Module 7: The Numbers
Posting without reading numbers is just uploading. TikTok hands every Shop creator a small set of dials — GPM, product clicks, conversion, returns — and those dials, read weekly, tell you what to post next, what to drop, and what a brand will pay you for. This module teaches the dials, gives you the earnings calculator to plan with, and sets the kill/scale rules so decisions come from the sheet, not the mood.
GPM and the three dials under it
GPM — gross merchandise value per 1,000 views — is the scoreboard from Module 1: total product sales your content generated, divided by views in thousands. A video with 10,000 views that sold $400 of product ran a $40 GPM. A channel's monthly GPM is the number brands ask about, because it prices your distribution: at equal views, the $40-GPM creator is worth more than four $10-GPM creators. Track it per video and per month, in your notes file, from your very first posts.
GPM itself is a product of three dials you can actually turn. Product-page click rate: of the people who watched, how many tapped the product link? This dial reads your hook and your audience fit — low clicks mean the video entertained people who never wanted the thing, or never made the thing's value legible. Conversion rate: of the people who tapped, how many bought? This dial mostly grades the listing — price, reviews, photos — which is why Module 3 taught you to read listings before spending posts on them; you can't out-film a listing that scares buyers at the last step.
The third dial is the one beginners don't know exists: return rate. Sales minus refunds is your real revenue line, and a video can look like a winner for two weeks and then evaporate in clawbacks. Watch it per product, not per video — returns are a property of the product and its listing's honesty, and a product with a fat return rate poisons every video made for it. When GPM is strong but the money never seems to arrive, returns are the leak, every time.
Worked read: a creator posts a storage gadget video: 50,000 views, 2,500 product taps (5% click rate — healthy), 150 sales (6% conversion — strong), $37 average order, so $5,550 in sales and a $111 GPM. Thirty days later, 9% of orders are refunded — normal for the category — and she keeps roughly $5,050 of attributed revenue, earning her 15% on the kept portion. Every dial green: hook worked, listing closed, product stayed sold. That video's format gets remade for the companion product next week. That's what reading dials is for.
The metric that divides total product sales by views in thousands — the creator's scoreboard number — is called .
The earnings calculator: plan with arithmetic, not vibes
Before a product earns a filming slot, it should survive sixty seconds of arithmetic. The formula is the whole business in one line: earnings = views × click rate × conversion × price × commission rate, then discounted by the share of orders you expect to be returned. Run it with your own trailing numbers, not a guru's — if your videos average 8,000 views, a 4% click rate, and your listings convert at 5%, those are your dials until your content improves them.
TikTok Shop earnings estimator
Your real dials, a real product — everything updates live. Defaults are a starting creator's honest baseline, not a promise.
Orders:0
Earnings after returns:0
That video's GPM:0
Read the defaults honestly: 10,000 views, 4% clicking, 5% of clicks buying is 20 orders of a $30 product at 15% — about $83 after typical returns. A strong video, not a fantasy one, on a decent product. Now slide the views to 2,000, a normal early video: the same product pays about $17. Both numbers are the job. The calculator's purpose isn't to discourage — it's to make product choice and volume legible. At $17–$83 per decent video, the path is more videos, better dials, better products, in that order of control.
Use it in reverse for brand talks (Module 9): given a seller's product and rate, you can show a brand what a video on your account is worth in expected sales — with your real GPM history behind the claim. Creators who speak in expected values get treated as media partners. Creators who speak in hopes get treated as applicants.
Using the calculator's logic: 20,000 views, 5% click rate, 4% conversion, $25 product, 20% commission, ignore returns. Earnings?
Kill, scale, and the payout clock
Decisions, made weekly, on rules set in advance. Kill: a product that has had three honest videos (different formats from Module 4) with a GPM under your channel's floor — set your floor at your own trailing average and raise it as you improve — leaves the rotation. Not because it's a bad product, but because your posts are finite and it isn't paying rent. Scale: a product beating your average GPM gets the full treatment — more formats, a LIVE slot, a showcase promotion, and a check that the listing's stock can survive success. Watch: anything with strong clicks but weak conversion is a listing problem, not a content problem — one note to the seller about their page, and one more video maximum; their page, their fix.
Two timing disciplines keep the sheet honest. First, judge on the first-hour and first-day signals for direction, but on seven days for verdicts — Shop videos often sell on a delay as the system finds buyers, and killing a slow-burner at hour six wastes your best research tool, which is patience with data attached. Second, log returns at thirty days against the products that produced them. The sheet that skips the returns column flatters you into re-filming your worst products.
And the payout clock, so your cash expectations match reality: a sale today delivers in days, the return window runs, and the commission typically becomes withdrawable around 15 days after delivery, sometimes up to about a month after the sale, minus whatever was refunded. Plan your sample-buying and your bills on the lagging number, not the posting-day number. Creators get in trouble treating the Shop balance like a same-week paycheck; it's a monthly-ish settlement with a memory for returns.
Worked month-end, a creator's sheet: 41 shoppable videos posted, three products scaled (one hero doing 55% of sales), five killed, GPM up from $22 to $31, $612 in kept commissions expected after clawbacks. Nothing viral, nothing lucky — a portfolio behaving like a portfolio. That boring sheet, compounding month over month, is the actual shape of the screenshot income people chase. Build the sheet. Trust the sheet. The sheet is the business.
A product has strong product-page clicks from your videos but almost no purchases. Where does the evidence point?
What you can now do
- Read any video through its dials: GPM on top, click rate for your hook and fit, conversion for the listing, returns for the product.
- Run the earnings chain — views × clicks × conversion × price × rate, less returns — before a product earns a filming slot.
- Kill and scale on pre-set rules at the weekly review, and plan cash on the real payout clock, not the posting day.