If you define SORR as risk of prematurely running out of money before running out of life for a particular inflation adjusted withdrawal rate, then I would suggest looking into a different withdrawal method. Perhaps one that has no SORR but instead has SOIR (sequence of Income Risk).
In other words, perhaps look at a method where you can't deplete your portfolio before your planned depletion date. You, instead, will have withdrawals that vary year upon year with the market itself. SOIR comes in if any year's withdrawal is below what's needed to cover minimum expenses. Withdrawals would not be adjusted for inflation but would rely on your long term portfolio returns for that.
SOIR is mitigated by
1. Having so much saved up that a calculated withdrawal us unlikely to ever be below your minimum required for expenses. This can be backtested, but just like the 4% rule and it's relatives, past does not guarantee the future.
2. Guaranteed income streams such as SS, a Pension or a SPIA
3. There may be years where the calculated withdrawal is so high you couldn't possibly spend it all. Nothing forces you to actually make the entire withdrawal. You can just withdraw what you need and the rest stays in to (hopefully) grow and (hopefully) mitigate any future bad year. Or you could withdraw the excess and save it off elsewhere as a buffer for a future bad year.
4. Don't slavishly follow a spreadsheet. If one year the calculation says withdraw 4.8% and you actually need 5.0%, you gotta do what you gotta do. Most of the methods don't care about what was done in the past and only end up calculating a percentage to withdraw from whatever is in the portfolio at the time.
Examples of such withdrawal methods include
VPW:
https://www.bogleheads.org/wiki/Variable_percentage_withdrawal
Math is done assuming future real stock & bond returns look like the long term historical past. A spreadsheet exists for download.
Time Value of Money (TVM)
Two parts to this one
1. Using NPV concepts like the current value of your SS stream if you haven't started taking SS or a pension or a future lump sum etc. Though you can do this for any withdrawal scheme.
2. Similar math as VPW, but can be adopted to use metrics to guess at medium return stock returns (using something like 1/PE10) and current real rates for bonds in the PMT math. Accuracy of these estimates isn't required, but they do tend to smooth out the withdrawals somewhat.
This thread on bogleheads discusses it.
https://www.bogleheads.org/forum/viewtopic.php?t=263790
An example spreadsheet to understand the concepts (this uses VPW math)
https://docs.google.com/spreadsheet...oWcHzZt8EPaeDe5vJqBSXcYTRU/edit#gid=357005038
A couple of articles that discuss this idea further (including discussions about calculating expected returns for the PMT math)
https://medium.com/@justusjp/flavors-of-pmt-based-withdrawals-part-1-of-2-mortality-dbe09aed5be1
https://medium.com/@justusjp/flavor...als-part-2-of-2-expected-returns-a7486445a4d1
There is also just taking a fixed percentage of your portfolio every year with no inflation adjustment. Guaranteed to last forever. Though, if you choose too high a percentage, your portfolio value and withdrawals could drop severely over time. Firecalc can do this one. The setting is on the "Spending Models" tab. Has the benefit of being simple and can be done with pen and paper or just a calculator.
https://www.firecalc.com/
There are a host of other methods out there that use various algorithms to adjust your withdrawals up or downwards. I personally like the ones whose underlying math guarantees no premature depletion before I would want it to. Many of the others were developed by datamining the past to show that it would have worked in the past (just like the 4% rule). Regardless of what one does, there is no 100% guarantee.
There are other calculators out there that can help guide you with things like when/if to do Roth conversions, which accounts to withdraw from, how much, and when, etc.
One of the most popular is I-ORP. Be sure to choose "Extended I-ORP".
https://www.i-orp.com/Merit/index.html
The main problem with tools like I-ORP is that, at the end of the day, it still assumes a fixed withdrawal, adjusted annually for inflation. If you use a variable withdrawal method, then it's still possible to use this for guidance, just not quite 100% apples-to-apples.
Cheers.