How is sender reputation calculated?

Still have a question, spotted an error, or have a better explanation or a source we should cite?

Every mailbox provider (Gmail, Outlook, Yahoo) runs its own reputation system, and none of them share the exact formula. They all look at similar signals but weight them differently. What gets you into the inbox at Gmail might not work the same way at Outlook.

Here's what they're tracking:

Engagement patterns. Opens, clicks, deletes, moves to folders, replies. If people ignore your emails or delete them without reading, that's a signal. If they open every single one and click through, that's a different signal. Mailbox providers watch how individual subscribers interact with your emails over time. (This is why sending to unengaged subscribers kills your reputation, they're voting with their behavior.)

Spam complaints. Every time someone clicks "report spam" or "mark as junk," that's a direct vote against you. Mailbox providers track complaint rates (complaints divided by delivered emails). If your complaint rate goes above 0.1%, you're in trouble. Above 0.3%, you're probably heading to spam.

Bounce rate. Sending to invalid addresses signals you don't maintain your list. Hard bounces (permanent failures like typos or closed accounts) hurt more than soft bounces (temporary issues like full mailboxes). A bounce rate above 2% is a red flag. Above 5%, you're damaging your reputation fast.

Spam trap hits. If you hit a spam trap (an email address that never opted in, or an old address that was abandoned and repurposed), that's proof you're not using proper permission. Spam traps come in two types: pristine (never valid, planted to catch scraped lists) and recycled (old addresses turned into traps). Hitting a pristine trap can tank your reputation instantly. Hitting recycled traps means your list hygiene is poor.

Authentication pass rates. Mailbox providers check if your SPF, DKIM, and DMARC records validate correctly. Failed authentication doesn't automatically send you to spam, but it makes mailbox providers less willing to trust you when other signals are mixed.

Volume consistency. Sudden spikes trigger scrutiny. If you normally send 5,000 emails a day and suddenly send 50,000, mailbox providers treat it as suspicious. Gradual ramp-ups are fine. Unpredictable jumps are not.

Content signals. This one's less direct than people think. Mailbox providers aren't scanning for keyword triggers like "free" or "urgent" the way they did 15 years ago. But they do look at link density, image-to-text ratio, broken HTML, and whether your content matches what subscribers expected when they signed up. If your welcome email promises weekly tips and you suddenly blast daily product promotions, engagement drops and reputation follows.

All these signals get combined into a reputation score. The score is dynamic, it shifts every day based on recent sending behavior. It's also split by sending domain and IP address. If you're on a shared IP, your reputation is partially tied to everyone else sending from that IP. If you're on a dedicated IP, your reputation is entirely your own (which means you control it, but you also can't hide behind other senders).

One more thing: mailbox providers don't just look at overall metrics. They track reputation at the individual subscriber level too. If a specific subscriber never opens your emails, Gmail might route your next email to that person straight to spam even if your overall reputation is fine. This is why segmentation matters. Sending only to engaged subscribers protects your reputation better than blasting your entire list.

Want to see how you're doing? Check your sender reputation with Google Postmaster Tools (for Gmail) or Microsoft SNDS (for Outlook). Both are free and show your reputation from their perspective. If you're stuck, try our blocklist checker to see if you're on any public blocklists, that's usually the first place reputation damage shows up.

Contributors

Who worked on this answer

Every name links to their profile. Every company links to their site. Real people, real accountability.

Ask an AI · tailored to your setup

Get AI analysis of your reputation risks

I read this on the Email Almanac about how mailbox providers calculate sender reputation. Based on MY current metrics, what's likely hurting my reputation most? --- My details: - Email platform/ESP: e.g. Mailchimp, SendGrid, Postmark, custom SMTP - Sending volume: e.g. 5,000/month or 500/day - Type of email: marketing / transactional / mixed - Current inbox rate (if known): e.g. ~85% inbox, or "not sure" - Open rate: e.g. 22% - Bounce rate: e.g. 1.5% - Complaint/spam rate: e.g. 0.05% - Authentication: SPF: yes/no, DKIM: yes/no, DMARC: yes/no/unsure - List age: e.g. 2 years old, cleaned last month - Recent changes: new domain, IP switch, volume spike, content change - Problem mailbox providers: Gmail, Outlook, Yahoo, etc. Rank my reputation risks from most likely to least likely, and tell me which one to fix first.

Edit the yellow boxes, then send to the AI of your choice.