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The Maths Behind Why We’ll Never Get Another True Alt Season... Hear Me Out!

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The Maths Behind Why We’ll Never Get Another True Alt Season... Hear Me Out!

In previous alt cycles TOTAL2 broke ATHs and entered sustained price discovery. This time we wicked above, failed to hold expansion, and rotated straight back toward BTC strength. Structurally that is a massive difference.

I've noticed everyone likes to throw around the term "alt season" but not many actually know what it means. It's time we stop arguing emotionally and look at the data.

By definition and past data "alt season" only exists when at least 75% of the top 100 coins outperform BTC over a rolling 90d period. This definition is important because alt season does NOT mean:
- a few memecoins pumped
- AI coins had a good month
- your favourite low cap did a 10x

What it really means is BROAD participation across the market where the majority of major alts collectively outperform BTC together.

If you go and study the alt season index historically you will notice earlier cycles regularly experienced long sustained periods deep inside alt season territory.

2012-2013: 4+ months solid of broader market outperforming BTC
2016-2017: 6-9 months solid of broader market outperforming BTC
2020-2021: 6-8 months solid of broader market outperforming BTC
2024-2025: Short lived 2 month bursts of broader market outperforming BTC with huge gaps in between (needs to hit 90+ days to be classed as an "alt season")

Liquidity genuinely used to cascade through the market:

BTC -> ETH -> large caps -> mid caps -> low caps -> memes

That reflexive rotation was the entire engine behind classic alt seasons.

When you compare that to post 2022 market structure you will see we still get occasional spikes into alt season territory. December 2024 is a good example. The index briefly reached 87/100 which technically qualifies as alt season until you zoom out and realise it wasn't sustained for longer than 90 days. And what happened afterwards?

The market rapidly reverted back toward Bitcoin season:
17/100,
33/100,
& low 40s repeatedly

That is NOT the same structure as earlier cycles and the TOTAL2/TOTAL3 charts support this perfectly.

TOTAL2 (crypto market cap excluding BTC) and TOTAL3 (excluding BTC + ETH) still show explosive speculative bursts, BUT the moves increasingly fail to sustain ecosystem wide expansion relative to btc over time.

Instead what we increasingly see since 22 is fragmented narrative speculation:
- AI
- memes
- single ecosystems
- isolated rotations
- exchange coins
- random low float pumps

The winners become narrower while the majority continue bleeding against BTC. But why?

Because the structure of inflows fundamentally changed.

Earlier cycles were dominated by direct retail participation:
- spot buying
- actual on chain activity
- leverage
- CONSTANT rotation of profits down the cap curve

This is the opposite to today where modern crypto increasingly operates through institutional rails:
- ETFs
- custodians
- brokerage exposure
- corporate treasury allocations
- regulated wrappers

The new liquidity behaves VERY differently.

- ETF buyers are not rotating profits into random micro caps afterwards, and they arent even buying and holding the asset themselves, they are in effect paper receipts.
- Pension funds are not yield farming on chain.
- Corporate treasury exposure is not chasing memecoins.

The liquidity increasingly stays concentrated around the largest and most liquid assets themselves. At the exact same time the markets become hyper fragmented. Up until around 2021 only roughly 20,000 tokens had ever existed. Since then more than 40 MILLION tokens entered the market. This changes everything mathematically.

Liquidity and attention are now spread across an almost infinite number of assets while bots, MEV systems and algorithmic trading dominate execution. So even when new liquidity enters crypto now, it no longer cascades through the ecosystem the way it once did. This is the important distinction people keep missing:
- Selective alt rallies can still happen
- Individual sectors can still massively outperform
- A handful of coins will still do absurd numbers

BUT the broad reflexive alt season structure people remember from earlier cycles is becoming increasingly unstable, fragmented and short lived. Ironically the Altcoin Season Index itself is one of the clearest pieces of evidence for this!

ALSO: AI DID NOT WRITE THIS, IT MERELY HELPED ME PULL THE NUMBERS SO YOU CAN'T SAY I'VE MADE THEM UP. CHECK THIS OUT FOR YOURSELF AND FACT CHECK THIS ALL.

submitted by /u/MediumLibrarian7100
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