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@AnonymousThanks. I guess I’m wondering about all the credit sites that use “% of on time payments”. They have categories such as 97, 98, 99, and 100%.
If you divide mine (129/133) you get 96.9%. It would stand to reason that increasing the number of on time payments would increase my percentage amount, even keeping those 4 late payments. For example. If I made 996 / 1000 payments. My on time would be 99%, increasing my score but still having 4 late payments.
While it may seem that should be the case, it isn't. I suppose you're referring to the fluff charts and tables that Credit Karma or a similar source provides. Percentages like 96%, 98%, etc. do not matter. There are only 2 categories here: 100% on time payments and everything else. 99% of payments on time is no better in terms of scoring than 93% or 85% or even 50%. 99% means you've been late and if you've been late, you're assigned a dirty score card. The only exception would be a single minor (30 day) negative may not land someone in a dirty score card. With 4 late payments, a dirty score card is where you'll be. Yes, upon a manual review seeing just 1 or 2 late payments is going to look "better" than if they see a few dozen, but in terms of scoring, dirty is dirty. So, the simple answer to your question is no, increasing your percentage of on time payments from say 96% to 99% will have no FICO scoring impact. Additional on-time payments have no impact on your existing lates; more on-time payments can't dilute being dirty.
I think there may be some portion of the scoring that can be improved by having more accounts with good payment history. The MyFICO education pages say so:
https://www.myfico.com/credit-education/credit-payment-history/
In bold: How many accounts show no late payments.
“ A good track record on most of your credit accounts will increase your FICO score”
The Payment history calculation has to be able to include a “percentage of on time payments” because using only an absolute count of Lates is not sufficient.
Cardholder #1 has 36 months of on-time payments on two cards. 72 payments. He misses one payment by 30 days.
Cardholder #2 has one card, has made one on time payment, then misses the second payment by 30 days. The severity, as a percentage of historical payments is much worse for cardholder #2 and simply must be in the calculation.
Cardholder #2 has also not built up a track record of payment so would likely have started at or just below 700.
Cardolder #1 would have increased score to the low 700s at least.
Each would lose score, but #1 should still have a higher score after the late.
By the same logic, and the quote regarding positive accounts, OP should be better off by adding another account, and aging all accounts with more ( overwhelming ) positive payments.
You dont gain points by making timely payments. Percent of ontime payments is not a FICO scoring metric in any statement by Fair Isaac.
You gain points under length of credit history as your accounts get older, but not simply by making expected payments.
As with so many topics credit-related, there would be no way to tell if opening an additional account would help the OP in terms of scoring or percentage of clean vs dirty accounts. The opening of the new account could cause a score drop from the inquiry and the "new account" / AoYA drop and potential AAoA reduction, masking any gain realized from a new clean account added to the profile. The only way I believe it could be proven to help would be if you were looking at the bureau(s) that didn't take the inquiry and the age of accounts factors did not cross any thresholds (not that we have finite points of them in the first place) and someone actually saw a score gain immediately following the opening of the account.