Skip to content
You Need To Understand This
DataLevel 4 · Ambiguous

The spreadsheet that lies

You are handed a sales report to summarise. The total at the bottom is wrong, and nobody has noticed for three months.

What this trains: Find the errors in someone else's data before you build anything on top of it.

45 minYou decide what a good answer even is.You can retry

The situation

You have inherited a monthly sales report. The person who built it has left. Your manager wants "the same thing, updated" by Thursday, and mentions in passing that the numbers "have looked a bit off lately".

Here is what the file contains.

The data

A sheet called Sales_FINAL_v4_use this one with roughly 4,000 rows:

ColumnWhat is in it
DateSome cells are dates. Some are text like 12/03/24. A few are numbers like 45362.
RegionNorth, north, NORTH , Nrth, and 40 blanks
SalespersonNames, some with trailing spaces, some Last, First, some First Last
AmountMostly numbers. About 60 cells are text because someone typed 1,200 or ₹1200
StatusClosed, closed, Won, Complete — apparently all meaning the same thing
NotesFree text. Three rows contain the word TEST

At the bottom of the sheet:

  • A SUM over a fixed range B2:B3847 — but the data now runs to row 4102
  • A row that says TOTAL sitting inside the data range, so it is counted twice
  • Two rows that are visually hidden
  • A VLOOKUP returning #N/A in 12 places, which someone wrapped in IFERROR(...,0) so the errors silently became zeros

Why this is level 4

Nothing here is exotic. Every one of these appears in real files constantly, and the report has been circulating for three months with people making decisions from it.

The difficulty is not fixing any single problem. It is noticing them at all, before you build on top of them — and then deciding which ones actually change the answer versus which are merely ugly.

Your task

Produce a short written assessment containing:

  1. At least four distinct problems, of different kinds.
  2. For each: how you would detect it in a file you had never seen. A method, not an observation. "I would check whether the SUM range matches the data range" generalises. "Row 3847 is wrong" does not.
  3. Which problems change the total and which are cosmetic.
  4. What you would tell your manager, in under 100 words, including anything you cannot resolve without the person who left.

Hints

How this is evaluated

Reflection

If your manager had said "just update it, it's fine", would you have checked?

The honest answer for most people is no. Inherited files carry an assumption of correctness that they have not earned, and three months of decisions were made on this one.

Your attempt

Constraints

  • You must find at least four distinct problems
  • For each, state how you would detect it in a file you had never seen
  • You cannot ask the person who made it — they have left
0 words