For journalists and researchers
Gig Index is an open-data project on app-based food and grocery delivery economics across cities globally. If you're writing about gig labor, comparing labor markets, or building research on top of this dataset, this page collects what you need.
Contact
Direct email for press inquiries, methodology questions, and data requests:
We aim to reply within 48 hours on weekdays. For deadline-driven press inquiries, mention the deadline in the subject line and we'll prioritize.
Headline numbers
Quote-friendly statistics computed live from the current snapshot (2026-Q2). Each is written so it can be lifted verbatim into a story; click the copy button to grab the sentence as plain text. Numbers update with every data refresh, so re-grab on the day of publication.
Verified set
As of 2026-Q2, 10 of the 46 cities in the Gig Index are at HIGH confidence, with the primary source live-fetched, the cited value matched against the page, and a Wayback Machine archive captured at verification time. The verified set spans 5 countries: Brazil, Canada, France, Germany, United States.
Pay range (verified set)
Across the Gig Index's HIGH-confidence cities, gross hourly pay ranges from $2.41 in São Paulo to $30.12 in Seattle, a ratio of roughly 12.5× for the same kind of app-based delivery work.
Pay range (full dataset)
Across all 46 Gig Index cities, gross hourly pay spans from $1.20 in Jakarta to $30.12 in Seattle, a 25× spread. Confidence labels (HIGH/MEDIUM/LOW) per city are on the live site.
Housing reach extremes
Hours of work to afford one month's rent on a one-bedroom apartment outside the city centre ranges from about 78 hours in Melbourne to about 509 hours in Mumbai (Gig Index, 2026-Q2).
Methodology in one line
Gig Index figures are gross hourly USD for app-based food and grocery couriers, calculated from a primary source per city (government wage mandate, named union agreement, or platform-published rate) plus Numbeo cost-of-living for the housing-reach metric. Net hourly is derived by subtracting an estimated tax/expense rate.
For verification language to put in a story's sourcing note, the verification page has the per-city audit (what was directly checked, what was assumed, source URL with Wayback archive).
Embeddable assets
Two ways to embed Gig Index data on third-party sites or stories.
Per-city iframe cards render a live, themed card with the city's headline number, confidence label, and a link back to the full data:
On any city page, the Embed this card link at the bottom reveals a ready-to-paste iframe snippet. The card updates automatically when the data does, so embedded stories never go stale on you.
Per-city preview PNGs are pre-rendered as 1200×630 OpenGraph images at stable URLs:
Each image shows the city, gross hourly USD, the verification status, and (for verified cities) the editorial label describing the source. Free under CC BY-SA 4.0; please link back to the city page when embedding.
How to cite
If you use Gig Index in research, journalism, or policy work, please cite it. Update the access date and quarter to match your citation conventions.
Gig Index. (2026). Gig Index: Quarterly index of gig delivery pay across cities globally [Data set]. Retrieved 2026-05-02, from https://gigindex.org/
@dataset{gigindex_2026,
author = {{Gig Index}},
title = {Gig Index: Quarterly index of gig delivery pay across cities globally},
year = {2026},
url = {https://gigindex.org/},
note = {Accessed 2026-05-02},
license = {CC BY-SA 4.0}
}For inline attribution in articles, “Gig Index, an open-data project tracking app-based delivery pay across cities” works and is the format we prefer for first reference. Subsequent mentions can shorten to “Gig Index.”
Raw data access
All public data is on the data page: quarterly CSVs by year/quarter, plus the live JSON snapshot used by the interactive map. Per-city source citations are on the sources page; methodology is on the methodology page.
For HIGH-confidence cities, the verification page shows a per-city audit: value published, source URL with Wayback archive, what was directly verified against the page, what was assumed, what would invalidate the claim, and the re-verify-by date. This is the page to link to in a story footnote.
For “X vs. Y” story angles, the compare page renders any two or three cities side by side: gross hourly, net, hours of work for one month's rent, wage benchmarks, and source citations. The URL encodes the selection (/compare?a=seattle&b=berlin), so the link is shareable and can be embedded directly in a story.
Need a slice that isn't published (a single country, a single metric across cities, the master proof CSV with archive URLs and verification timestamps)? Email us and we'll send it. We're also happy to walk through the methodology or specific city derivations by email; the headline figures often need context that doesn't fit on the city panel (see the note on engaged-time floor vs. actual earnings, for example).
Fact-checking
We're happy to fact-check a draft paragraph before publication. Send the relevant sentences and we'll flag any errors against the current snapshot. We don't ask for embargo, right of review, or copy approval. If we find an error we've already published in our data after your story runs, we'll log it on the errata page and email you so you can correct.
Open data under CC BY-SA 4.0 · Independent project