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Early token holders often control a significant portion of a cryptocurrency's supply, making their buying and selling decisions critical to market trends. Understanding their behavioral patterns can provide traders with valuable insights into potential price reversals or market tops.
This featured content, translated by Running Finance’s Web3.0 Research Lab, is adapted from Antonio Manrique de Lara Martín’s Tracking Early Token Holder Behavior.
By analyzing four key metrics—Early Holder Balance, Herfindahl Index, Net Unrealized Profit/Loss (NUPL), and Cost Basis Distribution Heatmap (CBD)—this article equips traders with tools to anticipate price peaks and manage risk effectively.
Early Holder Balance
Herfindahl Index
Net Unrealized Profit/Loss (NUPL)
Cost Basis Distribution Heatmap (CBD)
Examining these metrics from multiple angles helps traders more accurately predict market shifts and optimize exit timing.
The most direct way to assess early holders' influence is by tracking changes in their token balances. These holders typically accumulate tokens at low prices. As prices rise, some begin selling, increasing market pressure and often triggering corrections. Monitoring their balance trends can reveal large-scale profit-taking and signal potential tops.
Balance Dips: Early holders selling en masse will reduce their total holdings. If this coincides with price peaks, it suggests heavy selling pressure and possible market tops.
Price Impact: Since they control substantial supply, their selling can cause sharp price declines.
Chart Insights: Tracking balance changes helps identify profit-taking trends and anticipate pullbacks.
Figure 1↓ illustrates how SHIB early holders accumulated tokens at low prices (once holding over 20% of supply) and later sold aggressively during price surges, leading to steep declines.
Blue line = SHIB holdings.
Yellow line = Early holders' percentage of total supply.
(Chart not displayed in text, but described as showing clear sell-off impacts.)
For consistency, subsequent metrics will focus on SHIB, but comparing early holder behavior across tokens is insightful.
Figure 2↓ (APW) shows strategic sell-offs at key peaks:
First sell-off (left): Sharp drop in early holder supply (yellow line) near the first price peak.
Accumulation phase (middle): Reduced activity post-sell-off.
Second sell-off (right): Another steep drop as prices rallied again.
Figure 3↓ (TSUKA) demonstrates gradual selling, avoiding extreme volatility:
Steady balance reduction maintains price stability.
Controlled sell-offs minimize market disruption.
Figure 4↓ (PEPE) highlights early holders exiting quickly after initial price rises:
Most tokens sold early, preventing prolonged sell pressure.
Prices later stabilized as new demand drove valuation.
This index measures market concentration. A high value indicates dominance by a few large holders; a low value reflects broader distribution.
Early stages: High concentration (early holders dominate).
As selling occurs, index drops (supply disperses).
A falling Herfindahl Index alongside declining early holder balances signals profit-taking and potential tops.
Figure 5↓ (SHIB) shows the index (red line) plummeting during sell-offs, aligning with price peaks (black line).
NUPL quantifies unrealized gains/losses across all holders, serving as a sentiment indicator to spot potential tops/bottoms.
For early holders, profit-taking often coincides with early NUPL spikes—since they bought low, they sell during rallies.
Early NUPL surge → Market euphoria → Sell-offs likely.
Declining NUPL at new highs → Large holders exiting → Weak market structure.
Figure 6↓ (SHIB) shows early NUPL peaks aligning with price tops, followed by sell-offs.
This visualizes token acquisition costs over time, revealing early holders' accumulation zones and sell patterns.
Y-axis: Cost basis levels (blue = low concentration, red = high).
Black line: Current price.
Below black line = profitable; above = unprofitable.
Low-cost accumulation (red zones) appears early.
As prices rise, red zones fade (supply sold).
Heavy sell-offs near peaks suggest market tops.
Figure 7↓ (SHIB) shows early 2021 accumulation (red/yellow) followed by late 2021 sell-offs (fading colors) during price spikes.
Combining these methods provides a comprehensive view of early holder behavior, improving top prediction:
Early Holder Balance: Tracks sell timing (often precedes drops).
Herfindahl Index: Measures concentration shifts (whale exits).
NUPL: Gauges sentiment (high values = profit-taking risk).
CBD Heatmap: Pinpoints profit-taking levels (potential reversal zones).
When multiple indicators align, confidence in predictions increases, enabling better risk management and strategic exits.
By integrating these insights, traders can navigate early-stage token markets with greater precision.

Early token holders often control a significant portion of a cryptocurrency's supply, making their buying and selling decisions critical to market trends. Understanding their behavioral patterns can provide traders with valuable insights into potential price reversals or market tops.
This featured content, translated by Running Finance’s Web3.0 Research Lab, is adapted from Antonio Manrique de Lara Martín’s Tracking Early Token Holder Behavior.
By analyzing four key metrics—Early Holder Balance, Herfindahl Index, Net Unrealized Profit/Loss (NUPL), and Cost Basis Distribution Heatmap (CBD)—this article equips traders with tools to anticipate price peaks and manage risk effectively.
Early Holder Balance
Herfindahl Index
Net Unrealized Profit/Loss (NUPL)
Cost Basis Distribution Heatmap (CBD)
Examining these metrics from multiple angles helps traders more accurately predict market shifts and optimize exit timing.
The most direct way to assess early holders' influence is by tracking changes in their token balances. These holders typically accumulate tokens at low prices. As prices rise, some begin selling, increasing market pressure and often triggering corrections. Monitoring their balance trends can reveal large-scale profit-taking and signal potential tops.
Balance Dips: Early holders selling en masse will reduce their total holdings. If this coincides with price peaks, it suggests heavy selling pressure and possible market tops.
Price Impact: Since they control substantial supply, their selling can cause sharp price declines.
Chart Insights: Tracking balance changes helps identify profit-taking trends and anticipate pullbacks.
Figure 1↓ illustrates how SHIB early holders accumulated tokens at low prices (once holding over 20% of supply) and later sold aggressively during price surges, leading to steep declines.
Blue line = SHIB holdings.
Yellow line = Early holders' percentage of total supply.
(Chart not displayed in text, but described as showing clear sell-off impacts.)
For consistency, subsequent metrics will focus on SHIB, but comparing early holder behavior across tokens is insightful.
Figure 2↓ (APW) shows strategic sell-offs at key peaks:
First sell-off (left): Sharp drop in early holder supply (yellow line) near the first price peak.
Accumulation phase (middle): Reduced activity post-sell-off.
Second sell-off (right): Another steep drop as prices rallied again.
Figure 3↓ (TSUKA) demonstrates gradual selling, avoiding extreme volatility:
Steady balance reduction maintains price stability.
Controlled sell-offs minimize market disruption.
Figure 4↓ (PEPE) highlights early holders exiting quickly after initial price rises:
Most tokens sold early, preventing prolonged sell pressure.
Prices later stabilized as new demand drove valuation.
This index measures market concentration. A high value indicates dominance by a few large holders; a low value reflects broader distribution.
Early stages: High concentration (early holders dominate).
As selling occurs, index drops (supply disperses).
A falling Herfindahl Index alongside declining early holder balances signals profit-taking and potential tops.
Figure 5↓ (SHIB) shows the index (red line) plummeting during sell-offs, aligning with price peaks (black line).
NUPL quantifies unrealized gains/losses across all holders, serving as a sentiment indicator to spot potential tops/bottoms.
For early holders, profit-taking often coincides with early NUPL spikes—since they bought low, they sell during rallies.
Early NUPL surge → Market euphoria → Sell-offs likely.
Declining NUPL at new highs → Large holders exiting → Weak market structure.
Figure 6↓ (SHIB) shows early NUPL peaks aligning with price tops, followed by sell-offs.
This visualizes token acquisition costs over time, revealing early holders' accumulation zones and sell patterns.
Y-axis: Cost basis levels (blue = low concentration, red = high).
Black line: Current price.
Below black line = profitable; above = unprofitable.
Low-cost accumulation (red zones) appears early.
As prices rise, red zones fade (supply sold).
Heavy sell-offs near peaks suggest market tops.
Figure 7↓ (SHIB) shows early 2021 accumulation (red/yellow) followed by late 2021 sell-offs (fading colors) during price spikes.
Combining these methods provides a comprehensive view of early holder behavior, improving top prediction:
Early Holder Balance: Tracks sell timing (often precedes drops).
Herfindahl Index: Measures concentration shifts (whale exits).
NUPL: Gauges sentiment (high values = profit-taking risk).
CBD Heatmap: Pinpoints profit-taking levels (potential reversal zones).
When multiple indicators align, confidence in predictions increases, enabling better risk management and strategic exits.
By integrating these insights, traders can navigate early-stage token markets with greater precision.
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