Possibly. A 31-day late payment that was reported to credit bureaus stays on your credit report for 7 years from the date of delinquency. The most common ways to remove it are: a goodwill letter to the lender (success rate 10-30% depending on relationship), a dispute with the credit bureaus (only succeeds if the late payment was inaccurately reported), or a Pay for Delete agreement (if the account is in collections, which is unlikely for a 31-day late). Most legitimate 31-day lates remain for the full 7 years.
How late payments are reported. Lenders report payment status to credit bureaus monthly. Payment is considered late at 30 days past due. Late payment categories on credit reports: 30 days late, 60 days late, 90 days late, 120 days late, charge-off. A 31-day late falls into the 30-day late category. The category is recorded for the specific month it occurred.
Goodwill letter. A polite written request to the lender (not the bureaus) asking them to remove the late payment as a goodwill gesture. Most effective for: long-standing customer with otherwise clean payment history, one-time circumstance that caused the late payment (medical emergency, banking error, identity theft), and the late payment was the only blemish on an otherwise long good record.
Sample goodwill letter. "Dear [Lender], I have been a customer since [year] and have always paid on time. The 30-day late payment in [month/year] was due to [brief explanation]. I have since made all payments on time. As a goodwill gesture, would you consider removing this late payment from my credit report? Thank you for considering this request. Sincerely, [your name]." Send via certified mail and follow up after 30 days if no response.
Goodwill success rates. Major banks (Chase, Bank of America, Wells Fargo) rarely remove late payments via goodwill, especially for recent customers. Credit unions often remove late payments for long-standing members. Smaller lenders and online lenders are sometimes flexible. The success rate is highly variable; some customers report success after multiple letters.
Credit bureau dispute. If the late payment was inaccurately reported (you actually paid on time, the lender misreported the date, identity theft, or any factual error), file a dispute with the bureaus. Submit documentation of the actual payment date. The bureau must investigate within 30 days and remove unverifiable inaccurate information. This works only for genuinely inaccurate entries, not for legitimate late payments you wish were not there.
Pay for Delete. Generally not applicable to a 31-day late payment because the account is not in collections (the lender still owns it and the relationship is intact). Pay for Delete agreements are typically with collection agencies, not original lenders. If your account has gone to collections after multiple late payments, the collector might agree to delete in exchange for payment.
The 7-year clock. A 31-day late payment remains on your credit report for 7 years from the date of the delinquency. Paying the account current does not remove the late payment; it just brings the account back to good standing. The historical late payment continues to appear in payment history for the full 7 years.
Score impact decreases over time. A recent late payment (within 6 months) has the maximum negative impact, dropping your score 60-110 points depending on your overall profile. The impact decreases each year as the late payment ages. By year 5, the impact is much smaller. By year 7, it falls off entirely.
Recovery strategies. Make every payment on time going forward. Add positive trade lines (secured credit card, new installment loan paid on time) to dilute the impact of the late payment. Keep credit card utilization low. The combination of time, on-time payments, and positive new accounts produces meaningful recovery within 12-24 months even with the late payment still on the report.
Practical advice. Try the goodwill letter; the cost is just a stamp. If it succeeds, great. If not, focus on the underlying credit-building strategies that produce real score recovery: on-time payments, low utilization, mix of credit types, and patience. The 31-day late will eventually fall off; in the meantime, build positive history that overshadows it.