Why the 4-to-1 transcription rule misleads deadlines and how file-by-file planning fixes it

A freelance transcriber promised a client delivery by a Friday, but the average-based 4-to-1 rule did not fit the actual files. One interview was clear with a single speaker, while a three-hour panel had poor audio and overlapping voices. Applying speaker and quality multipliers to each file showed the panel alone would take about 27 hours, pushing total work to roughly five full workdays. Counting working days rather than calendar days, the author delivered a week later than first promised, matching the revised plan. The article also notes that AI-assisted drafting with human review is faster but still slowed by difficult audio.