A system full of data nobody trusts

28 Aug 2026 DataDiscipline

You open the report and find four companies with the same name, a hundred deals with no source, and fifty contacts with no phone number. So you send a message: "Please fill in the data." Nothing changes, because the problem is not willingness.

Three real causes

1) Fields required but never used. If a field appears in no report and changes no decision, the team is right to ignore it. Delete it. Every field you remove raises the quality of what remains.

2) Asking at the wrong moment. Asking for "budget" when a deal is created is a question with no answer yet, so it gets filled with anything. Ask it when moving to "Proposal", by then it is known.

3) Nothing prevents the error. Reminders do not work; blocks do: a deal cannot advance to the next stage until its fields are complete.

Duplicates: prevent them at entry

Most duplication happens because a rep types an existing name in a different form. The fix is at the moment of typing, not in a monthly cleanup: suggest the existing company while they type, and attach the deal to it rather than creating a second.

For today's cleanup: start with companies, not contacts, merging a company drags everything beneath it.

Four fields are enough (anything more needs a reason)

FieldWhen askedWhy
SourceAt creationWithout it you do not know where to invest
Decision-makerBefore "Proposal"A deal with one contact is not a deal
Expected valueBefore "Proposal"Forecasting without value is theatre
Loss reasonWhen closed lostYour most valuable data

Make entry a side effect, not a task

Teams enter what helps them. If the call is logged from the same screen, and email and WhatsApp attach to the deal automatically, the data builds itself. Anything that must be typed manually is a candidate for being forgotten.

Enterprise sales · 4 active pipelines · 12 open deals Live simulation Names and figures in these demos are fictional and for illustration only — they represent no real customer or entity.
Discovery3
SAR 340,000
Al Ufuq Holding Group
450 staff120,000
Al Bunyan Contracting Co.
90 staff48,000
Al Rowad Plastics Factories
210 staff72,000
Qualification3
SAR 415,000
Al Waha Specialist Hospital
620 staff210,000
Hibab 85%
Mada Technologies
140 staff65,000
Al Masar Transport Co.
380 staff140,000
Proposal2
SAR 630,000
Government body — open tender
Tender480,000
Awaiting approval
Al Riaya Medical Group
290 staff150,000
Negotiation1
SAR 320,000
Private university
Education sector320,000
Signing Sunday
Won2
SAR 1.4M
Al Sawahel Development Co.
550 staff420,000
Local bank — branch
Banking380,000
Unqualified1
Sole proprietorship
3 staff
Out of segment

Measuring cleanliness

One metric, reviewed monthly: the share of open deals with all four fields complete. Below 80%, trust no report built on them, including the forecast you show management.

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