Last verified April 2026 · 9 min read
The research behind signup drop-off
Every number on signupdrop.com comes from one of the sources below. Here is each one, the work they have published, and the specific benchmarks we cite from them. If a claim on this site does not trace back to one of these sources, it should not be here.
Baymard Institute
UX research firm founded by Christian Holst. Publishes large-sample usability benchmarks for checkout and signup flows. Their database is the gold standard for e-commerce and SaaS form abandonment data.
The deeper benchmark database is paywalled (approximately $200/month). Public articles on baymard.com give partial data. For practitioners who run form audits regularly, the subscription is worth it.
baymard.com →Nielsen Norman Group
Usability research firm founded by Jakob Nielsen and Don Norman in 1998. Publishes peer-reviewed research on web usability, form design, error states, and digital trust.
Nielsen Norman research is published at nngroup.com. Articles are detailed and practitioner-readable. Reports are sold separately; articles are free.
nngroup.com →Luke Wroblewski
Author of Web Form Design: Filling in the Blanks (Rosenfeld Media, 2008). Formerly Principal Designer at Google, VP of Design at Yahoo. Published extensively on form UX at lukew.com. The book is the canonical reference for form design practitioners.
Web Form Design by Wroblewski is the practitioner standard. Published 2008, still cited as authoritative in 2026 because the fundamentals have not changed.
www.amazon.com/Web-Form-Design-Filling-Blanks/dp/1933820241 →Segment (Twilio Segment)
Customer data platform vendor. Publishes annual signup and onboarding benchmarks aggregated from customer data. One of the few vendors publishing honest auth-method conversion deltas.
Segment benchmarks are published via their blog and research content hub. Numbers are aggregated across real customer data, making them more reliable than vendor surveys.
segment.com →Statsig
Experimentation and feature-flag platform. Publishes public benchmark data on signup and onboarding A/B tests aggregated across their customer base. Increasingly cited in growth-PM circles for honest experiment data.
Statsig publishes benchmark reports at statsig.com/blog. The data is genuinely drawn from real experiments, not surveys.
statsig.com →Auth0 / Okta
Authentication vendor. Publishes customer case data on magic-link, password, and social-login signup conversion deltas. Self-serving in the direction of promoting passwordless, but the data points are real.
Auth0 research is published at auth0.com/blog and in their developer documentation. Honest caveat: they benefit from you using passwordless, which creates some selection bias in case-study selection.
auth0.com →HubSpot
Marketing-tech vendor. Publishes large-sample form-conversion benchmarks drawn from their vast customer base. One of the most-cited sources for average form conversion rates and the number-of-fields curve.
HubSpot form benchmarks are published in their State of Marketing reports and on the HubSpot blog. Biased toward their use case but sample sizes are substantial.
hubspot.com →Formisimo / Zuko
Form analytics vendor (rebranded from Formisimo to Zuko). Publishes per-field abandonment data from session-recording analysis of real form interactions. The closest published data to Baymard's field-level research that is publicly accessible.
Formisimo/Zuko research is available on their blog and in published benchmark reports. Their data is particularly valuable for per-field comparison since it comes from live form-session analysis.
www.zuko.io →NIST SP 800-63B
US National Institute of Standards and Technology, Digital Identity Guidelines. The federal government's own specification for password policy in digital systems. NIST 800-63B is the most-ignored research in consumer web signup UX.
NIST SP 800-63B is available free at nist.gov. The relevant sections are 5.1.1 and 5.1.1.2. Written for government systems but explicitly referenced by security professionals for all digital identity contexts.
pages.nist.gov/800-63-3/sp800-63b.html →Userpilot
Product analytics and onboarding vendor. Publishes research on email verification, onboarding drop-off, and PLG patterns. Less rigorous than Baymard but useful for real-world case data on modern SaaS patterns.
Userpilot research is published on their blog and in their Product Adoption Benchmark reports. Self-serving toward their platform but case data is from real customers.
userpilot.com →Recommended reading
These books are the canonical references. Affiliate links via Amazon Associates.
- Web Form Design: Filling in the Blanks by Luke Wroblewski (2008) — The canonical book on form UX. Required reading.
- Forms That Work by Caroline Jarrett and Gerry Gaffney (2008) — The academic companion to Wroblewski. More rigorous, less practitioner-friendly.
- Don't Make Me Think by Steve Krug (2014 (3rd ed.)) — The practitioner classic. Chapter on registration flows is directly applicable.
- The Design of Everyday Things by Don Norman (2013 (revised)) — Foundational. The affordance and feedback model underlies every signup UX decision.
RELATED IN THIS PORTFOLIO