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PROJECT 005 / 102 · Commerce

Product ABC inventory priorities.

How many product codes account for the first 80% of invoiced product value?

Focused analytical studyRetailExecuted notebook

THE RESULT

What the data shows

The largest computed metric is 0.8001 for A; the smallest is 0.04999 for C. Metric: sales_share (Share).

Include the boundary-crossing code in the earlier class. Source product codes can include charges.

Product ABC inventory priorities — chart from the computed study output
Computed study output. Full values and units are available in the results download.
Computed results · 3 of 3 rows. Values rounded for display; source units and raw column names are retained in the download.
classproduct codesgross gbpsales share
A8048,534,463.160.8001
B9831,599,039.260.1499
C2,135533,182.120.04999
Download the complete result table ↓

THE METHOD

From source to answer

Cumulative revenue ranking with 80% and 95% ABC boundaries.

The Python source exposes this study’s transformations. The complete project download includes shared preparation and evaluation routines.

THE NEXT DECISION

What follows from the finding

Prioritize review effort across the assortment; stock levels and holding costs are needed for an inventory policy.

Where the conclusion stops

Historical invoice lines; credits are not reliably matched to original sales. Gross purchases are not profit. Unidentified customers cannot support customer-level conclusions. Exact repeated lines remain unless the study explicitly compares removal.

Related studies may reuse observations or holdouts. These are historical analyses; associations and backtests do not demonstrate commercial impact. Further model tuning needs new, untouched evaluation data.