High School Why is the %change of the %change of a sequence so chaotic?

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The discussion centers on the chaotic behavior observed when calculating the percent change of a simple sequence. As the percent change is iteratively calculated, rounding errors accumulate, leading to increasingly erratic results. The underlying mathematical explanation reveals that the relative change between consecutive terms diminishes, but small differences can disproportionately affect subsequent calculations due to nonlinearity. This phenomenon is not solely due to rounding errors; even minor adjustments in the original sequence can lead to dramatic shifts in the calculated values. Ultimately, the chaos arises from the interplay of rounding errors and the inherent nonlinearity of the percent change calculations.
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Take the sequence 1,2,3,4,5,6,7,8,9,10...
If you found the percent change for each interval and kept on finding the percent change of the percent change of the sequence, why does the change become more and more chaotic?

Here is a quick table I made:
https://docs.google.com/spreadsheets/d/1gufw9MEJBUz_YEZBcfu6F_9IPAS3umoDyYh-4aXQRUA/pubhtml

Are there any explanation for this? There doesn't appear to be any obvious pattern to it.
 
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It's just the propagation of a tiny rounding error in the spreadsheet calculation, that grows with each step to the right. At first it is invisible within the digits shown but it grows to become visible and ultimately to dominate.

In fact the correct number in row j of column k is ##-1/(j-1)##, for ##k>1## and ##1/(j-1)## for ##k=1##. So the correct numbers are the same across every row, other than the first column, and diminish methodically in absolute value as we go down a column. It's fairly straightforward to prove this algebraically.
 
for the sequence n = 1,2,3,4... verify the calculation analitically:
the relative change ##c_n## in going from n-1 to n is ##c_n = [n-(n-1)]/n = 1/n##
(note: the percentage change is ##100c_n##)

Now you have a sequence of relative changes: ##c_1, c_2 \cdots##
where ##c_n = 1/n##

the relative change going from ##c_{n-1}## to ##c_n## is:
$$d_n = \frac{c_n-c_{n-1}}{c_n}=\cdots$$... complete the expression.
 
In this case, it is just rounding errors, but you'll also see this without rounding errors if the original sequence is a bit chaotic. The reason is the nonlinearity: if one difference in a sequence happens to be very small, it appears in the denominator in one element in the next sequence, producing a huge value. Change the 6 to 6.1 for example and see how the values change dramatically even in the range where they are nice with the current sequence.
 
Good morning I have been refreshing my memory about Leibniz differentiation of integrals and found some useful videos from digital-university.org on YouTube. Although the audio quality is poor and the speaker proceeds a bit slowly, the explanations and processes are clear. However, it seems that one video in the Leibniz rule series is missing. While the videos are still present on YouTube, the referring website no longer exists but is preserved on the internet archive...

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