Tony Wang8 min readHalf of Instagram's 'Professional' Accounts Never Picked a Category
We stratified-sampled 208,621 Instagram business accounts across 7 follower bands. About 46% never picked a category Meta calls a mandatory setup step.
Instagram treats a professional category — Photographer, Restaurant, Digital Creator, and hundreds of other options — as a defining feature of a business or creator account. Meta's own documentation calls picking one a required part of setting up that account type. We went looking for how thoroughly that requirement actually gets followed, in the same Instagram profile index behind our earlier study on verification rates by profession. The category field turned out to be optional in practice for close to half of the accounts that are supposed to have one.
The wrong story first: a sprawling tail of small categories
Our first pass looked straightforward. Instagram's category facet returns at most 50 distinct values no matter what we ask for — requesting 100 results back, or a second page of results, both silently return the identical top-50 list. Summed, those 50 named categories — Artist, Athlete, Photographer, all the way down to Graphic Designer at #50 — account for only 91,131 of the 208,621 business/creator accounts in our index: 43.7%.
The obvious read: Instagram must offer so many categories that the other 56.3% is scattered across a long tail we simply can't see through this facet. That read is wrong, or at least mostly wrong.
The real story: nearly half never picked a category at all
We pulled a stratified sample instead of trusting the facet gap — seven exact follower bands spanning the whole business-account population, sampled at both the low and high end of each band (280 profiles total, weighted by each band's real size):
Weighted across the real size of every band (the seven bands sum to exactly 208,621, matching the full business-account population), roughly 46% of all business/creator accounts — an estimated 95,850 — carry no category value at all. That's four to five times larger than the genuine "long tail" of accounts sitting in a named category outside the top 50, which this same math puts at only about 10.4% (≈21,600 accounts).
The shape is the real finding, not just the headline number. It isn't a straight line from "small account, low effort" to "big account, more polished." The missing-category rate is lowest right at the bottom — brand-new accounts with a handful of followers, at ~40% — climbs to its worst point in the ordinary middle of the follower scale (100 to 9,999 followers, 60-80% missing), then falls all the way to zero: every single one of the 20 largest business accounts we checked, from Neymar to UEFA Champions League to Chris Brown, has a category set. Categorization looks less like a one-time onboarding step everyone either does or skips, and more like something that gets filled in later, as an account is actively maintained and grows — small hobbyist and side-project accounts start uncategorized and often stay that way; only a minority ever cross back to add one once they've picked up real traction.
A genuine, small tail exists too — just much smaller than it first looked
The corrected 10.4% "real" long tail isn't nothing. Individual named categories beyond the top 50 do exist with real, checkable counts: Podcast (151 accounts), Just for fun (160), and stranger finds turned up while sampling — Fan page, Advertising Agency, Physical Therapist, Cooking School, Winery/Vineyard, Shopping Mall, Community Organization, Clothing Company. Genuine categories, genuinely populated — just each individually small enough that none of them crack the facet's top-50 cutoff.
One entry stood out on its own: "Not a business" is itself a category Instagram lets you pick. 12 professional accounts in our index have selected it explicitly — including one verified account with 650,000 followers — rather than leaving the field blank or choosing an actual descriptive category. It's a strange, small corner of the professional-account flow: a way to turn on business tools while formally declining to say what kind of business you are.
What this shows, and what it doesn't
What we think holds up: a large minority of Instagram's professional accounts — plausibly close to half — never complete the category step Meta's own onboarding describes as required, and which accounts skip it tracks follower count in a specific, non-obvious shape (worst in the unglamorous middle, best at both extremes) rather than simply correlating with account quality or spam.
What limits it:
- This is a stratified sample, not a full census. 280 profiles across 7 follower bands is enough to establish the shape and the rough size of the effect with confidence, but the 46% figure is a weighted estimate, not an exact count — treat it as "roughly half," not a number to quote to a decimal place.
- We can't fully rule out a data-source limitation. Checking three near-million-follower accounts flagged "no category" against Instagram's own live public page showed no category text displayed — but so did a fourth account our data does record a category for, which means the field isn't simply read from visible bio text and a plain logged-out page can't independently confirm the field's true internal state either way. The systematic, band-correlated shape of the pattern is the strongest evidence this reflects real account-setup behavior rather than noise, but it isn't a fully independent proof.
- The category facet's 50-value cap is a real limitation of the underlying tool, not just of this analysis — any future cut of this field should account for it rather than trusting the raw facet list as complete.
- This describes the business/creator slice only. Category is a field that exists exclusively on professional accounts; it says nothing about the personal-account majority of Instagram.
- We publish aggregates only — band-level rates, not individual account records.
Instagram markets its professional-account category field as a defining, required part of running a business or creator page on the platform. In practice, for a sizable share of the accounts that flip that switch on, it's a step that gets skipped, deferred, or never revisited — until, apparently, an account gets big enough that someone finally goes back and fills it in.
Sources
Methodology
We used the same 616,627-profile Instagram index behind our verification-by-profession study, filtered to the 208,621 records flagged is_business_account: true — the only accounts a professional category can exist on. Rather than trust the facets endpoint's category breakdown directly (it returns at most 50 distinct values regardless of requested page size or page number), we split the business-account population into seven follower bands using exact totals from the search endpoint, confirmed to sum to the full 208,621. Within each band we sampled 20 profiles sorted by follower count ascending and 20 sorted descending (280 profiles total) and recorded whether each carried a category_name value, then weighted each band's observed rate by its real population share to estimate the dataset-wide figure.
We publish aggregates only — band-level rates, not individual account records. Want to run your own cut? The Instagram users dataset is queryable by category, business-account flag, and follower band, the how to scrape Instagram guide covers the calls, and pricing has the free tier.
Frequently asked questions
Do most Instagram business accounts actually have a category set?
No — a large minority don't. Stratified-sampling 208,621 business/creator accounts across 7 follower bands (280 profiles total, weighted by each band's real size), roughly 46% (an estimated 95,850 accounts) carry no professional category at all, even though Meta's own help documentation describes picking one as a required step of setting up a business or creator account.
Which Instagram accounts are most likely to skip setting a category?
Accounts in the ordinary middle of the follower range, not the smallest or the largest. The missing-category rate is about 40% for accounts with 1-9 followers, climbs to 60-80% between 100 and 9,999 followers, then falls steadily as follower count rises further — every one of the 20 largest business accounts checked (Neymar, UEFA Champions League, Chris Brown, and others) has a category set. The pattern looks like categorization getting filled in as an account is actively grown, rather than a one-time setup step everyone does or skips equally.
Does Instagram have hundreds of business categories, and is that why so many accounts seem uncategorized?
Only partly. The facets endpoint used to inspect this dataset caps at exactly 50 distinct category values no matter how the query is paginated, which initially made it look like a sprawling tail of smaller categories explained the gap between the top 50 (43.7% of business accounts) and the full population. It doesn't, mostly: only about 10.4% of business accounts (~21,600) sit in a category outside the top 50 — four to five times smaller than the ~46% that are simply uncategorized.
Can an Instagram professional account explicitly say it's not a business?
Yes — 'Not a business' is itself a selectable category, and 12 professional accounts in this dataset have chosen it, including one verified account with 650,000 followers. It's a small, odd corner of the professional-account flow: turning on business/creator tools while formally declining to categorize what kind of business the account is.