What data sources contribute to Sender Score and how reliable is it for deliverability?
Matthew Whittaker
Co-founder & CTO, Suped
Published 6 Aug 2025
Updated 17 Aug 2025
8 min read
Sender Score, provided by Validity, is a widely referenced metric in the email deliverability world. It offers a numerical representation, ranging from 0 to 100, of your IP address's sending reputation. The idea behind it is to give email senders a quick gauge of how mailbox providers perceive their sending behavior, with a higher score ideally indicating a better reputation and, consequently, better inbox placement.
However, the exact data sources contributing to Sender Score and its ultimate reliability for predicting actual email deliverability are often subjects of discussion and sometimes confusion. Many wonder if the score truly reflects how major mailbox providers like Gmail, Microsoft Outlook, Yahoo, or Apple Mail view your sending reputation.
The hidden sources of Sender Score data
The data fueling Sender Score comes from what Validity terms the "Validity Provider Network." This network is essentially a collection of data gathered from various sources that monitor email traffic and sender behavior. While the specific list of contributors is not fully public, it's known to include data from mailbox providers, spam filtering companies, and spam trap networks. This aggregated data is then used to calculate the score for your sending IP address on a rolling 30-day average.
A common misconception is that all major free email providers contribute data directly to Sender Score. It's important to understand that Gmail, Microsoft (Outlook.com), AOL, Apple Mail, and Yahoo do not directly contribute their internal reputation data to Sender Score. Their internal systems operate independently. Instead, Sender Score primarily leverages data from cable internet service providers (ISPs) both in the U.S. and internationally, as well as some smaller email hosting companies and dedicated spam trap networks.
The data sources for Sender Score are designed to provide a broad overview of an IP's reputation across a specific subset of the internet. This includes various metrics that reflect sending practices and recipient engagement. Understanding what factors influence email deliverability is crucial to put Sender Score into context.
The nuanced reliability for deliverability
The reliability of Sender Score for predicting deliverability can be a bit nuanced. While it's a useful general indicator, it doesn't always directly correlate with your inbox placement rates at major mailbox providers. Since the largest free ISPs operate their own proprietary reputation systems and don't contribute their data to Sender Score, a high Sender Score doesn't guarantee excellent deliverability to Gmail or Outlook, and conversely, a lower score doesn't automatically mean all your emails will go to spam. Some internet service providers, like Comcast, are known to use Sender Score data to inform their filtering decisions, but this is not universal.
I think of Sender Score as a general health check, similar to a credit score for your IP. It provides a snapshot, but individual banks (mailbox providers in this analogy) might have their own specific lending criteria that go beyond just the credit score. For example, you might have a perfect Sender Score but still experience deliverability issues if your engagement metrics are poor at a specific provider, or if you hit a spam trap only monitored by certain ISPs. This highlights how relevant Sender Score is to deliverability.
Ultimately, a low Sender Score can be a warning sign, prompting you to investigate your sending practices. However, a high score shouldn't lead to complacency. It’s critical to remember that reputation is receiver-specific. What one mailbox provider deems trustworthy, another might flag. The most authoritative source for understanding Sender Score's calculation remains the official Sender Score methodology on Validity's knowledge base.
Sender Score's perspective
A general IP reputation score based on data from a network of diverse, but not all-encompassing, mailbox providers, spam filtering companies, and spam trap networks.
Data sources: Primarily cable ISPs (US and international), smaller email hosting companies, and spam trap providers.
Calculation: Rolling 30-day average of various metrics like spam complaints, blocklist (blacklist) appearances, and email volume.
Essential factors beyond Sender Score
While Sender Score provides a piece of the puzzle, focusing solely on it can be misleading. True deliverability success hinges on a combination of factors that mailbox providers internally evaluate. Your email content and how recipients interact with it are paramount. High spam complaint rates, low open rates, and frequent bounces will negatively impact your sender reputation regardless of your Sender Score. These are often the reasons why your emails might be going to spam.
Another critical element is email authentication. Implementing SPF, DKIM, and DMARC correctly signals to mailbox providers that your emails are legitimate and haven't been tampered with. These protocols are foundational for building trust and ensuring your messages reach the inbox. Without proper authentication, even the best sending practices can fall short. If you're looking for a good overview, a simple guide to DMARC, SPF, and DKIM can clarify these concepts.
Being listed on a public blocklist (or blacklist) can severely impact your deliverability. While Sender Score considers blocklist appearances, checking various blocklists directly provides a more immediate and comprehensive view. There's an excellent in-depth guide to email blocklists that details how they work and their impact. Proactive list hygiene, avoiding sending to invalid or disengaged addresses, and consistent monitoring are crucial to avoid landing on a blocklist.
Ultimately, mailbox providers prioritize user experience. If your emails consistently receive positive engagement, maintain low complaint rates, and are authenticated correctly, your sender reputation will likely be strong, leading to good deliverability, irrespective of a single, external score.
A holistic approach to reputation monitoring
Given that major mailbox providers don't directly feed into Sender Score, it becomes essential to leverage their dedicated tools for reputation monitoring. Google Postmaster Tools, Microsoft's Smart Network Data Services (SNDS), and Yahoo's Postmaster page provide invaluable insights into how your email traffic is performing with their respective domains. These tools offer direct data on spam complaints, reputation levels, delivery errors, and DMARC authentication results, which are far more actionable for improving deliverability with these specific providers. Understanding how accurate SNDS and Google Postmaster Tools data are is key.
My advice is to integrate data from various sources. Use Sender Score as a general reputation check, but rely more heavily on direct feedback loops and postmaster tools from the specific ISPs where your audience resides. This holistic approach will give you the most accurate picture of your deliverability performance and enable you to respond effectively to any issues. Remember, consistently good sending practices, focusing on valuable content and engaged recipients, will always be your best bet for inbox success.
IP reputation
Based on bounce rates, spam complaints, and direct engagement metrics at Gmail, Outlook, Yahoo, and Apple Mail.
Domain reputation
Affected by your domain's sending history, DMARC alignment, content quality, and user engagement.
Views from the trenches
Best practices
Actively use Google Postmaster Tools, Microsoft SNDS, and Yahoo's Postmaster to monitor your specific reputation with these providers.
Prioritize email authentication (SPF, DKIM, DMARC) for all sending domains and ensure proper alignment.
Maintain a clean and engaged email list to minimize bounces, spam complaints, and inactive subscribers.
Segment your audience and tailor content to improve engagement and reduce negative feedback.
Common pitfalls
Over-relying on Sender Score as the sole indicator of your email deliverability health.
Neglecting specific ISP postmaster tools, which provide direct feedback on your reputation with them.
Sending to unengaged or old lists, which leads to high bounce rates and spam complaints.
Not implementing or incorrectly configuring email authentication protocols, weakening trust signals.
Expert tips
Focus on the 'why' behind any reputation dip, not just the score itself. Understand what user behavior is driving it.
Reputation is built over time through consistent positive sending practices, not quick fixes.
Regularly review your email content and subject lines to ensure they are relevant and provide value to recipients.
Engage in community forums and expert groups to stay updated on deliverability best practices and ISP changes.
Expert view
Expert from Email Geeks says Sender Score is a proprietary number that doesn't always reflect much about a sending IP's actual performance, suggesting it might not be worth focusing on.
2024-01-18 - Email Geeks
Expert view
Expert from Email Geeks says a meeting about 10 years ago revealed that Sender Score data came mostly from US cable mailbox providers, not major free email services like AOL/Yahoo or Gmail, and possibly Hotmail at one point.
2024-01-18 - Email Geeks
Concluding thoughts on Sender Score
Sender Score, while a known metric, offers a limited view into your overall email deliverability. Its data sources are primarily focused on cable ISPs and smaller hosting providers, deliberately excluding the vast majority of major free email services like Gmail, Outlook, Yahoo, and Apple Mail.
For truly understanding and improving your email deliverability, it's essential to look beyond a single aggregated score. Focus on direct feedback from postmaster tools, prioritize strong sender authentication, cultivate recipient engagement, and consistently maintain a clean email list. These actions form the bedrock of a robust sender reputation and ensure your messages consistently reach the inbox.