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232.69 5.68 (2.50%) 06/26/2026
Amazon.com, Inc. (AMZN)
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Historical Price Distribution Analysis
Positive vs Negative Occurrences
Positive Occurance46.40%
Negative Occurance53.60%
Ratio0.87
Average Up/Down Moves
Average Positive Move1.70%
Average Negative Move-1.26%
Ratio-1.35
Maximum Up/Down Moves
Largest Positive Move9.02%
Largest Negative Move-8.75%
Ratio-1.03



Intervals Distribution Statistics
Most Recent intervals return of -2.44% ranks in the 7th percentile — an unusually weak move (bottom decile).
Central Tendency & Dispersion
Mean Return0.11%
Median Return-0.11%
Std Dev (Volatility)2.10%
Observations125
Distribution Shape
Skewness0.26
Excess Kurtosis4.27
Jarque-Bera96.5 (non-normal)
Positively skewed (longer right tail).
Fat-tailed — outliers more likely than normal.
Tail Risk & Expectancy
Value at Risk (95%)-2.49%
Value at Risk (99%)-4.88%
Expected Shortfall (CVaR 95%)-4.13%
Expectancy / Period0.11%

Percentile Band
5th 25th Median 75th 95th
-2.49% -1.08% -0.11% 1.10% 3.49%
90% of intervals returns fall between -2.49% and 3.49%.

Key Observations
AMZN posted 125 intervals returns averaging 0.11% (median -0.11%) with a 2.10% standard deviation. The distribution is positively skewed (longer right tail) with fatter-than-normal tails (elevated outlier risk), and a Jarque-Bera test classifies it as non-normal — lean on percentiles rather than σ to size risk. Positive periods occurred 46.4% of the time, giving an expectancy of 0.11% per period. In the worst 5% of periods, returns fell below -2.49%, averaging -4.13% (Expected Shortfall). The most recent move of -2.44% ranks in the 7th percentile — an unusually weak move (bottom decile).







Top 10 Negative Returns
DateReturns (%)
30-Oct | 31-Oct-2025-8.75
08-Apr | 09-Apr-2026-5.31
30-Mar | 31-Mar-2026-3.51
05-Jan | 06-Jan-2026-3.27
12-Jun | 15-Jun-2026-3.04
26-Jan | 27-Jan-2026-2.56
20-Oct | 21-Oct-2025-2.50
21-Nov | 24-Nov-2025-2.47
25-Jun | 26-Jun-2026-2.44
20-Mar | 23-Mar-2026-2.27
Top 10 Positive Returns
DateReturns (%)
31-Jul | 01-Aug-20259.02
05-Feb | 06-Feb-20265.88
18-Jun | 22-Jun-20264.98
17-Nov | 18-Nov-20254.64
26-Mar | 27-Mar-20264.11
29-May | 01-Jun-20263.59
16-Jun | 17-Jun-20263.58
04-Jun | 05-Jun-20263.15
22-Sep | 23-Sep-20253.14
05-Nov | 06-Nov-20252.95


Intervals Negative Returns Intervals Positive Returns
Return% Occurance# OccuranceReturn% Occurance# Occurance
below 0.0% 35.82 24 above 0.0% 20.69 12
below -0.5% 14.93 10 above 0.5% 22.41 13
below -1.0% 17.91 12 above 1.0% 17.24 10
below -1.5% 13.43 9 above 1.5% 8.62 5
below -2.0% 8.96 6 above 2.0% 8.62 5
below -2.5% 1.49 1 above 2.5% 6.90 4
below -3.0% 2.99 2 above 3.0% 3.45 2
below -3.5% 1.49 1 above 3.5% 3.45 2
below -4.0% above 4.0% 1.72 1
below -4.5% above 4.5% 3.45 2
below -5.0% 1.49 1 above 5.0% 1.72 1
below -6.0% above 6.0%
below -7.0% above 7.0%
below -8.0% 1.49 1 above 8.0%
below -9.0% above 9.0% 1.72 1
below -10.0% above 10.0%

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