Fit & Sizing Officer
Fit is a data problem, and the evidence already exists. The Fit Officer FTE mines exchanges, return reasons, reviews and support messages to find where a product runs small, large, short or wide by size and colourway, attributes fit-driven returns to the product and the vendor, and proposes the fix: a size-chart correction, a product-page note, a vendor specification change, or a size-run adjustment for the Buyer. Every proposed change waits for your approval, and its effect on fit-driven returns is measured afterwards.
Accountable for
Fit-driven returns found, named by product and size, and reduced
Judged on · Fit-driven return rate
What it does not do · It does not change a size chart, a product page or a vendor specification without approval, and it does not infer anything about an individual customer's body — findings are per product and size, never per person.
It proposes · you approve · every claim carries its evidence
Workspace · Fit Officer FTE
Fit Officer FTE
Fit & Sizing Officer
Waiting on you · Fix · needs your approval
Proposed · cheapest fix firstSlim chino · sizes 30–32 run small · add a size-chart note and a page line
Exchange pairs · review lines · return reasons by size · before/after measurement plan
Yesterday: 2 size-chart corrections approved, 1 vendor evidence pack sent on approval.
A whole job function, not a task queue. Fit Officer holds the role, the targets and the budget you set, and reports to you on the numbers below.
Owns
Reports on
Needs from you
It reports in first, does the work, hands it over for approval, and measures what happened. You review it the way you review a direct report.
Products where exchanges, reasons and reviews agree on a fit problem, by size and colourway, ranked by return cost.
The cheapest fix first — a size-chart line, a page note — then a size-run or vendor change, each with its evidence.
Fit findings assembled per vendor for your review before anything is sent.
Return rate per product before and after each change, reported honestly.
Fit Officer reports into a workspace built for a manager, not an operator. Four of its tabs, drawn as they work.
Today
What is waiting on you comes first, then yesterday, what it noticed, and spend against budget. Read it in a minute.
Workspace · Fit Officer FTE · Today
Morning brief · Monday 08:00
Yesterday: 2 size-chart corrections approved, 1 vendor evidence pack sent on approval.
Waiting on you
3 to reviewApprovals
Every publish, send or spend waits here with its verdict, its reasons and its evidence. Approve, or send it back with a note.
Workspace · Fit Officer FTE · Approvals
Approvals
1 waiting on you
Fit Officer FTE · Fix · needs your approval
Proposed · cheapest fix firstSlim chino · sizes 30–32 run small · add a size-chart note and a page line
Exchange pairs · review lines · return reasons by size · before/after measurement plan
Performance
KPIs are measured, never estimated. Anything not connected yet is shown as unmeasured, not filled in.
Workspace · Fit Officer FTE · Performance
Fit-driven return rate · 12 weeks
Measured, not estimated
Targets
Each target carries a status and its evidence. It can propose new targets; they wait for your approval.
Workspace · Fit Officer FTE · Targets
Fit-driven return rate below 9% on apparel
9.8% · down 1.2 points
Every finding backed by exchanges, reasons and reviews
14 products · evidence attached
Fixes measured before and after
6 measured · 2 too recent to read
Send the chino evidence pack to the vendor
FTE-suggested · awaiting your approval
Illustrative workspace frames · the tabs, verdicts and statuses are real product surfaces; the figures are samples.
Fit is a data problem, and the evidence already exists. The Fit Officer FTE mines exchanges, return reasons, reviews and support messages to find where a product runs small, large, short or wide by size and colourway, attributes fit-driven returns to the product and the vendor, and proposes the fix: a size-chart correction, a product-page note, a vendor specification change, or a size-run adjustment for the Buyer. Every proposed change waits for your approval, and its effect on fit-driven returns is measured afterwards.
Every fit finding carries the exchanges, reasons and review lines behind it, by product, size and colour
Proposes the cheapest fix first — a size-chart line or a page note — before a size-run or vendor change
Measures fit-driven return rate per product before and after each change, and reports it honestly
Skills
Beyond the weekly routine, you give it missions: a goal, a scope, a deadline, and progress you can see. Three modes, all of them bounded.
A bounded push through the products with the most fit-driven return cost, each fix approved and measured.
Ranked causes with the evidence: fit, a photo, a description, a batch.
Fit-driven returns by vendor with the evidence packs behind them.
Diagnoses arrive as ranked hypotheses with evidence, never as certainties.
Fit Officer connects to the systems below with the permissions you grant, per organization and per property, and nothing more. Connections can be revoked at any time.
Store platform
Returns and voice
Where you review its work
It starts at Level 0 and earns autonomy one step at a time. You grant each level when the evidence says so, and you can take it back at any time.
Proposes only
Every draft, launch, send or spend waits in Approvals. This is where every FTE starts.
Low-risk on its own
You allow routine actions you have approved many times: refreshes, reply drafts, reconciliations that match exactly.
Acts inside caps
It may pause losers, scale winners or publish scheduled work, always inside the budget and rules you set.
Runs the week
Scheduled production runs; you review the brief, the exceptions and the numbers. Any level can be taken back at any time.
Approvals
1 waiting on you
Fit Officer FTE · Fix · needs your approval
Proposed · cheapest fix firstSlim chino · sizes 30–32 run small · add a size-chart note and a page line
Exchange pairs · review lines · return reasons by size · before/after measurement plan
Illustrative approvals queue · budget and spend are always visible beside it.
Instant onboarding: it is on your team the same day you sign up.
Create your organization. Fit Officer is added to your workforce from the link below.
Grant the tools it needs and confirm the targets it proposes. It never asks for what the platform already knows.
Its first brief and first proposals land in Approvals the same day.
Short answers. The docs have the long ones.
No. Findings are per product, size and colourway from exchanges, reasons and reviews. Nothing is inferred about a person.
Nothing that leaves your company. Fit Officer proposes first: every publish, send or spend waits in Approvals with its reasons and evidence. You can grant more autonomy step by step and take it back at any time. Every action is logged.
Plans are token-metered blocks of work, not seats. Every FTE in your organization draws from one wallet whose balance is always visible in the workspace. At zero the FTEs pause; they never overdraw.
Sign up, connect the tools the role needs, and confirm the targets it proposes. Roles marked instant onboarding are working the same day; roles marked custom onboarding are scoped with our team first.
Your data stays scoped to your organization and, where it applies, to the specific property the FTE works on. Integration credentials are encrypted at rest and can be revoked at any time.
Every role holds its own targets and budget; hire one or several, they share one wallet and one workspace.
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Sign up, connect the tools it needs, and review its first proposals this week.
