Pebellslearn by building
0%
RoadmapsMatrixCoursesSandboxSign in
Data Quality and Lineage  ›  Lesson

Accuracy and Coherence: Reconciling Numbers

Accuracy 14 minAccuracy asks whether each value matches reality and coherence asks whether sources agree, and when two totals differ you reconcile them by bridging from one to the other, explaining each difference as an error or a definition difference.

Accuracy and Coherence: Reconciling Numbers

Ishaan's dashboard says Weftwise delivered 960 orders worth ₹12,00,000 in March. Dev's finance ledger says 955 orders worth ₹11,92,000. The gap is small, ₹8,000, but until it is explained, Meera trusts neither number. Two of the six quality tests meet here: are the values right (accuracy), and do the sources tell one story (coherence)?

The rule

When two totals disagree, explain every rupee of the gap.

Accuracy checks that each value matches reality. Quick checks catch most problems:

  • Range and rule checks: prices above zero, delivery after dispatch, no future dates.
  • Completeness: no missing delivery dates for delivered orders, no missing days in the load.
  • Spot checks: pick ten random orders and compare them with the shop's admin screen.

Coherence checks that numbers agree: with other systems, with their own parts (Jaipur plus Kolkata must equal the company total), and with past periods (a definition changed halfway through a year breaks the trend).

When two totals disagree, the gap is usually a stack of small, explainable differences. Some are errors, where one side is simply wrong. Others are definition differences, where both are right under different rules. You must know which is which, because errors get fixed while definition differences get agreed and written down.

The shortcut

Build a bridge. Start from one total, add or subtract each difference you can explain, and see whether you land exactly on the other total. Whatever is left is the part you have not explained yet.

Bridging the dashboard to the ledgerStep 1 of 5
  1. Start from the dashboard

    960 orders, ₹12,00,000.

The trap is plugging the gap: adding a line called "other adjustments" to make the totals match. An unexplained remainder is a clue, not a rounding problem.

Drills

Answer fast — trust the rule.

The dashboard shows ₹12,00,000 and the ledger ₹11,92,000. How big is the gap, in rupees?
1200000−1192000= ?1200000 - 1192000 = \,?
Starting at ₹12,00,000, remove the test orders (₹3,000) and the refunds (₹7,000). Where does the bridge stand, in rupees?
1200000−3000−7000= ?1200000 - 3000 - 7000 = \,?
quick drill

Finance removes orders refunded after delivery; the dashboard keeps them as delivered. What kind of difference is this?

quick drill

After the bridge, ₹500 is still unexplained. What should Ishaan do?

quick drill

Jaipur shows 480 delivered orders, Kolkata 480, and the company total shows 962. Which test does this fail?

Remember

  • When two totals disagree, explain every rupee of the gap.
  • Build a bridge from one total to the other; label each step as an error or a definition difference.
  • Trap: plugging the gap with "other adjustments".

Practice — level up

0/1 solved

Write your answer, then compare it with a rubric and a model answer.

ExplainReconcile the dashboard with the ledger

Explain how you would reconcile Weftwise's dashboard revenue (₹12,00,000 on 960 orders) with Finance's ledger (₹11,92,000 on 955 orders). Show the bridge step by step and say which differences are errors and which are definition differences.