What is actually in this file
One spreadsheet, 5,257 rows, eighteen days. It records a paid-ads → free webinar → sales-call funnel selling a $4,000–$7,000 coaching programme. Nobody has told us any of that — every word of it is readable off the column names and the empty cells.
The empty cells already draw the funnel
Before computing anything, count how many people have data in each layer of the file. A column is only filled if that person got that far. The result is the funnel, in silhouette.
Read top to bottom: everyone registers, most arrive from a trackable ad, seven in ten get scored, half fill in the long survey, one in six ever reaches a salesperson, and one in sixty pays. No calculation produced this — it is just which cells are blank.
The business reconstructs itself from the labels
Column names and dropdown values are evidence. A company only creates a field for something that happens often enough to need one — so the vocabulary gives the operation away.
Q10. How long following Abu LahyaCapital available in next 30 daysProgram_TypeCourse Only (4k) · Full Program (7k)
Payment_TypePIF · Payment Plan · Deposit
Close_Lead_Status — 23 valuesTriaged – Financial · Fear Objection · Parent Objection
Ta3ban DataQ12 / Q13 — free texthalal · deen · akhira · barakah
UTM Campaign — 160 values14.05 | Imran | Dumbest Thing
What this file cannot answer
Worth stating at the front rather than burying. Four questions any owner of this business would ask first — and none of them are answerable from this export, no matter how it is analysed.
| The question | Why not |
|---|---|
| What did any of this cost? | There is no ad spend anywhere in the file. Every efficiency number — cost per lead, cost per sale, return on ad spend — is unavailable. We can rank channels by what they return, never by what they cost. |
| Did they show up to the call? | There are no call events, only a flag showing the stage someone sits in right now. Booked → held → closed cannot be computed. |
| When did a deal close? | There is no close date column. Without it there is no time-to-sale, no maturity curve, and no fair comparison between one cohort and the next. |
| Did they watch the webinar? | No attendance data. The webinar is the product, and its performance is the single largest blind spot here. |
These are not complaints about the data. They are the shopping list — page 10 turns each one into a specific request, ranked by how much it unlocks.
▶ All 35 columns, with fill rates — the full dictionary
Fill rate is the share of the 5,257 raw rows where the column has any value. “Distinct” counts unique non-empty values — a fast way to tell a category from free text, and to spot fields like Q6 that are entirely empty.