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C16 · proof of concept

One hour in, seven hours out.

A sixty-minute interview is the visible part of a longer process. By the time the material is in a form a listening engagement can use, the interview has accumulated about seven hours of downstream work behind it. Make a guess first, then the breakdown will appear — and then the arithmetic at fifteen, fifty-eight, and a hundred interviews.

Interactive: estimate the total project hours required to make use of one sixty-minute interview. Adjust the slider, then reveal the breakdown. The cumulative panel shows what those hours look like across fifteen, fifty-eight, and one hundred interviews.

Your estimate: how many total project hours does one sixty-minute interview produce?

1 12
3.0 hours

The interview itself is roughly a seventh of the work. The rest is invisible — to the interviewee, to most clients, often to the consultant pricing the engagement. That ratio is the structural reason listening at scale is rare in the consulting industry: a firm built around hourly billing for the visible part of the work cannot run sixty interviews on a fixed-fee scope without accepting that the price quoted is roughly one-seventh of what the work will actually cost in hours.

Engagements that try to listen at scale on a typical strategy-deck budget produce one of two outputs: a much smaller interview set than was promised, or a much shallower coding pass than the synthesis can defend. The arithmetic above is what forces the choice.

Source. Step times are conservative composites drawn from qualitative-research methods literature, principally Johnny Saldaña, The Coding Manual for Qualitative Researchers (4th ed., Sage, 2021), and standard transcription industry benchmarks (≈ 1.5–4× audio length depending on quality, AI-assistance, and review depth). Treat the per-interview total as a working approximation: real engagements vary by interview length, protocol depth, codebook complexity, and whether transcription is contracted out. The qualitative claim — that the interview itself is the shortest line item — is robust across all of that variation.