Question about the Ulcer Index calculation in PerformanceAnalytics
Hi Ilya, You write that UI is a std dev of something, but that is not how it is defined. To be a standard deviation, there would have to be a subtraction of a mean somewhere, and that is not present. (Technically, UI is the square root of a semivariance.) I hope that helps, Eric
On Sun, Mar 7, 2021 at 3:22 PM Ilya Kipnis <ilya.kipnis at gmail.com> wrote:
I'm working on porting over an interesting risk metric that I found out about through a twitter exchange with the usual suspects (Adam Butler of ReSolve, Wayne Himelsein) called the Serenity Ratio, found here: https://www.keyquant.com/Download/GetFile?Filename=%5CPublications%5CKeyQuant_WhitePaper_APT_Part1.pdf Now, I've run into an issue, namely with the calculation of the Ulcer Index: Now, as I understand it, the Ulcer Index is the root-mean-square (read: volatility, I.E. standard deviation) of drawdowns. However, when I check the UlcerIndex function in R, it uses the DrawdownPeak function, which has a different calculation than PerformanceAnalytics:::Drawdowns . Furthermore, taking the standard deviation of *either* PerformanceAnalytics:::Drawdowns *or* DrawdownPeak of returns yields a different calculation than using the formal UlcerIndex function. Here is my script. Can someone explain the choices made with the UlcerIndex implementation in the package? Sample script: getSymbols('SPY', from = '1990-01-01') spyRets <- na.omit(Return.calculate(Ad(SPY))) compare <- cbind(PerformanceAnalytics:::Drawdowns(spyRets), xts(DrawdownPeak(spyRets), order.by = index(spyRets))) colnames(compare) <- c("PerfA:::Drawdowns", "DrawdownPeak") plot(compare, legend.loc = 'bottomleft') differentUIs <- c(StdDev(PerformanceAnalytics:::Drawdowns(spyRets)), StdDev(DrawdownPeak(spyRets)), UlcerIndex(spyRets)) names(differentUIs) <- c("StdDevDrawdowns", "StdDevDDPeak", "UlcerInex") Outputs: [image: image.png] [image: image.png] In the interest of replication (I.E. Python has none of these functions in any library I know of), and for the correct calculation of other functions dependent on the Ulcer Index (UPI, Serenity Ratio), can someone help me resolve/understand the discrepancies here? Thanks so much.
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