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Record global temperatures and U.S. billion-dollar disasters (climatecentral.org)
80 points by Brajeshwar on Dec 20, 2023 | hide | past | favorite | 114 comments



I see that many have noted that this is not inflation adjusted, which would be a good start.

But more importantly, this needs to be as a percentage of the total infrastructure (or real estate to make it easier to compute) in the area.

IIUC as a percentage of total real estate value the amount of damage has been going down over time, as one would expect.


When you look at nooa data, it's not even a record, adjusted or not, 2005 and 2017 were worse by a lot. https://www.ncei.noaa.gov/access/billions/


It's not in total damage, but number of events, i.e. 25 this year so far.


but that's meaningless, because they're only counting 1billion plus events.


>But more importantly, this needs to be as a percentage of the total infrastructure (or real estate to make it easier to compute) in the area.

>IIUC as a percentage of total real estate value the amount of damage has been going down over time, as one would expect.

You could plausibly tell a story with the absolute numbers though. For instance, if people are increasingly building and/or moving to disaster-prone places, that would still be bad, even if damage as an absolute % is lower. However, after reading the article and skimming the site it seems like the general narrative that they want to push isn't that, and is instead something along the lines of "climate change is real and is causing so much harm, look at all these disasters!". I believe in climate change and think it's causing serious problems, but I'm also against shoddy reporting, even if it's for an agenda that I support in principle.


Yeah but then you might not get that spicy headline...


Wouldn’t adjusting historical values for inflation actually increase the magnitude of the numbers? Eg $100 in 1980s is $300 in 2023 (or whatever, not real numbers) - the number is larger, not smaller.


Yeah so the number of billion dollar disasters would normalize as a consequence. Older years would get more and later years less as the currency loses value from the former to the latter. Inflation alone means you'd expect more billion dollar disasters over time.

Someone below points out that inflation alone wouldn't explain the growth though and beyond that someone else notes its adjusted for CPI.


I think that's the point...


A bit of battlefield preparation for the coming massive insurance rate increase for eastern coastal cities? perhaps.


Coming? It’s already started (FL and GA).


Insurers are abandoning California, due to increased wildfire risks, also linked to climate change.


Every failure of government is now conveniently "linked to climate change".


This is not "failure of government," it is competing (even reasonably good-faith) interests, which are today in unanticipated opposition as a result of (wait for it) climate change.

No climate change? No problem.

Since that's not going anywhere, something has to give. A renegotiation of the distribution of previously externalized costs between insurers, government, and society is inevitable.


For decades, fire management policy (state and federal) in California has been to suppress all fires. Naturally, fuel built up and the resulting fires became harder to control, until they were no longer able to control them.

That's a failure of government.


And climate change is making it worse. It isn't just the government's fault.


Also, why the number above some arbitrary value and not just the total dollar cost?


If there are several different metrics which you could plausibly report for a situation, then you use the one(s) for which the measured values are the best fit to your agenda.


Because total dollar cost is dominated by major hurricanes, which are rare, therefore any underlying trend would be invisible under the stochastic noise.

Frequency at a moderate severity level is much more stable and can give better insight.

As other posters already pointed out, the severity of the events should be adjusted for inflation, building characteristics, and total exposure.


Prices of things being destroyed goes up because of inflation, density of things being destroyed goes up because of population expansion. Unsure if anyone's keeping track, but Florida has had mighty large population inflows for years.


Florida is also the worst state in the country as far as natural disasters go. Most of the state’s real estate is completely uninsurable and has to be backstopped by the National Flood Insurance Program which tax payers have to bail out every few years.


>> Most of the state’s real estate is completely uninsurable and has to be backstopped by the National Flood Insurance Program

Which should not pay to rebuild there. Sure, pay to relocate/rebuild somewhere insurable.


Or pay to rebuild in a way that's at least somewhat resistant to weather damage instead of wood and cardboard.

Like, virtually all "disaster aftermath" footage from choppers and drones shows the remains of homes that would get you yeeted out of the planning authority's office here in Europe.


>> Or pay to rebuild in a way that's at least somewhat resistant to weather damage instead of wood and cardboard.

Maybe, but it's my tax dollars. I'm willing to grandfather in an existing home, but I'm not going to pay to rebuild with upgrades, and I'm not willing to pay a dime for the same property again in the future.

The rest of the country should not subsidize people living in high risk places.


There's nowhere in Florida that is insurable, though. Hurricanes are regularly wider than the entire state. Even if it just has one-half of the storm hit it, the entire state is still likely to be hit.


Then maybe that is a sign people shouldn't live there.


Or rather acknowledge that they are on their own if they do instead of expecting constant taxpayer bailouts.


I think that's a rather uneducated spoonfed media hyperbole. Hurricanes do damage for sure, but generally it is to: - older properties not up to code - coastal properties

Plenty of places in the state which are insurable, and at minimal risk, but are getting steamrolled by insurance increases. A good chunk of that is roofing insurance fraud. Nobody pays to reroof anymore out of their own pocket.


My comment is in response to a discussion about flood insurance. I wasn't intending to say every year hurricanes scrape the peninsula back to top soil and everything must be rebuilt completely. Are there parts of Florida that aren't flooded by every hurricane?

Rate increases for insurance in lower risk zones are what pay for repairs in higher risk zones. How many rate increases will it take before most people can't afford insurance? 76% of Florida's population lives in coastal counties[1] and if the remaining 24% of the population has to pay more to insure those high risk coastal properties, but can't (or won't) then it sounds like there is at the very least an insurability crisis which needs addressed.

1. https://www.usgs.gov/centers/spcmsc/science/florida-coastal-...


This is not right.

Most damage is from flooding due to storm surge which exists on coastlines. Wind and power outages happen and can take down trees just like elsewhere in the world but the massive destruction is caused by the force and amount of water on the coasts.

Building codes exist on probability of what can happen. When buildings were built, they had codes to follow based on the current time. When they are destroyed, they are rebuilt with new codes such as on stilts, better windows, different materials, etc. It isn’t like we just keep building the same building and expect things to change.

If you do live on the coast anywhere in the US, it should be a general assumption that at some point, that water is gonna be in your house or that your house is gonna be taken out by the water over its existence.


Most of the state lives in coastal counties, which are the highest risk areas as you mentioned. There isn't much "low risk" real estate to help pay for the high risk areas. Flooding in an already humid environment usually means mold in the house so I can't imagine there are many places that aren't at least somewhat flooded by a statewide hurricane.


What is "low risk"?

Just because a hurricane hits Miami doesn't mean the entire state feels it. It rains, streets may get backed up with water around the sewer just like there was a thaw of snow in northern states. You would be surprised how much of a city on the water is not in a flood zone.

You want to live on the water, you are mandatory to pay the fees to maintain insurance if you have a loan or if you own, you can roll the dice and not. Each storm causes areas that may have not been hit in decades to have higher premiums and areas that have never felt a storm in decades that are older builds get knocked down and rebuilt with new code and higher up to prevent another wipe out.


For the purpose of insurance, a 1% annual risk of flood is categorized as high risk. It calculates out to a 26% risk of being flooded at least once in a 30 year mortgage. "Moderate risk" is considered flooding between every 100-500 years.


Having weathered many, many hurricanes, it's a bit misleading to say this. The strength of a hurricane is basically an exponential decay function of distance from the eye. The eye wall destroys things. The immediate surrounding rain bands are equivalent to a bad, windy thunderstorm and throw stuff around (though they can reach heavily damaging strength in a Cat 4 or 5). The outer rain bands are any other rainstorm. Flooding is the most likely source of damage, and storm surge is a function of which side of the storm hits you as it turns counter-clockwise.


Sounds like a feature, not a bug.

If you can't get a private company to insure you, the government should (and does) insure you as a last resort, usually more expensive than any commercial insurance but still at a loss. But, paying out just to rebuild in the same spot is idiotic. The program should only pay out if you use that money to relocate and/or rebuild somewhere where you can get commercial insurance. If that means you need to move, so be it.

If you can just pay out of pocket to rebuild every few years, that's fine. It's not a human right to live on a beach in a state that gets nailed by a record-setting hurricane every 3 or 4 years (and several times in between).


Diffusing the insurance bill like this not only helps win votes in a swing state, it lets people pretend that global warming isn’t an issue and never will be an issue for a few years longer.


Is FL still a swing state?


Sort of. At the state level, the GOP has veto-proof majorities in the legislature plus the governorship. Democrats have only won the state’s presidential election 5 times in the last ~50 years. And o e of those (Clinton) wasn’t a majority. But it’s close.


Yes.


It's easy to criticize Florida, but California is also essentially uninsurable for earthquake risks even with government subsidies. While insurance is technically available, very few homeowners purchase it because it's just pointless. Premiums are high and if the big one hits we won't get much. Everyone sort of implicitly assumes that in a real disaster the federal and state governments will bail us out somehow even if we're uninsured.

And now some parts of California are also becoming uninsurable for wildfire risks. More and more homeowners are switching to government subsidized minimal coverage plans as commercial insurers increasingly refuse to write.

What we'll probably end up doing in Florida, California, and other vulnerable states is further tightening building codes so that structures are more resilient to natural disasters. Better to build something durable than to use insurance money to rebuild after every major disaster. The downside is that this will make housing even more expensive in areas where there are already critical shortages.


> And now some parts of California are also becoming uninsurable for wildfire risks. More and more homeowners are switching to government subsidized minimal coverage plans as commercial insurers increasingly refuse to write.

That's just FUD from the insurance industry. The vast majority (97%) of California home owners still have a competitive private option and the California FAIR plan insurer of last resort is a little more expensive but fully self funded, unlike the NFIP. To my knowledge it has never been bailed out by taxpayers since it was introduced almost sixty years ago. Most of the remaining 3% are in such remote areas they don't even have municipal fire fighters.

My parents have the FAIR plan in an exurb that hasn't burned in over a century and has had a major nearby wildfire a few years ago, but their immediate neighbors have private fire insurance. They have agreements with their insurers to kill all the small and medium sized plants on their properties with roundup, creating a 50-100 ft fire break around the houses. Since my parents bought the property to grow food on a ten acre homestead, they pay a little extra for the FAIR plan instead of killing everything.

Earthquake risk is hard to evaluate because of all the retrofitting. I'd be more worried about Seattle/Portland but yeah everyone just assumes California will be bailed out when the big one hits (just like we've been bailing out the East and Gulf coast for decades)


It's low lying and, geographically, is pretty much a magnet for hurricanes. Even aside from what I find is a miserable climate, I couldn't imagine moving there absent really compelling reasons.


And Florida did not have a major hurricane this year, so it will likely be worse next year.


I don't think that's how it works? (Probability)


That is how it works: it's regression to the mean. If you expect a major hurricane every n years and you didn't have one this year, the expected likelihood of one next year (1/n) is greater than what you actually got this year (0).

If the non-hurricane damage is independent, then you expect $(1/n * cost of major hurricane) additional costs next year. In a major hurricane year, you expect (1-n)/n fewer such hurricanes next year. And therefore you expect less expensive damage.

One could debate whether "likely to be worse" is correct. If there's a a major hurricane every 10 years, there's only a 10% chance of it happening next year. The expected value of the damage is higher, but it's still "unlikely" (as in, less than 50%) to happen at all. So it's expected to be worse, but unless there's over 50% chance of a major hurricane per year, it's not likely to be worse.

If year-to-year hurricanes are also independent, then knowing that there was or was not a hurricane this year, it's also no more or less likely that a major hurricane occurs next year then it was looking forward to this year, as of this time last year. But, I don't know if that is an independent thing.


> That is how it works: it's regression to the mean. If you expect a major hurricane every n years and you didn't have one this year, the expected likelihood of one next year (1/n) is greater than what you actually got this year (0).

Not if hurricanes are independently and identically distributed. Which I think you acknowledge could be the case in your last paragraph, but I have not ever come across anything linking hurricane to one another.

https://en.wikipedia.org/wiki/Gambler%27s_fallacy


No, it's not a gambler's fallacy. You know you got zero this year, it already happened. You know it's expected 1/n next year (assuming independence, etc), just like every year. So the expected amount of hurricanes next year is more than what you did get this year, which was 0. In total you now (as of now, year 1 end) expect only 0 + 1/n total hurricanes over the two years (this year and next). That is 1/2n per year: less that you would have predicted at the start of this year, which would have been 2/n over two years for 1/n per year.

A gambler's fallacy is thinking getting 0 this year means it's more likely than 1/n next year to act to retroactively "correct" 0 this year.


There are different ways of looking at it.

1. Each hurricane is an independent event. Florida expects 5 hurricanes per year on average. There were 0 hurricanes this year, so by definition we can expect more hurricanes next year (because 5 > 0). However, the fact that there were zero hurricanes this year doesn't influence next year's season in any way. The statement is just trivially true.

2. Hurricanes are not independent of each other, but rather get stronger the longer you go without one. So if there were none this year then you will likely bear the brunt of it next season. I know this is a thing for earthquakes and other tectonic activity, but not sure if hurricanes work the same way.


I think the confusion here is that you are interpreting the statement as 'since Florida didn't have a major hurricane this year, the chance that they have a major hurricane next year is higher than normal'. This would be inaccurate.

What is meant is that since Florida didn't have a major hurricane this year, then next year is likely to be worse than this year, since Florida has a significant chance of being hit by a major hurricane each year.


Doesn't have to have anything to do with probability. If fewer resources are spent repairing and re-building and the last hurricane event is out of people's minds then I would expect there to be more building resulting in more damage next time a hurricane comes around.


There is regression toward the mean, so if Florida had an unusually good year, we would expect that next year to be worse then this year.


Yes but that doesn't really mean much. We always expect it to have, say, 4 hurricanes, so if it had 3, we still expect the same number as always (4). The fact that we didn't have one this year doesn't change next year's expectation.


Nor does it change the fact that next year's [unchanged] expectation is worse than this year's observation.



People will spend less to protect their property.


Here is the NOAA data referred to in the article which is CPI-adjusted https://www.ncei.noaa.gov/access/billions/


Curiously missing: "inflation-adjusted"


The article REALLY ought to say so, but the underlying data is CPI adjusted.

https://www.ncei.noaa.gov/access/billions/


As weather disasters dollar figures are directly correlated with housing, CPI isn't even close to a proper adjustment. CPI says the house my mom bought in 1994 for $114,000 should be $239,000 today. It's worth about $1.2M...


That's dominated by the scarcity value of the land, not the value of the labor required to repair or replace the building on it. The "inflation" we should worry about here is contractor salaries and the cost of building materials. CPI seems fair to me.


labor increases for houses when the value goes up like this...


Not by 1000%.


No inflation metric is going to be perfect here, but CPI seems not unreasonable to me: disaster cost factor includes rebuilding costs, i.e. materials and labor pricing, not speculative real estate value.

In other words: the "real" cost is probably somewhere between the CPI-adjusted figure and the inflation-adjusted real estate speculative gains. But either way, the trendline is the same.


The value of that house has actually increased though as well as the cost of rebuilding it, even after adjusting for inflation.


Haha I was thinking the same thing. I feel though using dollars as a way to express both devastation and prosperity in cash amounts is disingenuous.


>Yale Environment 360 Published at the Yale School of the Environment

No, not "curiously". More like "maliciously"


These weather disaster stats need to be discussed as a percentage of GDP if they are going to be usefully compared historically.


Interesting how a few people look at the graphs witch spike quite strong (much more than just a.few percent) and indicate that this is absolutely normal and has nothing to do with climate change.

Make out of it whatever you like, science tells us that climate change will erode our infrastructure and it will cost more than not doing anything.


Climate change denial has fluently shifted from outright refusal to accept the reality of an impending catastrophic change in climate - to refusing to accept human origins of the change.

It now goes along the lines of “weather has always fluctuated dramatically since the ancient times and this is no different” without skipping a beat or admitting to pushing a counter-productive agenda for the last 20 years.


I wouldn't call myself a denier, but I've gone from accepting the science to mostly hoping it is in fact wrong because it doesn't look like humanity will be letting off the metaphorical accelerator pedal (not this year, maybe one of the next few years will see an actual decrease in carbon emissions?). What else is there but to hope it isn't so bad?


It costs only 3-5% of global GDP until 2050 to fix this. People are just being cheap as always.


Stratospheric aerosol injection


I do think of it as humanity's half-assed solution and probably our best hope.


I’ve already seen people move on to “okay humans probably caused it but the economic models of the impact of climate change are wrong”


A billion dollars fixes less every year due to inflation. Wouldn't we expect this to be the case most years?


Not most years, but frequently.

An extraordinarily big catastrophe would probably hold the record for a few years until the next above average events happen.

Our problem seems to be that the underlying distribution shifts fast. What once was a catastrophic freak event, is now barely average.


It's in real dollars.


Last Sat night, Buenos Aires got hit harder than I've ever seen since I've been here in 16 years. https://www.youtube.com/watch?v=0PoGhrt8IGI

15% of all their incredible trees were destroyed.


There are lots of great places to build cities in America. Mostly, they are the places where older cities are languishing. Probably the best-sited city in the country is Chicago: abundant fresh water, massive untapped wind energy resources, inland navigation, moderate risk of natural disasters. Same for Cleveland, Detroit, etc. Most of the places we've been building for the last 50 years are the places with the worst disaster risks and the fewest natural advantages, like Houston and Miami.


Well, Chicago does have flooding problems due to it being so flat and the legacy combined sewage - stormwater overflow system that can get overwhelmed. This is why we now have this awesome thing: https://mwrd.org/what-we-do/tunnel-and-reservoir-plan-tarp.

But it's not the same time of existential flooding that can happen in Miami or Houston...


Unfortunately some of the best sites to build cities have been wrecked by politics. Why would any rational person choose to build in Chicago, or Illinois in general, after the damage caused by corruption and failed progressive policies?

From a pure geographic perspective we ought to have a huge, thriving city at the confluence of the Mississippi and Ohio Rivers. But instead there are only a few struggling small towns like Cairo, IL. This is almost entirely a political problem.


Cairo Illinois has been routinely destroyed. I can think of no worse place to build a city than a confluence of the two of the biggest rivers on earth.


Some of our largest, most prosperous cities throughout the world have been built at river confluences: Chongqing, Pittsburgh, Montreal, Sacramento, New York City (Manhattan), Allahabad, Belgrade, Buenos Aires, Cincinnati, Geneva, and the list goes on. Those locations have tremendous latent economic value as transportation hubs. Flooding risks can be managed. This type of civil engineering is one of the most ancient aspects of large-scale human civilization.


If you want to judge the severity of disasters over time I'd say it is best to do it based on objective scientific metrics rather than bringing inflation and real estate speculation into it.


I'm curious how HN readers would solve the looming insurance problem.

Southern US states like Florida are becoming uninsurable due to climate risks raising the price above what residents can afford, which raises insurance costs for the rest of us in other states. The same thing is happening with car insurance, where the wealthy drive up prices on new vehicles to $50-100,000+, forcing the rest of us to carry higher liability coverage. And with medical insurance, where poor lifestyle choices, environmental threats like pollution/preservatives and monopoly pressures from not having universal coverage cause those of us in good health to pay $6,000/yr or more and a multi-thousand dollar deductible, which mostly defeats the point of having insurance.

My feeling is that we'll either set reasonable limits for what will be reimbursed (around the the median cost of what's being insured) or insurance will divide into a two-tier system where the wealthy are covered by gold plans while the poor pay to keep the system going and receive pennies on the dollar in coverage. Which is why I feel that tying the price of insurance to income might solve many of these problems.

But insurance used to work, so I feel like there's a deeper explanation or solution that I'm not seeing.


> states like Florida are becoming uninsurable due to climate risks raising the price above what residents can afford, which raises insurance costs for the rest of us in other states.

What ought to happen (IMO) is that the first clause and the second clause should be divorced from each other. If insurance premiums are unaffordably high in Florida, people in Florida have the choice to pay it anyway, self-insure [if they're able], move, or start another insurance company to try to drive down prices.

Smart insurance companies, if they can't make a profit in Florida, should pull out of Florida rather than subsidizing losses in Florida with increased profits (read: higher premiums) in other states.

Smart consumers in other states will place their policies with insurance companies who are not subsidizing actuarially unsound risks in other states.

If your auto insurance company said "even though actuarial data supports its use, we're going to stop using DUI convictions and other serious traffic convictions to influence rates. We expect this will garner us significant new business from a population currently being charged more money for these surchargable events at only a modest increase in cost for other customers" and you were a driver with no such events on your record, would you at least shop for another insurance company? I would. (My insurance company has already stopped writing new policies in Florida and, from what I can tell from a quick Google, is only renewing existing policies for owner-occupants of those properties.)


> But insurance used to work, so I feel like there's a deeper explanation or solution that I'm not seeing.

NFIP has been in place since 1968. These low lying, flood and hurricane places have not been insurable for 50+ years. All the other federal taxpayers have been subsidizing people living there.

https://en.wikipedia.org/wiki/National_Flood_Insurance_Progr...


Nationalize insurance, maybe?

An insurance company's one and only incentive is to charge as much as possible while paying out as little as possible, iow to profit as much as they can. Actually protecting the client or their property does not factor into the equation at all.

If we nationalized insurance, maybe the entire country can subsidize these extremely high risk areas. We can also add a legal mandate that insurance not operate for profit, and should change premium rates to scale up and down with the real amount paid out. Or something, I'm no money surgeon.

And before someone blusters about paying for other people's shit: yes, that's what a healthy society does. We should all care about the wellbeing of others. Feel free to propose an alternative solution that doesn't involve depopulating all of our low-lying lands and dumping those citizens somewhere with no housing, no job, and no money and just ignoring the suffering and death this will cause.


It'd be nice to have cheaper vehicle options but it seems the entry-level market for virtually every size has disappeared over the past decade, and EVs won't be entry-level for a long time.


Anybody who owns property (landlords and personal property owners alike) will see insurance premiums spike up even more.[1]

[1] https://www.nytimes.com/2023/10/12/realestate/as-natural-dis...


Inflation doesn’t account for 5x increase in the last 20 years.

Asking questions is good, but some of you should actually make an effort to answer your own questions.

Knowing nothing else, do you have enough common sense to figure out if your pet theory actually makes sense?

Have you simply tried comparing inflation rates with the rates of reported damage?

Seriously, try it. Critical thinking start with your own conjecture.


> I’m sad to see HN members get so attached to easily invalidatable theories so quickly. Have we really lost our critical thinking skills?

Yes?

But it is hard, because some things do need data, and I honestly don't know where to find that.

For example, Florida has a huge insurance and insurability problem. People here Florida and immediately assume hurricanes. But I'm hearing of issues in areas that rarely see a lot of destruction from hurricanes.

OTOH, I hear a lot about roof damage from wind and hail lately. And there are more roofers using storm chasers than I've ever seen. Is this a significant factor? Is the data available?

I also hear about limits on the ability of insurers to raise rates on existing homeowners. Supposedly this conflicts with rises in property values that are greater than the rate increases. Is that true? I see a lot of conjecture, but little proof.


A few prominent stormers really changed the game about 15+ years ago because they were very forward looking when it came to leveraging technology in the industry. APIs provided them with hail data and they used that data to send out targeted mailers before canvassing neighborhoods and capturing the business before their competitors showed up. When they find a lead, they would move quickly to get a 3D model of the home courtesy of a company like Eagleview, which creates models from their arial photo database, which they would then provide to insurance companies with accurate estimates so they could get started quickly.

Needless to say, the process has been significantly streamlined to help homeowners deal with claims and get their roofs fixed, mostly to the benefit of the bigger stormers.

I can’t provide publicly available data, but when you look at the aftermath of these storms from an arial and satellite imagery perspective, you will see these events have grown in terms of objectively destructive impact.

I’m not suggesting there haven’t been dozens of other factors that have inflated the financial impact (codes, costs, appreciation, etc.).

My guess is the cumulative impact accounts of these other factors accounts for less than half of the financial impact, but I have honestly not looked at the data.


Just applying an inflation adjustment isn't the whole story though. There's more people and more stuff than 20 years ago. New construction requires higher standards through code enforcement than 20 years ago. Infrastructure costs have ballooned way faster than inflation over 20 years, and repair/replace costs more to remove the broken stuff on top of just construction.


Reeling from the all-emotional argument that is in defense of logic.


There are other factors but you seem to be making an emotional argument.


Are they wrong? You naming rhetorical techniques is certainly not any more sophisticated or useful to the conversation than them deploying them.


There has to be a better indicator of disaster severity than the economic impacts of the damage. If an area is hit that has built strongly in anticipation of such an event it will counter productively cause the size of that disaster to diminish in the results.

Shouldn't we be looking at wind speeds, time spans of events, precipitation records, water level increases and other such values instead of anything having to do with economics? Watching a friend of mine dealing with insurance companies after a house fire I can guarantee that the values coming out of such processes aren't as tied to reality as we'd like to think.


The climate will let us know the areas to avoid.

The reinsurance company actuaries will enforce those.


The percentage of weather events which are billion-dollar should increase given increasingly advanced infrastructure such as space launch complexes.


Launch complexes, having to survive rocket launches, tend to be pretty sturdy.


Complex, not pad.


There are zero incidents historically of a launch complex being a meaningful driver of a billion-dollar natural disaster loss. It's not a thing; it's not what's driving the increase in expensive hurricanes and Florida's insurance market.

You'd have to knock over an Artemis rocket on the launcher or something.


They mean to say that there were few billion dollar weather disasters in 1935?


I’m curious to how close this tracks with population growth.


In 2012, NCEI -- then known as National Climatic Data Center (NCDC) -- reviewed its methodology on how it develops Billion-dollar Disasters. NCEI held a workshop with economic experts (May, 2012) and worked with a consulting partner to examine possible inaccuracy and biases in the data sources and methodology used in developing the loss assessments (mid-2013). This ensures more consistency with the numbers NCEI provides on a yearly basis and give more confidence in the year-to-year comparison of information. Another outcome is a published peer-reviewed article "U.S. Billion-dollar Weather and Climate Disasters: Data Sources, Trends, Accuracy and Biases" (Smith and Katz, 2013). This research found the net effect of all biases appears to be an underestimation of average loss. In particular, it is shown that the factor approach can result in an underestimation of average loss of approximately 10–15%. This bias was corrected during a reanalysis of the loss data to reflect new loss totals. It is also known that the uncertainty of loss estimates differ by disaster event type reflecting the quality and completeness of the data sources used in our loss estimation. In 2019, six of the fourteen billion-dollar events (i.e., three inland floods events, California/Alaskan wildfires, tropical cyclones Dorian and Imelda) have higher potential uncertainty values around the loss estimates due to less coverage of insured assets and data latency. The remaining eight events (i.e., the severe storm events producing tornado, hail and high wind damage) have lower potential uncertainty surrounding their estimate due to more complete insurance coverage and data availability. Our newest research defines the cost uncertainty using confidence intervals as discussed in the peer-reviewed article "Quantifying Uncertainty and Variable Sensitivity within the U.S. Billion-dollar Weather and Climate Disaster Cost Estimates" (Smith and Matthews, 2015). This research is a next step to enhance the value and usability of estimated disaster costs given data limitations and inherent complexities.

In performing these disaster cost assessments these statistics were developed using the most comprehensive public and private sector sources and represent the estimated total costs of these events -- that is, the costs in terms of dollars that would not have been incurred had the event not taken place.

So these are numbers that were revised by consultants to be higher, aren’t just a measure of the direct impact of the event but of some made up estimate of what would have been the economics had it not taken place as “economic damage,” and built on comprehensive but uncertain data that is then compensated for with a model overlay that isn’t disclosed or discussed.

This is a case where the more comprehensive the model you develop becomes, the higher your estimated economic impact from events correlates.

Also the data is cpi adjusted. The part that’s left out is that they are including the kitchen sink and estimated damages to economic activity not actual damage, which is a methodological change to how damage is estimated and much higher — so it looks more expensive than historical events.

I’d really like to see more objective effort in the design of this research as it smacks of agendizing the conclusion a little. Especially considering that the methodology for calculating economic losses was designed to produce a report called US billion-dollar weather and climate disaster loss estimate report (NCDC 2014). What were they going to do? Develop models that didn’t hit the billion dollar threshold?

Especially when basically this is all designed around “Monte Carlo simulations,” which is a fancy-pants ways of saying “we used excel to produce an average with AVERAGE, STDEV.P, and VAR.P functions.” The problem there is that a Monte Carlo simulation requires assigning accurate and unbiased sources of multiple data input values to create a model of “uncertainty” or risk, and then it spits out results by averaging the outputs to obtain an estimate. But the results of a Monte Carlo simulation are subject to statistical variability. While the simulations provide estimates and probabilities, they are not precise predictions and it’s easy to change the outcome by selecting different inputs.

https://www.ncei.noaa.gov/access/billions/


Climate Change worked by counting frequency of events! Oh wait. It is an off year.

It shows by adjusting for CPI and inflation! Oh wait. Some cities are just getting bigger.

It is obvious by increasing temperature reading stations by 14,200 since 1973. Oh wait, most are near heat-producing urban areas.

It doesn’t show when adjusted by population density as well, … yet.

Don’t worry, climatologists are still looking for that Holy Grail (statistical outlier).


Buckle up…


These “externalities” are starting to add up. I love that term. Such a quaint word invented by such clueless people to sweep under the rug such massive problems for so long. Not that it matters. The language may change but i doubt the macro behaviors do of citizens in advanced countries will. Look at meat consumption just as one example. I am amazed how often ive been cornered in my life by some person hand wringing over the climate who themselves eats meat, buys new and stylish clothing monthly, and doesnt catch a whiff of the irony.


And at the same time there are lots and lots of people adjusting their behaviour to a new reality every day.


How did they inflation adjust it?


“There was inflation and interest in moving to sea level climates! News at 10”



People always claim that the weather “now” is somehow special. No matter when “now” is, the weather always seems unique to us. You can read people’s thoughts on weather from any century and it sounds very similar to what we are saying now.




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