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april@madhedgefundtrader.com

December 30, 2024

Jacque's Post

 

(THE HOUSING CRISIS IN YOUR FUTURE IS BROUGHT TO YOU BY CLIMATE CHANGE)

December 30, 2024

 

Hello everyone,

Most of us know about the changing climate. But few of us realize the implications of these changes on housing over the next 30 years and beyond.

We know about interest rates and the cost of housing, but what about the relationship between climate and the cost of housing?

 

 

It’s another crisis which is going to spread its tentacles worldwide. No country will escape.

Dave Burt, CEO of investment research firm DeltaTerra Capital, believes an overlooked and unpriced climate risk could see a repeat of a financial crisis in housing, albeit on a smaller scale in relation to the 2008 crisis. But still, it’s a damaging real threat to exposed communities.

 

Dave Burt was among the few skeptics who recognized the housing market was on the brink of collapse in 2007. He helped two of the protagonists of Michael Lewis’ bestselling book “The Big Short” bet against the mortgage market in the lead-up to the 2008 global financial crisis. As it turned out, they were right and were estimated to have made millions.

Now, Burt believes an overlooked climate risk could see history repeating itself.
Burt argues that DeltaTerra Capital’s research suggests that 20% of U.S. homes have “meaningful exposure” to a mispricing issue because of flood risk. If realized, he warned the fallout could resemble the extraordinary correction seen during the global financial crisis.

Even though he says that it could be a quarter the size and magnitude of the GFC, it still would be very damaging to exposed communities. Burt argues that there are cracks starting to appear in terms of the cost of insurance. Think about Hurricane Ian in Florida, for instance. The recovery here was an issue, particularly because this storm surge exposed a flood insurance nightmare for homeowners. We can also think about the people in Lismore, Australia, where the residents have endured about three major floods in 18 months. Some residents have left, never to return. Others have offered their house to the market for around 200k. The only way people will be able to live in these areas again is if the houses are built on stilts, if the community is relocated, or if major feats of engineering are undertaken to protect the town.

 

 

I would argue that most people do not lose a lot of sleep over the climate crisis in relation to their portfolio. But, a recent study has warned the U.S. housing market could be overvalued by around $200 billion due to unpriced flood risks.

This analysis was published in mid-February in the journal Nature Climate Change. Authored by researchers from the Environmental Defence Fund, the First Street Foundation, and the U.S. Federal Reserve, among others, the study modeled property-level changes in flood risk across the U.S. over the next three decades and warned that low-income households were particularly vulnerable to home value devaluation.

 

 

Jeremy Porter, head of climate implications at the First Street Foundation, said it is a huge concern because climate risk is not being priced into the housing market. He goes on to say that the costs now or the valuation of homes don’t consider the realization of that actual flood risk, and that’s not taking into account that there seems to be a huge amount of overvaluation attached to properties across the country.

Insufficient climate risk information when purchasing a home poses a significant financial hazard, as households could lose a large proportion of their property value overnight.
Eventually, Burt argues, there is going to be some sort of national tipping point where there is some type of bubble that bursts.

Presently, the study said that nearly 15 million U.S. properties face a 1% annual likelihood of flooding, with expected annual damages to residential properties forecast to exceed $32 billion.
In addition, the research also warned the increasing frequency and severity of flooding amid the deepening climate emergency could see the number of U.S. properties exposed to flooding increase by 11% and average annual losses jump by at least 26% by 2050.

The vacuum in climate-related information when purchasing property needs to be addressed. People need to understand what the climate-related costs are going to look like and rethink their property location if they cannot meet those costs.

 

 

Lower-income property owners are most at risk, and this, in turn, has the potential to widen the wealth gap in the U.S. and exacerbate inequality.

How will local government tax revenues be affected?

They could be hit quite badly, as the total for municipalities typically relies heavily on property taxes. Having that tied to a physical asset that is exposed to climate change introduces a lot of risk to the stability of that revenue stream, according to DeltaTerra Capital research.

This is not just a domestic issue. It is a problem for countries worldwide. And it morphs into a humanitarian crisis when you start looking at the issue through a global lens.

Munich Re, the world’s largest reinsurance company, observed steep economic losses in 2022 as the climate crisis drove more extreme weather events, such as Hurricane Ian in the U.S. and apocalyptic flooding in Pakistan. Reinsurance refers to insurance for insurance companies.

It estimated that these losses amounted to $270 billion last year, of which around $120 billion was covered by insurance. The insured loss total continues a trend of high losses in recent years.
Someone must pay in the end. Whether insured or uninsured, it becomes an increasing economic burden.

 

 

So, before you purchase your next property, consider the climate cost also.

Be safe and enjoy time with family and/or friends.

 

Cheers,

Jacque

 

“The world is reaching the tipping point beyond which climate change may become irreversible. If this happens, we risk denying present and future generations the right to a healthy and sustainable planet – the whole of humanity stands to lose.” - Kofi Annan, Former Secretary-General of the UN.

 

 

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april@madhedgefundtrader.com

December 30, 2024

Diary, Newsletter, Summary

Global Market Comments
December 30, 2024
Fiat Lux


Featured Trade:

(MY OLD PAL, LEONARDO FIBONACCI),
(TESTIMONIAL)

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Mad Hedge Fund Trader

My Old Pal, Leonardo Fibonacci

Diary, Newsletter

I remember the 12th century like it was yesterday.

In those days, the leading intellectuals used to get together and drink wine by the gallon, which then was really little more than rotten grape juice. The problem was that we all used to pass out before anybody came up with a great idea.

Then, someone started importing coffee from the Middle East, and thinkers stayed awake long enough to produce great thoughts.

Enter the Renaissance.

One of the guys I used to hang out with then was named Leonardo Fibonacci. Good old Leo was a man after my own heart, a world-class nerd and geek with a penchant for mathematics.

His dad was a diplomat from the Court at Pisa to the Algiers sultanate who had a nice little import/export business on the side. It is safe to say that there was probably as little action in Algiers then as there is today. I know because I’ve been there.

Instead of camping out in his dad’s basement and staying depressed like a lot of young men these days, Leo killed time trolling the local bazaars for interesting used books he could buy on the cheap.

Remember, this was before texting. That was not hard to do since most people couldn’t read. He took the trouble to learn Arabic and translated them back into Latin. Ancient math books were his specialty.

It didn’t take Leo long to figure out that the Arabs had developed a numbering system vastly superior to the Roman numerals then in use in Europe. Most importantly, they mastered the concept of zero and the placement of digits in addition and subtraction. The Arabs themselves, in fact, lifted these concepts from archaic Indian mathematicians as far back as the 6th century.

If you don’t believe me about the significance of this discovery, try multiplying CCVII by XXXIV. (The answer is VIIXXXVIII, or 7,038). Try designing a house, a bridge, or a computer software program with such a cumbersome numbering system.

Leo didn’t just stop there. He also discovered a series of numbers, which seemed to have magical predictive powers. The formula is extremely simple. Start with zero, add the next number, and you have the next number in the series.

Continue the progression, and you get 0,1,1,2,3,5,8,13,21,34,55…. and so on. It’s no surprise that the sequence became known as the “Fibonacci Sequence.”

The great thing about this series is that if you divide any number in it by the next one, you get a product that has become known as the “Golden Ratio.” This number is 1:1.618, or 0.618 to one.

Fibonacci’s original application for this number was to predict the growth rate of a population of breeding rabbits. 

Then some other mathematicians started poking around with it. It turns out the Great Pyramid in Egypt was built to the specification of a Fibonacci ratio. So is the rate of change of the curvature in a seashell or a human ear. So is the ratio of the length of your arms to your legs.

Upon closer inspection, the Fibonacci turned out to be absolutely everywhere, from the structure of the tiniest cell to the swirl of the largest galaxies in the universe.

Fibonacci introduced his findings in a book entitled “Liber Abaci,” or “Free Abacus,” in English, which he published in 1202. In it, he proposed the 0-9 numbering system, place values, lattice multiplication, fractions, bookkeeping, commercial weights and measures, and the calculation of interest. It included everything we would recognize as modern mathematics.

The book launched the scientific revolution in Europe, which led us to where we are today. It was a major bestseller. In fact, you can still buy it on Amazon, making it the longest continuously published book in history.

Enter the stock market. By the end of the 19th century, some observers noticed that share prices tended to move in predictable patterns on charts. In particular, they always seemed to advance and pull back around the numbers forecast by my friend, Fibonacci, seven hundred years earlier. 

These people came to be known as “technical analysts,” as opposed to fundamental analysts, who look at the underlying business behind each company.

By the 1930’s, Fibonacci numbers had worked their way into mainstream technical analytical theories, such as Elliot Wave. Today, most market tracking software and data systems, like Bloomberg, will automatically throw up Fibonacci support and resistance numbers on every stock chart.

Why am I talking about this? Because I am frequently asked how I pick the precise strike prices for options in my own Trade Alert Service. I use a combination of moving averages, moving average convergence-divergence (MACD) indicators, Bollinger bands, Fibonacci numbers, and a chant taught to me by an old Yaqui Indian shaman.

And I do all of this only after going over the underlying fundamentals of the stock or index with a fine-toothed comb. I can’t be any clearer than that.

Enter the high-frequency traders. Knowing that the bulk of us rely on Fibonacci numbers for our short-term trading calls, they have developed algorithms that seek to exploit that preference.

They enter a large number of stop loss orders to sell just below a “Fibo” support level, then put up fake but extremely large offers just above it, which are usually canceled. Only 1% of these orders ever get executed.

When conventional traders see these huge offers to sell, they panic, dump their stocks, and trigger the stop losses. The HFT’s then jump in and cover their own shorts for a quick profit, sometimes only for a fraction of a penny.

The net effect of these shenanigans is to make Fibo numbers less effective. Fibo support is just not as rock solid as it used to be, nor is resistance. This is why the performance of several leading technical analysts has seriously deteriorated in recent years.

Although their importance is now somewhat diluted, I still enjoy Fibonacci numbers, as I see them in nature all around me. They occasionally have other uses, such as in cryptography.

When I watched The Da Vinci Code sequel, “Angels & Demons,” and listened to the clues, I recognized the handiwork of my old friend Leo. The rest of the audience sat there clueless, except for the group in the next row wearing “UC BERKELEY” hoodies.

For the fellow geeks and nerds among you, here are the precise Fibonacci numbers indicating support and resistance, which you will find on a stock chart.

Fibonacci Ratios

Fibonacci ratios are mathematical relationships, expressed as ratios, derived from the Fibonacci sequence. The key Fibonacci ratios are 0%, 23.6%, 38.2%, and 100%. 

          

 

The key Fibonacci ratio of 0.618 is derived by dividing any number in the sequence by the number that immediately follows it. For example: 8/13 is approximately 0.6154, and 55/89 is approximately 0.6180.

  

The 0.382 ratio is found by dividing any number in the sequence by the number that is found two places to the right. For example: 34/89 is approximately 0.3820.

The 0.236 ratio is found by dividing any number in the sequence by the number that is three places to the right. For example: 55/233 is approximately 0.2361.

The 0 ratio is :

 

Leonardo Fibonacci (Maybe)

 

https://www.madhedgefundtrader.com/wp-content/uploads/2013/10/Leonardo-Fibonacci-e1434049450802.jpg 400 297 Mad Hedge Fund Trader https://madhedgefundtrader.com/wp-content/uploads/2019/05/cropped-mad-hedge-logo-transparent-192x192_f9578834168ba24df3eb53916a12c882.png Mad Hedge Fund Trader2024-12-30 09:04:202024-12-30 10:07:00My Old Pal, Leonardo Fibonacci
DougD

Testimonial

Diary, Newsletter, Testimonials

Thank John for his ceaseless banter. I enjoy this service so much. Great stories!!!!

I hope our paths cross soon.

Thank you.

 

Bill
North Carolina

 

 

John Thomas

https://www.madhedgefundtrader.com/wp-content/uploads/2014/07/John-Thomas10.jpg 397 297 DougD https://madhedgefundtrader.com/wp-content/uploads/2019/05/cropped-mad-hedge-logo-transparent-192x192_f9578834168ba24df3eb53916a12c882.png DougD2024-12-30 09:02:552024-12-30 10:06:26Testimonial
Douglas Davenport

HERE WE GO AGAIN?

Mad Hedge AI

(BLOK), (MSTR), (LEGR), (JD), (BIDU), (BABA), (AMD)

There's an old Wall Street saying that the market has a way of turning exuberance into experience. After decades of trading, I've watched this play out more times than I can count, and these days that wisdom is ringing in my ears like a persistent trading reminder. 

Just last week, I watched the S&P 500 touch $5,994.89 (up another 0.3%) while the Nasdaq Composite flirted with $20,000, sitting pretty at $19,886.60 (up 0.6%). Feels a bit like déjà vu, doesn't it?

Let's rewind the tape to November 30, 2022. While most folks were arguing about whether to serve turkey or ham for the holidays, OpenAI quietly dropped ChatGPT into our laps. Talk about a stealth bomber. 

Since then, the S&P 500 has rocketed up 49%, while the tech-heavy Nasdaq has left Earth's orbit entirely with a 75% gain. And that's not a typo, folks - I triple-checked those numbers.

Full disclosure: I've been around this rodeo circuit long enough to see a few "next big things" come and go. Remember blockchain? (If you're wincing right now, you probably bought some crypto at the top). Let me share a little story about that particular circus.

Take the Amplify Transformational Data Sharing ETF (BLOK) - a name that probably took longer to create than some blockchain projects lasted. 

This fund has actually kept pace with the Nasdaq and outperformed the S&P 500 since 2018. Impressive, right? Well, hold onto your hardware wallets, because here's where it gets interesting.

Peek under the hood, and you'll find MicroStrategy (MSTR), a company that's up nearly 3,000% since January 2018. But here's the kicker - they didn't get there by revolutionizing blockchain. 

They basically turned themselves into a publicly traded Bitcoin piggy bank. It's like entering a marathon and winning by taking an Uber to the finish line. Technically effective, but not exactly what the prospectus advertised.

And don't get me started on the First Trust Indxx Innovative Transaction & Process ETF (LEGR). Despite having tech heavyweights like JD.com (JD), Baidu (BIDU), and Alibaba (BABA) in its portfolio, most of these stocks have been underwater since 2018. 

The fund's saving grace? AMD's (AMD) 1,200% moonshot, powered by - plot twist - artificial intelligence, not blockchain.

So what does this tell us about AI stocks heading into 2025? Well, the Nasdaq's got an interesting story to tell. 

Since 1971 (yes, I've been watching it that long), it's only had back-to-back losing years twice. The last time was over two decades ago. It's like that friend who keeps failing upward - somehow, it just works.

But here's my two cents after decades in the trenches: investing in megatrends is like trying to pick the next Beatles at a high school talent show. Sure, somebody in that auditorium might be the next Paul McCartney, but good luck figuring out who.

Want my advice? If you're itching to play the AI game, stick to the established players or passive index funds. You know, the ones that actually have revenue and aren't just PowerPoint presentations with "AI" slapped on them. 

It's like I always tell newer traders - sometimes the safest way to join a gold rush isn't by prospecting, but by selling picks and shovels to the miners.

After all, history and my battle-scarred portfolio suggest that while markets should keep climbing in 2025, not every AI company is going to be sending champagne to their shareholders. 

Sometimes the smartest play isn't trying to outsmart the market - it's just making sure you've got a seat at the table when the feast begins.

And speaking of feasts, did I mention I owned MicroStrategy back when they were actually a software company? But that's a story for another day...

 

https://madhedgefundtrader.com/wp-content/uploads/2019/05/cropped-mad-hedge-logo-transparent-192x192_f9578834168ba24df3eb53916a12c882.png 0 0 Douglas Davenport https://madhedgefundtrader.com/wp-content/uploads/2019/05/cropped-mad-hedge-logo-transparent-192x192_f9578834168ba24df3eb53916a12c882.png Douglas Davenport2024-12-27 16:43:542024-12-27 16:43:54HERE WE GO AGAIN?
april@madhedgefundtrader.com

December 27, 2024

Tech Letter

Mad Hedge Technology Letter
December 27, 2024
Fiat Lux

 

Featured Trade:

(THE TRUTH ABOUT AUTOMATION AND BANKING)
(SQ), (PYPL), (APPL), (AMZN)

https://madhedgefundtrader.com/wp-content/uploads/2019/05/cropped-mad-hedge-logo-transparent-192x192_f9578834168ba24df3eb53916a12c882.png 0 0 april@madhedgefundtrader.com https://madhedgefundtrader.com/wp-content/uploads/2019/05/cropped-mad-hedge-logo-transparent-192x192_f9578834168ba24df3eb53916a12c882.png april@madhedgefundtrader.com2024-12-27 14:04:552024-12-27 13:39:54December 27, 2024
april@madhedgefundtrader.com

The Truth About Automation And Banking

Tech Letter

Automation is taking place at warp speed, displacing employees from all walks of life. 

According to a recent report, the U.S. financial industry will depose of 400,000 workers in the next decade because of automating efficiencies.

Yes, humans are going the way of the dodo bird, and banking will effectively become algorithms working for a handful of executives and engineers.

The x-factor in this equation is the $150 billion annually that banks spend on technological development in-house, which is higher than any other industry.

Welcome to the world of lower costs, shedding wage bills, and boosting performance rates.

We forget to realize that employee compensation eats up 50% of bank expenses.

The 400,000 job trimmings would result in 20% of the U.S. banking sector getting axed.

The hyped-up “golden age of banking” should deliver extraordinary savings and premium services to the customer at no extra cost.

This iteration of mobile and online banking has delivered functionality that no generation of customers has ever seen.

The most gutted part of banking jobs will naturally occur in the call centers because they are the low-hanging fruit for automated chatbots.

A few years ago, chatbots were suboptimal, even spewing out arbitrary profanity, but they have slowly crawled up in performance metrics to the point where some customers are unaware that they are communicating with an artificial engineered algorithm.

The wholesale integration of automating the back-office staff isn’t the end of it, the front office will experience a 30% drop in numbers, sullying the predated ideology that front-office staff are irreplaceable heavy hitters.

Front-office staff has already felt the brunt of downsizing, with purges carried out from 2022 representing a twelfth year of continuous decline.

Front-office traders and brokers are being replaced by software engineers as banks follow the wider trend of every company transitioning into a tech company.

The infusion of artificial intelligence will lower mortgage processing costs by 30%, and the accumulation of hordes of data will advance the marketing effort into a smart, multi-pronged, hybrid cloud-based, and hyper-targeted strategy.

The last two human bank hiring waves are a distant memory.

The most recent spike came in the 7 years after the dot com crash of 2001 until the sub-prime crisis of 2008, adding around half a million jobs on top of the 1.5 million that existed then.

After the subsidies wear off from the pandemic, I do believe that the banking sector will quietly put in the call to trim even more.

The longest and most dramatic rise in human bankers was from 1935 to 1985, a 50-year boom that delivered over 1.2 million bankers to the U.S. workforce.

This type of human hiring will likely never be seen again in the U.S. financial industry.

Recomposing banks through automation is crucial to surviving as fintech companies like PayPal (PYPL) and Square (SQ) are chomping at the bit, and even tech companies like Amazon (AMZN) and Apple (AAPL) have started tinkering with new financial products. 

And if you thought that this phenomenon was limited to the U.S., think again, Europe is by far the biggest culprit by already laying off 102,000 employees in 2021, more than 10x higher the number of U.S. financial job losses, and that has continued in 2022, 2023 and 2024.

In a sign of the times, the European outlook has turned demonstrably negative, with Deutsche Bank announcing layoffs of 40,000 employees as it scales down its investment banking business.

Don’t tell your kid to get into banking because they will most likely be feeding on scraps at that point.  

 

THE LAST STAGE OF HUMAN-FACING BANK SERVICES IS NOW!

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april@madhedgefundtrader.com

December 27, 2024

Jacque's Post

 

(THE LONG-TERM INFLATION TARGET MAY BE 2%, BUT THE REALITY WILL LIKELY BE QUITE DIFFERENT)

December 27, 2024

 

Hello everyone

The era of stable inflation is over.

Yes, the Fed might get inflation down to close to 2%, but I believe they will struggle to keep it there.

Let’s check out the reasons why here.

First, demographics.

The U.S. and other Western industrial countries – even China – are facing declining populations that will result in a persistent shortage of labour.  Tight labour markets in turn will keep upward pressure on wages as businesses compete for workers.

 

 

 

AND THESE ARE THE TOP 50 COUNTRIES WITH THE LARGEST POPULATION IN 2050.

 

And then there is the era of global free trade, which is taking a backseat to security concerns in the wake of the Russian war on Ukraine and Western tensions with China after the pandemic.  Any tensions between the U.S. and China tend to be costly.

 

 

The growing government deficit – does anyone really think about this and its consequences? – is also fuel for inflation.  The U.S. has been running trillion-dollar deficits since the pandemic and the national debt is expected to continue to grow by leaps and bounds.

 

 

The importance of greening the economy is a concept we all appear to accept.   But this is another potential inflation accelerator.  And what about the implications here?  The U.S. would need to spend trillions of dollars to modernize its electric grid and feed the insatiable appetite of emerging technologies such as artificial intelligence.  Lots of older, valuable assets such as coal-or gas-fired could also get stranded.

 

 

2% inflation has gone by the wayside for the long term?  We’re probably looking at a 3% inflation world.

The only way to get to 2% long term would be to drive up unemployment and collapse the economy.  Hands up who thinks the Fed is going to do that? 

 

Cheers

Jacquie

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april@madhedgefundtrader.com

December 27, 2024

Diary, Newsletter, Summary

Global Market Comments
December 27, 2024
Fiat Lux


Featured Trade:

(HOW MY MAD HEDGE AI MARKET TIMING ALGORITHM WORKS)

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april@madhedgefundtrader.com

How My Mad Hedge AI Market Timing Algorithm Works

Diary, Newsletter, Research

Since we have just taken in a large number of new subscribers from around the world, I will go through the basics of my Mad Hedge AI Market Timing Index one more time.

I have tried to make this as easy to use as possible, even devoid of the thought process.

When the index is reading 20 or below, you only consider “BUY” ideas. When it reads over 80, it’s time to “SELL.” Everything in between is a varying shade of grey. Most of the time, the index fluctuates between 20-80, which means that there is absolutely nothing to do.

To identify a coming market reversal, it’s good to see the index chop around for at least a few weeks at an extreme reading. Look at the three-year chart of the Mad Hedge Market Timing Index.

After three years of battle testing, the algorithm has earned its stripes. I started posting it at the top of every newsletter and Trade Alert two years ago and will continue to do so in the future.

Once I implemented my proprietary Mad Hedge Market Timing Index in October 2016, the average annualized performance of my Trade Alert service has soared to an eye-popping 44.54%.

As a result, new subscribers have been beating down the doors, trying to get in.

Let me list the high points of having a friendly algorithm looking over your shoulder on every trade.

*Algorithms have become so dominant in the market, accounting for up to 90% of total trading volume, that you should never trade without one

*It does the work of a seasoned 100-man research department in seconds

*It runs in real-time and optimizes returns with the addition of every new data point far faster than any human can. Image a trading strategy that upgrades itself 30 times a day!

*It is artificial intelligence-driven and self-learning.

*Don’t go to a gunfight with a knife. If you are trading against algos alone,
you WILL lose!

*Algorithms provide you with a defined systematic trading discipline that will enhance your profits.

And here’s the amazing thing. My Mad Hedge Market Timing Index correctly predicted the outcome of the presidential election, while I got it dead wrong.

You saw this in stocks like US Steel, which took off like a scalded chimp the week before the election.

When my and the Market Timing Index’s views sharply diverge, I go into cash rather than bet against it.

Since then, my Trade Alert performance has been on an absolute tear. In 2017, we earned an eye-popping 57.39%. In 2018, I clocked 23.67% while the Dow Average was down 8%, a beat of 31%. So far in 2024, we are up 28%.

Here are just a handful of some of the elements that the Mad Hedge Market Timing Index analyzes real-time, 24/7.

50 and 200-day moving averages across all markets and industries

The Volatility Index (VIX)

The junk bond (JNK)/US Treasury bond spread (TLT)

Stocks hitting 52-day highs versus 52-day lows

McClellan Volume Summation Index

20-day stock bond performance spread

5-day put/call ratio

Stocks with rising versus falling volume

Relative Strength Indicator

12-month US GDP Trend

Case Shiller S&P 500 National Home Price Index

Of course, the Trade Alert service is not entirely algorithm-driven. It is just one tool to use among many others.

Yes, 50 years of experience trading the markets is still worth quite a lot.

I plan to constantly revise and upgrade the algorithm that drives the Mad Hedge Market Timing Index continuously as new data sets become available.

 

 

 

 

 

It Seems I’m Not the Only One Using Algorithms

https://www.madhedgefundtrader.com/wp-content/uploads/2019/07/algorithm.png 768 575 april@madhedgefundtrader.com https://madhedgefundtrader.com/wp-content/uploads/2019/05/cropped-mad-hedge-logo-transparent-192x192_f9578834168ba24df3eb53916a12c882.png april@madhedgefundtrader.com2024-12-27 09:02:352024-12-27 10:20:11How My Mad Hedge AI Market Timing Algorithm Works
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