Articles, frameworks, benchmarks and calculators for category managers, buyers, merchandisers and retail operators. Built from decisions made on the floor, not general business commentary.
For readers who want the full framework worked through, not just the free write-up.
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The three most recent pieces from the archive.
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Read the full archive of category, buying, pricing and inventory thinking.
View All Articles →Working templates, worksheets and reference documents are on the way. The Category Playbooks Excel bundle is available now if you don't want to wait.
See the Excel bundle →Recent additions across the library, one section per collection.
Select your situation. We'll route you to the right framework, benchmark or calculator.
Select your category, enter your numbers, get an instant directional reading with interpretation.
Module 2. Inventory Planning & Control Category-independent formulas
All calculator outputs are directional and for reference purposes only. Educational and informational content.
Want to discuss what your numbers mean? Discuss your situation directly.
Start a Conversation →Reference ranges by retail category. Use these alongside your calculator results above to understand where you stand.
These three tiers, Healthy, Watch, Risk, are directional reference points compiled from category norms, not audited industry data. Use them to triage where to look first, not as a pass/fail test. Click a metric below to jump to its calculator.
Scroll sideways to see the Notes column →
| Metric | Healthy ✓ | Watch ⚠ | Risk ✗ | Notes |
|---|
Submitted by visitors and category leaders. Sent to me directly. Reviewed before anything is published. Nothing here is automatic.
First operator notes landing soon. Be the first to share yours.
I've spent over 12 years inside the rooms where category decisions actually get made. Buying meetings, pricing discussions, vendor negotiations, space and assortment reviews, and the quiet post-mortems after a season that didn't go to plan.
ASP is where that experience turns into something usable: articles and frameworks for the calls operators have to make often, benchmarks to know where you stand, and calculators to turn a gut feeling into a number worth acting on.
Not a general audience.
It exists for people who make category, buying, pricing and inventory calls for a living. That's also why it reads differently from a typical business blog: fewer opinions, more reference material you can return to and reuse the next time the same decision comes around.
Monthly retail hacks and category, buying, pricing, vendor and inventory thinking. Straight to your inbox.
Discuss category management, vendor negotiation, pricing, promotion, buying, merchandising or inventory productivity.
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