-child, etc. – fraught even in the best of times – are dangerously frayed by this world’s pulls.

To repeat: the whole multiverse shtick, profound or unfamiliar as it may be, doesn’t feel like much of an extension of today’s real-world challenges. So at the movie’s end, when everything comes down to those deep family relationships, it’s a strangely reassuring reaffirmation of what matters most to all of us. It’s actually celebratory.

Second, the LOTRW readership is largely a community focused daily on understanding big, chaotic systems like the Earth’s ocean and atmosphere, the Sun, and their impact on individuals and social systems. The chaos seen here is mother’s milk to meteorologists.

As a small, whimsical footnote to drive home the point. When the movie came out, the title had a bit of familiar ring that I couldn’t place. Finally, last night, during a bout of insomnia, I remembered why. It’s associated with this bit of doggerel, dating back to 1957 (!) from our AMS community[1]:

More data, more data,

Right now and not later.

Our storms are distressing,

Our problems are pressing.

We can brook no delay

For theorists to play.

Let us repair

To the principle sublime:

Measure everything, everywhere,

All the time.

More data, more data,

From pole to equator;

We’ll gain our salvation

Through mass mensuration.

Thence flows our might,

Our sweetness, our light.

Our Spirits full fair, our souls sublime:

Measure everything, everywhere,

All the time.

(emphasis added).

Meteorologists have known for decades that the flapping of a butterfly’s wings can change weather, and therefore change history. We make our living not just witnessing everything, everywhere, but quantifying and predicting it – and not just “all at once” during the occasional violent event, but “all the time.”

Everything, everywhere, all at once? We’ve got this.


[1] Poem by A. Fleisher. Originally published in 1957 in the Proc.Sixth Weather Radar Conf., American Meteorological Society, Boston, MA, p. 59. Slightly modified by Peter Black, NOAA’s Hurricane Research Division.


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Per Tony Stark, (re-)inventing human herd immunity to natural hazards.

(completing the thought of the previous LOTRW post)

Humanity is far down the path to developing herd immunity with respect to covid-19 and derivatives. Time was, our paleo-forebears “invented” an artificial but similarly effective resilience with respect to weather, climate and other geophysical extremes. How?  By observing and mimicking the innate behavior of animals and plants – following the latter’s seasonal migrations and changes. In this way nomads and pastoralists not only maintained a (somewhat) steady food supply but also gained a side benefit: they minimized the worst impacts of a sometimes-violent Earth’s rhythms of flood and drought and intense heat and cold. In retrospect, this prehistoric way of doing business might be thought of as an early form of  sustainable development (call it sustainability-version-1.0).The characterization is too grand by half; aside from the pastoral overlay, human practice did little more than plagiarize the behavior of other predators in the ecosystem.)

However sustainable, nomadism had its limits. Humanity, individually and collectively, imagined greater opportunities. Generations of such vision and ambition led to today’s agriculture, advanced economies, urbanization, and the accelerating technology and social change. Millennia of innovation have greatly increased human numbers, extended lifespans, and enhanced the quality of those lives.

The improvements have also exposed humanity to new and unanticipated downsides. These include, but are not limited to, climate change; loss of habitat and biodiversity; and a widening gap between the advantaged and disadvantaged, accompanied and aggravated by the complacency of the former and a backlash of the latter. Human successes have also occurred in a time short compared with natural climate variability and the recurrence of Earth’s extremes. As a result, year-by-year flood and drought, hurricanes and winter storms continue to surprise – to expose unforeseen vulnerabilities and risks of unprecedented scale (illustrated most recently, for example, by the Pakistan floods and western U.S. water shortages) latent in our current (often novel and therefore untested) ways of doing business.

In sum, we have exchanged sustainable development for brittle, possibly short-lived, affluence – and even that small advance isn’t equitably accessible to and enjoyed by everyone[1]. Can our current practices can be maintained over the long haul? The jury is out.

Hence societies’ worldwide efforts to overlay our ways of doing business with various forms of protection against hazards. Akin to The Avenger Tony Stark’s development of his Ironman suit of sci-fi armor, we seek to create and “wear” improved resilience.

Many early attempts have focused on engineering: levees and dams to deal with cycles of flood and drought; HVAC to cope with seasonal extremes of heat and cold; new methods of building design and construction to withstand storms and high winds. Because these and similar first-generation fixes provide mere resistance to hazards (as opposed to true resilience) we might call them Ironman v1.0.

Today’s globally-connected ways of living have altered the vulnerability profile. Though loss of life and property damage still matter crucially, hazard threats are in equal measure about disruption of flows of commerce and trade through impacts on critical infrastructure, such as roads and rail; electrical power and other forms of energy; water supplies; waste disposal; etc. Here in the United States, the ice storms and heavy snows of the winter season have brought home the importance of keeping the lights on, roads passable, and more.

Think of it this way. Ironman v1.0 “protected the wearer from physical harm,” but Ironman v2.0 focuses on uninterruptible critical infrastructure, equipping the wearer to “continue to function, not simply survive.” Such extended capabilities require nations and peoples give attention to land use; assess and reduce hazard risks to physical plant-and-function of networks responsible for maintaining power, food and water supplies, waste disposal, transportation, communications, financial transactions; and more.

 An aside: Weather, climate and other geophysical extremes present themselves quite differently around the globe. Polar threats are different from the hazards at tropical latitudes. Coastal threats differ from those inland. Earthquakes and vulcanism are driven by plate tectonics. Many of the threats are quite local in nature, and they encounter local populations and settlements that vary widely in terms of urbanization, economy, technology, and culture. The world therefore presents many microcosms of the larger hazard challenge. This has led to piecemeal approaches and a corresponding diversity in appearance and function of Ironman suits worldwide. The effect has been to accelerate innovation (a good thing) but at the same time progress has been uneven and blind spots and gaps still remain (and remain to be discovered) in the protection needed.

To build true resilience to hazards across our society – to build true herd immunity to natural hazards into our DNA – something much deeper and more pervasive is needed (Ironman v3.0 as it were). An exhaustive treatment can’t be given here, but the basic elements include:

  1. Learning from experience. Instead of merely rebuilding-as-before after disasters, and therefore condemning future generations to live under the same cloud of disaster risk, we need a culture change. We need to achieve holistic understanding of the causes of disasters we suffer (an example in the current news might be nailing-down the origin of the covid virus; another, ongoing example might be the attribution of certain disasters to climate change) and make appropriate changes in action or behavior. Building-back-better (though unfortunately identified with a single political party) comes to mind. Also, as has been noted many times in LOTRW posts, we would do well to adopt the NTSB mantra: “this or that calamity must never happen again.” (The original LOTRW post on this topic was followed by many others over the past decade.)
  2. Learning period-full-stop. Learning-from-experience is part of a larger context of education more broadly. That begins with the subjects of natural hazards and the engineering and social approaches towards hazard risk reduction specifically. Experts tell us that K-12 public education on these topics is middling-to-poor at best. But the problem is far broader: trained-labor shortages pose one of the biggest challenges facing the implementation of green technologies. And mere technical training is not enough. Education – setting these topics in the context of societal values is essential. That’s because the last element needed is…
  3. Equity. In today’s connected society, resilience can never be fully realized until it’s universal. All of us, whatever our role in the world’s interlaced demand and supply chains, need to cooperate from protected platforms to keep economies going and social fabric intact in the face of natural hazards. Game theory and social science continually show that fairness is essential, not merely helpful here.

A closing thought. Avengers:Endgame audiences might recall Tony Stark/Ironman’s role in disintegrating the supervillain Thanos[2] and his army once and for all, thereby saving the human race from extinction.

Stark sacrifices his life to this end. If humanity is to build and sustain resilience to natural hazards, many of us will have to give our lives to this cause – not in some cataclysmic climax, as Stark did, but through the steady, continued expenditures of our time and talents.

😊Totally worth it!


[1] LOTRW – the blog and the book – explore this.

[2] One source, Michael Jung, tells us that  Thanosthe Mad Titan, has one of the most threatening names in Marvel Comics. In Greek, the name “Thanos” is a short form of the personal name “Athanasios,” which means “immortal.” The name, however, is also derived from the name “Thanatos,” a Greek mythological figure who carries humans off to the underworld when their lives are done.

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To build “herd immunity” to natural hazards, channel Tony Stark.

Herd immunity to pandemics is a thing – actually, something of a human superpower.

However, herd immunity to other hazards, including weather and climate extremes, is not. No human superpowers here! But perhaps we could emulate the fictional Marvel character Tony Stark – and invent some.

Digging a bit deeper:

Humanity is more-or-less successfully coping with covid-19 in much the same way as it has handled previous pandemics over past millennia – through the buildup of:

Herd immunity (also called herd effect, community immunity, population immunity, or mass immunity) is a form of indirect protection that applies only to contagious diseases. It occurs when a sufficient percentage of a population has become immune to an infection, whether through previous infections or vaccination, thereby reducing the likelihood of infection for individuals who lack immunity.

Today, we recognize herd immunity as an example of a basic biological process we call natural selection. The idea (and the label) has been around long enough that today it seems ordinary. But when Charles Darwin and Alfred Russel Wallace introduced it in 1858 it was electrifying. To recapture the feel for the early impact of that notion, let’s speak of a human superpower – one built on a three-fold foundation: 1. The pre-existing diversity in people’s immune systems allow some – perhaps many – to survive a pathogen’s initial attack. 2. Human immune systems are trainable. 3. Virtually all human beings share these traits; generally speaking, access is not (directly) restricted to a limited, privileged few. The ultimate result? Successive pathogen onslaughts encounter a more resilient population and fewer pathways for infecting any remaining vulnerable human hosts.

A key point. As the definition notes, innate herd immunity can be augmented by intentional societal action. In the covid-19 instance, researchers quickly mapped the virus genome, and drew inferences on its sources and ways of working. Others developed tests to detect the presence of the virus. The pharmaceutical industry invented vaccines to train and strengthen natural immunity at the individual level (as well as antivirals to constrain the severity of individual infections). The larger society adopted habits such as mask wearing, social distancing, teleworking, and remote learning to protect against disease transmission.

Pandemics, however, are not the only doomsday challenge we face. And when it comes to the others, we lack a built-in physiology that might help us survive. What to do? The answer differs from challenge to challenge, but let’s start with natural hazards – primarily cycles of flood and drought, and severe storms such as hurricanes, but also including climate change, earthquakes, and vulcanism. These matter because our host planet does its business through extreme events. Earth’s ecosystems and the individual plant and animal species they comprise have nearly-perfectly adapted both their structures and their behaviors to the timing and nature of these extremes – capturing their benefits, and minimizing their associated hazards.  The global migrations of birds and whales, seasonal births of many species timed to take advantage of plentiful food supplies, and hibernation are just a few examples.

Early on, the human race enjoyed a similar success, through nomadism: hunter-gatherers simply followed the migrations of wild game, and pastoralists moved their herds and flocks to productive grasslands. In this way they kept losses low and at the same time kept food on the table.

But wait! There was no table. No furniture of any kind. No shelter of any permanence. Keeping pace with migrating animals and seasonal changes required traveling light. Shelter and possessions were kept to a minimum. Nomadism had its limits; work was relentless and wealth accumulation not in prospect.

Human creativity and cleverness helped our ancestors see clear opportunities – advantages of truly marvelous consequence and scale – that would be offered by agriculture, by trade, and by built environments, if we would only root ourselves in fixed place. What we saw less clearly was that these advances would be accompanied by novel vulnerabilities to hazards[1]. An earthquake threat is magnified by building collapse. Drought poses a greater hazard to a society dependent on monoculture. And so on.

While the opportunities posed by fixed settlement, economic specialization, and technology advance were evident and immediate, it has taken time for the attendant shortcomings and vulnerabilities to manifest themselves. What’s worse, even as the risks have become more evident, continuing scientific and technical advance and social change have further mutated the vulnerability. Particularly challenging has been the rapidly growing dependence on critical infrastructure – early on, in the form of civilization’s dependence on roads, on water supplies, and waste disposal – and more recently on energy (especially electricity), and on communication; and on soft infrastructure like centralized financial, educational, and healthcare networks.

Enter the (entirely fictional) Marvel character Tony Stark, who:

…is initially depicted as an industrialist, genius inventor, and playboy who is CEO of Stark Industries. Initially the chief weapons manufacturer for the U.S. military, he has a change of heart and redirects his technical knowledge into the creation of mechanized suits of armor which he uses to defend against those that would threaten peace around the world. He becomes a founding member and leader of the Avengers.

Mr. Stark possesses no superpower. But being clever, he conceptualizes and builds some, most notably his Iron Man apparel. As a society, we need to do the same if we want to cope with weather, climate, and other geophysical threats with superpowered effectiveness.

What might that look like? More details to come.


[1] And disease as well; pathogens have historically found new opportunity in crowded urban environments.

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